PANCREATIC CANCER DETECTION KIT OR DEVICE, AND DETECTION METHOD

申请号 US15314859 申请日 2015-05-29 公开(公告)号 US20170275699A1 公开(公告)日 2017-09-28
申请人 TORAY INDUSTRIES, INC.; NATIONAL CANCER CENTER; 发明人 Junpei KAWAUCHI; Hitoshi NOBUMASA; Satoko KOZONO; Satoshi KONDOU; Hiroko SUDO; Atsushi OCHIAI; Motohiro KOJIMA;
摘要 This invention provides a kit or a device for the detection of pancreatic cancer, comprising a nucleic acid(s) capable of specifically binding to a miRNA(s) in a sample from a subject, and a method for detecting pancreatic cancer, comprising measuring the miRNA(s) in vitro.
权利要求 1-25. (canceled)26. A kit for the detection of pancreatic cancer, comprising a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of the following pancreatic cancer markers: miR-6893-5p, miR-6075, miR-6820-5p, miR-4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, miR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231, miR-4665-5p, miR-7114-5p, miR-1238-5p, miR-8069, miR-4732-5p, miR-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, miR-6125, miR-6805-5p, miR-6132, miR-6872-3p, miR-6875-5p, miR-1908-3p, miR-4433b-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, miR-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-6515-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, miR-4508, miR-940, miR-4327, miR-4665-3p, miR-718, miR-1203, miR-663b, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, miR-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p.27. The kit according to claim 26, wherein miR-6893-5p is hsa-miR-6893-5p, miR-6075 is hsa-miR-6075, miR-6820-5p is hsa-miR-6820-5p, miR-4294 is hsa-miR-4294, miR-6729-5p is hsa-miR-6729-5p, miR-4476 is hsa-miR-4476, miR-6836-3p is hsa-miR-6836-3p, miR-6765-3p is hsa-miR-6765-3p, miR-6799-5p is hsa-miR-6799-5p, miR-4530 is hsa-miR-4530, miR-7641 is hsa-miR-7641, miR-4454 is hsa-miR-4454, miR-615-5p is hsa-miR-615-5p, miR-8073 is hsa-miR-8073, miR-663a is hsa-miR-663a, miR-4634 is hsa-miR-4634, miR-4450 is hsa-miR-4450, miR-4792 is hsa-miR-4792, miR-665 is hsa-miR-665, miR-7975 is hsa-miR-7975, miR-7109-5p is hsa-miR-7109-5p, miR-6789-5p is hsa-miR-6789-5p, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6880-5p is hsa-miR-6880-5p, miR-7977 is hsa-miR-7977, miR-4734 is hsa-miR-4734, miR-6821-5p is hsa-miR-6821-5p, miR-8089 is hsa-miR-8089, miR-5585-3p is hsa-miR-5585-3p, miR-6085 is hsa-miR-6085, miR-6845-5p is hsa-miR-6845-5p, miR-4651 is hsa-miR-4651, miR-4433-3p is hsa-miR-4433-3p, miR-1231 is hsa-miR-1231, miR-4665-5p is hsa-miR-4665-5p, miR-7114-5p is hsa-miR-7114-5p, miR-1238-5p is hsa-miR-1238-5p, miR-8069 is hsa-miR-8069, miR-4732-5p is hsa-miR-4732-5p, miR-619-5p is hsa-miR-619-5p, miR-3622a-5p is hsa-miR-3622a-5p, miR-1260a is hsa-miR-1260a, miR-6741-5p is hsa-miR-6741-5p, miR-6781-5p is hsa-miR-6781-5p, miR-6125 is hsa-miR-6125, miR-6805-5p is hsa-miR-6805-5p, miR-6132 is hsa-miR-6132, miR-6872-3p is hsa-miR-6872-3p, miR-6875-5p is hsa-miR-6875-5p, miR-1908-3p is hsa-miR-1908-3p, miR-4433b-3p is hsa-miR-4433b-3p, miR-4736 is hsa-miR-4736, miR-5100 is hsa-miR-5100, miR-6724-5p is hsa-miR-6724-5p, miR-7107-5p is hsa-miR-7107-5p, miR-6726-5p is hsa-miR-6726-5p, miR-3185 is hsa-miR-3185, miR-4638-5p is hsa-miR-4638-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-6778-5p is hsa-miR-6778-5p, miR-328-5p is hsa-miR-328-5p, miR-3679-3p is hsa-miR-3679-3p, miR-1228-3p is hsa-miR-1228-3p, miR-6779-5p is hsa-miR-6779-5p, miR-4723-5p is hsa-miR-4723-5p, miR-6850-5p is hsa-miR-6850-5p, miR-760 is hsa-miR-760, miR-7704 is hsa-miR-7704, miR-8072 is hsa-miR-8072, miR-4486 is hsa-miR-4486, miR-1913 is hsa-miR-1913, miR-4656 is hsa-miR-4656, miR-1260b is hsa-miR-1260b, miR-7106-5p is hsa-miR-7106-5p, miR-6889-5p is hsa-miR-6889-5p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6090 is hsa-miR-6090, miR-4534 is hsa-miR-4534, miR-4449 is hsa-miR-4449, miR-5195-3p is hsa-miR-5195-3p, miR-1202 is hsa-miR-1202, miR-4467 is hsa-miR-4467, miR-6515-3p is hsa-miR-6515-3p, miR-4281 is hsa-miR-4281, miR-4505 is hsa-miR-4505, miR-4484 is hsa-miR-4484, miR-6805-3p is hsa-miR-6805-3p, miR-3135b is hsa-miR-3135b, miR-3162-5p is hsa-miR-3162-5p, miR-6768-5p is hsa-miR-6768-5p, miR-6721-5p is hsa-miR-6721-5p, miR-1227-5p is hsa-miR-1227-5p, miR-6722-3p is hsa-miR-6722-3p, miR-4286 is hsa-miR-4286, miR-4746-3p is hsa-miR-4746-3p, miR-6727-5p is hsa-miR-6727-5p, miR-6816-5p is hsa-miR-6816-5p, miR-4741 is hsa-miR-4741, miR-4508 is hsa-miR-4508, miR-940 is hsa-miR-940, miR-4327 is hsa-miR-4327, miR-4665-3p is hsa-miR-4665-3p, miR-718 is hsa-miR-718, miR-1203 is hsa-miR-1203, miR-663b is hsa-miR-663b, miR-4258 is hsa-miR-4258, miR-4649-5p is hsa-miR-4649-5p, miR-4516 is hsa-miR-4516, miR-3619-3p is hsa-miR-3619-3p, miR-6826-5p is hsa-miR-6826-5p, miR-6757-5p is hsa-miR-6757-5p, miR-3131 is hsa-miR-3131, miR-1343-3p is hsa-miR-1343-3p, miR-6775-5p is hsa-miR-6775-5p, miR-6813-5p is hsa-miR-6813-5p, and miR-3940-5p is hsa-miR-3940-5p.28. The kit according to claim 26, wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (a) to (e):(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494;(c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and(e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).29. The kit according to claim 26, wherein the kit further comprises a nucleic acid or nucleotide acids capable of specifically binding to at least one or more polynucleotides selected from the group consisting of the following other pancreatic cancer markers: miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-45 1 a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-37 1 a-5p, miR-550a-5p, miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p.30. The kit according to claim 29, wherein miR-125a-3p is hsa-miR-125a-3p, miR-204-3p is hsa-miR-204-3p, miR-1469 is hsa-miR-1469, miR-575 is hsa-miR-575, miR-150-3p is hsa-miR-150-3p, miR-423-5p is hsa-miR-423-5p, miR-564 is hsa-miR-564, miR-3188 is hsa-miR-3188, miR-1246 is hsa-miR-1246, miR-602 is hsa-miR-602, miR-1290 is hsa-miR-1290, miR-16-5p is hsa-miR-16-5p, miR-451a is hsa-miR-451a, miR-24-3p is hsa-miR-24-3p, miR-187-5p is hsa-miR-187-5p, miR-1908-5p is hsa-miR-1908-5p, miR-371a-5p is hsa-miR-371a-5p, miR-550a-5p is hsa-miR-550a-5p, miR-4417 is hsa-miR-4417, miR-4707-5p is hsa-miR-4707-5p, miR-7847-3p is hsa-miR-7847-3p, miR-2861 is hsa-miR-2861, miR-4513 is hsa-miR-4513, miR-7111-5p is hsa-miR-7111-5p, miR-6777-5p is hsa-miR-6777-5p, miR-7113-3p is hsa-miR-7113-3p, miR-4648 is hsa-miR-4648, miR-3184-5p is hsa-miR-3184-5p, miR-4271 is hsa-miR-4271, miR-6791-5p is hsa-miR-6791-5p, miR-642a-3p is hsa-miR-642a-3p, miR-7108-5p is hsa-miR-7108-5p, miR-128-1-5p is hsa-miR-128-1-5p, miR-5196-5p is hsa-miR-5196-5p, miR-3178 is hsa-miR-3178, miR-3656 is hsa-miR-3656, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4689 is hsa-miR-4689, miR-6076 is hsa-miR-6076, miR-92b-5p is hsa-miR-92b-5p, miR-6774-5p is hsa-miR-6774-5p, miR-486-3p is hsa-miR-486-3p, miR-6806-5p is hsa-miR-6806-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6716-5p is hsa-miR-6716-5p, miR-557 is hsa-miR-557, miR-4673 is hsa-miR-4673, miR-4674 is hsa-miR-4674, miR-4442 is hsa-miR-4442, miR-1915-3p is hsa-miR-1915-3p, miR-4687-3p is hsa-miR-4687-3p, and miR-92b-3p is hsa-miR-92b-3p.31. The kit according to claim 29, wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (f) to (o):(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122;(h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t;(j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i);(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383;(m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and(o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).32. The kit according to claim 26, wherein the kit comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the pancreatic cancer markers according to claim 26.33. A device for the detection of pancreatic cancer, comprising a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the following pancreatic cancer markers: miR-6893-5p, miR-6075, miR-6820-5p, miR-4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, miR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231, miR-4665-5p, miR-7114-5p, miR-1238-5p, miR-8069, miR-4732-5p, miR-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, miR-6125, miR-6805-5p, miR-6132, miR-6872-3p, miR-6875-5p, miR-1908-3p, miR-4433b-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, miR-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-6515-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, miR-4508, miR-940, miR-4327, miR-4665-3p, miR-718, miR-1203, miR-663b, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, miR-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p.34. The device according to claim 33, wherein miR-6893-5p is hsa-miR-6893-5p, miR-6075 is hsa-miR-6075, miR-6820-5p is hsa-miR-6820-5p, miR-4294 is hsa-miR-4294, miR-6729-5p is hsa-miR-6729-5p, miR-4476 is hsa-miR-4476, miR-6836-3p is hsa-miR-6836-3p, miR-6765-3p is hsa-miR-6765-3p, miR-6799-5p is hsa-miR-6799-5p, miR-4530 is hsa-miR-4530, miR-7641 is hsa-miR-7641, miR-4454 is hsa-miR-4454, miR-615-5p is hsa-miR-615-5p, miR-8073 is hsa-miR-8073, miR-663a is hsa-miR-663a, miR-4634 is hsa-miR-4634, miR-4450 is hsa-miR-4450, miR-4792 is hsa-miR-4792, miR-665 is hsa-miR-665, miR-7975 is hsa-miR-7975, miR-7109-5p is hsa-miR-7109-5p, miR-6789-5p is hsa-miR-6789-5p, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6880-5p is hsa-miR-6880-5p, miR-7977 is hsa-miR-7977, miR-4734 is hsa-miR-4734, miR-6821-5p is hsa-miR-6821-5p, miR-8089 is hsa-miR-8089, miR-5585-3p is hsa-miR-5585-3p, miR-6085 is hsa-miR-6085, miR-6845-5p is hsa-miR-6845-5p, miR-4651 is hsa-miR-4651, miR-4433-3p is hsa-miR-4433-3p, miR-1231 is hsa-miR-1231, miR-4665-5p is hsa-miR-4665-5p, miR-7114-5p is hsa-miR-7114-5p, miR-1238-5p is hsa-miR-1238-5p, miR-8069 is hsa-miR-8069, miR-4732-5p is hsa-miR-4732-5p, miR-619-5p is hsa-miR-619-5p, miR-3622a-5p is hsa-miR-3622a-5p, miR-1260a is hsa-miR-1260a, miR-6741-5p is hsa-miR-6741-5p, miR-6781-5p is hsa-miR-6781-5p, miR-6125 is hsa-miR-6125, miR-6805-5p is hsa-miR-6805-5p, miR-6132 is hsa-miR-6132, miR-6872-3p is hsa-miR-6872-3p, miR-6875-5p is hsa-miR-6875-5p, miR-1908-3p is hsa-miR-1908-3p, miR-4433b-3p is hsa-miR-4433b-3p, miR-4736 is hsa-miR-4736, miR-5100 is hsa-miR-5100, miR-6724-5p is hsa-miR-6724-5p, miR-7107-5p is hsa-miR-7107-5p, miR-6726-5p is hsa-miR-6726-5p, miR-3185 is hsa-miR-3185, miR-4638-5p is hsa-miR-4638-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-6778-5p is hsa-miR-6778-5p, miR-328-5p is hsa-miR-328-5p, miR-3679-3p is hsa-miR-3679-3p, miR-1228-3p is hsa-miR-1228-3p, miR-6779-5p is hsa-miR-6779-5p, miR-4723-5p is hsa-miR-4723-5p, miR-6850-5p is hsa-miR-6850-5p, miR-760 is hsa-miR-760, miR-7704 is hsa-miR-7704, miR-8072 is hsa-miR-8072, miR-4486 is hsa-miR-4486, miR-1913 is hsa-miR-1913, miR-4656 is hsa-miR-4656, miR-1260b is hsa-miR-1260b, miR-7106-5p is hsa-miR-7106-5p, miR-6889-5p is hsa-miR-6889-5p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6090 is hsa-miR-6090, miR-4534 is hsa-miR-4534, miR-4449 is hsa-miR-4449, miR-5195-3p is hsa-miR-5195-3p, miR-1202 is hsa-miR-1202, miR-4467 is hsa-miR-4467, miR-6515-3p is hsa-miR-6515-3p, miR-4281 is hsa-miR-4281, miR-4505 is hsa-miR-4505, miR-4484 is hsa-miR-4484, miR-6805-3p is hsa-miR-6805-3p, miR-3135b is hsa-miR-3135b, miR-3162-5p is hsa-miR-3162-5p, miR-6768-5p is hsa-miR-6768-5p, miR-6721-5p is hsa-miR-6721-5p, miR-1227-5p is hsa-miR-1227-5p, miR-6722-3p is hsa-miR-6722-3p, miR-4286 is hsa-miR-4286, miR-4746-3p is hsa-miR-4746-3p, miR-6727-5p is hsa-miR-6727-5p, miR-6816-5p is hsa-miR-6816-5p, miR-4741 is hsa-miR-4741, miR-4508 is hsa-miR-4508, miR-940 is hsa-miR-940, miR-4327 is hsa-miR-4327, miR-4665-3p is hsa-miR-4665-3p, miR-718 is hsa-miR-718, miR-1203 is hsa-miR-1203, miR-663b is hsa-miR-663b, miR-4258 is hsa-miR-4258, miR-4649-5p is hsa-miR-4649-5p, miR-4516 is hsa-miR-4516, miR-3619-3p is hsa-miR-3619-3p, miR-6826-5p is hsa-miR-6826-5p, miR-6757-5p is hsa-miR-6757-5p, miR-3131 is hsa-miR-3131, miR-1343-3p is hsa-miR-1343-3p, miR-6775-5p is hsa-miR-6775-5p, miR-6813-5p is hsa-miR-6813-5p, and miR-3940-5p is hsa-miR-3940-5p.35. The device according to claim 33, wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (a) to (e):(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494;(c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and(e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).36. The device according to claim 33, wherein the device further comprises a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of the following other pancreatic cancer markers: miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-451a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-371a-5p, miR-550a-5p, miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p.37. The device according to claim 36, wherein miR-125a-3p is hsa-miR-125a-3p, miR-204-3p is hsa-miR-204-3p, miR-1469 is hsa-miR-1469, miR-575 is hsa-miR-575, miR-150-3p is hsa-miR-150-3p, miR-423-5p is hsa-miR-423-5p, miR-564 is hsa-miR-564, miR-3188 is hsa-miR-3188, miR-1246 is hsa-miR-1246, miR-602 is hsa-miR-602, miR-1290 is hsa-miR-1290, miR-16-5p is hsa-miR-16-5p, miR-451a is hsa-miR-451a, miR-24-3p is hsa-miR-24-3p, miR-187-5p is hsa-miR-187-5p, miR-1908-5p is hsa-miR-1908-5p, miR-371a-5p is hsa-miR-371a-5p, miR-550a-5p is hsa-miR-550a-5p, miR-4417 is hsa-miR-4417, miR-4707-5p is hsa-miR-4707-5p, miR-7847-3p is hsa-miR-7847-3p, miR-2861 is hsa-miR-2861, miR-4513 is hsa-miR-4513, miR-7111-5p is hsa-miR-7111-5p, miR-6777-5p is hsa-miR-6777-5p, miR-7113-3p is hsa-miR-7113-3p, miR-4648 is hsa-miR-4648, miR-3184-5p is hsa-miR-3184-5p, miR-4271 is hsa-miR-4271, miR-6791-5p is hsa-miR-6791-5p, miR-642a-3p is hsa-miR-642a-3p, miR-7108-5p is hsa-miR-7108-5p, miR-128-1-5p is hsa-miR-128-1-5p, miR-5196-5p is hsa-miR-5196-5p, miR-3178 is hsa-miR-3178, miR-3656 is hsa-miR-3656, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4689 is hsa-miR-4689, miR-6076 is hsa-miR-6076, miR-92b-5p is hsa-miR-92b-5p, miR-6774-5p is hsa-miR-6774-5p, miR-486-3p is hsa-miR-486-3p, miR-6806-5p is hsa-miR-6806-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6716-5p is hsa-miR-6716-5p, miR-557 is hsa-miR-557, miR-4673 is hsa-miR-4673, miR-4674 is hsa-miR-4674, miR-4442 is hsa-miR-4442, miR-1915-3p is hsa-miR-1915-3p, miR-4687-3p is hsa-miR-4687-3p, and miR-92b-3p is hsa-miR-92b-3p.38. The device according to claim 36, wherein the nucleic acid(s) is/are a polynucleotide(s) selected from the group consisting of the following polynucleotides (f) to (o):(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122;(h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t;(j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i);(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383;(m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;(n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and(o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).39. The device according to claim 33, wherein the device is a device for measurement by a hybridization technique.40. The device according to claim 39, wherein the hybridization technique is a nucleic acid array technique.41. The device according to claim 33, wherein the device comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the pancreatic cancer markers according to claim 33.42. A method for detecting pancreatic cancer, comprising: measuring an expression level(s) of a target nucleic acid(s) in a sample from a subject using the kit according to claim 26;and evaluating in vitro whether or not the subject has pancreatic cancer using both of the measured expression level(s) and a control expression level(s) in a sample from a healthy subject measured in the same way.43. The method according to claim 42, wherein the subject is a human.44. The method according to claim 42, wherein the sample is blood, serum, or plasma.45. The kit according to claim 26, wherein the kit further comprises a nucleic acid or nucleotide acids capable of specifically binding to at least one or more polynucleotides selected from the group consisting of the following other pancreatic cancer markers: miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-451a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-371a-5p, miR-550a-5p, miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p, and wherein the kit comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the pancreatic cancer markers according to claim 26.46. The device according to claim 33, wherein the device further comprises a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of the following other pancreatic cancer markers: miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-45 1 a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-37 1 a-5p, miR-550a-5p, miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p, and wherein the device comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the pancreatic cancer markers according to claim 33.47. A method for detecting pancreatic cancer, comprising: measuring an expression level(s) of a target nucleic acid(s) in a sample from a subject using the kit according to claim 29; and evaluating in vitro whether or not the subject has pancreatic cancer using both of the measured expression level(s) and a control expression level(s) in a sample from a healthy subject measured in the same way.48. A method for detecting pancreatic cancer, comprising: measuring an expression level(s) of a target nucleic acid(s) in a sample from a subject using the device according to claim 36; and evaluating in vitro whether or not the subject has pancreatic cancer using both of the measured expression level(s) and a control expression level(s) in a sample from a healthy subject measured in the same way.49. A method for detecting pancreatic cancer, comprising: measuring an expression level(s) of a target nucleic acid(s) in a sample from a subject using the kit according to claim 30; and evaluating in vitro whether or not the subject has pancreatic cancer using both of the measured expression level(s) and a control expression level(s) in a sample from a healthy subject measured in the same way.50. The method according to claim 47, wherein the sample is blood, serum, or plasma.51. The method according to claim 48, wherein the sample is blood, serum, or plasma.52. The method according to claim 49, wherein the sample is blood, serum, or plasma.
说明书全文

TECHNICAL FIELD

The present invention relates to a kit or a device for the detection of pancreatic cancer, comprising a nucleic acid capable of specifically binding to a particular miRNA, which is used for examining the presence or absence of pancreatic cancer in a subject, and a method for detecting pancreatic cancer, comprising measuring an expression level of the miRNA using the nucleic acid.

BACKGROUND ART

The pancreas serves as an exocrine gland that secretes pancreatic juice as a digestive juice and sends the juice into the digestive tract through the pancreatic duct, while also functioning as an endocrine gland that secretes hormones such as insulin and glucagon into blood.

Since the pancreas is surrounded by many organs such as the stomach, the duodenum, the small intestine, the liver, and the gallbladder, pancreatic cancer is not only difficult to detect early but has properties such as a lack of subjective symptoms, very rapid progression, and metastasis to other organs and thus has very poor prognosis as compared with other cancers. According to the 2011 statistics of cancer type-specific mortality in Japan disclosed by the Center for Cancer Control and Information Services, National Cancer Center (Tokyo, Japan), the number of pancreatic cancer deaths climbed to 28,829 people, and 5-year relative survival rates by cancer type in 2003 to 2005 were lowest in pancreatic cancer with 7.1% for males and 6.9% for females.

As described in Non-Patent Literature 1, the basic therapy of pancreatic cancer is practiced by surgery, systemic chemotherapy, radiotherapy, or a combination thereof depending on a stage of progression. Although 15 to 20% pancreatic cancer patients undergo surgery for potential cure, the great majority of patients who do not undergo surgery are considered to have local progression or metastasis. The median survival time is reportedly 8 to 12 months for locally advanced cancer and 3 to 6 months for metastatic cancer, which are very poor as compared with other cancers.

The UICC (Unix Internationalis Contra Cancrum) stages of progression of pancreatic cancer are defined in General Rules for the Study of Pancreatic Cancer, the 5th edition (edited by Japan Pancreas Society, KANEHARA & Co., LTD., 2013, p. 55) and classified into stages 0, IA, IB, IIA, IIB, III, IVa, and IVb according to the size of primary tumor, lymph node metastasis, distant metastasis, etc. Stages I to III occupy half or more of the number of 5-year survivals, and stages IVa and IVb occupy 70% or more of the progressed stages at the time of diagnosis. Also, pancreatic cancer differs in symptoms among sites of origin. Carcinoma of the head of the pancreas often manifests jaundice, whereas carcinoma of the tail of the pancreas has few symptoms. Therefore, the carcinoma of the tail of the pancreas tends to result in delayed diagnosis as compared with the carcinoma of the head of the pancreas.

As described in Non-Patent Literature 2, abdominal ultrasonography is very useful as convenient and limitedly invasive examination in outpatient settings or medical examination for the diagnosis of pancreatic cancer. However, it is often difficult to visualize pancreatic cancer having a small tumor size or a lesion on the pancreatic tail side. In ordinary medical checkup, the prevalence of pancreatic cancer found in pancreatic images by abdominal ultrasonography is approximately 1%, and the detection rate of pancreatic cancer is approximately 0.06% or lower. For example, CA19-9, Span-1, CA50, CA242, Dupan-2, TAG-72, and urinary fucose as carbohydrate antigens, and CEA, POA, and TPS as non-carbohydrate antigens are known as tumor markers for the detection of pancreatic cancer. As for how to use these tumor markers, a subject is suspected of having a cancer when their concentrations in blood are higher or lower than predetermined reference values. For example, as described in Non-Patent Literature 3, the reference value of CEA is set to 5 ng/mL, and the reference value of CA19-9 is set to 37 U/mL. A subject is suspected of having a cancer including pancreatic cancer when their concentrations exhibit these values or higher. However, the evaluation of tumor markers often examines advanced pancreatic cancer and does not show abnormal values for early pancreatic cancer in many cases. Even combinatorial use of tumor markers and abdominal ultrasonography in medical examination results in low rates of detection of pancreatic cancer. The implementation of such medical examinations for the detection of pancreatic cancer is controversial from the viewpoint of cost effectiveness.

As shown in Patent Literatures 1 to 4, there are reports, albeit at a research stage, on the determination of pancreatic cancer using the expression levels of microRNAs (miRNAs), or combinations of the expression levels of miRNAs and the expression levels of additional protein markers in biological samples including blood.

Patent Literature 1 discloses a method for detecting pancreatic cancer by combining hsa-miR-125a-3p with dozens of other miRNAs in blood.

Patent Literature 2. discloses a method for detecting pancreatic cancer by combining a hsa-miR-204-3p precursor, a hsa-miR-423-5p precursor, or a hsa-miR-328-5p precursor with several hundreds of other miRNAs in blood or tissues.

Patent Literature 3 discloses a method for detecting pancreatic cancer by combining hsa-miR-575, hsa-miR-16-5p, or hsa-miR-24-3p with several hundreds of other miRNAs in blood.

Patent Literature 4 discloses a method for detecting pancreatic cancer by combining hsa-miR-451a with dozens of other miRNAs in blood or tissues.

Patent Literature 5 discloses a method for detecting pancreatic cancer by combining a hsa-miR-150-3p precursor or a hsa-miR-187-5p precursor with several hundreds of other miRNAs in blood or tissues.

Non-Patent Literature 4 discloses hsa-miR-423-5p, hsa-miR-1246, hsa-miR-150-3p, hsa-miR-550a-5p, hsa-miR-371a-5p, hsa-miR-1469, hsa-miR-575, hsa-miR-564, hsa-miR-125a-3p, hsa-miR-451a, hsa-miR-1908-5p and the like in plasma as miRNAs that have significant difference in their expression levels between pancreatic cancer patients and healthy subjects.

Non-Patent Literature 5 discloses miR-3188, miR-16-5p, and the like in plasma as miRNAs that have significant difference in their expression levels between pancreatic cancer patients and healthy subjects.

Non-Patent Literature 6 discloses miR-550a-5p, miR-1290, miR-24-3p, miR-486-3p, miR-423-5p, miR-125a-3p, and the like in serum as miRNAs that have significant difference in their expression levels between pancreatic cancer patients and healthy subjects.

Non-Patent Literature 7 discloses miR-602 in tissues as a miRNA that have significant difference in its expression level between pancreatic cancer patients and healthy subjects.

PRIOR ART LITERATURE

Patent Literature

Patent Literature 1: JP Patent Publication (Kohyo) No. 2012-507300 A (2012)

Patent Literature 2: Published U.S. Patent Application No. 2010/0286232

Patent Literature 3: International Publication No. WO 2013/107459

Patent Literature 4: Published U.S. Patent Application No. 2013/0310276

Patent literature 5: Published U.S. Patent Application No. 2008/0306018

Non-Patent Literature

Non-Patent Literature 1: Tetsuya Mine, “Suizo (Pancreas), Journal of the Japan Pancreas Society”, Japan Pancreas Society, 2007, Vol. 22, p. 105-113

Non-Patent Literature 2: Japan Pancreas Society, “2009 Scientific evidence based clinical practice guidelines for pancreatic cancer”, CQ1 diagnosis methods http://www.suizou.org/PCMG2009/cq1/cq1-3.html

Non-Patent Literature 3: Kiyoshi Kurokawa et al. ed., LAB DATA, 2013, p. 633, 636 (Igaku-Shoin Ltd., Tokyo, Japan)

Non-Patent Literature 4: Ali S. et al, 2010, American Journal of Translational Research, Vol. 3, (1), p. 28-47

Non-Patent Literature 5: Ganepola G A. et al., 2014, World Journal of Gastrointestinal Oncology., Vol. 6, (1), p. 22-33

Non-Patent Literature 6: Li A. et al., 2013, Clinical Cancer Research, Vol. 19, (13), p. 3600-3610

Non-Patent Literature 7: Zhang J. et al., 2014, Oncology Reports, Vol. 31, (3), p. 1157-1164

SUMMARY OF INVENTION

Problem to be Solved by Invention

An object of the present invention is to find novel tumor markers for pancreatic cancer and to provide a method that can effectively detect pancreatic cancer using nucleic acids capable of specifically binding to the markers. As described in Non-Patent Literature 2, for example, CA19-9, Span-1, CA50, CA242, Dupan-2, TAG-72, and urinary fucose as carbohydrate antigens and CEA, POA, and TPS as non-carbohydrate antigens are known as tumor markers for the detection of pancreatic cancer. The pancreatic cancer detection sensitivity of these tumor markers is 70 to 80% for CA19-9, 70 to 80% for Span-1, 50 to 60% for Dupan-2, 30 to 60% for CEA, and 60% for CA50. In addition, their specificity is not much high, and their false positive rates are as high as 20 to 30%. Therefore, there may be the possibility of false detection of other cancers and/or benign tumors and/or benign diseases of the pancreas and/or peripancreatic organs, etc. Particularly, the detection sensitivity of early pancreatic cancer is generally low, and the positive rate of CA19-9 is merely ½ (52%) for pancreatic cancer having a tumor size of 2 cm or smaller. Therefore, these tumor markers are not useful for the detection of early pancreatic cancer. Furthermore, the tumor markers based on carbohydrate antigens exhibit false negatives in Lewis blood type negative cases, in which the subjects do not produce the antigens. Therefore, this examination is unsuitable for some subjects.

As described below, there are reports, albeit at a research stage, on the determination of pancreatic cancer using the expression levels of microRNAs (miRNAs) in biological samples including blood, none of which, however, have yet been brought into practical use.

Patent Literature 1 describes a method for diagnosing various cancers including pancreatic cancer by combining hsa-miR-125a-3p with a large number (dozens) of other miRNAs in blood. This literature, however, neither describes specific detection performance thereof such as accuracy, sensitivity, or specificity nor describes a specific method for diagnosing pancreatic cancer using blood.

Patent Literature 2 describes a method for detecting pancreatic cancer by combining a hsa-miR-204-3p precursor, a hsa-miR-423-5p precursor, or a hsa-miR-328-5p precursor with several hundreds of other miRNAs in blood or tissues. This literature, however, neither describes specific detection performance thereof such as accuracy, sensitivity, or specificity nor describes a specific method for diagnosing pancreatic cancer using blood.

The method described in Patent Literature 3 diagnoses pancreatic cancer by combining hsa-miR-575, hsa-miR-16-5p, or hsa-miR-24-3p with several hundreds of other miRNAs and does not state that diagnosis can be conducted by combining several miRNAs.

Patent Literature 4 employs hsa-miR-451a in combination with dozens or more of other miRNAs in pancreatic cancer tissues for the diagnosis of pancreatic cancer. This literature, however, does not describe a specific method for diagnosing pancreatic cancer using blood.

Patent Literature 5 employs a hsa-miR-150-3p precursor or a hsa-miR-187-5p precursor in combination with several hundreds or more of other miRNAs in pancreatic cancer tissues for the diagnosis of pancreatic cancer. This literature, however, neither describes specific detection performance thereof such as accuracy, sensitivity, or specificity nor describes a specific method for diagnosing pancreatic cancer using blood.

In Non-Patent Literature 4, examples of the miRNAs that have significant difference in their expression levels in plasma between pancreatic cancer patients and healthy subjects include miR-423-5p, miR-1246, miR-150-3p, miR-550a-5p, miR-371a-5p, miR-1469, miR-575, miR-564, miR-125a-3p, miR-451a, and miR-1908-5p. This literature, however, does not describe specific detection performance thereof such as accuracy, sensitivity, or specificity.

In Non-Patent Literature 5, examples of the miRNAs that have significant difference in their expression levels in plasma between pancreatic cancer patients and healthy subjects include miR-3188 and miR-16-5p. However, as a result of validation, these miRNAs were excluded from the analytes due to their low reliability.

In Non-Patent Literature 6, examples of the miRNAs that have significant difference in their expression levels in serum between pancreatic cancer patients and healthy subjects include miR-550a-5p, miR-1290, miR-24-3p, miR-486-3p, miR-423-5p, and miR-125a-3p. This literature, however, neither describes the specific detection performance, such as accuracy, sensitivity, or specificity, of miR-550a-5p, miR-24-3p, miR-486-3p, miR-423-5p, and miR-125a-3p nor validated the detection performance of miR-1290 in an independent sample group.

In Non-Patent Literature 7, examples of the miRNA that have significant difference in its expression level in pancreatic tissues between pancreatic cancer patients and healthy subjects include miR-602. This literature, however, neither describes specific detection performance thereof such as accuracy, sensitivity, or specificity nor describes a specific method for diagnosing pancreatic cancer using blood.

As mentioned above, the existing tumor markers exhibit low performance in the detection of pancreatic cancer, or neither performance nor detection methods are specifically shown as to the markers at a research stage. Therefore, use of these markers might require carrying out needless extra examination due to the false detection of healthy subjects as being pancreatic cancer patients, or might waste therapeutic opportunity because of overlooking pancreatic cancer patients. In addition, the measurement of dozens to several hundreds of miRNAs increases examination costs and is therefore difficult to use in large-scale screening such as medical checkup. Furthermore, the collection of pancreatic tissues for measuring the tumor markers is highly invasive to patients and is not favorable. Hence, there is a demand for a highly accurate pancreatic cancer marker that is detectable from blood, which can be collected in less invasive manner, and is capable of correctly determining a pancreatic cancer patient as a pancreatic cancer patient and a healthy subject as a healthy subject. Particularly, a highly sensitive pancreatic cancer marker is desired because tumor resection based on early detection is only radical cure for pancreatic cancer.

Means for Solution of Problem

The present inventors have conducted diligent studies to attain the object and consequently completed the present invention by finding several genes usable as markers for the detection of pancreatic cancer from blood, which can be collected with limited invasiveness, and finding that pancreatic cancer can be significantly detected by using nucleic acids capable of specifically binding to any of these markers.

SUMMARY OF INVENTION

The present invention has the following features:

(1) A kit for the detection of pancreatic cancer, comprising a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of the following pancreatic cancer markers: miR-6893-5p, miR-6075, miR-6820-5p, miR-4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, miR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231, miR-4665-5p, miR-7114-5p, miR-1238-5p, miR-8069, miR-4732-5p, miR-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, miR-6125, miR-6805-5p, miR-6132, miR-6872-3p, miR-6875-5p, miR-1908-3p, miR-4433b-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, ma-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-6515-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, ma-4508, miR-940, miR-4327, miR-4665-3p, miR-718, miR-1203, miR-663b, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, miR-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p.

(2) The kit according to (1), wherein miR-6893-5p is hsa-miR-6893-5p, miR-6075 is miR-6820-5p is hsa-miR-6820-5p, miR-4294 is hsa-miR-4294, miR-6729-5p is hsa-miR-6729-5p, miR-4476 is hsa-miR-4476, miR-6836-3p is hsa-miR-6836-3p, miR-6765-3p is hsa-miR-6765-3p, miR-6799-5p is hsa-miR-6799-5p, miR-4530 is hsa-miR-4530, miR-7641 is hsa-miR-7641, miR-4454 is hsa-miR-4454, miR-615-5p is hsa-miR-615-5p, miR-8073 is hsa-miR-8073, miR-663a is hsa-miR-663a, miR-4634 is hsa-miR-4634, ‘R-4450 is hsa-miR-4450, miR-4792 is hsa-miR-4792, miR-665 is hsa-miR-665, miR-7975 is hsa-miR-7975, miR-7109-5p is hsa-miR-7109-5p, miR-6789-5p is hsa-miR-6789-5p, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6880-5p is hsa-miR-6880-5p, miR-7977 is hsa-miR-7977, miR-4734 is hsa-miR-4734, miR-6821-5p is hsa-miR-6821-5p, miR-8089 is hsa-miR-8089, miR-5585-3p is hsa-miR-5585-3p, miR-6085 is hsa-miR-6085, miR-6845-5p is hsa-miR-6845-5p, miR-4651 is hsa-miR-4651, miR-4433-3p is hsa-miR-4433-3p, miR-1231 is hsa-miR-1231, miR-4665-5p is hsa-miR-4665-5p, miR-7114-5p is hsa-miR-7114-5p, miR-1238-5p is hsa-miR-1238-5p, miR-8069 is hsa-miR-8069, miR-4732-5p is hsa-milt-4732-5p, miR-619-5p is hsa-miR-619-5p, miR-3622a-5p is hsa-miR-3622a-5p, miR-1260a is hsa-miR-1260a, miR-6741-5p is hsa-miR-6741-5p, miR-6781-5p is hsa-miR-6781-5p, miR-6125 is hsa-miR-6125, miR-6805-5p is hsa-miR-6805-5p, miR-6132 is hsa-miR-6132, miR-6872-3p is hsa-miR-6872-3p, miR-6875-5p is hsa-miR-6875-5p, miR-1908-3p is hsa-miR-1908-3p, miR-4433b-3p is hsa-miR-4433b-3p, miR-4736 is hsa-miR-4736, miR-5100 is hsa-miR-5100, miR-6724-5p is hsa-miR-6724-5p, miR-7107-5p is hsa-miR-7107-5p, miR-6726-5p is hsa-miR-6726-5p, miR-3185 is hsa-miR-3185, miR-4638-5p is hsa-miR-4638-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-6778-5p is hsa-miR-6778-5p, miR-328-5p is hsa-miR-328-5p, miR-3679-3p is hsa-miR-3679-3p, miR-1228-3p is hsa-miR-1228-3p, miR-6779-5p is hsa-miR-6779-5p, miR-4723-5p is hsa-miR-4723-5p, miR-6850-5p is hsa-miR-6850-5p, miR-760 is hsa-miR-760, miR-7704 is hsa-miR-7704, miR-8072 is hsa-miR-8072, miR-4486 is hsa-miR-4486, miR-1913 is hsa-miR-1913, miR-4656 is hsa-miR-4656, miR-1260b is hsa-miR-1260b, miR-7106-5p is hsa-miR-7106-5p, miR-6889-5p is hsa-miR-6889-5p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6090 is hsa-miR-6090, miR-4534 is hsa-miR-4534, miR-4449 is hsa-miR-4449, miR-5195-3p is hsa-miR-5195-3p, miR-1202 is hsa-miR-1202, miR-4467 is hsa-miR-4467, miR-6515-3p is hsa-miR-6515-3p, miR-4281 is hsa-miR-4281, miR-4505 is hsa-miR-4505, miR-4484 is hsa-miR-4484, miR-6805-3p is hsa-miR-6805-3p, miR-3135b is hsa-miR-3135h, miR-3162-5p is hsa-miR-3162-5p, miR-6768-5p is hsa-miR-6768-5p, miR-6721-5p is hsa-miR-6721-5p, miR-1227-5p is hsa-miR-1227-5p, miR-6722-3p is hsa-miR-6722-3p, miR-4286 is hsa-miR-4286, miR-4746-3p is hsa-miR-4746-3p, miR-6727-5p is hsa-miR-6727-5p, miR-6816-5p is hsa-miR-6816-5p, miR-4741 is hsa-miR-4741, miR-4508 is hsa-miR-4508, miR-940 is hsa-miR-940, miR-4327 is lisa-miR-4327, miR-4665-3p is hsa-miR-4665-3p, miR-718 is hsa-miR-718, miR-1203 is hsa-miR-1203, miR-663b is hsa-miR-663b, miR-4258 is hsa-miR-4258, miR-4649-5p is hsa-miR-4649-5p, miR-4516 is hsa-miR-4516, miR-3619-3p is hsa-miR-3619-3p, miR-6826-5p is hsa-miR-6826-5p, miR-6757-5p ishsa-miR-6757-5p, miR-3131 is hsa-miR-3131, miR-1343-3p is hsa-miR-1343-3p, miR-6775-5p is hsa-miR-6775-5p, miR-6813-5p is hsa-miR-6813-5p, and miR-3940-5p is hsa-miR-3940-5p.

(3) The kit according to (1) or (2), wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494;



(c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

(4) The kit according to any of (1) to (3), further comprising, in addition to the nucleic acid(s), a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-451a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-371a-5p, and miR-550a-5p.

(5) The kit according to (4), wherein miR-125a-3p is hsa-miR-125a-3p, miR-204-3p is hsa-miR-204-3p, miR-1469 is hsa-miR-1469, miR-575 is hsa-miR-575, miR-150-3p is hsa-miR-150-3p, miR-423-5p is hsa-miR-423-5p, miR-564 is hsa-miR-564, miR-3188 is hsa-miR-3188, miR-1246 is hsa-miR-1246, miR-602 is hsa-miR-602, miR-1290 is hsa-miR-1290, miR-16-5p is hsa-miR-16-5p, miR-451a is hsa-miR-451a, miR-24-3p is hsa-miR-24-3p, miR-187-5p is hsa-miR-187-5p, miR-1908-5p is hsa-miR-1908-5p, miR-371a-5p is hsa-miR-371a-5p, and miR-550a-5p is hsa-miR-550a-5p.

(6) The kit according to (4) or (5), wherein the nucleic acid(s) further comprise a polynucleotide(s) selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122;



(h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).

(7) The kit according to any of (1) to (6), further comprising, in addition to the nucleic acid(s), a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p.

(8) The kit according to claim 7), wherein miR-4417 is hsa-miR-4417, miR-4707-5p is hsa-miR-4707-5p, miR-7847-3p is hsa-miR-7847-3p, miR-2861 is hsa-miR-2861, miR-4513 is hsa-miR-4513, miR-7111-5p is hsa-miR-7111-5p, miR-6777-5p is hsa-miR-6777-5p, miR-7113-3p is hsa-miR-7113-3p, miR-4648 is hsa-miR-4648, miR-3184-5p is hsa-miR-3184-5p, miR-4271 is hsa-miR-4271, miR-6791-5p is hsa-miR-6791-5p, miR-642a-3p is hsa-miR-642a-3p, miR-7108-5p is hsa-miR-7108-5p, miR-128-1-5p is hsa-miR-128-1-5p, miR-5196-5p is hsa-miR-5196-5p, miR-3178 is hsa-miR-3178, miR-3656 is hsa-miR-3656, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4689 is hsa-miR-4689, miR-6076 is hsa-miR-6076, miR-92b-5p is hsa-miR-92h-5p, miR-6774-5p is hsa-miR-6774-5p, miR-486-3p is hsa-miR-486-3p, miR-6806-5p is hsa-miR-6806-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6716-5p is hsa-miR-6716-5p, miR-557 is hsa-miR-557, miR-4673 is hsa-miR-4673, miR-4674 is hsa-miR-4674, miR-4442 is hsa-miR-4442, miR-1915-3p is hsa-miR-1915-3p, miR-4687-3p is hsa-miR-4687-3p, and miR-92b-3p is hsa-miR-92b-3p.

(9) The kit according to (7) or (8), wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383;



(m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

(10) The kit according to any one of (1) to (9), wherein the kit comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the pancreatic cancer markers according to (1) or (2).

(11) A device for the detection of pancreatic cancer, comprising a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of pancreatic cancer markers miR-6893-5p, miR-6075, miR-6820-5p, miR-4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, miR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231, miR-4665-5p, miR-7114-5p, miR-1238-5p, miR-8069, miR-4732-5p, ma-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, miR-6125, miR-6805-5p, miR-6132, miR-6872-3p, miR-6875-5p, miR-1908-3p, miR-4433b-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, miR-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-6515-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, miR-4508, miR-940, miR-4327, miR-4665-3p, miR-718, miR-1203, miR-663b, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, miR-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p.

(12) The device according to (11), wherein miR-6893-5p is hsa-miR-6893-5p, miR-6075 is hsa-miR-6075, miR-6820-5p is hsa-miR-6820-5p, miR-4294 is hsa-miR-4294, miR-6729-5p is hsa-miR-6729-5p, miR-4476 is hsa-miR-4476, miR-6836-3p is hsa-miR-6836-3p, miR-6765-3p is hsa-miR-6765-3p, miR-6799-5p is hsa-miR-6799-5p, miR-4530 is hsa-miR-4530, miR-7641 is hsa-miR-7641, miR-4454 is hsa-miR-4454, miR-615-5p is hsa-miR-615-5p, miR-8073 is hsa-miR-8073, miR-663a is hsa-miR-663a, miR-4634 is hsa-miR-4634, miR-4450 is hsa-miR-4450, miR-4792 is hsa-miR-4792, miR-665 is hsa-miR-665, miR-7975 is hsa-miR-7975, miR-7109-5p is hsa-miR-”7109-5p, ma-6789-5p is hsa-miR-6789-5p , miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6880-5p is hsa-miR-6880-5p, miR-7977 is hsa-miR-7977, miR-4734 is hsa-miR-4734, miR-6821-5p is hsa-miR-6821-5p, miR-8089 is hsa-miR-8089, miR-5585-3p is hsa-miR-5585-3p, miR-6085 is hsa-miR-6085, miR-6845-5p is hsa-miR-6845-5p, miR-4651 is hsa-miR-4651, miR-4433-3p is hsa-miR-4433-3p, miR-1231 is hsa-miR-1231, miR-4665-5p is hsa-miR-4665-5p, miR-7114-5p is hsa-miR-7114-5p, miR-1238-5p is hsa-miR-1238-5p, miR-8069 is hsa-miR-8069, miR-4732-5p is hsa-miR-4732-5p, miR-619-5p is hsa-miR-619-5P, miR-3622a-5p is hsa-miR-3622a-5p, miR-1260a is hsa-miR-1260a, miR-6741-5p is hsa-miR-6741-5p, miR-6781-5p is hsa-miR-6781-5p, miR-6125 is hsa-miR-6125, miR-6805-5p is hsa-miR-6805-5p, miR-6132 is hsa-miR-6132, miR-6872-3p is hsa-miR-6872-3p, miR-6875-5p is hsa-miR-6875-5p, miR-1908-3p is hsa-miR-1908-3p, miR-4433b-3p is hsa-miR-4433b-3p, miR-4736 is hsa-miR-4736, miR-5100 is hsa-miR-5100, miR-6724-5p is hsa-miR-6724-5p, miR-7107-5p is hsa-miR-7107-5p, miR-6726-5p is hsa-miR-6726-5p, miR-3185 is hsa-miR-3185, miR-4638-5p is hsa-miR-4638-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-6778-5p is hsa-miR-6778-5p, miR-328-5p is hsa-miR-328-5p, miR-3679-3p is hsa-miR-3679-3p, miR-1228-3p is hsa-miR-1228-3p, miR-6779-5p is hsa-miR-6779-5p, miR-4723-5p is hsa-miR-4723-5p, miR-6850-5p is hsa-miR-6850-5p, miR-760 is hsa-miR-760, miR-7704 is hsa-miR-7704, miR-8072 is hsa-miR-8072, miR-4486 is hsa-miR-4486, miR-1913 is hsa-miR-1913, miR-4656 is hsa-miR-4656, miR-1260b is hsa-miR-1260b, miR-7106-5p is hsa-miR-7106-5p, miR-6889-5p is hsa-miR-6889-5p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6090 is hsa-miR-6090, miR-4534 is hsa-miR-4534, miR-4449 is hsa-miR-4449, miR-5195-3p is hsa-miR-5195-3p, miR-1202 is hsa-miR-1202, miR-4467 is hsa-miR-4467, miR-6515-3p is hsa-miR-6515-3p, miR-4281 is hsa-miR-4281, miR-4505 is hsa-miR-4505, miR-4484 is hsa-miR-4484, miR-6805-3p is hsa-miR-6805-3p, miR-3135b is hsa-miR-3135b, miR-3162-5p is hsa-miR-3162-5p, miR-6768-5p is hsa-miR-6768-5p, miR-6721-5p is hsa-miR-6721-5p, miR-1227-5p is hsa-miR-1227-5p, miR-6722-3p is hsa-miR-6722-3p, miR-4286 is hsa-miR-4286, miR-4746-3p is hsa-miR-4746-3p, miR-6727-5p is hsa-miR-6727-5p, miR-6816-5p is hsa-miR-6816-5p, miR-4741 is hsa-miR-4741, miR-4508 is hsa-miR-4508, miR-940 is hsa-miR-940, miR-4327 is hsa-miR-4327, miR-4665-3p is hsa-miR-4665-3p, ‘R-718 is hsa-miR-718, miR-1203 is hsa-miR-1203, miR-663b is hsa-miR-663b, miR-4258 is hsa-miR-4258, miR-4649-5p is hsa-miR-4649-5p, miR-4516 is hsa-miR-4516, miR-3619-3p is hsa-miR-3619-3p, miR-6826-5p is hsa-miR-6826-5p, miR-6757-5p is hsa-miR-6757-5p, miR-3131 is hsa-miR-3131, miR-1343-3p is hsa-miR-1343-3p, miR-6775-5p is hsa-miR-6775-5p, miR-6813-5p is hsa-miR-6813-5p, and miR-3940-5p is hsa-miR-3940-5p.

(13) The device according to (11) or (12), wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494;



(c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

The device according to any one of (11) to (13), wherein the device further comprises a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of other pancreatic cancer markers miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-451a, miR-24-3p, miR-87-5p, miR-1908-5p, miR-371a-5p, and miR-550a-5p.

(15) The device according to (14), wherein miR-125a-3p is hsa-miR-125a-3p, miR-204-3p is hsa-miR-204-3p, miR-1469 is hsa-miR-1469, miR-575 is hsa-miR-575, miR-150-3p is hsa-miR-150-3p, miR-423-5p is hsa-miR-423-5p, miR-564 is hsa-miR-564, miR-3188 is hsa-miR-3188, miR-1246 is hsa-miR-1246, miR-602 is hsa-miR-602, miR-1290 is hsa-miR-1290, miR-16-5p is hsa-miR-16-5p, miR-451a is hsa-miR-451a, miR-24-3p is hsa-miR-24-3p, miR-187-5p is hsa-miR-187-5p, miR-1908-5p is hsa-miR-1908-5p, miR-371a-5p is hsa-miR-371a-5p, and miR-550a-5p is hsa-miR-550a-5p.

(16) The device according to (14) or (15), wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122;



(h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).



(17) The device according to any one of (11) to (16), wherein the device further comprises a nucleic acids) capable of specifically binding to at least one or more polynucleotides selected from the group consisting of other pancreatic cancer markers miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, rni.R-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-444 miR-1915-3p, miR-4687-3p and miR-92b-3p.

(18) The device according to (17), wherein miR-4417 is hsa-miR-4417, miR-4707-5p is hsa-miR-4707-5p, miR-7847-3p is hsa-miR-7847-3p, miR-2861 is hsa-miR-2861, miR-4513 is hsa-miR-4513, miR-7111-5p is hsa-miR-7111-5p, miR-6777-5p is hsa-miR-6777-5p, miR-7113-3p is hsa-miR-7113-3p, miR-4648 is hsa-miR-4648, miR-3184-5p is hsa-miR-3184-5p, miR-4271 is hsa-miR-4271, miR-6791-5p is hsa-miR-6791-5p, miR-642a-3p is hsa-miR-642a-3p, miR-7108-5p is hsa-miR-7108-5p, miR-128-1-5p is hsa-miR-128-1-5p, miR-5196-5p is hsa-miR-5196-5p, miR-3178 is hsa-miR-3178, miR-3656 is hsa-miR-3656, miR-92a-2-5p is hsa-miR-92a-2-5p, miR-6769b-5p is hsa-miR-6769b-5p, miR-4689 is hsa-miR-4689, miR-6076 is hsa-miR-6076, miR-92b-5p is hsa-miR-92b-5p, miR-6774-5p is hsa-miR-6774-5p, miR-486-3p is hsa-miR-486-3p, miR-6806-5p is hsa-miR-6806-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6716-5p is hsa-miR-6716-5p, miR-557 is hsa-miR-557, miR-4673 is hsa-miR-4673, miR-4674 is hsa-miR-4674, miR-4442 is hsa-miR-4442, miR-1915-3p is hsa-miR-1915-3p, miR-4687-3p is hsa-miR-4687-3p, and miR-92b-3p is hsa-miR-92b-3p.

(19) The device according to (17) or (18), wherein the nucleic acid(s) is a polynucleotide(s) selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383;



(m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

(20) The device according to any one of (11) to (19), wherein the device is for measurement based on a hybridization technique.

(21) The device according to (20), wherein the hybridization technique is a nucleic acid array technique.

(22) The device according to any one of (11) to (21), wherein the device comprises at least two or more nucleic acids capable of specifically binding to at least two or more polynucleotides, respectively, selected from all of the pancreatic cancer markers according to (11) or (12).

(23) A method for detecting pancreatic cancer, comprising: measuring an expression level(s) of a target nucleic acid(s) in a sample from a subject using a kit according to any one of (1) to (10) or a device according to any one of (11) to (22); and evaluating in vitro whether or not the subject has pancreatic cancer using both of the measured expression level(s) and a control expression level(s) in a sample from a healthy subject measured in the same way.

(24) The method according to (23), wherein the subject is a human.

(25) The method according to (23) or (24), wherein the sample is blood, serum, or plasma.

<Definition of Terms>

The terms used herein are defined as described below.

The term “pancreatic cancer” used herein refers to any malignant tumor formed in the pancreas. Specifically, the “pancreatic cancer” includes serous cystadenoma, mucinous cystadenocarcinoma, intraductal papillary-mucinous carcinoma, invasive ductal carcinoma, acinar cell carcinoma, neuroendocrine cancer, and the like (“General Rules for the Study of Pancreatic Cancer”, the 6th edition, revised version, 2013, Japan Pancreas Society, KANEHARA & Co., LTD., p. 21-22)

The term “benign tumors and/or benign diseases of the pancreas and/or peripancreatic organs” used herein refers to diseases with nonmalignant tumors in the pancreas, the liver, and the bile duct.

Abbreviations or terms such as “nucleotide”, “polynucleotide”, “DNA”, and “RNA” used herein abide by “Guidelines for the preparation of specification which contain nucleotide and/or amino acid sequences” (edited by Japan Patent Office) and common use in the art.

The term “polynucleotide” used herein refers to a nucleic acid including any of RNA, DNA, and RNA/DNA (chimera). The DNA includes any of cDNA, genomic DNA, and synthetic DNA. The RNA includes any of total RNA, mRNA, rRNA, miRNA, siRNA, snoRNA, snRNA, non-coding RNA and synthetic RNA. Here the “synthetic DNA” and the “synthetic RNA” refer to a DNA and an RNA artificially prepared using, for example, an automatic nucleic acid synthesizer, on the basis of predetermined nucleotide sequences (which may be any of natural and non-natural sequences). The “non-natural sequence” is intended to be used in a broad sense and includes, for example, a sequence comprising substitution, deletion, insertion, and/or addition of one or more nucleotides (i.e., a variant sequence) and a sequence comprising one or more modified nucleotides (i.e., a modified sequence), which are different from the natural sequence. Herein, the term “polynucleotide” is used interchangeably with the term “nucleic acid.”

The term “fragment” used herein is a polynucleotide having a nucleotide sequence that consists of a consecutive portion of a polynucleotide and desirably has a length of 15 or more nucleotides, preferably 17 or more nucleotides, more preferably 19 or more nucleotides.

The term “gene” used herein is intended to include not only RNA and double-stranded DNA but also each single-stranded DNA such as a plus(+) strand (or a sense strand) or a complementary strand (or an antisense strand) constituting the duplex. The gene is not particularly limited by its length.

Thus, the “gene” used herein includes any of double-stranded DNA including human genomic DNA, single-stranded DNA (plus strand) including cDNA, single-stranded DNA having a sequence complementary to the plus strand (complementary strand), microRNA (miRNA), and their fragments, and their transcripts, unless otherwise specified. The “gene” includes not only a “gene” represented by a particular nucleotide sequence (or SEQ ID NO) but “nucleic acids” encoding RNAs having biological functions equivalent to RNA encoded by the gene, for example, a congener (i.e., a homolog or an ortholog), a variant (e.g., a genetic polymorph), and a derivative. Specific examples of such a “nucleic acid” encoding a congener, a variant, or a derivative can include a “nucleic acid” having a nucleotide sequence hybridizing under stringent conditions described later to a complementary sequence of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 499 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with 1. Regardless whether or not there is a difference in functional region, the “gene” can comprise, for example, expression control regions, coding region, exons, or introns. The “gene” may be contained in a cell or may exist alone after being released from a cell. Alternatively, the “gene” may be in a state enclosed in a vesicle called exosome.

The term “exosome” used herein is a vesicle that is encapsulated by lipid bilayer and secreted from a cell. The exosome is derived from a multivesicular endosome and may incorporate biomaterials such as “genes” (e.g., RNA or DNA) or proteins when released into arc extracellular environment. The exosome is known to be contained in a body fluid such as blood, serum, plasma, serum or lymph.

The term “transcript” used herein refers to an RNA synthesized from the DNA sequence of a gene as a template. RNA polymerase binds to a site called promoter located upstream of the gene and adds ribonucleotides complementary to the nucleotide sequence of the DNA to the 3′ end to synthesize an RNA. This RNA contains not only the gene itself but the whole sequence from a transcription initiation site to the end of a polyA sequence, including expression control regions, coding region, exons, Of introns.

Unless otherwise specified, the term “microRNA (miRNA)” used herein is intended to mean a 15- to 25-nucleotide non-coding RNA that is transcribed as an RNA precursor having a hairpin-like structure, cleaved by a dsRNA-cleaving enzyme having RNase III cleavage activity, and integrated into a protein complex called RISC, and that is involved in the suppression of translation of snRNA. The term “miRNA” used herein includes not only a “miRNA” represented by a particular nucleotide sequence (or SEQ ID NO) but a precursor of the “miRNA” (pre-miRNA or pri-miRNA), and miRNAs having biological functions equivalent thereto, for example, a congener (i.e., a homolog or an ortholog), a variant (e.g., a genetic polymorph), and a derivative. Such a precursor, a congener, a variant, or a derivative can be specifically identified using miRBase Release 20 (http://www.mirbase.org/), and examples thereof can include a “miRNA” having a nucleotide sequence hybridizing under stringent conditions described later to a complementary sequence of any particular nucleotide sequence represented by any of SEQ ID NOs: 1 to 499. The cern “miRNA” used herein may be a gene product of a miR gene. Such a gene product includes a mature miRNA (e.g., a 15- to 25-nucleotide or 19- to 25-nucleotide non-coding RNA involved in the suppression of translation of mRNA as described above) or a miRNA precursor(e.g., pre-miRNA or pri-miRNA as described above).

The term “probe” used herein includes a polynucleatide that is used for specifically detecting an RNA resulting from the expression of a gene or a polynucleotide derived from the RNA, and/or a polynucleotide complementary thereto.

The term “primer” used herein includes a polynucleotide that specifically recognizes and amplifies an RNA resulting from the expression of a gene or a polynucleotide derived from the RNA, and/or a polynucleotide complementary thereto.

In this context, the complementary polynucleotide (complementary strand or reverse strand) means a polynucleotide in a complementary relationship based on A:T (U) and G:C base pairs with the full-length sequence of a polynucleotide consisting of a nucleotide sequence defined by any of SEQ IIS NOs: 1 to 499 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a partial sequence thereof (here, this full-length or partial sequence is referred to as a plus strand for the sake of convenience). However, such a complementary strand is not limited to a sequence completely complementary to the nucleotide sequence of the target plus strand and may have a complementary relationship to an extent that permits hybridization under stringent conditions to the target plus strand.

The term “stringent conditions” used herein refers to conditions under which a nucleic acid probe hybridizes to its target sequence to a detectably larger extent (e.g., a measurement value equal to or larger than “(a mean of background measurement values)+(a standard deviation of the background measurement values)×2”) than that for other sequences. The stringent conditions are dependent on a sequence and differ depending on an environment where hybridization is performed. A target sequence complementary 100% to the nucleic acid probe can be identified by controlling the stringency of hybridization and/or washing conditions, Specific examples of the “stringent conditions” will be mentioned later.

The term “Tm value” used herein means a temperature at which the double-stranded moiety of a polynucleotide is denatured into single strands so that the double strands and the single strands exist at a ratio of 1:1.

The term “variant” used herein means, in the case of a nucleic acid, a natural variant attributed to polymorphism, mutation, or the like; a variant containing the deletion, substitution, addition, or insertion of 1 or 2 or more nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 1 to 499 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a partial sequence thereof; a variant that exhibits percent (%) identity of approximately 90% or higher, approximately 95% or higher, approximately 97% or higher, approximately 98% or higher, approximately 99% or higher to each of these nucleotide sequences or the partial sequences thereof; or a nucleic acid hybridizing under the stringent conditions defined above to a polynucleotide or an oligonucleotide comprising each of these nucleotide sequences or the partial sequences thereof.

The term “several” used herein means an integer of approximately 10, 9, 8, 7, 6, 5, 4, 3, or 2.

The variant as used herein can be prepared by use of a well-known technique such as site-directed mutagenesis or mutagenesis using PCR.

The term “percent (%) identity” used herein can be determined with or without an introduced gap, using a protein or gene search system based on BLAST or FASTA (Zheng Zhang et al., 2000, J. Comput. Biol., Vol. 7, p. 203-214; Altschul, S. F, et al., 1990, Journal of Molecular Biology, Vol. 215, p. 403-410; and Pearson, W. R. et al., 1988, Proc. Natl. Acad. Sci. U. S. A., Vol. 85, p. 2444-2448),

The term “derivative” used herein is meant to include unlimitedly a modified nucleic acid, for example, a derivative labeled with a fluorophore or the like, a derivative containing a modified nucleotide (e.g., a nucleotide containing a group such as halogen, alkyl such as methyl, alkoxy such as methoxy, thio, or carboxymethyl, and a nucleotide that has undergone base rearrangement, double bond saturation, deamination, replacement of an oxygen molecule with a sulfur atom, etc.), PNA (peptide nucleic acid; Nielsen, P. E. et al., 1991, Science, Vol. 254, p. 1497-500), and LNA (locked nucleic. acid; Obika, S. et al., 1998, Tetrahedron Lett., Vol. 39, p. 5401-5404).

As used herein, the “nucleic acid” capable of specifically binding to a polynucleotide selected from the pancreatic cancer marker miRNAs described above is a synthesized or prepared nucleic acid and specifically includes a “nucleic acid probe” or a “primer”. The “nucleic acid” is utilized directly or indirectly for detecting the presence or absence of pancreatic cancer in a subject, for diagnosing the presence or absence or the severity of pancreatic cancer, the presence or absence or the degree of amelioration of pancreatic cancer, or the therapeutic sensitivity of pancreatic cancer, or for screening for a candidate substance useful in the prevention, amelioration, or treatment of pancreatic cancer. The “nucleic acid” includes a nucleotide, an oligonucleotide, and a polynucleotide capable of specifically recognizing and binding to a transcript represented by any of SEQ ID NOs: 1 to 499 or a synthetic cDNA nucleic acid thereof in vivo, particularly, in a sample such as a body fluid (e.g., blood or urine), in relation to the development of pancreatic cancer. The nucleotide, the oligonucleotide, and the polynucleotide can be effectively used as probes for detecting the aforementioned gene expressed in vivo, in tissues, in cells, or the like on the basis of the properties described above, or as primers for amplifying the aforementioned gene expressed in vivo.

The term “detection” used herein is interchangeable with the term “examination”, “measurement”, “detection”, or “decision support”. As used herein, the term “evaluation” is meant to include diagnosing or evaluation-supporting on the basis of examination results or measurement results.

The term “subject” used herein means a mammal such as a primate including a human and a chimpanzee, a pet animal including a dog and a cat, a livestock animal including cattle, a horse, sheep, and a goat, and a rodent including a mouse and a rat. The term “healthy subject” also means such a mammal without the cancer to be detected.

The term “P” or “P value” used herein refers to a probability at which a more extreme statistic than that actually calculated from data under null hypothesis is observed in a statistical test. Thus, smaller “P” or “P value” is regarded as being a more significant difference between subjects to be compared.

The term “sensitivity” used herein means a value of (the number of true positives)/(the number of true positives+the number of false negatives). High sensitivity allows pancreatic cancer to be detected early, leading to the complete resection of cancer sites and reduction in the rate of recurrence.

The term “specificity” used herein means a value of (the number of true negatives)/(the number of true negatives+the number of false positives). High specificity prevents needless extra examination for healthy subjects misjudged as being pancreatic cancer patients, leading to reduction in burden on patients and reduction in medical expense.

The term “accuracy” used herein means a value of (the number of true positives+the number of true negatives)/(the total number of cases). The accuracy indicates the ratio of samples that are identified correctly to all samples, and serves as a primary index for evaluating detection performance.

As used herein, the “sample” that is subject to determination, detection, or diagnosis refers to a tissue and a biological material in which the expression of the gene of the present invention varies as pancreatic cancer develops, as pancreatic cancer progresses, or as therapeutic effects on pancreatic cancer are exerted. Specifically, the “sample” refers to a pancreatic tissue, a peripancreatic vascular channel, lymph node, and organ, an organ suspected of having metastasis, the skin, a body fluid such as blood, urine, saliva, sweat, or tissue exudates, serum or plasma prepared from blood, feces, hair, and the like. The “sample” further refers to a biological sample extracted therefrom, specifically, a gene such as RNA or miRNA.

The term “hsa-miR-6893-5p gene” or “hsa-miR-6893-5p” used herein includes the hsa-miR-6893-5p gene (miRBase Accession No. MIMAT0027686) described in SEQ ID NO: 1, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6893-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6893” (miRBase Accession No. MI0022740, SEQ ID NO: 123) having a hairpin-like structure is known as a precursor of “hsa-miR-6893-5p”.

The term “hsa-miR-6075 gene” or “hsa-miR-6075” used herein includes the hsa-miR-6075 gene (miRBase Accession No. MIMAT0023700) described in SEQ ID NO: 2, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6075 gene can be obtained by a method described in Voellenkle C et al., 2012, RNA., Vol. 18, p. 472-484. Also, “hsa-mir-6075” (miRBase Accession No. MI0020352, SEQ ID NO: 124) having a hairpin-like structure is known as a precursor of “hsa-miR-6075”.

The term “hsa-miR-6820-5p gene” or “hsa-miR-6820-5p” used herein includes the hsa-miR-6820-5p gene (miRBase Accession No. MIMAT0027540) described in SEQ ID NO: 3, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6820-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6820” (miRBase Accession No. MI0022665, SEQ ID NO: 125) having a hairpin-like structure is known as a precursor of “hsa-miR-6820-5p”.

The term “hsa-miR-4294 gene” or “hsa-miR-4294” used herein includes the hsa-miR-4294 gene (miRBase Accession No. MIMAT0016849) described in SEQ ID NO: 4, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4294 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One., Vol. 4, e7192. Also, “hsa-tnir-4294” (iniRBase Accession No. MI[0015827, SEQ ID NO: 126) having a hairpin-like structure is known as a precursor of “hsa-miR-4294”.

The term “hsa-miR-6729-5p gene” or “hsa-miR-6729-5p” used herein includes the hsa-miR-6729-5p gene (miRBase Accession No. MIMAT0027359) described in SEQ ID NO: 5, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6729-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6729” (miRBase Accession No. MI0022574, SEQ ID NO: 127) having a hairpin-like structure is known as a precursor of “hsa-miR-6729-5p”.

The term “hsa-miR-4476 gene” or “hsa-miR-4476” used herein includes the hsa-miR-4476 gene (miRBase Accession No. MIMAT0019003) described in SEQ ID NO: 6, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4476 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4476” (miRBase Accession No. MI0016828, SEQ ID NO: 128) having a hairpin-like structure is known as a precursor of “hsa-miR-4476”.

The term “hsa-miR-6836-3p gene” or “hsa-miR-6836-3p” used herein includes the hsa-miR-6836-3p gene (miRBase Accession No. MIMAT0027575) described in SEQ ID NO: 7, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6836-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6836” (miRBase Accession No. MI0022682, SEQ ID NO: 129) having a hairpin-like structure is known as a precursor of “hsa-miR-6836-3p”.

The term “hsa-miR-6765-3p gene” or “hsa-miR-6765-3p” used herein includes the hsa-miR-6765-3p gene (miRBase Accession No. MIMAT0027431) described in SEQ ID NO: 8, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6765-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6765” (miRBase Accession No. MI0022610, SEQ ID NO: 130) having a hairpin-like structure is known as a precursor of “hsa-miR-6765-3p”.

The term “hsa-miR-6799-5p gene” or “hsa-miR-6799-5p” used herein includes the hsa-miR-6799-5p gene (miRBase Accession No. MIMAT0027498) described in SEQ ID NO: 9, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6799-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6799” (miRBase Accession No. MI0022644, SEQ ID NO: 131) having a hairpin-like structure is known as a precursor of “hsa-miR-6799-5p”.

The term “hsa-miR-4530 gene” or “hsa-miR-4530” used herein includes the hsa-miR-4530 gene (miRBase Accession No. MIMAT0019069) described in SEQ ID NO: 10, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4530 gene can be obtained by a method described in n Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4530” (miRBase Accession No. MI0016897, SEQ ID NO: 132) having a hairpin-like structure is known as a precursor of “hsa-miR-4530”.

The term “hsa-miR-7641 gene” or “hsa-miR-7641” used herein includes the hsa-miR-7641 gene (miRBase Accession No. MIMAT0029782) described in SEQ ID NO: 11, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7641 gene can be obtained by a method described in Yoo J K et al., 2013, Arch Pharm Res., Vol. 36, p. 353-358. Also, “hsa-mir-7641-1. and hsa-mir-7641-2” (miRBase Accession Nos. MI0024975 and MI0024976, SEQ ID NOs: 133 and 134) a hairpin-like structure are known as precursors of “hsa-miR-7641”.

The term “hsa-miR-4454 gene” or “hsa-miR-4454” used herein includes the hsa-miR-4454 gene (miRBase Accession No. MIMAT0018976) described in SEQ ID NO: 12, a homoloe or an ortholog of a different organism species, and the like. The hsa-miR-4454 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, el 18-e127. Also, “hsa-mir-4454” (miRBase Accession No. MI0016800, SEQ ID NO: 135) having a hairpin-like structure is known as a precursor of “hsa-miR-4454”.

The term “hsa-miR-615-5p gene” or “hsa-miR-615-5p” used in the present specification includes the hsa-miR-615-5p gene (miRBase Accession No. MIMAT0004804) described in SEQ ID NO: 13, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-615-5p gene can be obtained by a method described in Cummins J M. 2006, Proc Natl Acad Sci, Vol. 103, p. 3687-3692. Also, “hsa-mir-615” (miRBase Accession No. MI0003628, SEQ ID NO: 136) haying a hairpin-like structure is known as a precursor of “hsa-miR-615-5p”.

The term “hsa-miR-8073 gene” or “hsa-miR-8073” used herein includes the hsa-miR-8073 gene (miRBase Accession No. MIMAT0031000) described in SEQ ID NO: 14, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8073 gene can be obtained by a method described in Wang H J et al., 2013, Shock., Vol. 39, p. 480-487. Also, “hsa-mir-8073” (miRBase Accession No. MI0025909, SEQ ID NO: 137) having a hairpin-like structure is known as a precursor of “hsa-miR-8073”.

The term “hsa-miR-663a gene” or “hsa-miR-663a ” used herein includes the hsa-miR-663a gene (miRBase Accession No. MIMAT0003326) described in SEQ ID NO: 15, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-663a gene can be obtained by a method described in Cummins J M. 2006, Proc Natl Acad Sci, Vol: 103, p. 3687-3692. Also, “hsa-mir-663a” (miRBase Accession No. MI0003672, SEQ ID NO: 138) having a hairpin-like structure is known as a precursor of “hsa-miR-663a”.

The term “hsa-miR-4634 gene” or “hsa-miR-4634” used herein includes the hsa-miR-4634 gene (miRBase Accession No. MIMAT0019691) described in SEQ ID NO: 16, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4634 gene can be obtained by a method described in Persson H et al., 2011. Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4634” (miRBase Accession No. MI0017261, SEQ ID NO: 139) having a hairpin-like structure is known as a precursor of “hsa-miR-4634”.

The term “hsa-miR-4450 gene” or “hsa-miR-4450” used herein includes the hsa-miR-4450 gene (miRBase Accession No. MIMAT001.8971) described in SEQ ID NO: 17, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4450 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4450” (miRBase Accession No. MI0016795, SEQ ID NO: 140) having a hairpin-like structure is known as a precursor of “hsa-miR-4450”.

The term “hsa-miR-4792 gene” or “hsa-miR-4792” used herein includes the hsa-miR-4792 gene (miRBase Accession No. MIMAT0019964) described in SEQ ID NO: 18, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4792 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4792” (miRBase Accession No. MI10017439, SEQ ID NO: 141) having a hairpin-like structure is known as a precursor of “hsa-miR-4792”.

The term “hsa-miR-665 gene” or “hsa-miR-665” used herein includes the hsa-miR-665 gene (miRBase Accession No. MIMAT0004952) described in SEQ ID NO: 19, a homolog or art ortholog of a different organism species, and the like. The hsa-miR-665 gene can be obtained by a method described in Berezikov E et al., 2006, Genome Res., Vol. 16, p. 1289-1298. Also, “hsa-mir-665” (miRBase Accession No. MI0005563, SEQ ID NO: 142) having a hairpin-like structure is known as a precursor of “hsa-miR-665”.

The term “hsa-miR-7975 gene” or “hsa-miR-7975” used herein includes the hsa-miR-7975 gene (miRBase Accession No. MIMAT0031178) described in SEQ ID NO: 20, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7975 gene can be obtained by a method described in Velthut-Meikas A et al., 2013, Mol Endocrinol, [Epub prior to print]. Also, “hsa-mir-7975” (miRBase Accession No. MI0025751, SEQ ID NO: 143) having a hairpin-like structure is known as a precursor of “hsa-miR-7975”.

The term “hsa-miR-7109-5p gene” or “hsa-miR-7109-5p” used herein includes the hsa-miR-7109-5p gene (miRBase Accession No. MEMAT0028115) described in SEQ ID NO: 21, a homolog or an ortholog of a different organism species, and the like. The lisa-miR-7109-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-7109” (miRBase Accession No. MI0022960, SEQ ID NO: 144) having a hairpin-like structure is known as a precursor of “hsa-miR-7109-5p”.

The term “hsa-miR-6789-5p gene” or “hsa-miR-6789-5p” used herein includes the hsa-miR-6789-5p gene (miRBase Accession No. MIMAT0027478) described in SEQ ID NO: 22, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6789-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6789” (miRBase Accession No. MI0022634, SEQ ID NO: 145) having a hairpin-like structure is known as a precursor of “hsa-miR-6789-5p”.

The term “hsa-miR-4497 gene” or “hsa-miR-4497” used herein includes the hsa-miR-4497 gene (miRBase Accession No. MIMAT0019032) described in SEQ ID NO: 23. a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4497 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4497” (miRBase Accession No. MI0016859, SEQ ID NO: 146) having a hairpin-like structure is known as a precursor of “hsa-miR-4497”.

The term “hsa-miR-6877-5p gene” or “hsa-miR-6877-5p” used herein includes the hsa-miR-6877-5p gene (miRBase Accession No. MIMAT0027654) described in SEQ ID NO: 24, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6877-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6877” (miRBase Accession No. MI0022724, SEQ ID NO: 147) having a hairpin-like structure is known as a precursor of “hsa-miR-6877-5p”.

The term “hsa-miR-6880-5p gene” or “hsa-miR-6880-5p” used herein includes the hsa-miR-6880-5p gene (iniRBase Accession No. MEMAT0027660) described in SEQ ID NO: 25, a homolog or an ortholog of a different organism species, and the like. The lisa-miR-6880-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6880” (miRBase Accession No. MI0022727, SEQ ID NO: 148) having a hairpin-like structure is known as a precursor of “hsa-miR-6880-5p”.

The term “hsa-miR-7977 gene” or “hsa-miR-7977” used herein includes the lisa-miR-7977 gene (miRBase Accession No. MIMAT0031180) described in SEQ ID NO: 26, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7977 gene can be obtained by a method described in Velthut-Meikas A et al., 2013, Mol Endocrinol. [Epub prior to print]. Also, “hsa-mir-7977” (mIRBase Accession No. MI0025753, SEQ ID NO: 149) having a hairpin-like structure is known as a precursor of “hsa-miR-7977”.

The term “hsa-miR-4734 gene” or “hsa-miR-4734” used herein includes the hsa-miR-4734 gene (miRBase Accession No. MIMAT0019859) described in SEQ ID NO: 27, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4734 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4734” (miRBase Accession No. MI0017371, SEQ ID NO: 150) having a hairpin-like structure is known as a precursor of “hsa-miR-4734”.

The term “hsa-miR-6821-5p gene” or “hsa-miR-6821-5p” used herein includes the hsa-miR-6821-5p gene (miRBase Accession No. MIMAT0027542) described in SEQ ID NO: 28, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6821-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6821” (miRBase Accession No. MI0022666, SEQ ID NO: 151) haying a hairpin-like structure is known as a precursor of “hsa-miR-6821-5p”.

The term “hsa-miR-8089 gene” or “hsa-miR-8089” used herein includes the hsa-miR-8089 gene (miRBase Accession No. MIMAT0031016) described in SEQ ID NO: 29, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8089 gene can be obtained by a method described in Wang H J et al., 2013, Shock., Vol. 39, p. 480-487. Also, “hsa-mir-8089” (miRBase Accession No. MI0025925, SEQ ID NO: 152) having a hairpin-like structure is known as a precursor of “hsa-miR-8089”.

The tem “hsa-miR-5585-3p gene” or “hsa-miR-5585-3p” used herein includes the hsa-miR-5585-3p gene (miRBase Accession No. MIMAT0022286) described in SEQ ID NO: 30, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5585-3p gene can be obtained by a method described in Friedlander M R et al., 2012, Nucleic Acids Res., Vol. 40, p. 37-52. Also “hsa-mir-5585” (miRBase Accession No. MI0019142, SEQ ID NO: 153) having a hairpin-like structure is known as a precursor of “hsa-miR-5585-3p”.

The term “hsa-miR-6085 gene” or “hsa-miR-6085” used herein includes the hsa-miR-6085 gene (miRBase Accession No. MIMAT0023710) described in SEQ ID NO: 31, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6085 gene can be obtained by a method described in Voellencle C et al., 2012, RNA., Vol. 18, p. 472-484. Also, “hsa-mir-6085” (miRBase Accession No. MI0020362, SEQ ID NO: 154) having a hairpin-like structure is known as a precursor of “hsa-miR-6085”.

The term “hsa-miR-6845-5p gene” or “hsa-miR-6845-5p” used herein includes the hsa-miR-6845-5p gene (miRBase Accession No. MIMAT0027590) described in SEQ ID NO: 32, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6845-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6845” (miRBase Accession No. MI0022691, SEQ ID NO: 155) having a hairpin-like structure is known as a precursor of “hsa-miR-6845-5p”.

The term “hsa-miR-4651 gene” or “hsa-miR-4651” used herein includes the hsa-miR-4651 gene (miRBase Accession No. MIMAT001.9715) described in SEQ ID NO: 33, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4651 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4651” (miRBase Accession No. MI0017279, SEQ ID NO: 156) having a hairpin-like structure is known as a precursor of “hsa-miR-4651”.

The term “hsa-miR-4433-3p gene” or “hsa-miR-4433-3p” used herein includes the hsa-miR-4433-3p gene (miRBase Accession No. MIMAT0018949) described in SEQ ID NO: 34, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4433-3p gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4433” (miRBase Accession No. MI0016773, SEQ ID NO: 157) having a hairpin-like structure is known as a precursor of “hsa-miR-4433-3p”.

The term “hsa-miR-1231 gene” or “hsa-miR-1231” used herein includes the hsa-miR-1231 gene (miRBase Accession No. MIMAT0005586) described in SEQ ID NO: 35, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1231 gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell., Vol. 28, p. 328-336. Also, “hsa-mir-1231” (miRBase Accession No. MI0006321, SEQ ID NO: 158) having a hairpin-like structure is known as a precursor of “hsa-miR-1231”.

The term “hsa-miR-4665-5p gene” or “hsa-miR-4665-5p” used herein includes the hsa-miR-4665-5p gene (miRBase Accession No. MIMAT0019739) described in SEQ ID NO: 36, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4665-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4665” (miRBase Accession No. MI0017295, SEQ ID NO: 159) having a hairpin-like structure is known as a precursor of “hsa-miR-4665-5p”.

The term “hsa-miR-7114-5p gene” or “hsa-miR-7114-5p” used herein includes the hsa-miR-7114-5p gene (miRBase Accession No. MIMAT0028125) described in SEQ ID NO: 37, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7114-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-7114” (miRBase Accession No. MI0022965, SEQ ID NO: 160) having a hairpin-like structure is known as a precursor of “hsa-miR-7114-5p”.

The term “hsa-miR-1238-5p gene” or “hsa-miR-1238-5p” used herein includes the hsa-miR-1238-5p gene (miRBase Accession No. MIMAT0022947) described in SEQ ID NO: 38, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1238-5p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell., Vol. 28, p. 328-336. Also, “hsa-mir-1238” (miRBase Accession No. MI0006328, SEQ ID NO: 161) having a hairpin-like structure is known as a precursor of “hsa-miR-1238-5p”.

The term “hsa-miR-8069 gene” or “hsa-miR-8069” used herein includes the hsa-miR-8069 gene (miRBase Accession No. MIMAT0030996) described in SEQ ID NO: 39, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8069 gene can be obtained by a method described in Wang H J et al., 2013, Shock., Vol. 39, p. 480-487. Also, “hsa-mir-8069” (miRBase Accession No. MI00 .5905, SEQ ID NO: 162) having a hairpin-like structure is known as a precursor of “hsa-miR-8069”.

The term “hsa-miR-4732-5p gene” or “hsa-miR-4732-5p” used herein includes the hsa-miR-4732-5p gene (miRBase Accession No. MIMAT0019855) described in SEQ ID NO: 40, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4732-5p gene can be obtained by a method described in Persson 14 et al., 2011. Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4732” (miRBase Accession No. MI0017369, SEQ ID NO: 163) having a hairpin-like structure is known as a precursor of “hsa-miR-4732-5p”.

The term “hsa-miR-619-5p gene” or “hsa-miR-619-5p” used herein includes the hsa-miR-619-5p gene (miRBase Accession No. MIMAT0026622) described in SEQ ID NO: 41, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-619-5p gene can be obtained by a method described in Cummins J M, 2006, Proc Natl. Acad Sci, Vol. 103, p. 3687-3692. Also, “hsa-mir-619” (miRBase Accession No. MI0003633, SEQ ID NO: 164) having a hairpin-like structure is known as a precursor of “hsa-miR-619-5p”.

The term “hsa-miR-3622a-5p gene” or “hsa-miR-3622a-5p” used herein includes the hsa-miR-3622a-5p gene (miRBase Accession No. MIMAT001.8003) described in SEQ ID NO: 42, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3622a-5p gene can be obtained by a method described in Witten D et al., 2010. BMC Biol., Vol. 8, p. 58. Also, “hsa-mir-3622a” (rniRBase Accession No. MI0016013, SEQ ID NO: 165) having a hairpin-like structure is known as a precursor of “hsa-miR-3622a-5p”.

The term “hsa-miR-1260a gene” or “hsa-miR-1260a” used herein includes the hsa-miR-1260a gene (miRBase Accession No. MIMAT0005911) described in SEQ ID NO: 43, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1260a gene can be obtained by a method described in Morin R D et al., 2008. Genome Res., Vol. 18, p. 610-621. Also, “hsa-mir-1260a” (miRBase Accession No. MI0006394, SEQ ID NO: 166) having a hairpin-like structure is known as a precursor of “hsa-miR-1260a”.

The term “hsa-miR-6741-5p gene” or “hsa-miR-6741 -5p” used herein includes the hsa-miR-6741-5p gene (miRBase Accession No. MIMAT0027383) described in SEQ ID NO: 44, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6741-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6741” (miRBase Accession No. MI0022586, SEQ ID NO: 167) having a hairpin-like structure is known as a precursor of “hsa-miR-6741-5p”.

The term “hsa-miR-6781-5p gene” or “hsa-miR-6781-5p” used herein includes the hsa-miR-6781-5p gene (miRBase Accession No. MIMAT0027462) described in SEQ ID NO: 45, a homolog or an ortholog of a different organism species, and the like. The lisa-miR-6781-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6781” (miRBase Accession No. MI0022626, SEQ ID NO: 168) having a hairpin-like structure is known as a precursor of “hsa-miR-6781-5p”.

The term “hsa-miR-6125 gene” or “hsa-miR-6125” used herein includes the hsa-miR-6125 gene (miRBase Accession No. MIMAT0024598) described in SEQ ID NO: 46, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6125 gene can be obtained by a method described in Smith J L et al., 2012, J Virol., Vol. 86, p. 5278-5287. Also, “hsa-mir-6125” (miRBase Accession No. MI0021 .59, SEQ ID NO: 169) having a hairpin-like structure is known as a precursor of “hsa-miR-6125”.

The term “hsa-miR-6805-5p gene” or “hsa-miR-6805-5p” used herein includes the hsa-miR-6805-5p gene (miRBase Accession No. MIMAT0027510) described in SEQ ID NO: 47, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6805-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6805” (miRBase Accession No. MI0022650, SEQ ID NO: 170) having a hairpin-like structure is known as a precursor of “hsa-miR-6805-5p”.

The term “hsa-miR-6132 gene” or “hsa-miR-6132” used herein includes the hsa-miR-6132 gene (miRBase Accession No. MIMAT0024616) described in SEQ ID NO: 48, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6132 gene can be obtained by a method described in Dannemann M, 2012, Genome Biol Evol., Vol. 4, p. 552-564. Also, “hsa-mir-6132” (miRBase Accession No. MI0021277, SEQ ID NO: 171) having a hairpin-like structure is known as a precursor of “hsa-miR-6132”.

The term “hsa-miR-6872-3p gene” or “hsa-miR-6872-3p” used herein includes the hsa-miR-6872-3p gene (miRBase Accession No. MIMAT0027645) described in SEQ ID NO: 49, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6872-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6872” (miRBase Accession No. MI0022719, SEQ ID NO: 172) having a hairpin-like structure is known as a precursor of “hsa-miR-6872-3p”.

The tem “hsa-miR-6875-5p gene” or “hsa-miR-6875-5p” used herein includes the hsa-miR-6875-5p gene (miRBase Accession No. MIMAT0027650) described in SEQ ID NO: 50, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6875-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6875” (miRBase Accession No. MI0022722, SEQ ID NO: 173) having a hairpin-like structure is known as a precursor of “hsa-miR-6875-5p”.

The term “hsa-miR-1908-3p gene” or “hsa-miR-1908-3p” used herein includes the hsa-miR-1908-3p gene (miRBase Accession No. MIMAT0026916) described in SEQ ID NO: 51, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1908-3p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells., Vol. 26, p. 2496-2505. Also, “hsa-mir-1908” (miRBase Accession No. MI0008329, SEQ ID NO: 174) having a hairpin-like structure is known as a precursor of “hsa-miR-1908-3p”.

The term “hsa-miR-4433b-3p gene” or “hsa-miR-4433b-3p” used herein includes the hsa-miR-4433b-3p gene (miRBase Accession No. MIMAT0030414) described in SEQ ID NO: 52, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4433b-3p gene can be obtained by a method described in Ple H et al., 2012, PLoS One., Vol. 7, e50746. Also, “hsa-mir-4433h” (miRBase Accession No. MI0025511, SEQ ID NO: 175) having a hairpin-like structure is known as a precursor of “hsa-miR-4433b-3p”.

The term “hsa-miR-4736 gene” or “hsa-miR-4736” used herein includes the hsa-miR-4736 gene (miRBase Accession No. MIMAT001.9862) described in SEQ ID NO: 53, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4736 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4736” (miRBase Accession No. MI0017373, SEQ ID NO: 176) having a hairpin-like structure is known as a precursor of “hsa-miR-4736”.

The term “hsa-miR-5100 gene” or “hsa-miR-5100” used herein includes the hsa-miR-5100 gene (miRBase Accession No. MIMAT0022259) described in SEQ ID NO: 54, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5100 gene can be obtained by a method described in Tandon M et al., 2012, Oral Dis., Vol. 18, p. 127-131. Also, “hsa-mir-5100” (miRBase Accession No. MI0019116, SEQ ID NO: 177) having a hairpin-like structure is known as a precursor of “hsa-miR-5100”.

The term “hsa-miR-6724-5p gene” or “hsa-miR-6724-5p” used herein includes the hsa-miR-6724-5p gene (miRBase Accession No. MIMAT0025856) described in SEQ ID NO: 55 a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6724-5p gene can be obtained by a method described in Li Y et al., 2012, Gene., Vol. 497, p. 330-335. Also, “hsa-mir-6724” (miRBase Accession No. MI0022559, SEQ ID NO: 178) having a hairpin-like structure is known as a precursor of “hsa-miR-6724-5p”.

The term “hsa-miR-7107-5p gene” or “hsa-miR-7107-5p” used herein includes the hsa-miR-7107-5p gene (miRBase Accession No. MIMAT0028111) described in SEQ ID NO: 56, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7107-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-7107” (miRBase Accession No. MI0022958, SEQ ID NO: 179) having a hairpin-like structure is known as a precursor of “hsa-miR-7107-5p”.

The term “hsa-miR-6726-5p gene” or “hsa-miR-6726-5p” used herein includes the hsa-miR-6726-5p gene (miRBase Accession No. MIMAT0027353) described in SEQ ID NO: 57, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6726-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6726” (miRBase Accession No. MI0022571, SEQ ID NO: 180) having a hairpin-like structure is known as a precursor of “hsa-miR-6726-5p”.

The term “hsa-miR-3185 gene” or “hsa-miR-3185” used herein includes the hsa-miR-3185 gene (miRBase Accession No. MIMAT0015065) described in SEQ ID NO: 58, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3185 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One., Vol. 5, e9685. Also, “hsa-mir-3185” (miRBase Accession No. MI0014227, SEQ ID NO: 181) having a hairpin-like structure is known as a precursor of “hsa-miR-3185”.

The term “hsa-miR-4638-5p gene” or “hsa-miR-4638-5p” used herein includes the hsa-miR-4638-5p gene (miRBase Accession No. MIMAT0019695) described in SEQ ID NO: 59, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4638-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4638” (miRBase Accession No. MI0017265, SEQ ID NO: 182) having a hairpin-like structure is known as a precursor of “hsa-miR-4638-5p”.

The term “hsa-miR-1273g-3p gene” or “hsa-miR-1273g-3p” used herein includes the hsa-miR-1273g-3p gene (miRBase Accession No. MIMAT0022742) described in SEQ ID NO: 60, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1273g-3p gene can be obtained by a method described in Reshmi G et al., 2011, Genomics., Vol. 97, p. 333-340. Also, “hsa-mir-1273g” (miRBase Accession No. MI0018003, SEQ ID NO: 183) having a hairpin-like structure is known as a precursor of “hsa-miR-1273g-3p”.

The term “hsa-miR-6778-5p gene” or “hsa-miR-6778-5p” used herein includes the hsa-miR-6778-5p gene (miRBase Accession No. MIMAT0027456) described in SEQ ID NO: 61, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6778-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6778” (miRBase Accession No. MI0022623, SEQ ID NO: 184) having a hairpin-like structure is known as a precursor of “hsa-miR-6778-5p”.

The term “hsa-miR-328-5p gene” or “hsa-miR-328-5p” used herein includes the hsa-miR-328-5p gene (miRBase Accession No. MIMAT0026486) described in SEQ ID NO: 62, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-328-5p gene can be obtained by a method described in Kim J et al., 2004, Proc Natl Acad Sci, Vol. 101, p. 360-365. Also, “hsa-mir-328” (miRBase Accession No. MI0000804, SEQ ID NO: 185) having a hairpin-like structure is known as a precursor of “hsa-miR-328-5p”.

The term “hsa-miR-3679-3p gene” or hsa-miR-3679-3p” used herein includes the hsa-miR-3679-3p gene (miRBase Accession No. MIMAT0018105) described in SEQ ID NO: 63, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3679-3p gene can be obtained by a method described in Creighton C J et al., 2010, PLoS One., Vol. 5, e9637. Also, “hsa-mir-3679” (miRBase Accession No. MI0016080, SEQ ID NO: 186) having a hairpin-like structure is known as a precursor of “hsa-miR-3679-3”.

The term “hsa-miR-1228-3p gene” or “hsa-miR-1228-3p” used herein includes the hsa-miR-1228-3p gene (miRBase Accession No. MIMAT0005583) described in SEQ ID NO: 64, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1228-3p gene can be obtained by a method described in Berezikov E et al., 2007, Mol Cell., Vol. 28, p. 328-336. Also, “hsa-mir-1228” (miRBase Accession No. MI0006318, SEQ ID NC): 187) having a hairpin-like structure is known as a precursor of “hsa-miR-1228-3p”.

The term “hsa-miR-6779-5p gene” or “hsa-miR-6779-5p” used herein includes the hsa-miR-6779-5p gene (miRBase Accession No. MIMAT0027458) described in SEQ ID NO: 65, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6779-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6779” (miRBase Accession No. MI0022624, SEQ ID NO: 188) having a hairpin-like structure is known as a precursor of “hsa-miR-6779-5p”.

The term “hsa-miR-4723-5p gene” or “hsa-miR-4723-5p” used herein includes the hsa-miR-4723-5p gene (miRBase Accession No. MIMAT0019838) described in SEQ ID NO: 66, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4723-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4723” (miRBase Accession No. MI0017359, SEQ ID NO: 189) having a hairpin-like structure is known as a precursor of “hsa-miR-4723-5p”.

The term “hsa-miR-6850-5p gene” or “hsa-miR-6850-5p” used herein includes the hsa-miR-6850-5p gene (miRBase Accession No. MIMAT0027600) described in SEQ ID NO: 67, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6850-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6850” (miRBase Accession No. MI0022696, SEQ ID NO: 190) having a hairpin-like structure is known as a precursor of “hsa-miR-6850-5p”.

The term “hsa-miR-760 gene” or “hsa-miR-760” used herein includes the hsa-miR-760 gene ase Accession No. MIMAT0004957) described in SEQ ID NO: 68, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-760 gene can be obtained by a method described in Berezikov E et al., 2006, Genome Res., Vol. 16, p. 1289-1298. Also, “hsa-tnir-760” (miRBase Accession No. MI0005567, SEQ ID NO: 191) having a hairpin-like structure is known as a precursor of “hsa-miR-760”,

The term “hsa-miR-7704 gene” or “hsa-miR-7704” used herein includes the hsa-miR-7704 gene (miRBase Accession No. MIMAT0030019) described in SEQ ID NO: 69, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7704 gene can be obtained by a method described in Swaminathan S et al., 2013, Biochem Biophvs Res Commun., Vol. 434, p. 228-234. Also, “hsa-mir-7704” (miRBase Accession No. MI0025240, SEQ ID NO: 192) having a hairpin-like structure is known as a precursor of “hsa-miR-7704”.

The term “hsa-miR-8072 gene” or “hsa-miR-8072” used herein includes the hsa-miR-8072 gene (miRBase Accession No. MIMAT0030999) described in SEQ ID NO: 70, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-8072 gene can be obtained by a method described in Wang H J et al., 2013, Shock., Vol. 39, p. 480-487. Also, “hsa-mir-8072” (miRBase Accession No. MI0025908, SEQ ID NO: 193) having a hairpin-like structure is known as a precursor of “hsa-miR-8072”.

The term “hsa-miR-4486 gene” or “hsa-miR-4486” used herein includes the hsa-miR-4486 gene (miRBase Accession No. MIMAT0019020) described in SEQ ID NO: 71, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4486 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4486” (miRBase Accession No. MI0016847, SEQ ID NO: 194) ming a hairpin-like structure is known as a precursor of “hsa-miR-4486”.

The term “hsa-miR-1913 gene” or “hsa-miR-1913” used herein includes the hsa-miR-1913 gene (miRBase Accession No. MIMAT0007888) described in SEQ ID NO: 72, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1913 gene can be obtained by a method described in Bar M et al., 2008, Stem Cells., Vol. 26, p. 2496-2505. Also, “hsa-mir-1913” (miRBase Accession No. MI0008334, SEQ ID NO: 195) having a hairpin-like structure is known as a precursor of “hsa-miR-1913”.

The term “hsa-miR-4656 gene” or “hsa-miR-4656” used herein includes the hsa-miR-4656 gene (miRBase Accession No. MIMAT001.9723) described in SEQ ID NO: 73, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4656 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4656” (iniRBase Accession No. MI0017284, SEQ ID NO: 196) having a hairpin-like structure is known as a precursor of “hsa-miR-4656”.

The term “hsa-miR-1260b gene” or “hsa-miR-1260b” used herein includes the hsa-miR-1260b gene (miRBase Accession No. MIMAT0015041) described in SEQ ID NO: 74, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1260b gene can be obtained by a method described in Stark M S et al., 2010, PLoS One., Vol. 5, e9685. Also, “hsa-mir-1260b” (miRBase Accession No. MI0014197, SEQ ID NO: 197) having a hairpin-like structure is known as a precursor of “hsa-miR-1260b”.

The term “hsa-miR-7106-5p gene” or “hsa-miR-7106-5p” used herein includes the hsa-miR-7106-5p gene (miRBase Accession No. MIMAT0028109) described in SEQ ID NO: 75, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7106-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-7106” (miRBase Accession No. MI0022957, SEQ ID NO: 198) having a hairpin-like structure is known as a precursor of “hsa-miR-7106-5p”.

The term “hsa-miR-6889-5p gene” or “hsa-miR-6889-5p” used herein includes the hsa-miR-6889-5p gene (miRBase Accession No. MIMAT0027678) described in SEQ ID NO: 76, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6889-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6889” (miRBase Accession No. MI0022736, SEQ ID NO: 199) having a hairpin-like structure is known as a precursor of “hsa-miR-6889-5p”.

The term “ sa-miR-6780b-5p gene” or “hsa-miR-6780b-5p” used herein includes the hsa-miR-6780b-5p gene (miRBase Accession No. MIMAT0027572) described in SEQ ID NO: 77, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6780b-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also. “hsa-mir-6780b” (miRBase Accession No. MI0022681, SEQ ID NO: 200) having a hairpin-like structure is known as a precursor of “hsa-miR-6780b-5p”.

The term “hsa-miR-6090 gene” or “hsa-miR-6090” used herein includes the hsa-miR-6090 gene (miRBase Accession No. MIMAT0023715) described in SEQ ID NO: 78, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6090 gene can be obtained by a method described in Yoo J K et al., 2013, Arch Pharm Res., Vol. 36, p. 353-358. Also, “hsa-mir-6090” (miRBase Accession No. MI0020367, SEQ ID NO: 201) having a hairpin-like structure is known as a precursor of “hsa-miR-6090”.

The term “hsa-miR-4534 gene” or “hsa-miR-4534” used herein includes the hsa-miR-4534 gene (miRBase Accession No. MIMAT0019073) described in SEQ ID NO: 79, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4534 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4534” (miRBase Accession No. MI0016901, SEQ ID NO: 202) having a hairpin-like structure is known as a precursor of “hsa-miR-4534”.

The term “hsa-miR-4449 gene” or “hsa-miR-4449” used herein includes the hsa-miR-4449 gene (miRBase Accession No. MIMAT0018968) described in SEQ ID NO: 80, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4449 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4449” (miRBase Accession No. MI0016792, SEQ ID NO: 203) having a hairpin-like structure is known as a precursor of “hsa-miR-4449”.

The term “hsa-miR-5195-3p gene” or “hsa-miR-5195-3p” used herein includes the hsa-miR-5195-3p gene (miRBase Accession No. MIMAT0021127) described in SEQ ID NO: 81, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5195-3p gene can be obtained by a method described in Schotte D et al., 2011, Leukemia, Vol. 25. p. 1389-1399. Also, “hsa-mir-5195” (miRBase Accession No. MI0018174, SEQ ID NO: 204) having a hairpin-like structure is known as a precursor of “hsa-miR-5195-3p”.

The term “hsa-miR-1202 gene” or “hsa-miR-1202” used herein includes the hsa-miR-1202 gene (miRBase Accession No. MIMAT0005865) described in SEQ ID NO: 82, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1202 gene can be obtained by a method described in Marton S et al., 2008, Leukemia, Vol. 22, p. 330-338. Also, “hsa-mir-1202” (miRBase Accession No. MI0006334, SEQ ID NO: 205) having a hairpin-like structure is known as a precursor of “hsa-miR-1202”.

The term “hsa-miR-4467 gene” or “hsa-miR-4467” used herein includes the hsa-miR-4467 gene (miRBase Accession No. MIMAT0018994) described in SEQ ID NO: 83, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4467 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4467” (miRBase Accession No. MI0016818, SEQ ID NO: 06) having a hairpin-like structure is known as a precursor of “hsa-miR-4467”.

The term “hsa-miR-6515-3p gene” or “hsa-miR-6515-3p” used herein includes the hsa-miR-6515-3p gene (miRBase Accession No. MIMAT0025487) described in SEQ ID NO: 84, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6515-3p gene can be obtained by a method described in Joyce C E et al., 2011, Hum Mol Genet., Vol. 20, p. 4025-4040. Also, “hsa-mir-6515” (miRBase Accession No. MI0022227, SEQ ID NO: 207) haying a hairpin-like structure is known as a precursor of “hsa-miR-6515-3p”.

The term “hsa-miR-4281 gene” or “hsa-miR-4281” used herein includes the hsa-miR-4281 gene (miRBase Accession No. MIMAT001.6907) described in SEQ ID NO: 85, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4281 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One., Vol. 4, e7192. Also, “hsa-mir-4281” (miRBase Accession No. MI0015885, SEQ ID NO: 208) haying a hairpin-like structure is known as a precursor of “hsa-miR-4281”.

The term “hsa-miR-4505 gene” or “hsa-miR-4505” used herein includes the hsa-miR-4505 gene (miRBase Accession No. MIMAT0019041) described in SEQ ID NO: 86, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4505 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4505” (miRBase Accession No. NI10016868, SEQ ID NO: 209) having a hairpin-like structure is known as a precursor of “hsa-miR-4505”.

The term “hsa-miR-4484 gene” or “hsa-miR-4484” used herein includes the hsa-miR-4484 gene (miRBase Accession No. MIMAT0019018) described in SEQ ID NO: 87, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4484 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4484” (miRBase Accession No. MI0016845, SEQ ID NO: 210) having a hairpin-like structure is known as a precursor of “hsa-miR-4484”.

The term “hsa-miR-6805-3p gene” or “hsa-miR-6805-3p” used herein includes the hsa-miR-6805-3p gene (miRBase Accession No. MIMAT0027511) described in SEQ ID NO: 88, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6805-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6805” (miRBase Accession No. MI0022650, SEQ ID NO: 211) having a hairpin-like structure is known as a precursor of “hsa-miR-6805-3p”.

The term “hsa-miR-3135b gene” or “hsa-miR-3135b” used herein includes the hsa-miR-3135b gene (miRBase Accession No. MIMAT0018985) described in SEQ ID NO: 89, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3135b gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-3135b” (miRBase Accession No. MI0016809, SEQ ID NO: 212) having a hairpin-like structure is known as a precursor of “hsa-miR-3135b”.

The term “hsa-miR-3162-5p gene” or “hsa-miR-3162-5p” used herein includes the hsa-miR-3162-5p gene (miRBase Accession No. MIMAT0015036) described in SEQ ID NO: 90, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3162-5p gene can be obtained by a method described in Stark M S et al., 2010, PLoS One., Vol. 5, e9685. Also, “hsa-mir-3162” (miRBase Accession No. MI0014192, SEQ ID NO: 213) having a hairpin-like structure is known as a precursor of “hsa-miR-3162-5p”.

The term “hsa-miR-6768-5p gene” or “hsa-miR-6768-5p” used herein includes the hsa-miR-6768-5p gene (miRBase Accession No. MIMAT0027436) described in SEQ ID NO: 91, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6768-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6768” (miRBase Accession No. MI0022613, SEQ ID NO: 214) having a hairpin-like structure is known as a precursor of “hsa-miR-6768-5p”.

The term “hsa-miR-6721-5p gene” or “hsa-miR-6721-5p” used herein includes the hsa-miR-6721-5p gene (miRBase Accession No. MIMAT0025852) described in SEQ ID NO: 92, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6721-5p gene can be obtained by a method described in Li Y et al., 2012, Gene., Vol. 497. p. 330-335. Also, “hsa-mir-6721” (miRBase Accession No. MI0022556, SEQ ID NO: 215) having a hairpin-like structure is known as a precursor of “hsa-miR-6721-5p”.

The term “hsa-miR-1227-5p gene” or “hsa-miR-1227-5p” used herein includes the hsa-miR-1227-5p gene (miRBase Accession No. MIMAT0022941) described in SEQ ID NO: 93, a hotnolog or an ortholog of a different organism species, and the like. The lisa-miR-1227-5p gene can be obtained by a method described in Berezikov E et al., 2007. Mol Cell., Vol. 28, p. 328-336. Also, “hsa-mir-1227” (miRBase Accession No. MI0006316, SEQ ID NO: 216) having a hairpin-like structure is known as a precursor of “hsa-miR-1227-5p”.

The term “hsa-miR-6722-3p gene” or “hsa-miR-6722-3p” used herein includes the hsa-miR-6722-3p gene (miRBase Accession No. MIMAT0025854) described in SEQ ID NO: 94, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6722-3p gene can be obtained by a method described in Li Y et al., 2012, Gene., Vol. 497, p. 330-335. Also, “hsa-mir-6722” (miRBase Accession No. MI0022557, SEQ ID NO: 217) having a hairpin-like structure is known as a precursor of “hsa-miR-6722-3p”.

The term “hsa-miR-4286 gene” or “hsa-miR-4286” used herein includes the hsa-miR-4286 gene (miRBase Accession No. MIMAT0016916) described in SEQ ID NO: 95, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4286 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One., Vol. 4, e7192. Also, “hsa-mir-4286” (miRBase Accession No. MI0015894, SEQ ID NO: 218) having a hairpin-like structure is known as a precursor of “hsa-miR-4286”.

The term “hsa-miR-4746-3p gene” or “hsa-miR-4746-3p” used herein includes the hsa-miR-4746-3p gene (miRBase Accession No. MIMAT0019881) described in SEQ ID NO: 96, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4746-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4746” (miRBase Accession No. MI0017385, SEQ ID NO: 219) having a hairpin-like structure is known as a precursor of “hsa-miR-4746-3p”.

The term “hsa-miR-6727-5p gene” or “hsa-miR-6727-5p” used herein includes the hsa-miR-6727-5p gene (miRBase Accession No. MLMAT0027355) described in SEQ ID NO: 97, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6727-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6727” (miRBase Accession No. MI0022572, SEQ ID NO: 220) having a hairpin-like structure is known as a precursor of “hsa-miR-6727-5p”.

The tem “hsa-miR-6816-5p gene” or “hsa-miR-6816-5p” used herein includes the hsa-miR-6816-5p gene (miRBase Accession No. MIMAT0027532) described in SEQ ID NO: 98, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6816-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6816” (miRBase Accession No. MI0022661, SEQ ID NO: 221) having a hairpin-like structure is known as a precursor of “hsa-miR-6816-5p”.

The term “hsa-miR-4741 gene” or “hsa-miR-4741” used herein includes the hsa-miR-4741 gene (miRBase Accession No. MIMATOO19871) described in SEQ ID NO: 99, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4741 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4741” (miRBase Accession No. MI0017379, SEQ ID NO: 222) having a hairpin-like structure is known as a precursor of “hsa-miR-4741”.

The term “hsa-miR-4508 gene” or “hsa-miR-4508” used herein includes the hsa-miR-4508 gene (miRBase Accession No. MIMAT0019045) described in SEQ ID NO: 100, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4508 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4508” (miRBase Accession No. MI0016872, SEQ ID NO: 223) having a hairpin-like structure is known as a precursor of “hsa-miR-4508”.

The term “hsa-miR-940 gene” or “hsa-miR-940” used herein includes the hsa-miR-940 gene miRBase Accession No. MIMAT0004983) described in SEQ ID NO: 101, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-940 gene can be obtained by a method described in Lui W O et al., 2007, A Cancer Res., Vol. 67, p. 6031-6043. Also, “hsa-mir-940” (miRBase Accession No. MI0005762, SEQ ID NO: 224) having a hairpin-like structure is known as a precursor of “hsa-miR-940”.

The term “hsa-miR-4327 gene” or “hsa-miR-4327” used herein includes the hsa-miR-4327 gene (miRBase Accession No. MIMAT0016889) described in SEQ ID NO: 102, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4327 gene can be obtained by a method described in Golf L A et al., 2009, PLoS One., Vol. 4, e7192. Also, “hsa-mir-4327” (miRBase Accession No. MI0015867, SEQ ID NO: 225) having a hairpin-like structure is known as a precursor of “hsa-miR-4327”.

The term “hsa-miR-4665-3p gene” or “hsa-miR-4665-3p” used herein includes the hsa-miR-4665-3p gene (miRBase Accession No. MIMAT0019740) described in SEQ ID NO: 103, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4665-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4665” (miRBase Accession No. MI0017295, SEQ ID NO: 159) having a hairpin-like structure is known as a precursor of “hsa-miR-4665-3p”.

The term “hsa-miR-718 gene” or “hsa-miR-718” used herein includes the hsa-miR-718 gene (miRBase Accession No. MIMAT0012735) described in SEQ ID NO: 104, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-718 gene can be obtained by a method described in Artzi S et al., 2008, BMC Bioinformatics., Vol. 9. p. 39. Also, “hsa-mir-718” (miRBase Accession No. MI0012489, SEQ ID NO: 226) having a hairpin-like structure is known as a precursor of “hsa-miR-718”.

The term “hsa-miR-125a-3p gene” or “hsa-miR-125a-3p” used herein includes the hsa-miR-125a-3p gene (miRBase Accession No. MIMAT0004602) described in SEQ ID NO: 105, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-125a-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2002. Curr Biol., Vol. 12, p. 735-739. Also, “hsa-mir-125a” (miRBase Accession No. MI0000469, SEQ ID NO: 227) having a hairpin-like structure is known as a precursor of “hsa-miR-125a-3p”.

The term “hsa-miR-204-3p gene” or “hsa-miR-204-3p” used herein includes the hsa-miR-204-3p gene (miRBase Accession No. MIMAT0022693) described in SEQ ID NO: 106, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-204-3p gene can be obtained by a method described in Lim L P et al., 2003, Science., Vol. 299, p. 1540. Also, “hsa-mir-204” (miRBase Accession No. MI0000284, SEQ ID NO: 228) having a hairpin-like structure is known as a precursor of “hsa-miR-204-3p”.

The term “hsa-miR-1469 gene” or “hsa-miR-1469” used herein includes the hsa-miR-1469 gene (miRBase Accession No. MIMAT0007347) described in SEQ ID NO: 107, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1469 gene can be obtained by a method described in Kawaji H et al., 2008, BMC Genomics, Vol. 9, p. 157. Also, “hsa-mir-1469” (miRBase Accession No. MI0007074, SEQ ID NO: 229) having a hairpin-like structure is known as a precursor of “hsa-miR-1469”.

The term “hsa-miR-575 gene” or “hsa-miR-575” used herein includes the hsa-miR-575 gene (miRBase Accession No. MIMAT0003240) described in SEQ ID NO: 108, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-575 gene can be obtained by a method described in Cummins J M, 2006, Proc Natl Acad Sci, Vol. 103, p. 3687-3692. Also, “hsa-mir-575” (miRBase Accession No. MI0003582, SEQ ID NO: 230) having a hairpin-like structure is known as a precursor of “hsa-miR-575”.

The term “hsa-miR-150-3p gene” or “hsa-miR-150-3p” used herein includes the hsa-miR-150-3p gene (miRBase Accession No. MIMAT0004610) described in SEQ ID NO: 109, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-150-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2002. Curr Biol., Vol. 12, p. 735-739. Also, “hsa-mir-150” (miRBase Accession No. MI0000479, SEQ ID NO: 231) having a hairpin-like structure is known as a precursor of “hsa-miR-150-3p”.

The term “hsa-miR-423-5p gene” or “hsa-miR-423-5p” used herein includes the hsa-miR-423-5p gene (miRBase Accession No. MIMAT0004748) described in SEQ ID NO: 110, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-423-5p gene can be obtained by a method described in Kasashima K et al., 2004, Biochem Biophys Res Commun., Vol. 322, p. 403-410. Also, “hsa-mir-423” (miRBase Accession No. MI0001445, SEQ ID NO: 232) having a hairpin-like structure is known as a precursor of “hsa-miR-423-5p”.

The term “hsa-miR-564 gene” or “hsa-miR-564” used herein includes the hsa-miR-564 gene miRBase Accession No. MIMAT0003228) described in SEQ ID NO: 111, a homolog or art ortholog of a different organism species, and the like. The hsa-miR-564 gene can be obtained by a method described in Cummins J M, 2006, Proc Natl Acad Sci, Vol. 103, p. 3687-3692. Also, “hsa-mir-564” (miRBase Accession No. MI0003570, SEQ ID NO: 233) having a hairpin-like structure is known as a precursor of “hsa-miR-564”.

The term “hsa-miR-3188 gene” or “hsa-miR-3188” used herein includes the hsa-miR-3188 gene (miRBase Accession No. MIMAT0015070) described in SEQ ID NO: 112, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3188 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One., Vol. 5, e9685. Also. “hsa-mir-3188” (miRBase Accession No. MI0014232, SEQ ID NO: 234) having a hairpin-like structure is known as a precursor of “hsa-miR-3188”.

The term “hsa-miR-1246 gene” or “hsa-miR-I246” used herein includes the hsa-miR-1246 gene (miRBase Accession No. MIMAT0005898) described in SEQ ID NO: 113, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1246 gene can be obtained by a method described in Morin R D et al., 2008, Genome Res., Vol. 18, p. 610-621. Also, “hsa-mir-1246” (miRBase Accession No. MI0006381, SEQ ID NO: 235) having a hairpin-like structure is known as a precursor of “hsa-miR-1246”.

The term “hsa-miR-602 gene” or “hsa-miR-602” used herein includes the hsa-miR-602 gene (miRBase Accession No. MIMAT0003270) described in SEQ ID NO: 114 a homolog or an ortholog of a different organism species, and the like. The hsa-miR-602 gene can be obtained by a method described in Cummins J M, 2006, Proc Natl Acad Sci, Vol. 103, p. 3687-3692. Also, “hsa-mir-602” (miRBase Accession No. MI0003615, SEQ ID NO: 236) having a hairpin-like structure is known as a precursor of “hsa-miR-602”.

The term “hsa-miR-1290 gene” or “hsa-miR-1290” used herein includes the hsa-miR-1290 gene (miRBase Accession No. MIMAT0005880) described in SEQ ID NO: 115, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1290 gene can be obtained by a method described in Morin R D et al., 2008. Genome Res., Vol. 18, p. 610-621. Also, “hsa-mir-1290” (miRBase Accession No. MI0006352, SEQ ID NO: 237) having a hairpin-like structure is known as a precursor of “hsa-miR-1290”.

The term “hsa-miR-16-5p gene” or “hsa-miR-16-5p” used herein includes the hsa-miR-16-5p gene (miRBase Accession No. MiMAT0000069) described in SEQ ID NO: 116, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-16-5p gene can be obtained by a method described in Lagos-Quintana M et al., 2002, Curr Biol., Vol. 12, p. 735-739. Also, “hsa-mir-16-I and hsa-mir-16-2” (miRBase Accession Nos. MI0000070 and MI0000115, SEQ ID NOs: 238 and 239) having a hairpin-like structure are known as precursors of “hsa-miR-16-5p”.

The term “hsa-miR-451a gene” or “hsa-miR-451a” used herein includes the hsa-miR-451a gene (miRBase Accession No. MINLAT0001631) described in SEQ ID NO: 117, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-451a gene can be obtained by a method described in Alluvia Y et al., 2005, Nucleic Acids Res., Vol. 33, p. 2697-2706. Also, “hsa-mir-451a” (miRBase Accession No. MI0001729, SEQ ID NO: 240) having a hairpin-like structure are known as precursors of “hsa-miR-451a”.

The term “hsa-miR-24-3p gene” or “hsa-miR-24-3p” used herein includes the hsa-miR-24-3p gene (miRBase Accession No. MIMAT0000080) described in SEQ ID NO: 118, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-24-3p gene can be obtained by a method described in Lagos-Quintana M et al., 2001, Science., Vol. 294, p. 853-858. Also, “hsa-mir-24-1 and hsa-mir-24-2” (miRBase Accession Nos. MI0000080 and MI0000081, SEQ NOs: 241 and 242) having a hairpin-like structure are known as precursors of “hsa-miR-24-3p”.

The term “hsa-miR-5p gene” “hsa-miR-187-5p” used herein includes the hsa-miR-187-5p gene (miRBase Accession No. MIMAT0004561) described in SEQ ID NO: 119, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-187-5p gene can be obtained by a method described in Lim L P et al., 2003, Science., Vol. 299, p. 1540. Also, “hsa-mir-187” (miRBase Accession No. MI0000274, SEQ ID NO: 243) having a hairpin-like structure are known as precursors of “hsa-miR-187-5p”.

The term “hsa-miR-1908-5p gene” or “hsa-miR-1908-5p” used herein includes the hsa-miR-1908-5p gene (miRBase Accession No. MIMAT0007881) described in SEQ ID NO: 120, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1908-5p gene can be obtained by a method described in Bar M et al., 2008, Stem Cells., Vol. 26, p. 2496-2505. Also, “hsa-mir-1908” (miRBase Accession No. MI0008329, SEQ ID NO: 244) having a hairpin-like structure are known as precursors of “hsa-miR-1908-5p”.

The term “hsa-miR-371a-5p gene” or hsa-miR-371a-5p” used herein includes the hsa-miR-371a-5p gene (miRBase Accession No. MIMAT0004687) described in SEQ ID NO: 121, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-371a-5p gene can be obtained by a method described in Suh M R et al., 2004, Dev Biol., Vol. 270, p. 488-498. Also, “hsa-mir-371a” (miRBase Accession No. MI0000779, SEQ ID NO: 245) having a hairpin-like structure are known as precursors of “hsa-miR-371a-5p”.

The term “hsa-miR-550a-5p gene” or “hsa-miR-550a-5p” used herein includes the hsa-miR-550a-5p gene (miRBase Accession No. MIMAT0004800) described in SEQ ID NO: 122, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-550a-5p gene can be obtained by a method described in Cummins J M, 2006, Proc Natl Acad Sci, Vol. 103, p. 3687-3692. Also, chsa-mir-550a-1 and hsa-mir-550a-2” (miRBase Accession Nos. MI0003600 and MI0003601, SEQ ID NOs: 246 and 247) having a hairpin-like structure are known as precursors of “hsa-miR-550a-5p”.

The term “hsa-miR-4417 gene” or “hsa-miR-4417” used herein includes the hsa-miR-4417 gene (miRBase Accession No. MIMAT0018929) described in SEQ ID NO: 349, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4417 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4417” (miRBase Accession No. MI0016753, SEQ ID NO: 384) having a hairpin-like structure are known as precursors of “hsa-miR-4417”.

The term “hsa-miR-4707-5p gene” or “hsa-miR-4707-5p” used herein includes the hsa-miR-4707-5p gene (miRBase Accession No. MIMAT0019807) described in SEQ ID NO: 350, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4707-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4707” (miRBase Accession No. MI0017340, SEQ ID NO: 385) having a hairpin-like structure are known as precursors of “hsa-miR-4707-5p”.

The term “hsa-miR-7847-3p gene” or “hsa-miR-7847-3p” used herein includes the hsa-miR-7847-3p gene (miRBase Accession No. MIMAT0030422) described in SEQ ID NO: 351, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7847-3p gene can be obtained by a method described in Pie H et al., 2012, PLoS One, Vol. 7, e50746. Also, “hsa-mir-7847” (miRBase Accession No. MI0025517, SEQ ID NO: 386) having a hairpin-like structure are known as precursors of “hsa-miR-7847-3p”.

The term “hsa-miR-2861 gene” or “hsa-miR-2861” used herein includes the hsa-miR-2861 gene (miRBase Accession No. MIMAT0013802) described in SEQ ID NO: 352, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-2861 gene can be obtained by a method described in Li H et al., 2009, J Clin Invest, Vol. 119, p. 3666-3677. Also, “hsa-mir-2861” (miRBase Accession No. MI0013006, SEQ ID NO: 387) having a hairpin-like structure are known as precursors of “hsa-miR-2861”.

The term “hsa-miR-4513 gene” or “hsa-miR-4513” used herein includes the hsa-miR-4513 gene (miRBase Accession No. MIMAT0019050) described in SEQ ID NO: 353, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4513 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4513” (miRBase Accession No. MI0016879, SEQ ID NO: 388) having a hairpin-like structure are known as precursors of “hsa-miR-4513”.

The term “hsa-miR-7111-5p gene” or “hsa-miR-7111-5p” used herein includes the hsa-miR-7111-5p gene (miRBase Accession No. MIMAT0028119) described in SEQ ID NO: 354, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7111-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-7111” (miRBase Accession No. MI0022962, SEQ ID NO: 389) having a hairpin-like structure are known as precursors of “hsa-miR-7111-5p”.

The term “hsa-miR-6777-5p gene” or “hsa-miR-6777-5p” used herein includes the hsa-miR-6777-5p gene (miRBase Accession No. MIMAT0027454) described in SEQ ID NO: 355, a homolog or an ortholog of a different organism species, and the like. The lisa-miR-6777-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6777” (miRBase Accession No. MI0022622, SEQ ID NO: 390) having a hairpin-like structure are known as precursors of “hsa-miR-6777-5p”.

The tem “hsa-miR-7113-3p gene” or “hsa-miR-7113-3p” used herein includes the hsa-miR-7113-3p gene (miRBase Accession No. MIMAT0028124) described in SEQ ID NO: 356, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7113-3p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-7113” (miRBase Accession No. MI0022964, SEQ ID NO: 391) having a hairpin-like structure are known as precursors of “hsa-miR-7113-3p”.

The term “hsa-miR-4648 gene” or “hsa-miR-4648” used herein includes the hsa-miR-4648 gene (miRBase Accession No. MIMAT0019710) described in SEQ ID NO: 357, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4648 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4648” (miRBase Accession No. MI0017275, SEQ ID NO: 392) having a hairpin-like structure are known as precursors of “hsa-miR-4648”.

The term “hsa-miR-3184-5p gene” or “hsa-miR-3184-5p” used herein includes the hsa-miR-3184-5p gene (miRBase Accession No. MIMAT0015064) described in SEQ ID NO: 358, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3184-5p gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also, “hsa-mir-3184” (miRBase Accession No. MI0014226, SEQ ID NO: 393) having a hairpin-like structure are known as precursors of “hsa-miR-3184-5p”.

The term “hsa-miR-4271 gene” or “hsa-miR-4271” used herein includes the hsa-miR-4271 gene (miRBase Accession No. MIMAT0016901) described in SEQ ID NO: 359, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4271 gene can be obtained by a method described in Goff L A. et al., 2009, PLoS One, Vol. 4, e7192. Also, “hsa-mir-4271” (miRBase Accession No. MI0015879, SEQ ID NO: 394) having a hairpin-like structure are known as precursors of “hsa-miR-4271”.

The tem “hsa-miR-6791-5p gene” or “hsa-miR-6791-5p” used herein includes the hsa-miR-6791-5p gene (miRBase Accession No. MIMAT0027482) described in SEQ ID NO: 360, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6791-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6791” (miRBase Accession No. MI0022636, SEQ ID NO: 395) having a hairpin-like structure are known as precursors of “hsa-miR-6791-5p”.

The term “hsa-miR-642a-3p gene” or “hsa-miR-642a-3p” used herein includes the hsa-miR-642a-3p gene (miRBase Accession No. MIMAT0020924) described in SEQ ID NO: 361, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-642a-3p gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692, Landgraf P et al., 2007, Cell, Vol. 129, p. 1401-1414, Zaragosi LE et al., 2011, Genome Biol, Vol. 12, R64, etc. Also, “hsa-mir-642e (miRBase Accession No. MI0003657, SEQ ID NO: 396) having a hairpin-like structure is known as a precursor of “hsa-miR-642a-3p”.

The term “hsa-miR-7108-5p gene”” or “hsa-miR-7108-5p” used herein includes the hsa-miR-7108-5p gene (miRBase Accession No. MIMAT0028113) described in SEQ ID NO: 362, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-7108-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-7108” (miRBase Accession No. MI0022959, SEQ ID NO: 397) having a hairpin-like structure is known as a precursor of “hsa-miR-7108-5p”.

The term “hsa-miR-128-1-5p gene” or “hsa-miR-128-1-5p” used herein includes the hsa-miR-128-1-5p gene (miRBase Accession No. MIMAT0026477) described in SEQ ID NO: 363, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-128-1-5p gene can be obtained by a method described in Lagos-Quintana M et al., 2002, Curr Biol, Vol. 12, p. 735-739, Kasashima K et al., 2004, Biochem Biophys Res Commun, Vol. 322, p. 403-410, Landgraf P et al., 2007, Cell, Vol. 129, p. 1401-1414, Meunier J et al., 2013, Genome Res, Vol. 23, p. 34-45, etc. Also, “hsa-mir-128-1” (miRBase Accession No. MI0000447, SEQ ID NO: 398) having a hairpin-like structure is known as a precursor of “hsa-miR-128-1-5p”.

The term “hsa-miR-5196-5p gene” or “hsa-miR-5196-5p” used herein includes the hsa-miR-5196-5p gene miRBase Accession No. MIMAT00211281) described in SEQ ID NO: 364, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-5196-5p gene can be obtained by a method described in Schotte D et al., 2011, Leukemia, Vol. 25, p. 1389-1399. Also, “hsa-mir-5196” (miRBase Accession No. MI0018175, SEQ ID NO: 399) having a hairpin-like structure is known as a precursor of “hsa-miR-5196-5p”,

The term “hsa-miR-3178 gene” or “hsa-miR-3178” used herein includes the hsa-miR-3178 gene (miRBase Accession No. MIMAT0015055) described in SEQ ID NO: 365, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3178 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One, Vol. 5, e9685. Also. “hsa-mir-3178” (miRBase Accession No. MI0014212, SEQ ID NO: 400) having a hairpin-like structure is known as a precursor of “hsa-miR-3178”.

The term “hsa-miR-3656 gene” or “hsa-miR-3656” used herein includes the hsa-miR-3656 gene (miRBase Accession No. MIM.AT0018076) described in SEQ ID NO: 366, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3656 gene can be obtained by a method described in Meiri E et al., 2010, Nucleic Acids Res, Vol. 38, p. 6234-6246. Also, “hsa-mir-3656” (miRBase Accession No. MI0016056, SEQ ID NO: 401) having a hairpin-like structure is known as a precursor of “hsa-miR-3656”,

The term “hsa-miR-92a-2-5p gene” or “hsa-miR-92a-2-5p” used herein includes the hsa-miR-92a-2-5p gene (miRBase Accession No. MIMAT0004508) described in SEQ ID NO: 367, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-92a-2-5p gene can be obtained by a method described in Mourelatos Z et al., 2002, Genes Dev, Vol. 16, p. 0-728, Dostie J et al., 2003, RNA, Vol. 9, p. 180-186, Houbaviy HE et al., 2003, Dev Cell, Vol. 5, p. 351-358, Suh M R et al., 2004, Dev Biol, Vol. 270, p. 488-498, Kasashima K et al., 2004, Biochem Biophys Res Commun, Vol. 322, p. 403-410, Fu et al., 2005, FEBS Lett, Vol. 579, p. 3849-3854, Landgraf P et al., 2007, Cell, Vol. 129, p. 1401-1414, Lui WO et al., 2007, Cancer Res, Vol. 67, p. 6031-6043, etc. Also, “hsa-mir-92a-2” (miRBase Accession No. MI0000094, SEQ ID NO: 402) having a hairpin-like structure is known as a precursor of “hsa-miR-92a-2-5p”.

The term “hsa-miR-6769h-5p gene” or “hsa-miR-6769b-5p” used herein includes the hsa-miR-6769b-5p gene (miRBase Accession No. MIMAT0027620) described in SEQ ID NO: 368, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6769b-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6769b” (miRBase Accession No. MI0022706, SEQ NO: 403) having a hairpin-like structure is known as a precursor of “hsa-miR-6769b-5p”.

The term “hsa-miR-4689 gene” or “hsa-miR-4689” used herein includes the hsa-miR-4689 gene (miRBase Accession No. MIMAT0019778) described in SEQ ID NO: 369, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4689 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also. “hsa-mir-4689” (miRBase Accession No. MI0017322, SEQ ID NO: 404) having a hairpin-like structure is known as a precursor of “hsa-miR-4689”.

The term “hsa-miR-6076 gene” or “hsa-miR-6076” used herein includes the hsa-miR-6076 gene (miRBase Accession No. MIMAT0023701) described in SEQ ID NO: 370, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6076 gene can be obtained by a method described in Voellenkle C et al., 2012, RNA, Vol. 18, p. 472-484. Also, “hsa-mir-6076” (miRBase Accession No. MI0020353, SEQ ID NO: 405) having a hairpin-like structure is known as a precursor of “hsa-miR-6076”.

The term “hsa-miR-92b-5p gene” or “hsa-miR-92b-5p” used herein includes the hsa-miR-92b-5p gene (miRBase Accession No. MIMAT0004792) described in SEQ ID NO: 371, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-92b-5p gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692, Landgraf P et al., 2007, Cell, Vol. 129, p. 1401-1414. Lui WO et al., 2007, Cancer Res, Vol. 67, p. 6031-6043, etc. Also, “hsa-mir-92b” (miRBase Accession No. MI0003560, SEQ ID NO: 406) having a hairpin-like structure is known as a precursor of “hsa-miR-92b-5p”,

The term “hsa-miR-6774-5p gene” or “hsa-miR-6774-5p” used herein includes the hsa-miR-6774-5p gene (miRBase Accession No. MIMAT0027448) described in SEQ ID NO: 372, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6774-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6774” (miRBase Accession No. MI0022619, SEQ ID NO: 407) having a hairpin-like structure is known as a precursor of “hsa-miR-6774-5p”.

The term “hsa-miR-486-3p gene” or “hsa-miR-486-3p” used herein includes the hsa-miR-486-3p gene (miRBase Accession No. MIMAT0004762) described in SEQ ID NO: 373, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-486-3p gene can be obtained by a method described in Fu H et al., 2005, FEBS Lett, Vol. 579, p. 3849-3854, Landgraf P et al., 2007, Cell, Vol. 129, p. 1401-1414, Meunier J et al., 2013, Genome Res. Vol. 23, p, 34-45, etc. Also, “hsa-mir-486 and hsa-mir-486-2” (miRBase Accession Nos. MI0002470 and MI0023622, SEQ ID NOs: 408 and 409) having a hairpin-like structure are known as precursors of “hsa-miR-486-3p”.

The term “hsa-miR-6806-5p gene” or “hsa-miR-6806-5p” used herein includes the hsa-miR-6806-5p gene (miRBase Accession No. MIMAT0027512) described in SEQ ID NO: 374, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6806-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6806” (miRBase Accession No. MI0022651, SEQ ID NO: 410) having a hairpin-like structure is known as a precursor of “hsa-miR-6806-5p”.

The term “hsa-miR-6842-5p gene” or “hsa-miR-6842-5p” used herein includes the hsa-miR-6842-5p gene (miRBase Accession No. MIMAT0027586) described in SEQ ID NO: 375, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6842-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6842” (miRBase Accession No. MI0022688, SEQ ID NO: 411) haying a hairpin-like structure is known as a precursor of “hsa-miR-6842-5p”.

The term “hsa-miR-6716-5p gene” or “hsa-miR-6716-5p” used herein includes the hsa-miR-6716-5p gene (miRBase Accession No. MIMA10025844) described in SEQ ID NO: 376, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6716-5p gene can be obtained by a method described in Li Y et al., 2012, Gene, Vol. 497, p. 330-335. Also, “hsa-mir-6716” (miRBase Accession No. MI0022550, SEQ ID NO: 412) having a hairpin-like structure is known as a precursor of “hsa-miR-6716-5p”.

The term “hsa-miR-557 gene” or “hsa-miR-557” used herein includes the hsa-miR-557 gene (miRBase Accession No. MIMAT0003221) described in SEQ ID NO: 377, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-557 gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692, Also, “hsa-mir-557” (miRBase Accession No. MI0003563, SEQ ID NO: 413) having a hairpin-like structure is known as a precursor of “hsa-miR-557”,

The term “hsa-miR-4673 gene” or “hsa-miR-4673” used herein includes the hsa-miR-4673 gene (miRBase Accession No. MIMAT0019755) described in SEQ ID NO: 378, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4673 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4673” (miRBase Accession No. MI0017304, SEQ ID NO: 414) having a hairpin-like structure is known as a precursor of “hsa-miR-4673”.

The term “hsa-miR-4674 gene” or “hsa-miR-4674” used herein includes the hsa-miR-4674 gene (miRBase Accession No. MIMAT0019756) described in SEQ ID NO: 379, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4674 gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4674” (miRBase Accession No. MI0017305, SEQ ID NO: 4151) having a hairpin-like structure is known as a precursor of “hsa-miR-4674”.

The term “hsa-miR-4442 gene” or “hsa-miR-4442” used herein includes the hsa-miR-4442 gene (miRBase Accession No. MIMAT0018960) described in SEQ ID NO: 380, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4442 gene can be obtained by a method described in Jima D D et al., 2010, Blood, Vol. 116, e118-e127. Also, “hsa-mir-4442” (miRBase Accession No. MI0016785, SEQ ID NO: 416) having a hairpin-like structure is known as a precursor of “hsa-miR-4442”.

The tem “hsa-miR-1915-3p gene” or “hsa-miR-1915-3p” used herein includes the hsa-miR-1915-3p gene (miRBase Accession No. MIMAT0007892) described in SEQ ID NO: 381, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1915-3p gene can be obtained by a method described in Bar M et al., 2008, Stern Cells, Vol. 26, p. 2496-2505. Also, “hsa-mir-1915” (miRBase Accession No. MI0008336, SEQ ID NO: 417) having a hairpin-like structure is known as a precursor of “hsa-miR-1915-3p”.

The term “hsa-miR-4687-3p gene” or “hsa-miR-4687-3p” used herein includes the hsa-miR-4687-3p gene (miRBase Accession No. MIMAT0019775) described in SEQ ID NO: 382, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4687-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res, Vol. 71, p. 78-86. Also, “hsa-mir-4687” (miRBase Accession No. MI0017319, SEQ ID NO: 418) having a hairpin-like structure is known as a precursor of “hsa-miR-4687-3p”.

The term “hsa-miR-92b-3p gene” or “hsa-miR-92h-3p” used herein includes the hsa-miR-92b-3p gene (miRBase Accession No. MIMAT0003218) described in SEQ ID NO: 383, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-92b-3p gene can be obtained by a method described in Cummins J M et al., 2006, Proc Natl Acad Sci USA, Vol. 103, p. 3687-3692, Landgraf P et al., 2007, Cell, Vol. 129, p. 1401-1414, Lui WO et al., 2007, Cancer Res, Vol. 67, p. 6031-6043. Also, “hsa-mir-92b” (miRBase Accession No. MI0003560, SEQ ID NC): 419) having a hairpin-like structure is known as a precursor of “hsa-miR-92b-3p”.

The term “hsa-miR-1203 gene” or “hsa-miR-1203” used herein includes the hsa-miR-1203 gene (miRBase Accession No. MIMAT0005866) described in SEQ ID NO: 464, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1203 gene can be obtained by a method described in Marton S et al., 2008, Leukemia, Vol. 22, p. 330-338. Also, “hsa-mir-1203” (miRBase Accession No. MI0006335, SEQ ID NO: 467) having a hairpin-like structure is known as a precursor of “hsa-miR-1203”.

The term “hsa-miR-663b gene” or “hsa-miR-663b” used herein includes the hsa-miR-663b gene (miRBase Accession No. MIMAT0005867) described in SEQ ID NO: 465, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-663b gene can be obtained by a method described in Takada S et al., 2008, Leukemia, Vol. 22, p. 1274-1278, Also, “hsa-mir-663b” (miRBase Accession No. MI0006336, SEQ ID NO: 475) having a hairpin-like structure is known as a precursor of “hsa-miR-663b”.

The term “hsa-miR-4258 gene” or “hsa-miR-4258” used herein includes the hsa-miR-4258 gene (miRBase Accession No. NIIMAT0016879) described in SEQ ID NO: 466, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4258 gene can be obtained by a method described in Goff L A et al., 2009, PLoS One., Vol. 4, e7192. Also, “hsa-mir-4258” (miRBase Accession No. MI0015857, SEQ ID NO: 476) having a hairpin-like structure is known as a precursor of “hsa-miR-4258”.

The term “hsa-miR-4649-5p gene” or “hsa-miR-4649-5p” used herein includes the hsa-miR-4649-5p gene (miRBase Accession No. MIMAT0019711) described in SEQ ID NO: 467, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4649-5p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-4649” (miRBase Accession No. MI0017276, SEQ ID NO: 4771) haying a hairpin-like structure is known as a precursor of “hsa-miR-4649-5p”.

The term “hsa-miR-4516 gene” or “hsa-miR-4516” used herein includes the hsa-miR-4516 gene (miRBase Accession No. MIMAT0019053) described in SEQ ID NO: 468, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-4516 gene can be obtained by a method described in Jima D D et al., 2010, Blood., Vol. 116, e118-e127. Also, “hsa-mir-4516” (miRBase Accession No. MI0016882, SEQ ID NO: 478) having a hairpin-like structure is known as a precursor of “hsa-miR-4516”.

The term “hsa-miR-3619-3p gene” or “hsa-miR-3619-3p” used herein includes the hsa-miR-3619-3p gene (miRBase Accession No. MIMAT0019219) described in SEQ ID NO: 469, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3619-3p gene can be obtained by a method described in Witten D et al., 2010, BMC Biol., Vol. 8, p. 58. Also, “hsa-mir-3619” (miRBase Accession No. MI0016009, SEQ ID NO: 479) having a hairpin-like structure is known as a precursor of “hsa-miR-3619-3p”.

The term “hsa-miR-6826-5p gene” or “hsa-miR-6826-5p” used herein includes the hsa-miR-6826-5p gene (miRBase Accession No. MIMAT0027552) described in SEQ ID NO: 470, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6826-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6826” (miRBase Accession No. MI0022671, SEQ ID NO: 480) having a hairpin-like structure is known as a precursor of “hsa-miR-6826-5p”.

The term “hsa-miR-6757-5p gene” or “hsa-miR-6757-5p” used herein includes the hsa-miR-6757-5p gene miRBase Accession No. MIMAT0027414) described in SEQ ID NO: 471, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6757-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res., Vol. 22, p. 1634-1645. Also, “hsa-mir-6757” (miRBase Accession No. MI0022602, SEQ ID NO: 481) having a hairpin-like structure is known as a precursor of “hsa-miR-6757-5p”.

The term “hsa-miR-3131 gene” or “hsa-miR-3131” used herein includes the hsa-miR-3131 gene (miRBase Accession No. MIMAT0014996) described in SEQ ID NO: 472, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3131 gene can be obtained by a method described in Stark M S et al., 2010, PLoS One., Vol. 5, e9685. Also. “hsa-mir-3131” (miRBase Accession No. MI0014151, SEQ ID NO: 482) having a hairpin-like structure is known as a precursor of “hsa-miR-3131”.

The tem “hsa-miR-1343-3p gene” or “hsa-miR-1343-3p” used herein includes the hsa-miR-1343-3p gene (miRBase Accession No. MIMAT0019776) described in SEQ ID NO: 473, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-1343-3p gene can be obtained by a method described in Persson H et al., 2011, Cancer Res., Vol. 71, p. 78-86. Also, “hsa-mir-1343” (miRBase Accession No. MI0017320, SEQ ID NO: 483) having a hairpin-like structure is known as a precursor of “hsa-miR-1343-3p”.

The term “hsa-miR-6775-5p gene” or “hsa-miR-6775-5p” used herein includes the hsa-miR-6775-5p gene (miRBase Accession No. MIMAT0027450) described in SEQ ID NO: 492, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6775-5p gene can be obtained. by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6775” (miRBase Accession No. MI0022620, SEQ ID NO: 495) having a hairpin-like structure is known as a precursor of “hsa-miR-6775-5p”.

The term “hsa-miR-6813-5p gene” or “hsa-miR-6813-5p” used herein includes the hsa-miR-6813-5p gene (miRBase Accession No. MIMAT0027526) described in SEQ ID NO: 493, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-6813-5p gene can be obtained by a method described in Ladewig E et al., 2012, Genome Res, Vol. 22, p. 1634-1645. Also, “hsa-mir-6813” (miRBase Accession No. MI0022658, SEQ ID NO: 496) having a hairpin-like structure is known as a precursor of “lisa-miR-6813-5p”.

The term “hsa-miR-3940-5p gene” or “hsa-miR-3940-5p” used herein includes the hsa-miR-3940-5p gene miRBase Accession No. MIMAT0019229) described in SEQ ID NO: 494, a homolog or an ortholog of a different organism species, and the like. The hsa-miR-3940-5p gene can be obtained by a method described in Liao J Y et al., 2010, PLoS One, Vol. 5, e10563. Also, “hsa-mir-3940” (miRBase Accession No. MI0016597, SEQ ID NO: 497) having a hairpin-like structure is known as a precursor of “hsa-miR-3940-5p”.

A mature miRNA may become a variant due to the sequence cleaved shorter or longer by one to several flanking nucleotides, or due to substitution of nucleotides, when cut out as the mature miRNA from its RNA precursor having a hairpin-like structure. This variant is called isomiR (Morin R D. et al., 2008, Genome Res., Vol. 18, p. 610-621). The miRBase Release 20 shows the nucleotide sequences represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 as well as a large number of the nucleotide sequence variants and fragments represented by SEQ ID NOs: 248 to 348, 420 to 463, 484 to 491, and 498 to 499, called isomiRs. These variants can also be obtained as miRNAs having a nucleotide sequence represented by any of SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494. Specifically, among the variants of polynucleotides consisting of the nucleotide sequence represented by any of SEQ NOs: 6, 10, 12, 13, 15, 18, 19, 23, 30, 33. 34, 41, 43, 46, 48, 51, 55, 59, 60, 62, 63, 64, 66, 68, 71, 74, 80, 83, 86, 87, 89, 90, 92, 95, 99, 100, 101, 105, 106, 109, 110, 112, 113, 115, 116, 117, 118, 119, 121, 349, 350, 352, 353, 357, 359, 361, 363, 364, 365, 366, 367, 369, 371, 373, 376, 378, 379, 380, 381, 382, 383, 465, 468, 472, 473, and 492 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t according to the present invention, examples of the longest variants registered in miRBase Release 20 include polynucleotides represented by SEQ ID NOs: 248, 250, 251, 253, 255. 257, 259, 262, 265, 267, 268, 272, 275, 277, 278, 279, 282, 285, 287, 289, 291, 292, 294, 296, 298, 300, 302, 305, 306, 307, 309, 310, 312, 314, 316, 318, 320, 322, 324, 326, 328, 330, 332, 334, 336, 337, 339, 341, 342, 344, 346, 420, 422, 424, 426, 428, 430, 432, 434, 436, 438, 440, 442, 444, 446, 448, 450, 452, 454, 456, 458, 460, 462, 484, 486, 488, 490, and 498, respectively. Also, among the variants of polynucleotides consisting of a nucleotide sequence represented by any of SEQ ID NOs: 6, 10, 12, 13, 15, 18, 19, 23, 30, 33, 34, 41, 43, 46, 48, 51, 55, 59, 60, 62, 63, 64. 66, 68, 71, 74, 80, 83, 86, 87, 89, 90, 92, 95, 99, 100, 101,105. 106, 109, 110, 112, 113, 115, 116, 117, 118, 119, 121, 349, 350, 352, 353, 357, 359, 361, 363, 364, 365, 366, 367, 369, 371, 373, 376, 378, 379, 380, 381, 382, 383, 465, 468, 472, 473 and 492 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t according to the present invention, examples of shortest variants registered in the miRBase Release 20 include polynucleotides having sequences represented by SEQ ID NOs: 249, 252, 254, 256, 258, 260, 261, 263, 264, 266, 269, 270, 271, 273, 274, 276, 280, 281, 283, 284, 286, 288, 290, 293, 295, 297, 299, 301, 303, 304, 308, 311, 313, 315, 317, 319, 321, 323, 325, 327, 329, 331, 333, 335, 338, 340, 343, 345, 347, 348, 421, 423, 425, 427, 429, 431, 433, 435, 437, 439, 441, 443, 445, 447, 449, 451, 453, 455, 457, 459, 461, 463, 485, 487, 489, 491, and 499, respectively. In addition to these variants and fragments, examples thereof include a large number of isomiR polynucleotides of SEQ ID NOs: 6, 10, 12, 13, 15, 18, 19, 23, 30, 33, 34, 41, 43, 46, 48, 51, 55, 59, 60, 62, 63, 64, 66, 68, 71, 74, 80, 83, 86, 87, 89, 90, 92, 95, 99, 100, 101, 105, 106, 109, 110, 112, 113, 115, 116, 117, 118, 119, 121, 349, 350, 352, 353, 357, 359, 361, 363, 364, 365, 366, 367, 369, 371, 373, 376, 378, 379, 380, 381, 382, 383, 465, 468, 472, 473 and 492 registered in the miRBase. Examples of the polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473 and 492 to 494 include a polynucleotide represented by any of SEQ ID NOs: 123 to 247, 384 to 419, 474 to 483, and 495 to 497. which are their respective precursors.

The names and miRBase Accession Nos. (registration numbers) of the genes represented by SEQ ID NOs: 1 to 499 are shown n Table 1.

As used hereinthe term “capable of specifically binding” means that the nucleic acid probe or the primer used in the present invention binds to a particular target nucleic acid and cannot substantially bind to other nucleic acids.

TABLE 1

SEQ

miRBase

ID NO:

Gene name

registration No.

1

hsa-miR-6893-5p

MIMAT0027686

2

hsa-miR-6075

MIMAT0023700

3

hsa-miR-6820-5p

MIMAT0027540

4

hsa-miR-4294

MIMAT0016849

5

hsa-miR-6729-5p

MIMAT0027359

6

hsa-miR-4476

MIMAT0019003

7

hsa-miR-6836-3p

MIMAT0027575

8

hsa-miR-6765-3p

MIMAT0027431

9

hsa-miR-6799-5p

MIMAT0027498

10

hsa-miR-4530

MIMAT0019069

11

hsa-miR-7641

MIMAT0029782

12

hsa-miR-4454

MIMAT0018976

13

hsa-miR-615-5p

MIMAT0004804

14

hsa-miR-8073

MIMAT0031000

15

hsa-miR-663a

MIMAT0003326

16

hsa-miR-4634

MIMAT0019691

17

hsa-miR-4450

MIMAT0018971

18

hsa-miR-4792

MIMAT0019964

19

hsa-miR-665

MIMAT0004952

20

hsa-miR-7975

MIMAT0031178

21

hsa-miR-7109-5p

MIMAT0028115

22

hsa-miR-6789-5p

MIMAT0027478

23

hsa-miR-4497

MIMAT0019032

24

hsa-miR-6877-5p

MIMAT0027654

25

hsa-miR-6880-5p

MIMAT0027660

26

hsa-miR-7977

MIMAT0031180

27

hsa-miR-4734

MIMAT0019859

28

hsa-miR-6821-5p

MIMAT0027542

29

hsa-miR-8089

MIMAT0031016

30

hsa-miR-5585-3p

MIMAT0022286

31

hsa-miR-6085

MIMAT0023710

32

hsa-miR-6845-5p

MIMAT0027590

33

hsa-miR-4651

MIMAT0019715

34

hsa-miR-4433-3p

MIMAT0018949

35

hsa-miR-1231

MIMAT0005586

36

hsa-miR-4665-5p

MIMAT0019739

37

hsa-miR-7114-5p

MIMAT0028125

38

hsa-miR-1238-5p

MIMAT0022947

39

hsa-miR-8069

MIMAT0030996

40

hsa-miR-4732-5p

MIMAT0019855

41

hsa-miR-619-5p

MIMAT0026622

42

hsa-miR-3622a-5p

MIMAT0018003

43

hsa-miR-1260a

MIMAT0005911

44

hsa-miR-6741-5p

MIMAT0027383

45

hsa-miR-6781-5p

MIMAT0027462

46

hsa-miR-6125

MIMAT0024598

47

hsa-miR-6805-5p

MIMAT0027510

48

hsa-miR-6132

MIMAT0024616

49

hsa-miR-6872-3p

MIMAT0027645

50

hsa-miR-6875-5p

MIMAT0027650

51

hsa-miR-1908-3p

MIMAT0026916

52

hsa-miR-4433b-3p

MIMAT0030414

53

hsa-miR-4736

MIMAT0019862

54

hsa-miR-5100

MIMAT0022259

55

hsa-miR-6724-5p

MIMAT0025856

56

hsa-miR-7107-5p

MIMAT0028111

57

hsa-miR-6726-5p

MIMAT0027353

58

hsa-miR-3185

MIMAT0015065

59

hsa-miR-4638-5p

MIMAT0019695

60

hsa-miR-1273g-3p

MIMAT0022742

61

hsa-miR-6778-5p

MIMAT0027456

62

hsa-miR-328-5p

MIMAT0026486

63

hsa-miR-3679-3p

MIMAT0018105

64

hsa-miR-1228-3p

MIMAT0005583

65

hsa-miR-6779-5p

MIMAT0027458

66

hsa-miR-4723-5p

MIMAT0019838

67

hsa-miR-6850-5p

MIMAT0027600

68

hsa-miR-760

MIMAT0004957

69

hsa-miR-7704

MIMAT0030019

70

hsa-miR-8072

MIMAT0030999

71

hsa-miR-4486

MIMAT0019020

72

hsa-miR-1913

MIMAT0007888

73

hsa-miR-4656

MIMAT0019723

74

hsa-miR-1260b

MIMAT0015041

75

hsa-miR-7106-5p

MIMAT0028109

76

hsa-miR-6889-5p

MIMAT0027678

77

hsa-miR-6780b-5p

MIMAT0027572

78

hsa-miR-6090

MIMAT0023715

79

hsa-miR-4534

MIMAT0019073

80

hsa-miR-4449

MIMAT0018968

81

hsa-miR-5195-3p

MIMAT0021127

82

hsa-miR-1202

MIMAT0005865

83

hsa-miR-4467

MIMAT0018994

84

hsa-miR-6515-3p

MIMAT0025487

85

hsa-miR-4281

MIMAT0016907

86

hsa-miR-4505

MIMAT0019041

87

hsa-miR-4484

MIMAT0019018

88

hsa-miR-6805-3p

MIMAT0027511

89

hsa-miR-3135b

MIMAT0018985

90

hsa-miR-3162-5p

MIMAT0015036

91

hsa-miR-6768-5p

MIMAT0027436

92

hsa-miR-6721-5p

MIMAT0025852

93

hsa-miR-1227-5p

MIMAT0022941

94

hsa-miR-6722-3p

MIMAT0025854

95

hsa-miR-4286

MIMAT0016916

96

hsa-miR-4746-3p

MIMAT0019881

97

hsa-miR-6727-5p

MIMAT0027355

98

hsa-miR-6816-5p

MIMAT0027532

99

hsa-miR-4741

MIMAT0019871

100

hsa-miR-4508

MIMAT0019045

101

hsa-miR-940

MIMAT0004983

102

hsa-miR-4327

MIMAT0016889

103

hsa-miR-4665-3p

MIMAT0019740

104

hsa-miR-718

MIMAT0012735

105

hsa-miR-125a-3p

MIMAT0004602

106

hsa-miR-204-3p

MIMAT0022693

107

hsa-miR-1469

MIMAT0007347

108

hsa-miR-575

MIMAT0003240

109

hsa-miR-150-3p

MIMAT0004610

110

hsa-miR-423-5p

MIMAT0004748

111

hsa-miR-564

MIMAT0003228

112

hsa-miR-3188

MIMAT0015070

113

hsa-miR-1246

MIMAT0005898

114

hsa-miR-602

MIMAT0003270

115

hsa-miR-1290

MIMAT0005880

116

hsa-miR-16-5p

MIMAT0000069

117

hsa-miR-451a

MIMAT0001631

118

hsa-miR-24-3p

MIMAT0000080

119

hsa-miR-187-5p

MIMAT0004561

120

hsa-miR-1908-5p

MIMAT0007881

121

hsa-miR-371a-5p

MIMAT0004687

122

hsa-miR-550a-5p

MIMAT0004800

123

hsa-mir-6893

MI0022740

124

hsa-mir-6075

MI0020352

125

hsa-mir-6820

MI0022665

126

hsa-mir-4294

MI0015827

127

hsa-mir-6729

MI0022574

128

hsa-mir-4476

MI0016828

129

hsa-mir-6836

MI0022682

130

hsa-mir-6765

MI0022610

131

hsa-mir-6799

MI0022644

132

hsa-mir-4530

MI0016897

133

hsa-mir-7641-1

MI0024975

134

hsa-mir-7641-2

MI0024976

135

hsa-mir-4454

MI0016800

136

hsa-mir-615

MI0003628

137

hsa-mir-8073

MI0025909

138

hsa-mir-663a

MI0003672

139

hsa-mir-4634

MI0017261

140

hsa-mir-4450

MI0016795

141

hsa-mir-4792

MI0017439

142

hsa-mir-665

MI0005563

143

hsa-mir-7975

MI0025751

144

hsa-mir-7109

MI0022960

145

hsa-mir-6789

MI0022634

146

hsa-mir-4497

MI0016859

147

hsa-mir-6877

MI0022724

148

hsa-mir-6880

MI0022727

149

hsa-mir-7977

MI0025753

150

hsa-mir-4734

MI0017371

151

hsa-mir-6821

MI0022666

152

hsa-mir-8089

MI0025925

153

hsa-mir-5585

MI0019142

154

hsa-mir-6085

MI0020362

155

hsa-mir-6845

MI0022691

156

hsa-mir-4651

MI0017279

157

hsa-mir-4433

MI0016773

158

hsa-mir-1231

MI0006321

159

hsa-mir-4665

MI0017295

160

hsa-mir-7114

MI0022965

161

hsa-mir-1238

MI0006328

162

hsa-mir-8069

MI0025905

163

hsa-mir-4732

MI0017369

164

hsa-mir-619

MI0003633

165

hsa-mir-3622a

MI0016013

166

hsa-mir-1260a

MI0006394

167

hsa-mir-6741

MI0022586

168

hsa-mir-6781

MI0022626

169

hsa-mir-6125

MI0021259

170

hsa-mir-6805

MI0022650

171

hsa-mir-6132

MI0021277

172

hsa-mir-6872

MI0022719

173

hsa-mir-6875

MI0022722

174

hsa-mir-1908

MI0008329

175

hsa-mir-4433b

MI0025511

176

hsa-mir-4736

MI0017373

177

hsa-mir-5100

MI0019116

178

hsa-mir-6724

MI0022559

179

hsa-mir-7107

MI0022958

180

hsa-mir-6726

MI0022571

181

hsa-mir-3185

MI0014227

182

hsa-mir-4638

MI0017265

183

hsa-mir-1273g

MI0018003

184

hsa-mir-6778

MI0022623

185

hsa-mir-328

MI0000804

186

hsa-mir-3679

MI0016080

187

hsa-mir-1228

MI0006318

188

hsa-mir-6779

MI0022624

189

hsa-mir-4723

MI0017359

190

hsa-mir-6850

MI0022696

191

hsa-mir-760

MI0005567

192

hsa-mir-7704

MI0025240

193

hsa-mir-8072

MI0025908

194

hsa-mir-4486

MI0016847

195

hsa-mir-1913

MI0008334

196

hsa-mir-4656

MI0017284

197

hsa-mir-1260b

MI0014197

198

hsa-mir-7106

MI0022957

199

hsa-mir-6889

MI0022736

200

hsa-mir-6780b

MI0022681

201

hsa-mir-6090

MI0020367

202

hsa-mir-4534

MI0016901

203

hsa-mir-4449

MI0016792

204

hsa-mir-5195

MI0018174

205

hsa-mir-1202

MI0006334

206

hsa-mir-4467

MI0016818

207

hsa-mir-6515

MI0022227

208

hsa-mir-4281

MI0015885

209

hsa-mir-4505

MI0016868

210

hsa-mir-4484

MI0016845

211

hsa-mir-6805

MI0022650

212

hsa-mir-3135b

MI0016809

213

hsa-mir-3162

MI0014192

214

hsa-mir-6768

MI0022613

215

hsa-mir-6721

MI0022556

216

hsa-mir-1227

MI0006316

217

hsa-mir-6722

MI0022557

218

hsa-mir-4286

MI0015894

219

hsa-mir-4746

MI0017385

220

hsa-mir-6727

MI0022572

221

hsa-mir-6816

MI0022661

222

hsa-mir-4741

MI0017379

223

hsa-mir-4508

MI0016872

224

hsa-mir-940

MI0005762

225

hsa-mir-4327

MI0015867

226

hsa-mir-718

MI0012489

227

hsa-mir-125a

MI0000469

228

hsa-mir-204

MI0000284

229

hsa-mir-1469

MI0007074

230

hsa-mir-575

MI0003582

231

hsa-mir-150

MI0000479

232

hsa-mir-423

MI0001445

233

hsa-mir-564

MI0003570

234

hsa-mir-3188

MI0014232

235

hsa-mir-1246

MI0006381

236

hsa-mir-602

MI0003615

237

hsa-mir-1290

MI0006352

238

hsa-mir-16-1

MI0000070

239

hsa-mir-16-2

MI0000115

240

hsa-mir-451a

MI0001729

241

hsa-mir-24-1

MI0000080

242

hsa-mir-24-2

MI0000081

243

hsa-mir-187

MI0000274

244

hsa-mir-1908

MI0008329

245

hsa-mir-371a

MI0000779

246

hsa-mir-550a-1

MI0003600

247

hsa-mir-550a-2

MI0003601

248

isomiR example 1 of SEQ ID NO: 6

249

isomiR example 2 of SEQ ID NO: 6

250

isomiR example 1 of SEQ ID NO: 10

251

isomiR example 1 of SEQ ID NO: 12

252

isomiR example 2 of SEQ ID NO: 12

253

isomiR example 1 of SEQ ID NO: 13

254

isomiR example 2 of SEQ ID NO: 13

255

isomiR example 1 of SEQ ID NO: 15

256

isomiR example 2 of SEQ ID NO: 15

257

isomiR example 1 of SEQ ID NO: 18

258

isomiR example 2 of SEQ ID NO: 18

259

isomiR example 1 of SEQ ID NO: 19

260

isomiR example 2 of SEQ ID NO: 19

261

isomiR example 1 of SEQ ID NO: 20

262

isomiR example 1 of SEQ ID NO: 23

263

isomiR example 2 of SEQ ID NO: 23

264

isomiR example 1 of SEQ ID NO: 27

265

isomiR example 1 of SEQ ID NO: 30

266

isomiR example 2 of SEQ ID NO: 30

267

isomiR example 1 of SEQ ID NO: 33

268

isomiR example 1 of SEQ ID NO: 34

269

isomiR example 2 of SEQ ID NO: 34

270

isomiR example 1 of SEQ ID NO: 36

271

isomiR example 1 of SEQ ID NO: 40

272

isomiR example 1 of SEQ ID NO: 41

273

isomiR example 2 of SEQ ID NO: 41

274

isomiR example 1 of SEQ ID NO: 42

275

isomiR example 1 of SEQ ID NO: 43

276

isomiR example 2 of SEQ ID NO: 43

277

isomiR example 1 of SEQ ID NO: 46

278

isomiR example 1 of SEQ ID NO: 48

279

isomiR example 1 of SEQ ID NO: 51

280

isomiR example 2 of SEQ ID NO: 51

281

isomiR example 1 of SEQ ID NO: 54

282

isomiR example 1 of SEQ ID NO: 55

283

isomiR example 2 of SEQ ID NO: 55

284

isomiR example 1 of SEQ ID NO: 58

285

isomiR example 1 of SEQ ID NO: 59

286

isomiR example 2 of SEQ ID NO: 59

287

isomiR example 1 of SEQ ID NO: 60

288

isomiR example 2 of SEQ ID NO: 60

289

isomiR example 1 of SEQ ID NO: 62

290

isomiR example 2 of SEQ ID NO: 62

291

isomiR example 1 of SEQ ID NO: 63

292

isomiR example 1 of SEQ ID NO: 64

293

isomiR example 2 of SEQ ID NO: 64

294

isomiR example 1 of SEQ ID NO: 66

295

isomiR example 2 of SEQ ID NO: 66

296

isomiR example 1 of SEQ ID NO: 68

297

isomiR example 2 of SEQ ID NO: 68

298

isomiR example 1 of SEQ ID NO: 71

299

isomiR example 1 of SEQ ID NO: 72

300

isomiR example 1 of SEQ ID NO: 74

301

isomiR example 2 of SEQ ID NO: 74

302

isomiR example 1 of SEQ ID NO: 80

303

isomiR example 2 of SEQ ID NO: 80

304

isomiR example 1 of SEQ ID NO: 82

305

isomiR example 1 of SEQ ID NO: 83

306

isomiR example 1 of SEQ ID NO: 86

307

isomiR example 1 of SEQ ID NO: 87

308

isomiR example 2 of SEQ ID NO: 87

309

isomiR example 1 of SEQ ID NO: 89

310

isomiR example 1 of SEQ ID NO: 90

311

isomiR example 2 of SEQ ID NO: 90

312

isomiR example 1 of SEQ ID NO: 92

313

isomiR example 2 of SEQ ID NO: 92

314

isomiR example 1 of SEQ ID NO: 95

315

isomiR example 2 of SEQ ID NO: 95

316

isomiR example 1 of SEQ ID NO: 99

317

isomiR example 2 of SEQ ID NO: 99

318

isomiR example 1 of SEQ ID NO: 100

319

isomiR example 2 of SEQ ID NO: 100

320

isomiR example 1 of SEQ ID NO: 101

321

isomiR example 2 of SEQ ID NO: 101

322

isomiR example 1 of SEQ ID NO: 105

323

isomiR example 2 of SEQ ID NO: 105

324

isomiR example 1 of SEQ ID NO: 106

325

isomiR example 2 of SEQ ID NO: 106

326

isomiR example 1 of SEQ ID NO: 109

327

isomiR example 2 of SEQ ID NO: 109

328

isomiR example 1 of SEQ ID NO: 110

329

isomiR example 2 of SEQ ID NO: 110

330

isomiR example 1 of SEQ ID NO: 112

331

isomiR example 2 of SEQ ID NO: 112

332

isomiR example 1 of SEQ ID NO: 113

333

isomiR example 2 of SEQ ID NO: 113

334

isomiR example 1 of SEQ ID NO: 115

335

isomiR example 2 of SEQ ID NO: 115

336

isomiR example 1 of SEQ ID NO: 116

337

isomiR example 2 of SEQ ID NO: 116

338

isomiR example 3 of SEQ ID NO: 116

339

isomiR example 1 of SEQ ID NO: 117

340

isomiR example 2 of SEQ ID NO: 117

341

isomiR example 1 of SEQ ID NO: 118

342

isomiR example 2 of SEQ ID NO: 118

343

isomiR example 3 of SEQ ID NO: 118

344

isomiR example 1 of SEQ ID NO: 119

345

isomiR example 2 of SEQ ID NO: 119

346

isomiR example 1 of SEQ ID NO: 121

347

isomiR example 2 of SEQ ID NO: 121

348

isomiR example 1 of SEQ ID NO: 122

349

hsa-miR-4417

MIMAT0018929

350

hsa-miR-4707-5p

MIMAT0019807

351

hsa-miR-7847-3p

MIMAT0030422

352

hsa-miR-2861

MIMAT0013802

353

hsa-miR-4513

MIMAT0019050

354

hsa-miR-7111-5p

MIMAT0028119

355

hsa-miR-6777-Sp

MIMAT0027454

356

hsa-miR-7113-3p

MIMAT0028124

357

hsa-miR-4648

MIMAT0019710

358

hsa-miR-3184-5p

MIMAT0015064

359

hsa-miR-4271

MIMAT0016901

360

hsa-miR-6791-5p

MIMAT0027482

361

hsa-miR-642a-3p

MIMAT0020924

362

hsa-miR-7108-5p

MIMAT0028113

363

hsa-miR-128-1-5p

MIMAT0026477

364

hsa-miR-5196-5p

MIMAT0021128

365

hsa-miR-3178

MIMAT0015055

366

hsa-miR-3656

MIMAT0018076

367

hsa-miR-92a-2-5p

MIMAT0004508

368

hsa-miR-6769b-5p

MIMAT0027620

369

hsa-miR-4689

MIMAT0019778

370

hsa-miR-6076

MIMAT0023701

371

hsa-miR-92b-5p

MIMAT0004792

372

hsa-miR-6774-5p

MIMAT0027448

373

hsa-miR-486-3p

MIMAT0004762

374

hsa-miR-6806-5p

MIMAT0027512

375

hsa-miR-6842-5p

MIMAT0027586

376

hsa-miR-6716-5p

MIMAT0025844

377

hsa-miR-557

MIMAT0003221

378

hsa-miR-4673

MIMAT0019755

379

hsa-miR-4674

MIMAT0019756

380

hsa-miR-4442

MIMAT0018960

381

hsa-miR-1915-3p

MIMAT0007892

382

hsa-miR-4687-3p

MIMAT0019775

383

hsa-miR-92b-3p

MIMAT0003218

384

hsa-mir-4417

MI0016753

385

hsa-mir-4707

MI0017340

386

hsa-mir-7847

MI0025517

387

hsa-mir-2861

MI0013006

388

hsa-mir-4513

MI0016879

389

hsa-mir-7111

MI0022962

390

hsa-mir-6777

MI0022622

391

hsa-mir-7113

MI0022964

392

hsa-mir-4648

MI0017275

393

hsa-mir-3184

MI0014226

394

hsa-mir-4271

MI0015879

395

hsa-mir-6791

MI0022636

396

hsa-mir-642a

MI0003657

397

hsa-mir-7108

MI0022959

398

hsa-mir-128-1

MI0000447

399

hsa-mir-5196

MI0018175

400

hsa-mir-3178

MI0014212

401

hsa-mir-3656

MI0016056

402

hsa-mir-92a-2

MI0000094

403

hsa-mir-6769b

MI0022706

404

hsa-mir-4689

MI0017322

405

hsa-mir-6076

MI0020353

406

hsa-mir-92b

MI0003560

407

hsa-mir-6774

MI0022619

408

hsa-mir-486

MI0002470

409

hsa-mir-486-2

MI0023622

410

hsa-mir-6806

MI0022651

411

hsa-mir-6842

MI0022688

412

hsa-mir-6716

MI0022550

413

hsa-mir-557

MI0003563

414

hsa-mir-4673

MI0017304

415

hsa-mir-4674

MI0017305

416

hsa-mir-4442

MI0016785

417

hsa-mir-1915

MI0008336

418

hsa-mir-4687

MI0017319

419

hsa-mir-92b

MI0003560

420

isomiR example 1 of SEQ ID NO: 349

421

isomiR example 2 of SEQ ID NO: 349

422

isomiR example 1 of SEQ ID NO: 350

423

isomiR example 2 of SEQ ID NO: 350

424

isomiR example 1 of SEQ ID NO: 352

425

isomiR example 2 of SEQ ID NO: 352

426

isomiR example 1 of SEQ ID NO: 353

427

isomiR example 2 of SEQ ID NO: 353

428

isomiR example 1 of SEQ ID NO: 357

429

isomiR example 2 of SEQ ID NO: 357

430

isomiR example 1 of SEQ ID NO: 359

431

isomiR example 2 of SEQ ID NO: 359

432

isomiR example 1 of SEQ ID NO: 361

433

isomiR example 2 of SEQ ID NO: 361

434

isomiR example 1 of SEQ ID NO: 363

435

isomiR example 2 of SEQ ID NO: 363

436

isomiR example 1 of SEQ ID NO: 364

437

isomiR example 2 of SEQ ID NO: 364

438

isomiR example 1 of SEQ ID NO: 365

439

isomiR example 2 of SEQ ID NO: 365

440

isomiR example 1 of SEQ ID NO: 366

441

isomiR example 2 of SEQ ID NO: 366

442

isomiR example 1 of SEQ ID NO: 367

443

isomiR example 2 of SEQ ID NO: 367

444

isomiR example 1 of SEQ ID NO: 369

445

isomiR example 2 of SEQ ID NO: 369

446

isomiR example 1 of SEQ ID NO: 371

447

isomiR example 2 of SEQ ID NO: 371

448

isomiR example 1 of SEQ ID NO: 373

449

isomiR example 2 of SEQ ID NO: 373

450

isomiR example 1 of SEQ ID NO: 376

451

isomiR example 2 of SEQ ID NO: 376

452

isomiR example 1 of SEQ ID NO: 378

453

isomiR example 2 of SEQ ID NO: 378

454

isomiR example 1 of SEQ ID NO: 379

455

isomiR example 2 of SEQ ID NO: 379

456

isomiR example 1 of SEQ ID NO: 380

457

isomiR example 2 of SEQ ID NO: 380

458

isomiR example 1 of SEQ ID NO: 381

459

isomiR example 2 of SEQ ID NO: 381

460

isomiR example 1 of SEQ ID NO: 382

461

isomiR example 2 of SEQ ID NO: 382

462

isomiR example 1 of SEQ ID NO: 383

463

isomiR example 2 of SEQ ID NO: 383

464

hsa-miR-1203

MIMAT0005866

465

hsa-miR-663b

MIMAT0005867

466

hsa-miR-4258

MIMAT0016879

467

hsa-miR-4649-5p

MIMAT0019711

468

hsa-miR-4516

MIMAT0019053

469

hsa-miR-3619-3p

MIMAT0019219

470

hsa-miR-6826-5p

MIMAT0027552

471

hsa-miR-6757-5p

MIMAT0027414

472

hsa-miR-3131

MIMAT0014996

473

hsa-miR-1343-3p

MIMAT0019776

474

hsa-mir-1203

MI0006335

475

hsa-mir-663b

MI0006336

476

hsa-mir-4258

MI0015857

477

hsa-mir-4649

MI0017276

478

hsa-mir-4516

MI0016882

479

hsa-mir-3619

MI0016009

480

hsa-mir-6826

MI0022671

481

hsa-mir-6757

MI0022602

482

hsa-mir-3131

MI0014151

483

hsa-mir-1343

MI0017320

484

isomiR example 1 of SEQ ID NO: 465

485

isomiR example 2 of SEQ ID NO: 465

486

isomiR example 1 of SEQ ID NO: 468

487

isomiR example 2 of SEQ ID NO: 468

488

isomiR example 1 of SEQ ID NO: 472

489

isomiR example 2 of SEQ ID NO: 472

490

isomiR example 1 of SEQ ID NO: 473

491

isomiR example 2 of SEQ ID NO: 473

492

hsa-miR-6775-5p

MIMAT0027450

493

hsa-miR-6813-5p

MIMAT0027526

494

hsa-miR-3940-5p

MIMAT0019229

495

hsa-miR-6775-5p

MI0022620

496

hsa-mir-6813

MI0022658

497

hsa-miR-3940-5p

MI0016597

498

isomiR example 1 of SEQ ID NO: 494

499

isomiR example 2 of SEQ ID NO: 494

The present specification encompasses the contents described in the specifications and/or drawings of Japanese Patent Application No. 2014-113523 and No. 2014-185730 from which the present application claims priorities.

Advantageous Effect of Invention

According to the present invention, pancreatic cancer can be detected easily and in high accuracy.

For example, the presence or absence of pancreatic cancer in patients can be easily detected by using, as indicators, the determined expression levels of several miRNAs in blood, serum, and/or plasma of the patients, which can be collected with limited invasiveness.

BRIEF DESCRIPTION OF THE DRAWINGS

[FIG. 1] This figure shows the relationship between the nucleotide sequences of hsa-miR-4665-5p represented by SEQ ID NO: 36 and hsa-miR-4665-3p represented by SEQ ID NO: 103, which are produced from a precursor hsa-mir-4665 represented by SEQ ID NC): 159.

[FIG. 2] Left diagram: the expression level measurement values of hsa-miR-6893-5p (SEQ ID NO: 1) in healthy subjects (100 persons) and pancreatic cancer patients (67 persons) selected as a training cohort were each plotted on the ordinate. The horizontal line in the diagram depicts a threshold (8.02) that was optimized by Fisher's discriminant analysis and discriminated between the two groups. Right diagram: the expression level measurement values of hsa-miR-6893-5p (SEQ ID NO: 1) in healthy subjects (50 persons) and pancreatic cancer patients (33 persons) selected as a validation cohort were each plotted on the ordinate. The horizontal line in the diagram depicts the threshold (8.02) that was set in the training cohort and discriminated between the two groups.

[FIG. 3] Left diagram: the expression level measurement values of hsa-miR-6893-5p (SEQ ID NO: 1) in healthy subjects (100 persons, circles) and pancreatic cancer patients (67 persons, triangles) selected as a training cohort were each plotted on the abscissa against their expression level measurement values of hsa-miR-6075 (SEQ ID NO: 2) on the ordinate. The line in the diagram depicts a discriminant function (0=1,74x+y+5.14) that was optimized by Fisher's discriminant analysis and discriminated between the two groups. Right diagram: the expression level measurement values of hsa-miR-6893-5p (SEQ ID NO: 1) in healthy subjects (50 persons, circles) and pancreatic cancer patients (33 persons, triangles) selected as a validation cohort were each plotted on the abscissa against their expression level measurement values of hsa-miR-6075 (SEQ ID NO: 2) on the ordinate. The line in the diagram depicts the threshold (0=1.74x+v+5.14) that was set in the training cohort and discriminated between the two groups.

[FIG. 4] Upper diagram: a discriminant (1.64×hsa-miR-6075+1,02×hsa-miR-6836-3p-0.35×hsa-miR-6799-5p-0.06×hsa-miR-125a-3p-20.67) was prepared by use of Fisher's discriminant analysis from the expression level measurement values of hsa-miR-6075 (SEQ ID NO: 2), hsa-miR-6836-3p (SEQ II) NO: 7), hsa-miR-6799-5p (SEQ NO: 9), and hsa-miR-125a-3p (SEQ ID NO: 105) in 67 pancreatic cancer patients, 93 healthy subjects, 35 colorectal cancer patients, 37 stomach cancer patients, 32 esophageal cancer patients, 38 liver cancer patients, and 13 benign pancreaticobiliary disease patients selected as a training cohort, and discriminant scores obtained from the discriminant were plotted on the ordinate against the sample groups on the abscissa. The dotted line in the diagram depicts a discriminant boundary that offered a discriminant score of 0 and discriminated between the groups. Lower diagram: discriminant scores obtained from the discriminant prepared from the training cohort as to the expression level measurement values of hsa-miR-6075 (SEQ ID NO: 2), hsa-miR-6799-5p (SEQ ID NO: 9), hsa-miR-125a-3p (SEQ ID NO: 105), and lisa-miR-6836-3p (SEQ ID NO: 7) in 33 pancreatic cancer patients, 57 healthy subjects, 15 colorectal cancer patients, 13 stomach cancer patients, 18 esophageal cancer patients, 12 liver cancer patients, and 8 benign pancreaticobiliary disease patients selected as a validation cohort were plotted on the ordinate against the sample groups on the abscissa. The dotted line in the diagram depicts the discriminant boundary that offered a discriminant score of 0 and discriminated between both of the groups.

MODES FOR CARRYING OUT THE INVENTION

Hereinafter, the present invention will be further described in detail.

1. Target Nucleic Acid for Pancreatic Cancer

Primary target nucleic acids, as pancreatic cancer markers, for detecting the presence and/or absence of pancreatic cancer or pancreatic cancer cells using the nucleic acid probes or the primers for the detection of pancreatic cancer defined above according to the present invention comprise at least one or more miRNAs selected from the group consisting of the following miRNAs: hsa-miR-6893-5p, hsa-miR-6075, hsa-miR-6820-5p, hsa-miR-4294, hsa-miR-6729-5p, hsa-miR-4476, hsa-miR-6836-3p, hsa-miR-6765-3p, hsa-miR-6799-5p, hsa-miR-4530, hsa-miR-7641, hsa-miR-4454, hsa-miR-615-5p, hsa-miR-8073, hsa-miR-663a, hsa-miR-4634, hsa-miR-4450, hsa-miR-4792, hsa-miR-665, hsa-miR-7975, hsa-miR-7109-5p, hsa-miR-6789-5p, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6880-5p, hsa-miR-7977, hsa-miR-4734, hsa-miR-6821-5p, hsa-miR-8089, hsa-miR-5585-3p, hsa-miR-6085, hsa-miR-6845-5p, hsa-miR-4651., hsa-miR-4433-3p, hsa-miR-1231., hsa-miR-4665-5p, hsa-miR-71.1.4-5p, hsa-miR-1238-5p, hsa-miR-8069, hsa-miR-4732-5p, hsa-miR-619-5p, hsa-miR-3622a-5p, hsa-miR-1260a, hsa-miR-6741-5p, hsa-miR-6781-5p, hsa-miR-6125, hsa-miR-6805-5p, hsa-miR-6132, hsa-miR-6872-3p, hsa-miR-6875-5p. hsa-miR-1908-3p, hsa-miR-4433b-3p, hsa-miR-4736, hsa-miR-5100, hsa-miR-6724-5p, hsa-miR-7107-5p, hsa-miR-6726-5p, hsa-miR-3185, hsa-miR-4638-5p, hsa-miR-1273g-3p, hsa-miR-6778-5p, hsa-miR-3 .8-5p, hsa-miR-3679-3p, hsa-miR-1228-3p, hsa-miR-6779-5p, hsa-miR-4723-5p, hsa-miR-6850-5p, hsa-miR-760, hsa-miR-7704, hsa-miR-8072, hsa-miR-4486, hsa-miR-1913, hsa-miR-4656, hsa-miR-12601), hsa-miR-7106-5p, hsa-miR-6889-5p, hsa-miR-6780b-5p, hsa-miR-6090, hsa-miR-4534, hsa-miR-4449, hsa-miR-5195-3p, hsa-miR-I202, hsa-miR-4467, hsa-miR-6515-3p, hsa-miR-4281, hsa-miR-4505, hsa-miR-4484, hsa-miR-6805-3p, hsa-miR-3135b, hsa-miR-3162-5p, hsa-miR-6768-5p, hsa-miR-6721-5p, hsa-miR-1227-5p, hsa-miR-6722-3p, hsa-miR-4286, hsa-miR-4746-3p, hsa-miR-6727-5p, hsa-miR-6816-5p, hsa-miR-4741, hsa-miR-4508, hsa-miR-940, hsa-miR-4327, .hsa-m1R-4665-3p, hsa-miR-718, hsa-miR-1203, .hsa-m1R-663b, hsa-miR-4258, hsa-miR-4649-5p, hsa-miR-4516, hsa-miR-3619-3p, hsa-miR-6826-5p, hsa-miR-6757-5p, hsa-miR-3131, hsa-miR-1343-3p, hsa-miR-6775-5p, hsa-mi.R.-6813-5p and hsa-miR-3940-5p. Furthermore, at least one or more miRNAs selected from the group consisting of the following other pancreatic cancer markers that can be combined with these miRNAs, i.e., hsa-miR-125a-3p, hsa-miR-204-3p, hsa-miR-1469, hsa-miR-575, hsa-miR-150-3p, hsa-miR-423-5p, hsa-miR-564, hsa-miR-3188, hsa-miR-1246, hsa-miR-602, hsa-miR-1290, hsa-miR-16-5p, hsa-miR-45 la, hsa-miR-24-3p, hsa-miR-187-5p, hsa-miR-1908-5p, hsa-miR-371a-5p and hsa-miR-550a-5p can also be preferably used as target nucleic acids, Moreover, at least one or more miRNAs selected from the group consisting of the following other pancreatic cancer markers that can be combined with these miRNAs, i.e., hsa-miR-4417, hsa-miR-4707-5p, hsa-miR-7847-3p, .hsa-miR-2861, hsa-miR-4513, hsa-miR-7111-5p, hsa-miR-6777-5p, hsa-miR-7113-3p, hsa-miR-4648, hsa-miR-3184-5p, hsa-miR-4271, hsa-miR-6791-5p, hsa-miR-642a-3p, hsa-miR-7108-5p, hsa-miR-128-1-5p, hsa-miR-5196-5p, hsa-miR-3178, hsa-miR-3656, hsa-miR-92a-2-5p, hsa-miR-6769b-5p, hsa-miR-4689, hsa-miR-6076, hsa-miR-92b-5p, hsa-miR-6774-5p, hsa-miR-486-3p, hsa-miR-6806-5p, hsa-miR-6842-5p, hsa-ma-6716-5p, hsa-miR-557, hsa-miR-4673, hsa-miR-4674, hsa-miR-4442, hsa-miR-1915-3p, hsa-miR-4687-3p and hsa-miR-92b-3p can also be preferably used as target nucleic acids.

These miRNAs include, for example, a human gene comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 122 and 349 to 383, 464 to 473, and 492 to 494 (i.e., hsa-miR-6893-5p, hsa-miR-6075, hsa-miR-682.0-5p, hsa-miR-4294, hsa-miR-6729-5p, hsa-miR-4476, hsa-miR-6836-3p, hsa-miR-6765-3p, hsa-miR-6799-5p, hsa-miR-4530, hsa-miR-7641, hsa-miR-4454, hsa-miR-615-5p, hsa-miR-8073, hsa-miR-663a, hsa-miR-4634, hsa-miR-4450, hsa-miR-4792, hsa-miR-665, hsa-miR-7975, hsa-miR-7109-5p, hsa-miR-6789-5p, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6880-5p, hsa-miR-7977, hsa-miR-4734, hsa-miR-6821-5p, hsa-miR-8089, hsa-miR-5585-3p, hsa-miR-6085, hsa-miR-6845-5p, hsa-miR-4651, hsa-miR-4433-3p, hsa-miR-1231, hsa-miR-4665-5p, hsa-miR-7114-5p, hsa-miR-1238-5p, hsa-miR-8069, hsa-miR-4732-5p, hsa-miR-619-5p, hsa-miR-3622a-5p, hsa-miR-1260a, hsa-miR-6741-5p, hsa-miR-6781-5p, hsa-miR-6125, hsa-miR-6805-5p, hsa-miR-6132, hsa-miR-6872-3p, hsa-miR-6875-5p, hsa-miR-1908-3p, hsa-miR-4433b-3p, hsa-miR-4736, hsa-miR-5100, hsa-miR-6724-5p, hsa-miR-7107-5p, hsa-miR-6726-5p, hsa-miR-3185, hsa-miR-4638-5p, hsa-miR-1273g-3p, hsa-miR-6778-5p, hsa-miR-328-5p, hsa-miR-3679-3p, hsa-miR-1228-3p, hsa-miR-6779-5p, hsa-miR-4723-5p, hsa-miR-6850-5p, hsa-miR-760, hsa-miR-7704, hsa-miR-8072, hsa-miR-4486, hsa-miR-1913, hsa-miR-4656, hsa-miR-1260b, hsa-miR-7106-5p, hsa-miR-6889-5p, hsa-miR-6780b-5p, hsa-miR-6090, hsa-miR-4534, hsa-miR-4449, hsa-miR-5195-3p, hsa-miR-1202, hsa-miR-4467, hsa-miR-6515-3p, hsa-miR-4281, hsa-miR-4505, hsa-miR-4484, hsa-miR-6805-3p, hsa-miR-3135b, hsa-miR-3162-5p, hsa-miR-6768-5p, hsa-miR-6721-5p, hsa-miR-1227-5p, hsa-miR-6722-3p, hsa-miR-4286, hsa-miR-4746-3p, hsa-miR-6727-5p, hsa-miR-6816-5p, hsa-miR-4741, hsa-miR-4508, hsa-miR-940, hsa-miR-4327, hsa-miR-4665-3p, hsa-miR-718, hsa-miR-125a-3p, hsa-miR-204-3p, hsa-miR-1469, hsa-miR-575, hsa-miR-150-3p, hsa-miR-423-5p, hsa-miR-564, hsa-miR-3188, hsa-miR-1246, hsa-miR-602, hsa-miR-1290, hsa-miR-16-5p, hsa-miR-451a, hsa-miR-24-3p, hsa-miR-187-5p, hsa-miR-1908-5p, hsa-miR-37 la-5p, hsa-miR-550a-5p, hsa-miR-4417, hsa-miR-4707-5p, hsa-ma-7847-3p, hsa-miR-2861, hsa-miR-4513, hsa-miR-7111-5p, hsa-miR-6777-5p, hsa-miR-7113-3p, hsa-miR-4648, hsa-miR-3184-5p, hsa-miR-4271, hsa-miR-6791-5p, hsa-miR-642a-3p, hsa-miR-7108-5p, hsa-miR-128-l-5p, hsa-miR-5196-5p, hsa-miR-3178, hsa-miR-3656, hsa-miR-92a-2-5p, hsa-miR-6769b-5p, hsa-miR-4689, hsa-miR-6076, hsa-miR-92b-5p, hsa-miR-6774-5p, hsa-miR-486-3p, hsa-miR-6806-5p, hsa-miR-6842-5p, hsa-miR-6716-5p, 557, hsa-miR-4673, hsa-miR-4674, hsa-miR-4442, hsa-miR-1915-3p, hsa-miR-4687-3p, hsa-miR-92b-3p, hsa-miR-1203, hsa-miR-663b, hsa-miR-4258, hsa-miR-4649-5p, hsa-miR-4516, hsa-miR-3619-3p, hsa-miR-6826-5p, hsa-miR-6757-5p, hsa-miR-3131, hsa-miR-1343-3p, hsa-miR-6775-5p, hsa-miR-6813-5p and hsa-miR-3940-5p, respectively), a congener, a transcript thereof, or/and a variant or a derivative thereof. In this context, the gene, the congener, the transcript, the variant, and the derivative are as defined above.

The target nucleic acid is preferably a human gene comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 499 or a transcript thereof, more preferably the transcript, i.e., a miRNA or its precursor RNA (pri-miRNA or pre-miRNA).

The first target gene is the hsa-miR-6893-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The second target gene is the hsa-miR-6075 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The third target gene is the hsa-miR-6820-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The fourth target gene is the hsa-miR-4294 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The fifth target gene is the hsa-miR-6729-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The sixth target gene is the 1 sa-miR-4476 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The seventh target gene is the hsa-miR-6836-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The eighth target gene is the hsa-miR-6765-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The ninth target gene is the hsa-miR-6799-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 10th target gene is the hsa-miR-4530 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 11th target gene is the hsa-miR-7641 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 12th target gene is the hsa-miR-4454 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 13th target gene is the hsa-miR-615-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 14th target gene is the hsa-miR-8073 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 15th target gene is the hsa-miR-663a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 16th target gene is the hsa-miR-4634 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 17th target gene is the hsa-miR-4450 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 18th target gene is the hsa-miR-4792 gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 19th target gene is the hsa-miR-665 gene, a congener thereof, a transcript thereof or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 20th target gene is the hsa-miR-7975 gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 21st target gene is the hsa-miR-7109-5p gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 22nd target gene is the hsa-miR-6789-5p gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 23rd target gene is the hsa-miR-4497 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 24th target gene is the hsa-miR-6877-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 25th target gene is the hsa-miR-6880-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 26th target gene is the hsa-miR-7977 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 27th target gene is the hsa-miR-4734 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 28th target gene is the hsa-miR-6821-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 29th target gene is the hsa-miR-8089 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 30th target gene is the hsa-miR-5585-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 31st target gene is the hsa-miR-6085 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 32nd target gene is the hsa-miR-6845-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 33rd target gene is the hsa-miR-4651 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 34th target gene is the hsa-miR-4433-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 35th target gene is the hsa-miR-1231 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 36th target gene is the hsa-miR-4665-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 37th target gene is the hsa-miR-7114-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 38th target gene is the hsa-miR-1238-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 39th target gene is the hsa-miR-8069 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 40th target gene is the hsa-miR-4732-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 41st target gene is the hsa-miR-619-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 42nd target gene is the hsa-miR-3622a-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 43rd target gene is the hsa-miR-1260a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 44th target gene is the hsa-miR-6741-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 45th target gene is the hsa-miR-6781-5p gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 46th target gene is the hsa-miR-6125 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 47th target gene is the hsa-miR-6805-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 48th target gene is the hsa-miR-6132 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 49th target gene is the hsa-miR-6872-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 50th target gene is the hsa-miR-6875-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 51st target gene is the hsa-miR-1908-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 52nd target gene is the hsa-miR-4433b-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 53rd target gene is the hsa-miR-4736 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 54th target gene is the hsa-miR-5100 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 55th target gene is the hsa-miR-6724-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 56th target gene is the hsa-miR-7107-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 57th target gene is the hsa-miR-6726-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 58th target gene is the hsa-miR-3185 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 59th target gene is the hsa-miR-4638-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 60th target gene is the hsa-miR-1273g-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 61st target gene is the hsa-miR-6778-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 62nd target gene is the hsa-miR-328-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 63rd target gene is the hsa-miR-3679-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 64th target gene is the hsa-miR-1228-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 65th target gene is the hsa-miR-6779-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 66th target gene is the hsa-miR-4723-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 67th target gene is the hsa-miR-6850-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 68th target gene is the hsa-miR-760 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 69th target gene is the hsa-miR-7704 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 70th target gene is the hsa-miR-8072 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 71st target gene is the hsa-miR-4486 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 72nd target gene is the hsa-m1R-1913 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 73rd target gene is the hsa-miR-4656 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 74th target gene is the hsa-miR-I260b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 75th target gene is the hsa-miR-7106-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 76th target gene is the hsa-miR-6889-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 77th target gene is the hsa-miR-6780b-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 78th target gene is the hsa-miR-6090 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 79th target gene is the hsa-miR-4534 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 80th target gene is the hsa-miR-4449 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 81st target gene is the hsa-miR-5195-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 82nd target gene is the hsa-miR-1202 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 83rd target gene is the hsa-miR-4467 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 84th target gene is the hsa-miR-6515-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 85th target gene is the hsa-miR-4281 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 86th target gene is the hsa-miR-4505 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 87th target gene is the hsa-miR-4484 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 88th target gene is the hsa-miR-6805-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 89th target gene is the hsa-miR-3135b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 90th target gene is the hsa-miR-3162-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 91st target gene is the hsa-miR-6768-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 92nd target gene is the hsa-miR-6721-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 93rd target gene is the hsa-miR-1227-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 94th target gene is the hsa-miR-6722-3p gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 95th target gene is the hsa-miR-4286 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 96th target gene is the hsa-miR-4746-3p gene, a congener thereof a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 97th target gene is the hsa-miR-6727-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 98th target gene is the hsa-miR-6816-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 99th target gene is the hsa-miR-4741 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 100th target gene is the hsa-miR-4508 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 101st target gene is the hsa-miR-940 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 102nd target gene is the hsa-miR-4327 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 103rd target gene is the hsa-miR-4665-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 104th target gene is the hsa-atiR-718 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 105th target gene is the hsa-miR-125a-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 1 described above).

The 106th target gene is the hsa-miR-204-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 2 described above)

The 107th target gene is the hsa-miR-1469 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 4 described above)

The 108th target gene is the hsa-miR-575 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 3 described above)

The 109th target gene is the hsa-miR-150-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 4 described above)

The 110th target gene is the hsa-miR-423-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 2 described above)

The 111th target gene is the hsa-miR-564 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 4 described above)

The 112th target gene is the hsa-miR-3188 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 5 described above)

The 113th target gene is the hsa-miR-1246 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 4 described above)

The 114th target gene is the hsa-miR-602 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 7 described above).

The 115th target gene is the hsa-miR-1290 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 6 described above).

The 116th target gene is the hsa-miR-16-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 3 described above).

The 117th target gene is the hsa-miR-45 1 a gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 4 described above).

The 118th target gene is the hsa-miR-24-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 3 described above).

The 119th target gene is the hsa-miR-187-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Patent Literature 5 described above)

The 120th target gene is the hsa-miR-1908-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 4 described above)

The 121st target gene is the hsa-miR-371a-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 4 described above)

The 122nd target gene is the hsa-miR-550a-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. The previously known report shows that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer (Non-Patent Literature 6 described above).

The 123rd target gene is the hsa-miR-4417 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 124th target gene is the hsa-miR-4707-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 125th target gene is the hsa-miR-7847-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 126th target gene is the hsa-miR-2861 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 127th target gene is the hsa-miR-4513 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 128th target gene is the hsa-miR-7111-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 129th target gene is the hsa-miR-6777-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 130th target gene is the hsa-miR-7113-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 131st target gene is the hsa-miR-4648 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 132nd target gene is the hsa-miR-3184-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 133rd target gene is the hsa-miR-4271 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 134th target gene is the hsa-miR-6791-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 135th target gene is the hsa-miR-642a-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 136th target gene is the hsa-miR-7108-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 137th target gene is the hsa-miR-128-1-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 138th target gene is the hsa-miR-5196-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 139th target gene is the hsa-miR-3178 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 140th target gene is the hsa-miR-3656 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 141st target gene is the hsa-miR-92a-2-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 142nd target gene is the hsa-miR-6769b-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 143rd target gene is the hsa-miR-4689 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 144th target gene is the hsa-miR-6076 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 145th target gene is the hsa-miR-92b-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 146th target gene is the hsa-miR-6774-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 147th target gene is the hsa-miR-486-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 148th target gene is the hsa-miR-6806-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 149th target gene is the hsa-miR-6842-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 150th target gene is the hsa-miR-6716-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 151st target gene is the hsa-miR-557 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 152nd target gene is the hsa-miR-4673 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 153rd target gene is the hsa-miR-4674 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 154th target gene is the hsa-miR-4442 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 155th target gene i.s the hsa-mi.R-1915-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 156th target gene is the hsa-miR-4687-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 157th target gene is the hsa-miR-92b-3p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 158th target gene is the hsa-miR-1203 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 159th target gene is the hsa-mir-663b gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 160th target gene is the hsa-mir-4258 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 161st target gene is the hsa-mir-4649 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 162nd target gene is the hsa-mir-4516 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 163rd target gene is the hsa-mir-3619 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 164th target gene is the hsa-mir-6826 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 165th target gene is the hsa-mir-6757 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 166th target gene is the hsa-mir-3131 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 167th target gene is the hsa-mir-1343 gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 168th target gene is the hsa-miR-6775-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 169th target gene is the hsa-miR-6813-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

The 170th target gene is the hsa-miR-3940-5p gene, a congener thereof, a transcript thereof, or a variant or a derivative thereof. None of the previously known reports show that change in the expression of the gene or the transcript thereof can serve as a marker for pancreatic cancer.

2. Nucleic Acid Probe or Primer for Detection of Pancreatic Cancer

In the present invention, a nucleic acid capable of specifically binding to any of the target nucleic acids as the pancreatic cancer markers described above can be used as a nucleic acid, for example, a nucleic acid probe or a primer, for the detection or diagnosis of pancreatic cancer.

In the present invention, the nucleic acid probes or the primers that can be used for detecting pancreatic cancer or for diagnosing pancreatic cancer enable qualitative and/or quantitative measurement of the presence, expression level, or existing amount (abundance) of: any of human-derived hsa-miR-6893-5p, hsa-miR-6075, hsa-miR-6820-5p, hsa-miR-4294, hsa-miR-6729-5p, hsa-miR-4476, hsa-miR-6836-3p, hsa-miR-6765-3p, hsa-miR-6799-5p, hsa-miR-4530, hsa-miR-7641, hsa-miR-4454, hsa-miR-615-5p, hsa-miR-8073, hsa-miR-663a, hsa-miR-4634, hsa-miR-4450, hsa-miR-4792, hsa-miR-665, hsa-miR-7975, hsa-miR-7109-5p, hsa-miR-6789-5p, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6880-5p, hsa-miR-7977, hsa-miR-4734, hsa-miR-6821-5p, hsa-miR-8089, hsa-miR-5585-3p, hsa-miR-6085, hsa-miR-6845-5p, hsa-miR-4651, hsa-miR-4433-3p, hsa-miR-1231, hsa-miR-4665-5p, hsa-miR-7114-5p, hsa-miR-1238-5p, hsa-miR-8069, hsa-miR-4732-5p, hsa-miR-619-5p, hsa-miR-3622a-5p, hsa-miR-1260a, hsa-miR-6741-5p, hsa-miR-6781-5p, hsa-miR-6125, hsa-miR-6805-5p, hsa-miR-6132, hsa-miR-6872-3p, hsa-miR-6875-5p, hsa-miR-1908-3p, hsa-miR-4433b-3p, hsa-miR-4736, hsa-miR-5100, hsa-miR-7107-5p, hsa-miR-6726-5p, hsa-miR-3185, hsa-miR-4638-5p, hsa-miR-1273g-3p, hsa-miR-6778-5p, hsa-miR-328-5p, hsa-miR-3679-3p, hsa-miR-1228-3p, hsa-miR-6779-5p, hsa-miR-4723-5p, hsa-miR-6850-5p, hsa-miR-760, hsa-miR-7704, hsa-miR-8072, hsa-miR-4486, hsa-miR-1913, hsa-miR-4656, hsa-miR-1260b, hsa-miR-7106-5p, hsa-miR-6889-5p, hsa-miR-6780b-5p, hsa-miR-6090, hsa-miR-4534, hsa-miR-4449, hsa-miR-5195-3p, hsa-miR-1202, hsa-miR-4467, hsa-miR-6515-3p, hsa-miR-4281, hsa-miR-4505, hsa-miR-4484, hsa-miR-6805-3p, hsa-miR-3135b, hsa-miR-3162-5p, hsa-miR-6768-5p, hsa-miR-6721-5p, hsa-miR-1227-5p, hsa-miR-6722-3p, hsa-miR-4286, hsa-miR-6727-5p, hsa-miR-6816-5p, hsa-miR-4741, hsa-miR-4508, hsa-miR-940, hsa-miR-4327, hsa-miR-4665-3p, hsa-miR-718, hsa-miR-1203, hsa-miR-663b, hsa-miR-4258, hsa-miR-4649-5p, hsa-miR-4516, hsa-ntiR-3619-3p, hsa-miR-6826-5p, hsa-miR-6757-5p, hsa-miR-3131, hsa-miR-1343-3p, hsa-miR-6775-5p, hsa-miR-6813-5p, and hsa-miR-3940-5p, as target nucleic acids for pancreatic cancer, or a combination thereof; and hsa-miR-125a-3p, hsa-miR-204-3p, hsa-miR-1469, hsa-miR-575, hsa-miR-150-3p, hsa-miR-423-5p, hsa-miR-564, hsa-miR-3188, hsa-miR-1246, hsa-miR-602, hsa-miR-1290, hsa-miR-16-5p, hsa-miR-451a, hsa-miR-24-3p, hsa-miR-187-5p, hsa-miR-1908-5p, hsa-miR-371a-5p, and hsa-miR-550a-5p, that can be further optionally combined therewith or a combination thereof; and hsa-miR-4417, hsa-miR-4707-5p, hsa-miR-7847-3p, hsa-miR-2861, hsa-miR-4513, hsa-miR-7111-5p, hsa-miR-6777-5p, hsa-miR-7113-3p, hsa-miR-4648, hsa-miR-3184-5p, hsa-miR-4271, hsa-miR-6791-5p, hsa-miR-642a-3p, hsa-miR-7108-5p, hsa-miR-128-1-5p, hsa-miR-5196-5p, hsa-miR-3178, hsa-miR-3656, hsa-miR-92a-2-5p, hsa-miR-6769b-5p, hsa-miR-4689, hsa-miR-6076, hsa-miR-92b-5p, hsa-miR-6774-5p, hsa-miR-486-3p, hsa-miR-6806-5p, hsa-miR-6842-5p, hsa-miR-6716-5p, hsa-miR-557, hsa-miR-4673, hsa-miR-4674, hsa-miR-4442, hsa-miR-1915-3p, hsa-miR-4687-3p and hsa-miR-92b-3p, that can be further optionally combined therewith or a combination thereof; congeners thereof: transcripts thereof: or variants or derivatives thereof.

The expression levels of the target nucleic acids described above are increased or decreased (hereinafter, referred to as “increased/decreased”) depending on the types of the target nucleic acids in subjects having pancreatic cancer as compared with healthy subjects. Hence, the composition of the present invention can be effectively used for measuring expression levels of the target nucleic acids in body fluids from subjects (e.g., humans) suspected of having pancreatic cancer and body fluids from healthy subjects and thereby detecting pancreatic cancer through the comparison thereof. The composition of the invention can also be effectively used for measuring expression levels of the target nucleic acids in body fluids from subjects (e.g., humans) suspected of having pancreatic cancer and body fluids from colorectal cancer patients, stomach cancer patients, esophageal cancer patients, liver cancer patients, and benign pancreaticobiliary disease patients and thereby specifically detecting pancreatic cancer while distinguished from other cancers, benign diseases or the like, through the comparison thereof.

The nucleic acid probe or the primer that can be used in the present invention is a nucleic acid probe capable of specifically binding to a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ If3 NOs: 1 to 104, 464 to 473, and 492 to 494, or a primer for amplifying a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494.

The nucleic acid probe or the primer that can be used in the present invention may further comprise a nucleic acid probe capable of specifically binding to a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ NOs: 105 to 122, or a primer for amplifying a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 105 to 122.

The nucleic acid probe or the primer that can be used in the present invention may further comprise a nucleic acid probe capable of specifically binding to a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 349 to 383, or a primer for amplifying a polynucleotide consisting of a nucleotide sequence represented by at least one of SEQ ID NOs: 349 to 383.

Specifically, these nucleic acid probes or primers comprise a combination of one or more polynucleotides selected from: a group of polynucleotides comprising nucleotide sequences represented by any of SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 or nucleotide sequences derived from the nucleotide sequences by the replacement of u with t, and a group of complementary polynucleotides thereof; a group of polynucleotides respectively hybridizing under stringent conditions (mentioned later) to DNAs consisting of nucleotide sequences complementary to these nucleotide sequences, and a group of complementary polynucleotides thereof; and a group of polynucleotides comprising 15 or more, preferably 17 or more consecutive nucleotides and being from the nucleotide sequences of these polynucleotide groups. These polynucleotides can be used as nucleic acid probes and primers for detecting the pancreatic cancer markers as target nucleic acids.

More specifically, examples of the nucleic acid probes or the primers that can be used in the present invention include one or more polynucleotides selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494;



(c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

In addition to at least one or more polynucleotides selected from any of the polynucleotides (a) to (e), the nucleic acid probes or the primers that can be used in the present invention may further comprise any of the following polynucleotides (1) to (i):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(g) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122;



l (h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(j) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (f) to (i).

In addition to at least one or more polynucleotides selected from any of the polynucleotides (a) to (j), the nucleic acid probes or the primers that can be used in the present invention may further comprise any of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383;



(m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n).

For the above-mentioned polynucleotides. the “fragment thereof comprising 15 or more consecutive nucleotides” can comprise, but is not limited to, the number of nucleotides in the range of, for example, from 15 consecutive nucleotides to less than the total number of nucleotides of the sequence, from 17 consecutive nucleotides to less than the total number of nucleotides of the sequence, from 19 consecutive nucleotides to less than the total number of nucleotides of the sequence, or the like, and is from the nucleotide sequence of each polynucleotide.

These polynucleotides or fragments thereof used in the present invention may each be DNA or may each be RNA.

The polynucleotides that can be used in the present invention can be prepared by use of a general technique such as a DNA recombination technique, a PCR method, or a method using an automatic DNA/RNA synthesizer.

The DNA recombination technique and the PCR method may employ techniques described in, for example, Ausubel et al., Current Protocols in Molecular Biology, John Willey & Sons, US (1993); and Sambrook et al., Molecular Cloning—A Laboratory Manual, Cold Spring Harbor Laboratory Press, US (1989).

The human-derived hsa-miR-6893-5p, hsa-miR-6075, hsa-miR-6820-5p, hsa-miR-4294, hsa-miR-6729-5p, hsa-miR-4476, hsa-miR-6836-3p, hsa-miR-6765-3p, hsa-miR-6799-5p, hsa-miR-4530, hsa-miR-7641, hsa-miR-7-1454, hsa-miR-615-5p, hsa-miR-8073, hsa-miR-663a, hsa-miR-4634, hsa-miR-4450, hsa-miR-4792, hsa-miR-665, hsa-miR-7975, hsa-miR-7109-5p, hsa-miR-6789-5p, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6880-5p, hsa-miR-7977, hsa-miR-4734, hsa-m1R-6821-5p, hsa-miR-8089, hsa-miR-5585-3p, hsa-miR-6085, hsa-miR-6845-5p, hsa-miR-4651, hsa-m1R-4433-3p, hsa-miR-1231, hsa-miR-4665-5p, hsa-miR-7114-5p, hsa-miR-1238-5p, hsa-miR-8069, hsa-miR-4732-5p, hsa-miR-619-5p, hsa-miR-3622a-5p, hsa-miR-1260a, hsa-miR-6741-5p, hsa-miR-6781-5p, hsa-miR-6125, hsa-miR-6805-5p, hsa-miR-6132, hsa-miR-6872-3p, hsa-miR-6875-5p, hsa-miR-1908-3p, hsa-miR-4433b-3p, hsa-miR-4736, hsa-miR-5100, hsa-miR-6724-5p, hsa-miR-7107-5p, hsa-miR-6726-5p, hsa-miR-3185, hsa-miR-4638-5p, hsa-miR-1273g-3p, hsa-miR-6778-5p, hsa-miR-328-5p, hsa-miR-3679-3p, hsa-miR-1228-3p, hsa-miR-6779-5p, hsa-miR-4723-5p, hsa-miR-6850-5p, 760, hsa-miR-7704, hsa-miR-8072, hsa-miR-4486, hsa-miR-1913, hsa-miR-4656, hsa-miR-1260b, hsa-miR-7106-5p, hsa-miR-6889-5p, hsa-miR-6780b-5p, hsa-miR-6090, hsa-miR-4534, hsa-miR-4449, hsa-miR-5195-3p, hsa-miR-1202, hsa-miR-4467, hsa-miR-6515-3p, hsa-miR-4281, hsa-miR-4505, hsa-mi.R-4484, hsa-miR-6805-3p, hsa-miR-3135b, hsa-miR-3162-5p, hsa-miR-6768-5p, hsa-miR-6721-5p, hsa-miR-1227-5p, hsa-miR-6722-3p, hsa-miR-4286, hsa-miR-4746-3p, hsa-miR-6727-5p, hsa-miR-6816-5p, hsa-miR-4741, hsa-miR-4508, hsa-miR-940, hsa-miR-4327, hsa-miR-4665-3p, hsa-miR-718, hsa-miR-125a-3p, hsa-miR-204-3p, hsa-miR-1469, hsa-miR-575, hsa-miR-150-3p, hsa-miR-423-5p, hsa-miR-564, hsa-miR-3188, hsa-miR-1246, hsa-miR-602, hsa-miR-1290, hsa-miR-16-5p, hsa-miR-451a, hsa-miR-24-3p, hsa-miR-187-5p, hsa-miR-1908-5p, hsa-miR-37 la-5p, hsa-miR-550a-5p, hsa-miR-4417, hsa-miR-4707-5p, hsa-miR-7847-3p, hsa-miR-2861, hsa-miR-4513, hsa-miR-7111-5p, hsa-miR-6777-5p, hsa-miR-7113-3p, hsa-miR-4648, hsa-miR-3184-5p, hsa-miR-4271, hsa-miR-6791-5p, hsa-miR-642a-3p, hsa-miR-7108-5p, hsa-miR-128-1-5p, hsa-miR-5196-5p, hsa-miR-3178, hsa-miR-3656, hsa-miR-92a-2-5p, hsa-miR-6769b-5p, hsa-miR-4689, hsa-miR-6076, hsa-miR-92b-5p, hsa-miR-6774-5p, hsa-miR-486-3p, hsa-miR-6806-5p, hsa-miR-6842-5p, hsa-miR-6716-5p, hsa-miR-557, hsa-miR-4673, hsa-miR-4674, hsa-miR-4442, hsa-miR-1915-3p, hsa-miR-4687-3p, hsa-miR-92h-3p, hsa-miR-1203, hsa-miR-663h, hsa-miR-4258, hsa-miR-4649-5p, hsa-miR-4516, hsa-miR-3619-3p, hsa-miR-6826-5p, hsa-miR-6757-5p, hsa-miR-3131, hsa-miR-1343-3p, hsa-miR-6775-5p, hsa-miR-6813-5p and hsa-miR-3940-5p represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 are known in the art, and their obtainment methods are also known as mentioned above. Therefore, each polynucleotide that can be used as a nucleic acid probe or a primer in the present invention can be prepared by cloning the gene.

Such nucleic acid probes or primers can be chemically synthesized using an automatic DNA synthesizer. In general, the phosphoramidite method is used in this synthesis, and single-stranded DNA up to approximately 100 nucleotides can be automatically synthesized by this method. The automatic DNA synthesizer is commercially available from, for example, Polygen GmbH, ABI, or Applied Biosystems,

Alternatively, the polynucleotides of the present invention can also be prepared by cDNA cloning methods. The cDNA cloning technique may employ, for example, microRNA Clonin2 Kit Wako.

In this context, the sequences of the nucleic acid probes and the primers for detecting the polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 do not exist as rniRNAs or precursors thereof in the living body or in vivo. For example, the nucleotide sequences represented by SEQ NO: 36 and SEQ ID NO: 103 are produced from the precursor represented by SEQ ID NO: 159. This precursor has a hairpin-like structure as shown in FIG. 1, and the nucleotide sequences represented by SEQ ID NO: 36 and SEQ ID NO: 103 have mismatch sequences with each other. As such, a nucleotide sequence completely complementary to the nucleotide sequence represented by SEQ ID NO: 36 or SEQ ID NO: 103 does not naturally occur in vivo. Therefore, the nucleic acid probes and the primers for detecting the nucleotide sequence represented by any of SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 have artificial nucleotide sequences that do not exist in the living body or in vivo,

3. Kit or Device for Detection of Pancreatic Cancer

The present invention also provides a hit or a device for the detection of pancreatic cancer, comprising one or more polynucleotides (which may include a variant, a fragment, or a derivative thereof) that can be used as nucleic acid probes or primers in the present invention for measuring target nucleic acids as pancreatic cancer markers.

The target nucleic acids as pancreatic cancer markers according to the present invention are at least one nucleic acid selected from the following group A:

Group A:

miR-6893-5p, miR-6075, miR-6820-5p, -4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, miR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231 miR-4665-5p, miR-7114-5p, miR-1 38-5p, miR-8069, milt-4732-5p, miR-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, milt-6125, miR-6805-5p, miR-6132, miR-6872-3p, ma-6875-5p, miR-I908-3p, miR-4433b-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, miR-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-65 15-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, miR-4508, miR-940, miR-4327, miR-4665-3p, miR-718, miR-1203, miR-663h, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, milt-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p.

Additional target nucleic acids that may be optionally used in the measurement are at least one nucleic acid selected from the following group B:

Group B:

miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, mi.R-1246, miR-602, miR-1290, miR-16-5p, miR-451a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-371a-5p, and miR-550a-5p.

Additional target nucleic acids that may he further optionally used in the measurement are at least one nucleic acid selected from the following group C:

Group C:

miR-4417, miR-4707-5p, miR-7847-3p, miR-2861., miR-4513, miR-71.11-5p, miR-6777-5p, miR-711.3-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92h-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p.

The kit or the device of the present invention comprises one or more nucleic acids capable of specifically binding to any of the target nucleic acids as the pancreatic cancer markers described above, preferably one or more polynucleotides selected from the polynucleotides described in the preceding Section 2, or variants thereof.

Specifically, the kit or the device of the present invention can comprise at least one or more polynucleotides comprising (or consisting of) a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, polynucleotide(s) comprising (or consisting of) a complementary sequence thereof, a polynucleotide(s) hybridizing under stringent conditions to any of these polynucleotides, or a variant(s) or a fragment(s) comprising 15 or more consecutive nucleotides of any of these polynucleotide sequences.

The kit or the device of the present invention can further comprise one or more polynucleotides comprising (or consisting of) a nucleotide sequence represented by any of SEQ NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide(s) comprising (or consisting of) a complementary sequence thereof, a polynucleotide(s) hybridizing under stringent conditions to any of these polynucleotides, a variant(s) or a fragment(s) comprising 1.5 or more consecutive nucleotides of any of these polynucleotide sequences.

The kit or the device of the present invention can further comprise one or more polynucleotides comprising (or consisting of) a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, polynucleotide(s) comprising (or consisting of) a complementary sequence thereof, a polynucleotide(s) hybridizing under stringent conditions to any of these polynucleotides, a variant(s) or a fragments) comprising 15 or more consecutive nucleotides of any of these polynucleotide sequences.

The fragment or fragments that can be comprised in the kit or the device of the present invention is/are, for example, one or more polynucleotides, preferably two or more polynucleotides, selected from the group consisting of the following polynucleotides (1) to (3):

(1) a polynucleotide comprising 15 or more consecutive nucleotides that are from a nucleotide sequence derived from a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 by the replacement of u with t, or a complementary sequence thereof;



(2) a polynucleotide comprising 15 or more consecutive nucleotides that are from a nucleotide sequence derived from a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 by the replacement of u with t, or a complementary sequence thereof; and



(3) a polynucleotide comprising 15 or more consecutive nucleotides that are from a nucleotide sequence derived from a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 by the replacement of u with t, or a complementary sequence thereof.

In a preferred embodiment, the polynucleotide is a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide consisting of a complementary sequence thereof, a polynucleotide hybridizing under stringent conditions to any of these polynucleotides, or a variant thereof comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In a preferred embodiment, the polynucleotide is a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide consisting of a complementary sequence thereof, a polynucleotide hybridizing under stringent conditions to any of these polynucleotides, or a variant thereof comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In a preferred embodiment, the polynucleotide is a polynucleotide consisting of a nucleotide sequence represented by any of SEQ IO NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a polynucleotide consisting of a complementary sequence thereof, a polynucleotide hybridizing under stringent conditions to any of these polynucleotides, or a variant thereof comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In a preferred embodiment, the fragment can be a polynucleotide comprising 15 or more, preferably 17 or more, more preferably 19 or more consecutive nucleotides.

In the present invention, the size of the polynucleotide fragment is the number of nucleotides in the range from, for example, 15 consecutive nucleotides to less than the total number of nucleotides of the sequence, from 17 consecutive nucleotides to less than the total number of nucleotides of the sequence, or from 19 consecutive nucleotides to less than the total number of nucleotides of the sequence, in the nucleotide sequence of each polynucleotide.

Specific examples of the aforementioned combination constituting the kit or the device of the present invention can include the above-mentioned polynucleotides relevant to the combinations of SEQ ID NOs shown in Table 1 (i.e., SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 corresponding to the miRNA markers in Table 1). However, these are given merely for illustrative purposes, and all of various other possible combinations are included in the present invention.

The combination constituting the kit or the device for discriminating a pancreatic cancer patient from a healthy subject according to the present invention is desirably, for example, a combination of two or more polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs shown in Table 1. Usually, a combination of two of these polynucleotides can produce adequate performance.

The specific combination of two polynucleotides that consist of the above-mentioned nucleotide sequences or the complementary sequences thereof for discriminating a pancreatic cancer patient from a healthy subject is preferably a combination comprising at least one or more polynucleotides of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 104, 349 to 383, 464 to 473, and 492 to 494, among the combinations constituted by two polynucleotides of the polynucleotides consisting of the nucleotide sequences represented by SEQ IO NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494.

The combination of two polynucleotides that consist of the above-mentioned nucleotide sequences or the complementary sequences thereof for discriminating a pancreatic cancer patient from a healthy subject is preferably a combination of a plurality of polynucleotid.es comprising at least one polynucleotide selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 4, 7, 15, 24, 105, 107, and 108 or complementary sequences thereof, with any of the polynucleotides of the other SEQ ID NOs,

Non-limiting examples of the combination comprising a polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 1 or a complementary sequence thereof among the combinations constituted by two polynucleotides of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122,349 to 383, 464 to 473, and 492 to 494 for discriminating a pancreatic cancer patient from a healthy subject are listed below:

(1) a combination of SEQ ID NOs: 1 and 77 (markers: hsa-miR-6893-5p and hsa-miR-6780b-5p);

(2) a combination of SEQ ID NOs: 1 and 119 (markers: hsa-miR-6893-5p and hsa-miR-187-5p); and

(3) a combination of SEQ ID NOs: 1 and 20 (markers: hsa-miR-6893-5p and hsa-miR-7975).

Non-limiting examples of the combination comprising a polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof among the combinations constituted by two polynucleotides of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 for discriminating a pancreatic cancer patient from a healthy subject are further listed below:

(1) a combination of SEQ ID NOs: 2 and 105 (markers: hsa-miR-6075 and hsa-miR-125a-3p);

(2) a combination of SEQ NOs: 2 and 16 (markers: hsa-miR-6075 and hsa-miR-4634); and

(3) a combination of SEQ ID NOs: 2 and 10 (markers: hsa-miR-6075 and hsa-miR-4530).

Non-limiting examples of the combination comprising a polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof among the combinations constituted by two polynucleotides of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 for discriminating a pancreatic cancer patient from a healthy subject are further listed below:

(1) a combination of SEQ ID NOs: 4 and 105 (markers: hsa-miR-4294 and hsa-miR-125a-3p);

(2) a combination of SEQ ID NOs: 4 and 119 (markers: hsa-miR-4294 and hsa-miR-187-5p); and

(3) a combination of SEQ ID NOs: 4 and 45 (markers: hsa-miR-4294 and hsa-miR-6781-5p).

Non-limiting examples of the combination comprising a polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof among the combinations constituted by two polynucleotides of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 for discriminating a pancreatic cancer patient from a healthy subject are further listed below:

(1) a combination of SEQ ID NOs: 7 and 105 (markers: hsa-miR-6836-3p and hsa-miR-125a-30;

(2) a combination of SEQ ID NOs: 7 and 34 (markers: hsa-miR-6836-3p and hsa-miR-4433-3p); and

(3) a combination of SEQ ID NOs: 7 and 12 (markers: hsa-miR-6836-3p and hsa-miR-4454).

Non-limiting examples of the combination comprising a polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 105 or a complementary sequence thereof among the combinations constituted by two polynucleotides of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494 for discriminating a pancreatic cancer patient from a healthy subject are further listed below:

(1) a combination of SEQ ID NOs: 18 and 105 (markers: hsa-miR-4792 and hsa-miR-125a-3p);

(2) a combination of SEQ ID NOs: 46 and 105 (markers: hsa-miR-6125 and hsa-miR-125a-3p); and

(3) a combination of SEQ ID NOs: 105 and 494 (markers: hsa-miR-125a-3p and hsa-miR-3940-5p).

The combination of polynucleotides with cancer type specificity capable of discriminating a pancreatic cancer patient not only from a healthy subject but also from other cancer patients is preferably, for example, a combination of multiple polynucleotides comprising: at least one polynucleotide selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 2, 4, 6, 7, 9, 10, 25, 28, 30, 31, 38, 48, 82, 103, 105, 108, and 464 or complementary sequences thereof (hereinafter, this group is referred to as “cancer type-specific polynucleotide group 1”); and any of the polynucleotides of the other SEQ ID NOs.

The combination of polynucleotides with cancer type specificity capable of discriminating a pancreatic cancer patient not only from a healthy subject but also from other cancer patients is more preferably a combination of multiple polynucleotides selected from the cancer type-specific polynucleotide group 1.

The combination of polynucleotides with cancer type specificity capable of discriminating a pancreatic cancer patient not only from a healthy subject but also from other cancer patients is more preferably a combination comprising at least one or more polynucleotides selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 2, 4, 7. 10, and 25 or complementary sequences thereof (hereinafter, this group is referred to as “cancer type-specific polynucleotide group 2”) included in the cancer type-specific polynucleotide group 1, among the combinations of multiple polynucleotides selected from the cancer type-specific polynucleotide group 1. The number of the polynucleotides with cancer type specificitymay be 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more in the combination and is more preferably 4 or more in the combination. Usually, the combination of 4 polynucleotides of these polynucleotides can produce adequate performance.

Non limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NC): 2 or a complementary sequence thereof, with polynucleotides consisting of nucleotide sequences represented by SEQ NOs of three polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof are listed below:

(1) a combination of SEQ ID NOs: 2, 9, 105, and 7 (markers: hsa-miR-6075, hsa-miR-6799-5p, hsa-miR-125a-3p, and hsa-miR-6836-3p);

(2) a combination of SEQ ID NOs: 2, 7, 108, and 464 (markers: hsa-miR-6075, hsa-miR-6836-3p, hsa-miR-575, and hsa-miR-1203);

(3) a combination of SEQ ID NOs: 2, 31, 48, and 38 (markers: hsa-miR-6075, hsa-miR-6085, hsa-miR-6132, and hsa-miR-1238-5p),

(4) a combination of SEQ ID NOs: 2, 31, 28, and 48 (markers: hsa-miR-6075, hsa-miR-6085, hsa-miR-6821-5p, and hsa-miR-6132); and

(5) a combination of SEQ ID NOs: 2, 25, 105, and 10 (markers: hsa-miR-6075, hsa-miR-6880-5p, hsa-miR-125a-3p, and hsa-miR-4530).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof, with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of three polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof are further listed below:

(1) a combination of SEQ ID NOs: 4, 31, 7, and 82 (markers: hsa-miR-4294, hsa-miR-6085, hsa-miR-6836-3p, and hsa-miR-1202);

(2) a combination of SEQ ID NOs: 4, 31, 28, and 82 (markers: hsa-miR-4294, hsa-miR-6085, hsa-miR-6821-5p, and hsa-miR-1202);

(3) a combination of SEQ ID NOs: 4, 10, 7, and 82 (markers: hsa-miR-4294, hsa-miR-4530, hsa-miR-6836-3p, and hsa-miR-1202);

(4) a combination of SEQ ID NOs: 4, 7, 82, and 103 (markers: hsa-miR-4294, hsa-miR-6836-3p, hsa-miR-1202, and hsa-miR-4665-3p); and

(5) a combination of SEQ ID NOs: 4, 105, 10, and 6 arkers: hsa-miR-4294, hsa-miR-125a-3p, hsa-miR-4530, and hsa-miR-4476).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof, with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of three polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof are further listed below:

(1) a combination of SEQ ID NOs: 4, 7, 82. and 101 (markers: hsa-miR-4294, hsa-miR-6836-3p, hsa-miR-1202, and hsa-miR-940);

(2) a combination of SEQ ID NOs: 4, 7, 38, and 82 (markers: hsa-miR-4294, hsa-miR-6836-3p, hsa-miR-1238-5p, and hsa-miR-1202);

(3) a combination of SEQ ID NOs: 6, 7, 61, and 68 (markers: hsa-miR-4476, hsa-miR-6836-3p, hsa-miR-6778-5p, and hsa-miR-760);

(4) a combination of SEQ ID NOs: 4, 7, 47, and 82 (markers: hsa-miR-4294, hsa-miR-6836-3p, hsa-miR-6805-5p, and hsa-miR-1202); and

(5) a combination of SEQ ID NOs: 4, 7, 82, and 103 (markers: hsa-miR-4294, hsa-miR-6836-3p, hsa-miR-1202, and hsa-miR-4665-3p),

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof, with polynucleotides consisting of nucleotide sequences represented by SEQ ID NOs of three polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof are further listed below:

(1) a combination of SEQ ID NOs: 10, 47, 90, and 101 (markers: hsa-miR-4530, hsa-miR-6805-5p, hsa-miR-3162-5p, and hsa-miR-940);

(2) a combination of SEQ ID NOs: 10, 30, 103, and 365 (markers: hsa-miR-4530, hsa-miR-5585-3p, hsa-miR-4665-3, and phsa-miR-3178);

(3) a combination of SEQ ID NOs: 9, 10, 61, and 68 (markers: hsa-miR-6799-5p, hsa-miR-4530, hsa-miR-6778-5p, and hsa-miR-760);

(4) a combination of SEQ ID NOs: 10, 48, 68, and 90 (markers: hsa-miR-4530, hsa-miR-6132, hsa-miR-760, and hsa-miR-3162-5p); and

(5) a combination of SEQ ID NOs: 10, 30, 68, and 365 (markers: hsa-miR-4530, hsa-miR-5585-3p, hsa-miR-760, and hsa-miR-3178).

Non-limiting examples of the combination of the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 25 or a complementary sequence thereof, with polynucleotides consisting of nucleotide sequences represented by SEQ NOs of three polynucleotides selected from the cancer type-specific polynucleotide group 1 or complementary sequences thereof are further listed below:

(1) a combination of SEQ ID NOs: 7, 25, 466, and 47 (markers: hsa-miR-6836-3p, hsa-miR-6880-5p, hsa-miR-4258, and hsa-miR-6805-5p);

(2) a combination of SEQ NOs: 7, 25, 48, and 466 (markers: hsa-miR-6836-3p, hsa-miR-6880-5p, hsa-miR-6132, and hsa-miR-4258);

(3) a combination of SEQ ID NOs: 7, 25, 28, and 466 (markers: hsa-miR-6836-3p, hsa-miR-6880-5p, hsa-miR-6821-5p, and lisa-miR-4258);

(4) a combination of SEQ ID NOs: 7, 25, 30. and 466 (markers: hsa-miR-6836-3p, hsa-miR-5585-3p, and hsa-miR-4258); and

(5) a combination of SEQ ID NOs: 7, 25, 31, and 47 (markers: hsa-miR-6836-3p, hsa-miR-6880-5p, hsa-miR-6085, and hsa-miR-6805-5p).

The kit or the device of the present invention can also comprise a known polynucleotide(s) that enables detection of pancreatic cancer, or a polynucleotide(s) that will be found in the future, in addition to the polynucleotide(s) (which may include a variant(s), a fragment(s), and a derivative(s)) as described above according to the present invention.

The kit of the present invention can also comprise an antibody for measuring a marker or markers for pancreatic cancer examination known in the art, such as CEA, CA19-9, SPan-1, DUPAN-2, CA50, CA242, TAG-72, urinary fucose, POA, and TPS, in addition to the polynucleotide(s) according to the present invention as described above, and a variant or variants thereof or a fragment or fragments thereof.

These polynucleotides and variants thereof or fragments thereof contained in the kit of the present invention may be packaged in different containers either individually or in any combination.

The kit of the present invention may comprise a kit for extracting nucleic acids (e.g., total RNA) from body fluids, cells, or tissues, a fluorescent material for labeling, an enzyme and a medium for nucleic acid amplification, an instruction manual, etc.

The device of the present invention is a device for cancer marker measurement in which nucleic acids such as the polynucleotides according to the present invention described above, variants thereof, derivatives thereof, or fragments thereof are bonded or attached to, for example, a solid phase. Examples of the material for the solid phase include plastics, paper, glass, and silicon. The material for the solid phase is preferably a plastic from the viewpoint of easy processability. The solid phase has any shape and is, for example, square, round, reed-shaped, or film-shaped. The device of the present invention includes, for example, a device for measurement by a hybridization technique, Specific examples thereof include blotting devices and nucleic acid arrays (e.g., microarrays, DNA chips, and RNA chips).

The nucleic acid array technique is a technique which involves bonding or attaching the nucleic acids one by one by use of a method [e.g., a method of spotting the nucleic acids using a high-density dispenser called spotter or arrayer onto the surface of the solid phase surface-treated, if necessary, by coating with L-lysine or the introduction of a functional group such as an amino group or a carboxyl group, a method of spraying the nucleic acids onto the solid phase using an inkjet which injects very small liquid droplets by a piezoelectric element or the like from a nozzle, or a method of sequentially synthesizing nucleotides on the solid phase] to prepare an array such as a chip and measuring target nucleic acids through the use of hybridization using this array.

The kit or the device of the present invention comprises nucleic acids capable of specifically binding to the polynucleotides of at least one or more, preferably at least two or more, more preferably at least three or more, most preferably at least five or more to all of the pancreatic cancer marker miRNAs, respectively, of the group 1 described above. The kit or the device of the present invention can optionally further comprise nucleic acids capable of specifically binding to the polynucleotides of at least one or more, preferably at least two or more, more preferably at least three or more, most preferably at least five or more to all of the pancreatic cancer marker miRNAs, respectively, of the group 2 described above. The kit or the device of the present invention can optionally further comprise nucleic acids capable of specifically binding to the polynucleotides of at least one or more, preferably at least two or more, more preferably at least three or more, most preferably at least five or more to all of the pancreatic cancer marker miRNAs, respectively, of the group 3 described above.

The kit or the device of the present invention can be used for detecting pancreatic cancer as described in Section 4 below.

4. Method for detecting pancreatic cancer

The present invention further provides a method for detecting pancreatic cancer, comprising using the kit or the device of the present invention (comprising the above-mentioned nucleic acid(s) that can be used in the present invention) as described in Section 3 above to measure expression levels of one or more pancreatic cancer-derived genes represented by: an expression level(s) of pancreatic cancer-derived gene(s) selected from the following group of miRNAs, i.e., miR-6893-5p, miR-6075, miR-6820-5p, miR-4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, ntiR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231, miR-4665-5p, miR-7114-5p, miR-1238-5p, miR-8069, miR-4732-5p, miR-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, miR-6125, miR-6805-5p, miR-6132, miR-6872-3p, miR-6875-5p, miR-1908-3p, miR-4433b-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, miR-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-6515-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, miR-44508, miR-940, miR-4327, miR-4665-3p and miR-718, miR-1203, miR-663b, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, miR-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p; and optionally an expression level(s) of pancreatic cancer-derived gene(s) selected from the following group of miRNA: miR-125a-3p, miR-204-3p, ma-1469, miR-575, miR-150-3p, ma-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, ma-16-5p, miR-451a, miR-24-3p, miR-187-5p, miR-1908-5p, miR-371a-5p, and miR-550a-5p; and optionally an expression level(s) of pancreatic cancer-derived gene(s) selected from the following group of miRNAs, i.e., miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, ma-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, ma-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, miR-4442, miR-1915-3p, miR-4687-3p, and miR-92b-3p, in a sample in vitro, further comparing, for example, the expression level.(s) of the gene(s) in the sample (e.g., blood, serum, or plasma) collected from a subject suspected of having pancreatic cancer, with a control expression level(s) in the sample(s) collected from a healthy subject(s) (including a non-pancreatic cancer patient(s)), and evaluating the subject as having pancreatic cancer when the expression level(s) of the target nucleic acid(s) is statistically significantly different between the samples.

This method of the present invention enables a limitedly invasive, early diagnosis of the cancer with high sensitivity and high specificity and thereby brings about early treatment and improved prognosis. In addition, exacerbation of the disease or the effectiveness of surgical, radiotherapeutic, and chemotherapeutic treatments can be monitored.

The method for extracting the pancreatic cancer-derived gene(s) from the sample such as blood, serum, or plasma according to the present invention is particularly preferably prepared by the addition of a reagent for RNA extraction in 3D-Gene™ RNA extraction reagent from liquid sample kit (Toray Industries, Inc.). A general acidic phenol method (acid guanidinium-phenol-chloroform (AGPC)) may be used, or Trizol“” (Life Technologies Corp.) may be used. The pancreatic cancer-derived gene(s) may be prepared by the addition of a reagent for RNA extraction containing acidic phenol, such as Trizol (Life Technologies Corp.) or Isogen (Nippon Gene Co., Ltd., Japan). Alternatively, a kit such as miRNeasy™ Mini Kit (Qiagen N.V.) may be used, though the method is not limited thereto.

The present invention also provides use of the kit or the device of the present invention for detecting in vitro an expression product(s) of a pancreatic cancer-derived miRNA gene(s) in a sample derived from a subject.

In the method of the present invention, the kit or the device described above comprises a single polynucleotide or any possible combination of polynucleotides that can be used in the present invention as described above.

In the detection or (genetic) diagnosis of pancreatic cancer according to the present invention, each polynucleotide contained in the kit or the device of the present invention can be used as a probe or a primer. In the case of using the polynucleotide as a primer, TaqMan™ MicroRNA Assays from Life Technologies Corp., miScript PCR System from Qiagen N.V., or the like can be used, though the method is not limited thereto.

The polynucleotide contained in the kit or the device of the present invention can be used as a primer or a probe according to a routine method in a method known in the art for specifically detecting the particular gene, for example, a hybridization technique such as Northern blot, Southern blot, in situ hybridization, Northern hybridization, or Southern hybridization, or a quantitative amplification technique such as quantitative RT-PCR. A body fluid such as blood, serum, plasma, or urine from a subject is collected as a sample to be assayed according to the type of the detection method used. Alternatively, total RNA prepared from such a body fluid by the method described above may be used, and various polynucleotides including cDNA prepared on the basis of the RNA may be used.

The kit or the device of the present invention is useful for the diagnosis of pancreatic cancer or the detection of the presence or absence of pancreatic cancer. Specifically, the detection of pancreatic cancer using the kit or the device can be performed by detecting in vitro an expression level(s) of a gene(s) using the nucleic acid probe(s) or the primer(s) contained in the kit or the device, in a sample such as blood, serum, plasma, or urine from a subject suspected of having pancreatic cancer. The subject suspected of having pancreatic cancer can be evaluated as having pancreatic cancer when the expression level(s) of a target miRNA marker(s) measured using polynucleotide(s) (including a variant(s), a fragment(s), and a derivative(s) thereof) consisting of a nucleotide sequence(s) represented by at least one or more of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a complementary sequence(s) thereof, and optionally a nucleotide sequence(s) represented by one or more of SEQ ID NOs: 105 to 122 or a complementary sequence(s) thereof, and optionally a nucleotide sequences) represented by one or more of SEQ ID NOs: 349 to 383 or a complementary sequence(s) thereof, in the sample such as blood, serum, plasma, or urine of the subject, has a statistically significant difference compared to an expression level(s) thereof in the sample such as blood, serum, or plasma, or urine of a healthy subject.

The method of the present invention can be combined with a diagnostic imaging method such as abdominal ultrasonography, CT scanning, endoscopic retrograde cholangiopancreatography, or endoscopic ultrasonography. The method of the present invention is capable of specifically detecting pancreatic cancer and can substantially discriminate pancreatic cancer from the other cancers. Particularly, for bile duct cancer, some miRNA markers for pancreatic cancer can be commonly used. However, pancreatic cancer can be discriminated from bile duct cancer by a way of determining a discriminant boundary according to a discriminant. Alternatively, pancreatic cancer can be discriminated therefrom by combination with an additional diagnostic method such as the diagnostic imaging method as described above.

The method for detecting the absence of an expression product(s) of a pancreatic cancer-derived gene(s) or the presence of the expression product(s) of a pancreatic cancer-derived gene(s) in a sample using the kit or the device of the present invention comprises collecting a body fluid such as blood, serum, plasma, or urine of a subject, and measuring the expression level(s) of the target gene(s) contained therein using one or more polynucleotides (including a variant(s), a fragment(s), or a derivative(s)) selected from the groups of polynucleotides of the present invention, to evaluate the presence or absence of pancreatic cancer or to detect pancreatic cancer. The method for detecting pancreatic cancer according to the present invention can also evaluate or diagnose, for example, the presence or absence of amelioration of the disease or the degree of amelioration thereof in a pancreatic cancer patient in the case that a therapeutic drug is administered to the patient for amelioration of the disease.

The method of the present invention can comprise, for example, the following steps (a), (b), and (c):

(a) a step of contacting in vitro a sample from a subject with a polynucleotide(s) contained in the kit or the device of the present invention;

(b) a step of measuring an expression level(s) of the target nucleic acid(s) in the sample using the polynucleotid.e(s) as a nucleic acid probe(s) or primer(s); and

(c) a step of evaluating the presence or absence of pancreatic cancer (cells) in the subject on the basis of the measurement results in the step (b).

Specifically, the present invention provides a method for detecting pancreatic cancer, comprising: measuring an expression level(s) of a target nucleic acid(s) in a sample of a subject using a nucleic acid(s) capable of specifically binding to at least one or more (preferably at least two or more) polynucleotides selected from the following miRNAs: miR-6893-5p, miR-6075, miR-6820-5p, miR-4294, miR-6729-5p, miR-4476, miR-6836-3p, miR-6765-3p, miR-6799-5p, miR-4530, miR-7641, miR-4454, miR-615-5p, miR-8073, miR-663a, miR-4634, miR-4450, miR-4792, miR-665, miR-7975, miR-7109-5p, miR-6789-5p, miR-4497, miR-6877-5p, miR-6880-5p, miR-7977, miR-4734, miR-6821-5p, miR-8089, miR-5585-3p, miR-6085, miR-6845-5p, miR-4651, miR-4433-3p, miR-1231, miR-4665-5p, miR-7114-5p, miR-1238-5p, miR-8069, miR-4732-5p, miR-619-5p, miR-3622a-5p, miR-1260a, miR-6741-5p, miR-6781-5p, miR-6125, miR-6805-5p, miR-6132, miR-6872-3p, miR-6875-5p, miR-1908-3p, miR-4433h-3p, miR-4736, miR-5100, miR-6724-5p, miR-7107-5p, miR-6726-5p, miR-3185, miR-4638-5p, miR-1273g-3p, miR-6778-5p, miR-328-5p, miR-3679-3p, miR-1228-3p, miR-6779-5p, miR-4723-5p, miR-6850-5p, miR-760, miR-7704, miR-8072, miR-4486, miR-1913, miR-4656, miR-1260b, miR-7106-5p, miR-6889-5p, miR-6780b-5p, miR-6090, miR-4534, miR-4449, miR-5195-3p, miR-1202, miR-4467, miR-6515-3p, miR-4281, miR-4505, miR-4484, miR-6805-3p, miR-3135b, miR-3162-5p, miR-6768-5p, miR-6721-5p, miR-1227-5p, miR-6722-3p, miR-4286, miR-4746-3p, miR-6727-5p, miR-6816-5p, miR-4741, miR-4508, miR-940, miR-4327, miR-4665-3p and miR-718, miR-1203, miR-663b, miR-4258, miR-4649-5p, miR-4516, miR-3619-3p, miR-6826-5p, miR-6757-5p, miR-3131, miR-1343-3p, miR-6775-5p, miR-6813-5p, and miR-3940-5p; and evaluating in yin?) whether or not the subject has pancreatic cancer subject using the above-measured expression levels and control expression levels of a healthy subject(s) measured in the same way as above.

As used herein, the term “evaluation” is evaluation support based on results of in vitro examination, not physician's judgment.

As described above, in the method of the present invention, specifically, miR-6893-5p is hsa-miR-6893-5p, miR-6075 is hsa-miR-6075, miR-6820-5p is hsa-miR-6820-5p, miR-4294 is hsa-miR-4294, miR-6729-5p is hsa-miR-6729-5p, miR-4476 is hsa-miR-4476, miR-6836-3p is hsa-miR-6836-3p, miR-6765-3p is hsa-miR-6765-3p, miR-6799-5p is hsa-miR-6799-5p, miR-4530 is hsa-miR-4530, miR-7641 is hsa-miR-7641, miR-4454 is hsa-miR-4454, miR-615-5p is hsa-miR-615-5p, miR-8073 is hsa-miR-8073, milt-663a is hsa-miR-663a, miR-4634 is hsa-miR-4634, miR-4450 is hsa-miR-4450, miR-4792 is hsa-miR-4792, miR-665 is hsa-miR-665, miR-7975 is hsa-miR-7975, miR-7109-5p is hsa-miR-7109-5p, miR-6789-5p is hsa-miR-6789-5p, miR-4497 is hsa-miR-4497, miR-6877-5p is hsa-miR-6877-5p, miR-6880-5p is hsa-miR-6880-5p, miR-7977 is hsa-miR-7977, miR-4734 is hsa-miR-4734, miR-6821-5p is hsa-miR-6821-5p, miR-8089 is hsa-miR-89, miR-5585-3p is hsa-miR-5585-3p, miR-6085 is hsa-miR-6085, miR-6845-5p is hsa-miR-6845-5p, miR-4651 is hsa-miR-4651, miR-4433-3p is hsa-miR-4433-3p, miR-1231 is hsa-miR-1231, miR-4665-5p is hsa-mi.R-4665-5p, miR-7114-5p is hsa-miR-7114-5p, miR-1238-5p is hsa-miR-1238-5p, miR-8069 is hsa-miR-8069, miR-4732-5p is hsa-miR-4732-5p, miR-619-5p is hsa-miR-619-5p, miR-3622a-5p is hsa-miR-3622a-5p, miR-1260a is hsa-miR-1260a, miR-6741-5p is hsa-miR-6741-5p, miR-6781-5p is hsa-miR-6781-5p, miR-6125 is hsa-miR-6125, miR-6805-5p is hsa-miR-6805-5p, miR-6132 is hsa-miR-6132, miR-6872-3p is hsa-miR-6872-3p, miR-6875-5p is hsa-miR-6875-5p, miR-1908-3p is hsa-miR-1908-3p, miR-4433b-3p is hsa-miR-4433b-3p, miR-4736 is hsa-miR-4736, miR-5100 is hsa-miR-5100, miR-6724-5p is hsa-miR-6724-5p, miR-7107-5p is hsa-miR-7107-5p, miR-6726-5p is hsa-miR-6726-5p, miR-3185 is hsa-miR-3185, miR-4638-5p is hsa-miR-4638-5p, miR-1273g-3p is hsa-miR-1273g-3p, miR-6778-5p is hsa-miR-6778-5p, miR-328-5p is hsa-miR-328-5p, miR-3679-3p is hsa-miR-3679-3p, miR-1228-3p is hsa-miR-1228-3p, miR-6779-5p is hsa-miR-6779-5p, miR-4723-5p is hsa-miR-4723-5p, miR-6850-5p is hsa-miR-6850-5p, miR-760 is hsa-miR-760, miR-7704 is hsa-miR-7704, miR-8072 is hsa-miR-8072, miR-4486 is hsa-miR-4486, miR-1913 is hsa-miR-1913, miR-4656 is hsa-miR-4656, miR-1260b is hsa-miR-1260b, miR-7106-5p is hsa-miR-7106-5p, miR-6889-5p is hsa-miR-6889-5p, miR-6780b-5p is hsa-miR-6780b-5p, miR-6090 is hsa-miR-6090, miR-4534 is hsa-miR-4534, miR-4449 is hsa-miR-4449, miR-5195-3p is hsa-miR-5195-3p, miR-1202 is hsa-miR-1202, miR-4467 is hsa-miR-4467, miR-6515-3p is hsa-miR-6515-3p, miR-4281 is hsa-miR-4281, miR-4505 is hsa-miR-4505, miR-4484 is hsa-miR-4484, miR-6805-3p is hsa-miR-6805-3p, miR-3135b is hsa-miR-3135b, miR-3162-5p is hsa-miR-3162-5p, miR-6768-5p is hsa-miR-6768-5p, miR-6721-5p is hsa-miR-6721-5p, miR-1227-5p is lisa-miR-1227-5p, miR-6722-3p is hsa-miR-6722-3p, miR-4286 is hsa-miR-4286, miR-4746-3p is hsa-miR-4746-3p, miR-6727-5p is hsa-miR-6727-5p, miR-6816-5p is hsa-miR-6816-5p, miR-4741 is hsa-miR-4741, miR-4508 is hsa-miR-4508, miR-940 is hsa-miR-940, miR-4327 is hsa-miR-4327, miR-4665-3p is hsa-miR-4665-3p, miR-718 is hsa-miR-718, miR-1203 is hsa-miR-1203, miR-663b is hsa-miR-663b, miR-4258 is hsa-miR-4258, miR-4649-5p is lisa-miR-4649-5p, miR-4516 is hsa-miR-4516, miR-3619-3p is hsa-miR-3619-3p, miR-6826-5p is hsa-miR-6826-5p, miR-6757-5p is hsa-miR-6757-5p, miR-3131 is hsa-miR-3131., miR-1343-3p is hsa-miR-1343-3p, miR-6775-5p is hsa-miR-6775-5p, miR-6813-5p is hsa-miR-6813-5p, and miR-3940-5p is hsa-miR-3940-5p.

In the method of the present invention, specifically, the nucleic acid(s) (specifically, probe(s) or primer(s)) is selected from the group consisting of the following polynucleotides (a) to (e):

(a) a polynucleotide consisting of a nucleotid.e sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(b) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494;



(c) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(d) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(e) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (a) to (d).

The nucleic acid(s) further used in the method of the present invention can comprise a nucleic acid(s) capable of specifically binding to at least one or more polynucleotides selected from the following miRNM: miR-125a-3p, miR-204-3p, miR-1469, miR-575, miR-150-3p, miR-423-5p, miR-564, miR-3188, miR-1246, miR-602, miR-1290, miR-16-5p, miR-451a, miR-I87-5p, miR-1908-5p, miR-371a-5p, and miR-550a-5p

Specifically, miR-125a-3p is hsa-miR-125a-3p, miR-204-3p is hsa-miR-204-3p, miR-1469 is hsa-miR-1469, miR-575 is hsa-miR-575, miR-150-3p is hsa-miR-150-3p, miR-423-5p is hsa-miR-423-5p, miR-564 is hsa-miR-564, mi.R-3188 is hsa-miR-3188, miR-1246 is hsa-miR-1246, miR-602 is hsa-miR-602, miR-1290 is hsa-miR-1290, miR-16-5p is hsa-miR-16-5p, miR-451a is hsa-miR-451a, miR-24-3p is hsa-miR-24-3p, miR-187-5p is hsa-miR-187-5p, miR-1908-5p is hsa-miR-1908-5p, miR-371a-5p is hsa-miR-371a-5p, and miR-550a-5p is hsa-miR-550a-5p.

Specifically, the nucleic acid(s) is further selected from the group consisting of the following polynucleotides (f) to (j):

(f) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(g) a polynucleotide comprisimg a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122;



(h) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(i) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(j) a polynucleotide hybridizimg under stringent conditions to any of the polynucleotides (1) to (i).

The nucleic acid(s) further used can comprise a nucleic acid capable of specifically binding to at least one or more polynucleotides selected from the following miRNAs: miR-4417, miR-4707-5p, miR-7847-3p, miR-2861, miR-4513, miR-7111-5p, miR-6777-5p, miR-7113-3p, miR-4648, miR-3184-5p, miR-4271, miR-6791-5p, miR-642a-3p, miR-7108-5p, miR-128-1-5p, miR-5196-5p, miR-3178, miR-3656, miR-92a-2-5p, miR-6769b-5p, miR-4689, miR-6076, miR-92b-5p, miR-6774-5p, miR-486-3p, miR-6806-5p, miR-6842-5p, miR-6716-5p, miR-557, miR-4673, miR-4674, ma-4442, miR-1915-3p, miR-4687-3p, and miR-92h-3p. 105281

Specifically, miR-4417 is hsa-miR-4417, miR-4707-5p is hsa-miR-4707-5p, miR-7847-3p is hsa-miR-7847-3p, miR-2861 is hsa-miR-2861, miR-4513 is hsa-miR-4513, miR-7111-5p is hsa-ma-7111-5p, ma-6777-5p is hsa-miR-6777-5p, ma-7113-3p is hsa-miR-7113-3p, miR-4648 is hsa-miR-4648, miR-3184-5p is hsa-miR-3184-5p, miR-4271 is hsa-miR-4271, miR-6791-5p is hsa-miR-6791-5p, ma-642a-3p is hsa-miR-642a-3p, miR-7108-5p is hsa-miR-7108-5p, miR-128-1-5p is hsa-miR-128-1-5p, miR-5196-5p is .hsa-miR-5196-5p, miR-3178 is hsa-miR-3178, miR-3656 is hsa-miR-3656, miR-92a-2-5p is hsa-miR-92a-2-5p, ma-67696-5p is hsa-miR-6769b-5p, miR-4689 is hsa-miR-4689, miR-6076 is hsa-miR-6076, miR-92h-5p is hsa-miR-92h-5p, miR-6774-5p is hsa-miR-6774-5p, miR-486-3p is hsa-miR-486-3p, miR-6806-5p is hsa-miR-6806-5p, miR-6842-5p is hsa-miR-6842-5p, miR-6716-5p is .hsa-miR-6716-5p, miR-557 is hsa-miR-557, ma-4673 is hsa-ma-4673, miR-4674 is hsa-miR-4674, miR-4442 is hsa-miR-4442, miR-1915-3p is hsa-miR-1915-3p, miR-4687-3p is hsa-miR-4687-3p, and miR-92b-3p is hsa-miR-92b-3p.

Specifically, the nucleic acid(s) further used is a polynucleotide(s) selected from the group consisting of the following polynucleotides (k) to (o):

(k) a polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;



(l) a polynucleotide comprising a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383;

(m) a polynucleotide consisting of a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, a variant thereof, a derivative thereof, or a fragment thereof comprising 15 or more consecutive nucleotides;

(n) a polynucleotide comprising a nucleotide sequence complementary to a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t; and



(o) a polynucleotide hybridizing under stringent conditions to any of the polynucleotides (k) to (n)

Examples of the sample used in the method of the present invention can include samples prepared from living tissues (preferably pancreatic tissues) or body fluids such as blood, serum, plasma, and urine from subjects. Specifically, for example, an RNA-containing sample prepared from the tissue, a polynucleotide-containing sample further prepared therefrom, a body fluid such as blood, serum, plasma, or urine, a portion or the whole of a living tissue collected from the subject by biopsy or the like, or a living tissue excised by surgery can be used, and the sample for measurement can be prepared therefrom.

As used herein, the subject refers to a mammal, for example, a primate such as a human or a monkey, a rodent such as a mouse or a rat, a pet animal such as a dog or a cat, and an athletic animal such as a horse without any limitation, and is preferably a human.

The steps of the method of the present invention can be changed according to the type of the sample to be assayed.

In the case of using RNA as an analyte, the detection of pancreatic cancer can comprise, for example, the following steps (a), (b), and (c):

(a) a step of binding RNA prepared from a sample from a subject or complementary polynucleotides (cDNAs) transcribed from the RNA to a polynucleotide(s) in the kit or the device of the present invention;

(b) a step of measuring the sample-derived RNA or the cDNAs synthesized from the RNA, which is/are bound to the polynucleotide(s), by hybridization using the polynucleotide(s) as a nucleic acid probe(s) or by quantitative RT-PCR using the polynucleotide(s) as a primer(s); and

(c) a step of evaluating the presence or absence of pancreatic cancer (or pancreatic cancer-derived gene expression) on the basis of the measurement results of the step (b).

For example, various hybridization methods can be used for detecting, examining, evaluating, or diagnosing pancreatic cancer (or pancreatic cancer-derived gene expression) in vitro according to the present invention. For example, Northern blot, Southern blot, RT-PCR, DNA chip analysis, in situ hybridization, Northern hybridization, or Southern hybridization can be used as such a hybridization method.

In the case of using the Northern blot, the presence or absence of expression of each gene or the expression level thereof in the RNA can be detected or measured by use of the nucleic acid probe(s) that can be used in the present invention. Specific examples thereof can include a method which comprises labeling the nucleic acid probe (or a complementary strand) with a radioisotope (32P, 33P, 35S, etc.), a fluorescent material, or the like, hybridizing the labeled product with the tissue-derived RNA from a subject, which is transferred to a nylon membrane or the like according to a routine method, and then detecting and measuring a signal derived from the label (radioisotope or fluorescent material) on the formed. DNA/RNA duplex using a radiation detector (examples thereof can include BAS-1800 II (Fujifilm Corp., Japan)) or a fluorescence detector (examples thereof can include STORM 865 (GE Healthcare Japan Corp.)).

In the case of using the quantitative RT-PCR, the presence or absence of expression of each gene or the expression level thereof in the RNA can be detected or measured by use of the primer that can be used in the present invention. Specific examples thereof can include a method which comprises preparing cDNAs from the tissue-derived RNA of a subject according to a routine method, hybridizing a pair of primers (consisting of a plus strand and a reverse strand binding to the cDNA) prepared from the composition for detection of the present invention with the cDNA such that the region of each target gene can be amplified with the cDNA as a template, and performing PCR. according to a routine method to detect the obtained double-stranded DNA. The method for detecting the double-stranded DNA can include a method of performing the PCR using the primers labeled in advance with a radioisotope or a fluorescent material, a method of electrophoresing the PCR product on an agarose gel and staining the double-stranded DNA with ethidium bromide or the like for detection, and a method of transferring the produced double-stranded DNA to a nylon membrane or the like according to a routine method and hybridizing the double-stranded DNA to a labeled nucleic acid probe for detection.

In the case of using the nucleic acid array analysis, an RNA chip or a DNA chip in which the composition for detection of the present invention is attached as nucleic acid probes (single-stranded or double-stranded) to a substrate (solid phase) is used. Regions having the attached nucleic acid probes are referred to as probe spots, and regions having no attached nucleic acid probe are referred to as blank spots. A group of genes immobilized on a solid-phase substrate is generally called a nucleic acid chip, a nucleic acid array, a microarray, or the like. The DNA or RNA array includes a DNA or RNA macroarrav and a DNA or RNA microarray. In the present specification, the term “chip” includes these arrays. 3D-Gene™ Human miRNA Oligo chip (foray Industries, Inc.) can be used as the DNA chip, though the DNA chip is not limited thereto.

Examples of the measurement using the DNA chip can include, but are not limited to, a method of detecting and measuring a signal derived from the label on the composition for detection using an image detector (examples thereof can include Typhoon 9410 (GE Healthcare) and 3D-Gene™ scanner (Toray Industries, Inc.)).

The “stringent conditions” used herein are, as mentioned above, conditions under which a nucleic acid probe hybridizes to its target sequence to a detectably larger extent (e.g., a measurement value equal to or larger than “(a mean of background measurement values)+(a standard deviation of the background measurement values)×2”) than that for other sequences,

The stringent conditions are defined by hybridization and subsequent washing. Examples of the hybridization conditions include, but not limited to, 30° C. to 60° C. for Ito 24 hours in a solution containing SSC, a surfactant, formamide, dextran sulfate, a blocking agent(s), etc. In this context, 1×SSC is an aqueous solution (pH 7.0) containing 150 mM sodium chloride and 15 mM sodium citrate. The surfactant includes, for example, SDS (sodium dodecyl sulfate), Triton, or Tween. The hybridization conditions more preferably comprise 3-10×SSC and 0.1-1% SDS. Examples of the conditions for the washing, following the hybridization, which is another condition to define the stringent conditions, can include conditions comprising continuous washing at 30° C. in a solution containing 0.5×SSC and 0.1% SDS, at 30° C. in a solution containing 0.2×SSC and 0.1% SDS, and at 30° C. in a 0.05×SSC solution. It is desirable that the complementary strand should maintain its hybridized state with a target plus strand even by washing under such conditions. Specifically, examples of such a complementary strand can include a strand consisting of a nucleotide sequence in a completely complementary relationship with the nucleotide sequence of the target plus (+) strand, and a strand consisting of a nucleotide sequence having at least 80%, preferably at least 85%, more preferably at least 90% or at least 95%, for example, at least 98% or at least 99% identity to the strand.

Other examples of the “stringent conditions” for the hybridization are described in, for example, Sambrook, J. & Russel, D., Molecular Cloning, A LABORATORY MANUAL, Cold Spring Harbor Laboratory Press, published on January 15, 2001, Vol. 1, 7.42 to 7.45 and Vol. 2. 8.9 to 8.17, and can be used in the present invention.

Examples of the conditions for carrying out PCR using polynucleotide fragments in the kit of the present invention as primers include treatment for approximately 15 seconds to 1 minute at 5 to 10° C. plus a Tm value calculated from the sequences of the primers, using a PCR buffer having composition such as 10 mM Tris-HCL (pH 8.3), 50 mM KCL, and 1 to 2 mM MgCl2. Examples of the method for calculating such a Tm value include Tm value=2×(the number of adenine residues+the number of thymine residues)+4×(the number of guanine residues+the number of cytosine residues).

In the case of using the quantitative RT-PCR, a commercially available kit for measurement specially designed for quantitatively measuring miRNA, such as TaqMan™ MicroRNA Assays (Life Technologies Corp.), LNA™-based MicroRNA PCR (Exiqon), or Ncode™ miRNA qRT-PCT kit (Invitrogen Corp.) may be used.

For the calculation of gene expression levels, statistical treatment described in, for example, Statistical analysis of gene expression microarray data (Speed T., Chapman and Hall/CRC), and A beginner's guide Microarray gene expression data analysis (Causton H. C. et al., Blackwell publishing) can be used in the present invention, though the calculation method is not limited thereto. For example, twice, preferably 3 times, more preferably 6 times the standard deviation of the measurement values of the blank spots are added to the average measurement value of the blank spots on the DNA chip, and probe spots having a signal value equal to or larger than the resulting value can be regarded as detection spots. Alternatively, the average measurement value of the blank spots is regarded as a background and can be subtracted from the measurement values of the probe spots to determine gene expression levels. A missing value for a gene expression level can be excluded from the analyte, preferably replaced with the smallest value of the gene expression level in each DNA chip, or more preferably replaced with a value obtained by subtracting 0.1 from a logarithmic value of the smallest value of the gene expression level. In order to eliminate low-signal genes, only a gene having a gene expression level of 26, preferably 28, more preferably 210 or larger in 20% or more, preferably 50%, more preferably 80% or more of the number of measurement samples can be selected as the analyte. Examples of the normalization of the gene expression level include, but are not limited to, global normalization and quantile normalization (Bolstad, B. M. et al., 2003, Bioinfortnatics, Vol. 19, p. 185-193).

The present invention also provides a method comprising measuring target genes or gene expression levels in a sample from a subject using the polynucleotides, the kit, or the device (e.g., chip) for diagnosis of the present invention, or a combination thereof, preparing a discriminant (discriminant function) with gene expression levels in a sample from a pancreatic cancer patient and a sample from a healthy subject as supervising samples, and determining or evaluating the presence and/or absence of the pancreatic cancer-derived genes in the sample.

Specifically, the present invention further provides the method comprising: a first step of measuring in vitro expression levels of target genes in a plurality of samples known to determine or evaluate the presence and/or absence of the pancreatic cancer-derived genes in the samples, using the polynucleotides, the kit, or the device (e.g., chip) for diagnosis of the present invention, or a combination thereof; a second step of preparing a discriminant with the measurement values of the expression levels of the target genes obtained in the first step as supervising samples; a third step of measuring in vitro expression levels of the target genes in a sample derived from a subject in the same way as in the first step; and a fourth step of assigning the measurement values of the expression levels of the target genes obtained in the third step to the discriminant obtained in the second step, and determining or evaluating the presence and/or absence of the pancreatic cancer-derived genes in the sample on the basis of the results obtained from the discriminant, wherein the target genes can be detected using the polynucleotides or using polynucleotides, variants thereof, or fragments thereof contained in the kit or the device (e.g., chip). In this context, the discriminant can be prepared by use of Fisher's discriminant analysis, nonlinear discriminant analysis based on Mahalanobis' distance, neural network, Support Vector Machine TM or the like, though the method is not limited thereto.

When a clustering boundary is a straight line or a hyperplane, the linear discriminant analysis is a method for determining the belonging of a cluster using Formula 1 as a discriminant. In Formula 1, x represents an explanatory variable, w represents a coefficient of the explanatory variable, and w0 represents a constant term.

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Values obtained from the discriminant are referred to as discriminant scores. The measurement values of a newly offered data set can be assigned as explanatory variables to the discriminant to determine clusters by the signs of the discriminant scores.

The Fisher's discriminant analysis, one type of linear discriminant analysis, is a dimensionality reduction method for selecting a dimension suitable for discriminating classes, and constructs a highly discriminating synthetic variable by focusing on the variance of the synthetic variables and minimizing the variance of data having the same label (Venables, W. N. et al., Modem Applied Statistics with S. Fourth edition. Springer, 2002). In the Fisher's discriminant analysis, direction w of projection is determined so as to maximize Formula 2. In this formula, μ, represents an average input, ng represents the number of data belonging to class g, and pg represents an average input of the data belonging to class g. The numerator and the denominator are the interclass variance and the intraclass variance, respectively, when each data is projected in the direction of the vector w. Discriminant coefficient w; is determined by maximizing this ratio (Takafumi Kariamori et al., “Pattern Recognition”, Kyoritsu Shuppan Co., Ltd., Tokyo, Japan (2009); and Richard O. et al., Pattern Classification Second Edition., Wiley-Interscience, 2000).

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Formula

2

subject

to

μ

=

i

=

1

n

x

i

n

,

μ

g

=

i

:

u

i

=

g

n

x

i

n

g

The Mahalanobis' distance is calculated according to Formula 3 in consideration of data correlation and can be used as nonlinear discriminant analysis for determining a cluster in which a data point belongs to, based on a short Mahalanobis' distance from the data point to that cluster. In Formula 3, μ represents a central vector of each cluster, and S−1 represents an inverse matrix of the variance-covariance matrix of the cluster. The central vector is calculated from explanatory variable x, and an average vector, a median value vector, or the like can be used.



D(x,μ)={(x−μ)tS−1(x−μ)}12   Formula 3

SVM is a discriminant analysis method devised by V. Vapnik (The Nature of Statistical Leaning Theory, Springer, 1995). Particular data points of a data set having known classes are defined as explanatory variables, and classes are defined as objective variables. A boundary plane called hyperplane for correctly classifying the data set into the known classes is determined, and a discriminant for data classification is determined using the boundary plane. Then, the measurement values of a newly offered data set can be assigned as explanatory variables to the discriminant to determine classes. In this respect, the result of the discriminant analysis may be classes, may be a probability of being classified into correct classes, or may be the distance from the hyperplane, In SVM, a method of nonlinearly converting a feature vector to a high dimension and performing linear discriminant analysis in the space is known as a method for tackling nonlinear problems. An expression in which an inner product of two factors in a nonlinearly mapped space is expressed only by inputs in their original spaces is called kernel. Examples of the kernel can include a linear kernel, a RBF (Radial Basis Function) kernel, and a Gaussian kernel. While highly dimensional mapping is performed according to the kernel, the optimum discriminant, i.,e., a discriminant, can be actually constructed by mere calculation according to the kernel, which avoids calculating features in the mapped space (e.g., Hideki Aso et al., Frontier of Statistical Science 6 “Statistics of pattern recognition and learning—New concepts and approaches”, Iwanami Shoten, Publishers, Tokyo. Japan (2004); Nello Cristianini et al., Introduction to SVM, Kyoritsu Shuppan Co., Ltd., Tokyo, Japan (2008)).

C-support vector classification (C-SVC), one type of SVM, comprises preparing a hyperplane by supervising a data set with the explanatory variables of two groups and classifying an unknown data set into either of the groups (C. Cortes et al., 1995, Machine Learning, Vol. 20, p. 273-297).

Exemplary calculation of the C-SVC discriminant that can be used in the method of the present invention will be given below. First, all subjects are divided into two groups, i.e., a pancreatic cancer patient group and a healthy subject group. For example, pancreatic tissue examination can be used for a reference under which each subject is confirmed either as a pancreatic cancer patient or as a healthy subject.

Next, a data set consisting of comprehensive gene expression levels of serum-derived samples of the two divided groups (hereinafter, this data set is referred to as a training cohort) is prepared, and a C-SVC discriminant is determined by using genes found to differ clearly in their gene expression levels between the two groups as explanatory variables and this grouping as objective variables (e.g., −1 and +1). An optimizing objective function is represented by Formula 4 wherein e represents all input vectors, v represents an objective variable, a represents a Lagrange's undetermined multiplier vector, Q represents a positive definite matrix, and C represents a parameter for adjusting constrained conditions.

min

a

1

2

a

T

Qa

-

e

T

a

Formula

4

subject

to

y

T

a

=

0

,

0

a

i

C

,

i

=

1

,

,

l

,

Formula 5 is a finally obtained discriminant, and a group in which the data point belongs to can be determined on the basis of the sign of a value obtained according to the discriminant. In this formula, x represents a support vector, y represents a label indicating the belonging of a group, a represents the corresponding coefficient, b represents a constant term, and K represents a kernel function.

f

(

x

)

=

sgn

(

i

=

1

l

y

i

a

i

K

(

x

i

,

x

)

+

b

)

Formula

5

For example, a RBF kernel defined by Formula 6 can be used as the kernel function. In this formula x represents a support vector, and y represents a kernel parameter for adjusting the complexity of the hyperplane.



K(xi, xj)=exp(−r∥xi−xj2), <0   Formula 6

In addition, an approach such as neural network, k-nearest neighbor algorithms, decision trees, or logistic regression analysis can be selected as a method for determining or evaluating the presence and/or absence of expression of a pancreatic cancer-derived target genets) in a sample derived from a subject, or for evaluating the expression level thereof by comparison with a control derived from a healthy subject.

The method of the present invention can comprise, for example, the following steps (a), (b), and (c):

(a) a step of measuring an expression level(s) of a target gene(s) in tissues containing pancreatic cancer-derived genes derived from pancreatic cancer patients andlor samples already known to be tissues containing no pancreatic cancer-derived gene(s) derived from healthy subjects, using the polynucleotide(s), the kit, or the device (e.g., DNA chip) for detection according to the present invention;

(b) a step of preparing the discriminants of Formulas 1 to 3, 5, and 6 described above from the measurement values of the expression level measured in the step (a); and

(c) a step of measuring an expression level(s) of the target gene(s) in a sample derived from a subject using the polynucleotide(s), the kit, or the device (e.g., DNA chip) for diagnosis (detection) according to the present invention, assigning the obtained measurement value(s) to the discriminants prepared in the step (b), and determining or evaluating the presence and/or absence of expression of the pancreatic cancer-derived target genes in the sample, or evaluating the expression levels thereof by comparison with a healthy subject-derived control, on the basis of the obtained results.

In this context, in the discriminants of Formulas 1 to 3, 5, and 6, x represents an explanatory variable and includes a value obtained by measuring a polynucleotide(s) selected from the polynucleotides described in Section 2 above, or any fragment thereof Specifically, the explanatory variable for discriminating a pancreatic cancer patient from a healthy subject according to the present invention is a gene expression levels) selected from, for example, the following expression levels (1) to (3):

(1) a gene expression level(s) in the serum of a pancreatic cancer patient or a healthy subject measured by any RNA or DNA comprising 15 or more consecutive nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104, 464 to 473, and 492 to 494 or a complementary sequence thereof, or nucleotides derived from the nucleotides by the replacement of u with t;

(2) a gene expression level(s) in the serum of a pancreatic cancer patient or a healthy subject measured by any RNA or DNA comprising 15 or more consecutive nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a complementary sequence thereof, or nucleotides derived from the nucleotides by the replacement of u with t; and

(3) a gene expression level(s) in the serum of a pancreatic cancer patient or a healthy subject measured by any RNA or DNA comprising 15 or more consecutive nucleotides in a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a complementary sequence thereof, or nucleotides derived from the nucleotides by the replacement of u with t.

As described above, for the method for determining or evaluating the presence and/or absence of a pancreatic cancer-derived gene(s) in a sample derived from a subject, the preparation of a discriminant requires a discriminant prepared from a training cohort. For enhancing the accuracy of the discriminant, it is necessary to use genes having clear difference between two groups in the training cohort when preparing the discriminant

Each gene that is used for an explanatory variable in a discriminant is preferably determined as follows. First, comprehensive gene expression levels of a pancreatic cancer patient group and comprehensive gene expression levels of a healthy subject group, both of which are in a training cohort, are used as a data set, the degree of difference in the expression level of each gene between the two groups is determined through the use of, for example, the P value of t test, which is parametric analysis, or the P value of Mann-Whitney's U test or Wilcoxon test, which is nonparametric analysis.

The gene can be regarded as being statistically significant when the critical rate (significance level) as the P value obtained by the test is smaller than, for example, 5%, 1%, or 0.01%.

In order to correct an increased probability of type I error attributed to the repetition of a test, a method known in the art, for example, Bonferroni or Holm method, can be used for the correction (e.g., Yasushi Nagata et al., “Basics of statistical multiple comparison methods”, Scientist Press Co., Ltd. (2007)), As an example of the Bonferroni correction, for example, the P value obtained by a test is multiplied by the number of repetitions of the test, i.e., the number of genes used in the analysis, and the obtained value can be compared with a desired significance level to suppress a probability of causing type I error in the whole test.

Instead of the test, the absolute value (fold change) of an expression ratio of a median value of each gene expression level between gene expression levels of a pancreatic cancer patient group and gene expression levels of a healthy stibject Effoup may be calculated to select a gene that is used for an explanatory variable in a discriminant. Alternatively, ROC curves may be prepared using gene expression levels of a pancreatic cancer patient group and a healthy subject group, and a gene that is used for an explanatory variable in a discriminant can be selected on the basis of an AUROC value.

Next, a discriminant that can be calculated by various methods described above is prepared using any number of genes having large difference in their gene expression levels determined here. Examples of the method for constructing a discriminant that produces the largest discrimination accuracy include a method of constructing a discriminant in every combination of genes that satisfy the significance level being P value, and a method of repetitively evaluating the genes for use in the preparation of a discriminant while increasing the number of genes one by one in a descending order of difference in gene expression level (Furey T S, et al., 2000, Bioinformatics., Vol. 16, p. 906-14). A gene expression level of another independent pancreatic cancer patient or healthy subject is assigned as an explanatory variable to this discriminant to calculate discrimination results of the group to which this independent pancreatic cancer patient or healthy subject belongs. Specifically, the found gene set for diagnosis and the discriminant constructed using the gene set for diagnosis can be evaluated in an independent sample cohort to find a more universal gene set for diagnosis capable of detecting pancreatic cancer and a more universal method for discriminating pancreatic cancer.

Split-sample method is preferably used for evaluating the performance (generality) of the discriminant. Specifically, a data set is divided into a training cohort and a validation cohort, and gene selection by a statistical test and discriminant preparation are performed using the training cohort. Accuracy, sensitivity, and specificity are calculated using a result of discriminating a validation cohort according to the discriminant, and a true group to which the validation cohort belongs, to evaluate the performance of the discriminant. On the other hand, instead of dividing a data set, the gene selection by a statistical test and discriminant preparation may be performed using all of samples, and accuracy, sensitivity, and specificity can be calculated by the discriminat anaylsis using a newly prepared sample cohort for evaluation of the performance of the discriminant.

The present invention provides polynucleotides for disease diagnosis useful in the diagnosis and treatment of pancreatic cancer, a method for detecting pancreatic cancer using the polynucleotide(s), and a kit and a device for the detection of pancreatic cancer, comprising the polynucleotide(s). Particularly, in order to select a gene(s) for diagnosis and prepare a discriminant so as to exhibit accuracy beyond the pancreatic cancer diagnosis methods using the existing tumor markers CEA and CA19-9, a gene set for diagnosis and a discriminant for the method of the present invention can be constructed, which exhibit accuracy beyond CEA and CA19-9, for example, by comparing expressed genes in serum from a patient confirmed to be negative using CEA and CA19-9 but finally found to have pancreatic cancer by detailed examination such as computed tomography using a contrast medium, with genes expressed in serum from a patient having no pancreatic cancer.

For example, the gene set for diagnosis is set to any combination selected from one or two or more of the polynucleotides based on a nucleotide sequence represented by any of SEQ NOs: I to 104, 464 to 473, and 492 to 494 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a complementary sequence thereof as described above; and optionally one or two or more of the polynucleotides based on a nucleotide sequence represented by any of SEQ ID NOs: 105 to 122 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a complementary sequence thereof; and optionally one or two or more of the polynucleotides based on a nucleotide sequence represented by any of SEQ ID NOs: 349 to 383 or a nucleotide sequence derived from the nucleotide sequence by the replacement of u with t, or a complementary sequence thereof. Further, a discriminant is constructed using expression levels of the gene set for diagnosis in samples from class I pancreatic cancer patients as a result of tissue diagnosis and samples from class Il healthy subjects as a result of tissue diagnosis. As a result, the presence or absence of pancreatic cancer-derived genes in an unknown sample can be determined with 100% accuracy at the maximum by measuring expression levels of the gene set for diagnosis in an unknown sample.

EXAMPLES

Hereinafter, the present invention will be described further specifically with reference to Examples below. However, the scope of the present invention is not intended to be limited by these Examples.

Reference Example 1

<Collection of Samples of Pancreatic Cancer Patient and Healthy Subject>

Sera were collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp., Japan) from 100 healthy subjects and 67 pancreatic cancer patients (1 case with stage IB, 10 cases with stage IIB, 17 cases with stage III, and 39 cases with stage IV) confirmed to have no cancer in organs other than the pancreas after obtainment of informed consent, and used as a training cohort. Likewise, sera were collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp.) from 50 healthy subjects and 33 pancreatic cancer patients (1 case with stage IB, 2 cases with stage HA, 4 cases with stage HB, 11 cases with stage III, and 15 cases with stage IV) confirmed to have no cancer in organs other than the pancreas after obtainment of informed consent, and used as a validation cohort.

<Extraction of Total RNA>

Total RNA was obtained using a reagent for RNA extraction in 3D-Gene™ RNA extraction reagent from liquid sample kit (foray Industries, Inc., Japan) according to the protocol provided by the manufacturer from 300 μL the serum sample obtained from each of 250 persons in total of 150 healthy subjects and 100 pancreatic cancer patients included in the training cohort and the validation cohort.

<Measurement of Gene Expression Level>

miRNAs in the total RNA obtained from the serum samples of each of 250 persons in total of 150 healthy subjects and 100 pancreatic cancer patients included in the training cohort and the validation cohort were fluorescently labeled using 3D-Gene™ miRNA Labeling kit (foray Industries, Inc.) according to the protocol (ver 2.20) provided by the manufacturer. The oligo DNA chip used was 3D-Gene™ Human miRNA Oligo chip (foray Industries, Inc.) with attached probes having sequences complementary to 2,555 miRNAs among the miRNAs registered in miRBase Release 20. Hybridization under stringent conditions and washing following the hybridization were performed according to the protocol provided by the manufacturer. The DNA chip was scanned using 3D-Gene('') scanner ('foray Industries, Inc.) to obtain images. Fluorescence intensity was digitized using 3D-Gene™ Extraction (Toray Industries, Inc.). The digitized fluorescence intensity was converted to a logarithmic value having a base of 2 and used as a gene expression level, from which a blank value was subtracted. A missing value was replaced with a value obtained by subtracting 0.1 from a logarithmic value of the smallest value of the gene expression level in each DNA chip. As a result, the comprehensive gene expression levels of the miRNAs in the sera were obtained for the 100 pancreatic cancer patients and the 150 healthy subjects. Calculation and statistical analysis using the digitized gene expression levels of the miRNAs were carried out using R language 3.0.2 (R Development Core Team (2013). R: A language and environment for statistical computing. R Foundation for Statistical Computing, URL http://www.R-project.org/.) and MASS package 7.3-30 (Venables, W. N. & Ripley, B. D. (2002) Modern Applied Statistics with S. Fourth Edition. Springer, New York. ISBN 0-387-95457-0).

Reference Example 2

<Collection of Samples of Other Cancers and Benign Diseases>

Sera were collected using VENOJECT II vacuwn blood collecting tube VP-AS109K60 (Terumo Corp.) from each of 35 colorectal cancer patients, 37 stomach cancer patients, 32 esophageal cancer patients, 38 liver cancer patients, and 13 benign pancreaticohiliary disease patients confirmed to have no cancer in other organs after obtainment of informed consent, and used as a training cohort together with the samples of 67 pancreatic cancer patients (1 case with stage IIA, 11 cases with stage IIB, 17 cases with stage III, and 38 cases with stage IV) and 93 healthy subjects of Reference Example 1. Likewise, sera were collected using VENOJECT II vacuum blood collecting tube VP-AS109K60 (Terumo Corp.) from each of 15 colorectal cancer patients, 13 stomach cancer patients, 18 esophageal cancer patients, 12 liver cancer patients, and 8 benign pancreaticobiliary disease patients confirmed to have no cancer in other organs after obtainment of informed consent, and used as a validation cohort together with the samples of 33 pancreatic cancer patients (2 cases with stage IB, 1 case with stage 3 cases with stage IIB, 11 cases with stage III, and 16 cases with stage IV) and 57 healthy subjects of Reference Example 1. Subsequent extraction of total RNA and measurement and analysis of gene expression levels were conducted in the same way as in Reference Example 1.

Example 1

<Selection of Gene Markers Using the Training Cohort, and Method for Evaluating Pancreatic Cancer Descriminant Performance of the Single Gene Marker Using the Validation Cohort>

In this Example, a gene marker for discriminating a pancreatic cancer patient from a healthy subject was selected from the training cohort and studied in the validation cohort independent of the training cohort.

Specifically, first, the miRNA expression levels of the training cohort and the validation cohort obtained in the preceding Reference Examples were combined and normalized by quantile normalization.

Next, genes for diagnosis were selected using the training cohort. Here, in order to acquire diagnostic markers with higher reliability, only genes having the expression level of 26 or higher in 50% or more of the samples in either of the pancreatic cancer patient group of the training cohort or the healthy subject group of the training cohort were selected. In order to further acquire statistically significant genes for discriminating a pancreatic cancer patient group from a healthy subject group, the P value obtained by two-tailed t-test assuming equal variance as to each gene expression level was corrected by the Bonferroni method, and genes that satisfied p<0.01 were acquired as gene markers for use in explanatory variables of a discriminant and described in Table 2.

In this way, hsa-miR-6893-5p, hsa-miR-6075, hsa-miR-6820-5p, hsa-miR-4294, hsa-miR-6729-5p, hsa-miR-4476, hsa-miR-6836-3p, hsa-miR-6765-3p, hsa-miR-6799-5p, hsa-miR-4530, hsa-miR-7641, hsa-miR-4454, hsa-miR-615-5p, hsa-miR-8073, hsa-miR-663a, hsa-miR-4634, hsa-miR-4450, hsa-miR-4792, hsa-miR-665, hsa-miR-7975, hsa-miR-7109-5p, hsa-miR-6789-5p, hsa-miR-4497, hsa-miR-6877-5p, hsa-miR-6880-5p, hsa-miR-7977, hsa-miR-4734, hsa-miR-6821-5p, hsa-miR-8089, hsa-miR-5585-3p, hsa-miR-6085, hsa-miR-6845-5p, hsa-miR-4651, hsa-miR-4433-3p, hsa-miR-1231, hsa-miR-4665-5p, hsa-miR-7114-5p, hsa-rni.R-1238-5p, hsa-miR-8069, hsa-miR-4732-5p, hsa-miR-619-5p, hsa-miR-3622a-5p, hsa-miR-1260a, hsa-miR-6741-5p, hsa-miR-6781-5p, hsa-miR-6125, hsa-miR-6805-5p, hsa-miR-6132, hsa-miR-6872-3p, hsa-miR-6875-5p, hsa-miR-1908-3p, hsa-miR-4433h-3p, hsa-miR-4736, hsa-miR-5100, hsa-miR-6724-5p, hsa-miR-7107-5p, hsa-miR-6726-5p, hsa-miR-3185, hsa-miR-4638-5p, hsa-miR-1273g-3p, hsa-miR-6778-5p, hsa-miR-328-5p, hsa-miR-3679-3p, hsa-miR-1228-3p, hsa-miR-6779-5p, hsa-miR-4723-5p, hsa-miR-6850-5p, hsa-miR-760, hsa-miR-7704, hsa-miR-8072, hsa-miR-4486, hsa-miR-1913, hsa-miR-4656, hsa-miR-1260h, hsa-miR-7106-5p, hsa-miR-6889-5p, hsa-miR-6780h-5p, hsa-miR-6090, hsa-miR-4534, hsa-miR-4449, hsa-miR-5195-3p, hsa-miR-1202, hsa-miR-4467, hsa-miR-6515-3p, hsa-miR-4281, hsa-miR-4505, hsa-miR-4484, hsa-miR-6805-3p, hsa-miR-3135b, hsa-miR-3162-5p, hsa-miR-6768-5p, hsa-miR-6721-5p, hsa-miR-1227-5p, hsa-miR-6722-3p, hsa-miR-4286, hsa-miR-4746-3p, hsa-miR-6727-5p, hsa-miR-6816-5p, hsa-miR-4741, hsa-miR-4508, hsa-miR-940, hsa-miR-4327, hsa-miR-4665-3p, hsa-miR-718, hsa-miR-125a-3p, hsa-miR-204-3p, hsa-miR-1469, hsa-miR-575, hsa-miR-150-3p, hsa-miR-423-5p, hsa-miR-564, hsa-miR-3188, hsa-miR-1246, hsa-miR-602, hsa-miR-1290, hsa-miR-16-5p, hsa-miR-451a, hsa-miR-24-3p, hsa-miR-187-5p, hsa-miR-1908-5p, hsa-miR-371a-5p, and hsa-miR-550a-5p genes, and the nucleotide sequences of SEQ ID NOs: 1 to 122 related thereto were found.

A discriminant for determining the presence or absence of pancreatic cancer was further prepared by Fisher's discriminant analysis with the expression levels of these genes as indicators. Specifically, any newly found polynucleotide consisting of a nucleotide sequence represented by any of SEQ ID NOs: 1 to 104 among the 122 genes selected in the training cohort was input to Formula 2 above to prepare a discriminant. Calculated accuracy, sensitivity, and specificity are shown in Table 3. In this respect, a discriminant coefficient and a constant term are shown in Table 4.

Next, accuracy, sensitivity, and specificity in the validation cohort were calculated using the discriminant thus prepared, and the discriminant performance of the selected polynucleotides was validated using independent samples (Table 3), For example, the expression level measurement value of the nucleotide sequence represented by SEQ ID NO: 1 was compared between the healthy subjects(So persons) and the pancreatic cancer patients (33 persons) in the validation cohort. As a result, the gene expression level measurement values in the training cohort were found to be significantly lower in the pancreatic cancer patient group than in the healthy subject group (see the left diagram of FIG. 2), These results were also reproducible in the validation cohort (see the right diagram of FIG. 2). Likewise, the results obtained about the other polynucleotides shown in SEQ ID NOs: 1 to 122 showed that the gene expression level measurement values were significantly lower (−) or higher (+) in the pancreatic cancer patient group than in the healthy subject group (Table 2). These results were able to be validated in the validation cohort. For example, as for this nucleotide sequence represented by SEQ ID NO: 1, the number of correctly or incorrectly identified samples in the detection of pancreatic cancer was calculated using the threshold (8.02) that was set in the training cohort and discriminated between the two groups. As a result, 30 true positives, 49 true negatives, 1 false positive, and 3 false negatives were obtained. From these values, 95% accuracy, 91% sensitivity, and 98% specificity were obtained as the detection performance. In this way, the detection performance was calculated as to all of the polynucleotides shown in SEQ ID NOs: 1 to 122, and described in Table 3. Among the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 104 shown in Table 2, for example, 14 polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 4, 5, 7, 9, 11, 18, 21, 22, 24, 25, 35, and 46 exhibited sensitivity of 87.9%, 90.9%, 87.9%, 81.8%, 90.9%, 78.8%, 78.8%, 78.8%, 84.8%, 78.8%, 81.8%, 81.8%, 93.9%, and 81.8%, respectively, in the validation cohort (Table 3). Also, these polynucleotides were able to correctly identify one stage 1 pancreatic cancer sample contained in the validation cohort as a pancreatic cancer sample. Furthermore, these polynucleotides were able to correctly discriminate pancreatic cancer as to any of the tumors occupying the head, the body, and the tail of the pancreas in the validation cohort, and, particularly, were able to detect tumors even in the tail of the pancreas, which are prone to delayed diagnosis. As seen from Comparative Example mentioned later, the existing markers CEA and CA19-9 had sensitivity of 45.5% and 75.8%, respectively, in the validation cohort (Table 5), demonstrating that, for example, the 14 polynucleotides consisting of the nucleotide sequences represented by SEQ ID Nos: 1, 2, 4, 5, 7, 9, 11, 18, 21, 22, 24, 25, 35, and 46 can discriminate, each alone, pancreatic cancer in the validation cohort with sensitivity beyond CA19-9.

Example 2

<Method A for Evaluating Pancreatic Cancer Discriminant Performance by Cotribination of Plurality of Gene Markers Using Samples in the Validation Cohort>

In this Example, a method for evaluating pancreatic cancer discriminant performance by a combination of the gene markers selected in Example 1 was studied.

Specifically, Fisher's discriminant analysis was conducted as to 7,228 combinations of two expression level measurement values comprising at least one or more of the expression level measurement values of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ II) NOs: 1 to 104 among the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122 selected in Example 1, to construct a discriminant for determining the presence or absence of pancreatic cancer. Next, accuracy, sensitivity, and specificity in the validation cohort were calculated using the discriminant thus prepared, and the discriminant performance of the selected polynucleotides was validated using independent samples. For example, the expression level measurement values of the nucleotide sequences represented by SEQ ID NO: 1 and SEQ ID NO: 2 were compared between the healthy subjects (50 persons) and the pancreatic cancer patients (33 persons) in the validation cohort. As a result, a scatter diagram that significantly separated the expression level measurement values of the pancreatic cancer patient group from those of the healthy subject group was obtained in the training cohort (see the left diagram of FIG. 3). These results were also reproducible in the validation cohort (see the right diagram of FIG. 3). Likewise, a scatter diagram that significantly separated the gene expression level measurement values of the pancreatic cancer patient group from those of the healthy subject group was also obtained as to the other combinations of two expression level measurement values comprising at least one or more of the expression level measurement values of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 104 among the polynucleotides consisting of the nucleotide sequences represented by SEQ NOs: 1 to 122. These results were able to be validated in the validation cohort. For example, as for these nucleotide sequences represented by SEQ ID NO: 1 and SEQ NO: 2, the number of samples that were correctly or incorrectly identified pancreatic cancer was calculated using the threshold (0=1.74x+y+5.14) that was set in the training cohort and discriminated between the two groups. As a result, 30 true positives, 49 true negatives, 1 false positive, and 3 false negatives were obtained. From these values, 95% accuracy, 91% sensitivity, and 98% specificity were obtained as the detection performance. In this way, the detection performance was calculated for the combinations of two expression level measurement values comprising at least one or more of the expression level measurement values of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 104 among the polynucleotides consisting of the nucleotide sequences represented by SEQ NOs: 1 to 122, and the 2,619 combinations that showed sensitivity better than the sensitivity (75.8%) of the existing marker in the validation cohort, were described in Table 6.

The discriminant analysis for pancreatic cancer in the validation cohort was performed using the 7,228 combinations of the expression level measurement values of the polynucleotides. As a result, for example, the combinations of the expression level measurement values of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 2 and 105, SEQ ID NOs: 18 and 105, SEQ ID NOs: 46 and 105, and SEQ ID NOs: 55 and 105 exhibited sensitivity of 100%, 100%, and 100%, respectively, in the validation cohort. In this way, the 2,691 combinations of the expression level measurement values of the polynucleotides having sensitivity beyond the existing marker CA19-9 (Table 5) were obtained in the validation cohort. All of the nucleotide sequences 1 to 122 described in Table 2 obtained in Example 1 were employed at least once in these combinations. These results demonstrated that the combinations of two expression level measurement values comprising at least one or more of the expression level measurement values of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122 can detect pancreatic cancer with sensitivity beyond CA19-9 in the validation cohort.

Thus, markers capable of detecting pancreatic cancer with excellent sensitivity are obtained even if 3, 4, 5, 6, 7, 8, 9, 10 or more of the expression level measurement values of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122 are combined. For example, the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122 selected in Example 1 were ranked in the descending order of their P values which indicate statistical significance, and detection performance was calculated using combinations of one or more miRNAs to which the miRNAs were added one by one from the top to the bottom according to the rank. As a result, the sensitivity in the validation cohort was 87.9% for 2 miRNAs, 90.9% for 3 miRNAs, 100% for 5 miRNAs, 100% for 10 miRNAs, 100% for 20 miRNAs, 100% for 50 miRNAs, 100% for 100 miRNAs, and 100% for 122 miRNAs. These values of the sensitivity were higher than the sensitivity of the existing tumor marker in blood, demonstrating that even combinations of a plurality of the miRNAs can serve as excellent markers for the detection of pancreatic cancer. In this context, the combinations of a plurality of the miRNAs are not limited to the combinations of the miRNAs added in the order of statistically significant difference as described above, and any combination of a plurality of the miRNAs can be used in the detection of pancreatic cancer.

From these results, it can be concluded that all of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122 serve as excellent ding,nosti cmarkers

Tables 2, 3, 4, 5, and 6 mentioned above are as follows.

TABLE 2

Expression level in

P value after

pancreatic cancer

SEQ

Bonferroni

patient relative

ID NO:

Gene name

correction

to healthy subject

1

hsa-miR-6893-5p

7.19E−46

2

hsa-miR-6075

1.91E−29

+

3

hsa-miR-6820-5p

1.78E−27

4

hsa-miR-4294

3.27E−27

5

hsa-miR-6729-5p

6.76E−26

+

6

hsa-miR-4476

8.49E−25

7

hsa-miR-6836-3p

1.97E−22

+

8

hsa-miR-6765-3p

4.75E−22

9

hsa-miR-6799-5p

5.00E−19

10

hsa-miR-4530

9.09E−19

11

hsa-miR-7641

7.84E−18

12

hsa-miR-4454

1.29E−17

13

hsa-miR-615-5p

3.14E−17

14

hsa-miR-8073

3.61E−17

+

15

hsa-miR-663a

1.72E−16

+

16

hsa-miR-4634

2.55E−16

+

17

hsa-miR-4450

3.14E−16

18

hsa-miR-4792

3.80E−16

+

19

hsa-miR-665

7.86E−16

+

20

hsa-miR-7975

8.48E−15

21

hsa-miR-7109-5p

3.23E−14

22

hsa-miR-6789-5p

4.58E−13

+

23

hsa-miR-4497

5.38E−13

24

hsa-miR-6877-5p

5.58E−13

25

hsa-miR-6880-5p

6.14E−13

26

hsa-miR-7977

6.28E−13

27

hsa-miR-4734

6.79E−13

+

28

hsa-miR-6821-5p

8.22E−13

29

hsa-miR-8089

9.61E−13

30

hsa-miR-5585-3p

1.38E−12

+

31

hsa-miR-6085

4.32E−12

32

hsa-miR-6845-5p

1.41E−11

+

33

hsa-miR-4651

1.53E−11

34

hsa-miR-4433-3p

5.65E−11

+

35

hsa-miR-1231

1.38E−10

+

36

hsa-miR-4665-5p

2.54E−10

37

hsa-miR-7114-5p

5.73E−10

38

hsa-miR-1238-5p

6.26E−10

+

39

hsa-miR-8069

7.39E−10

+

40

hsa-miR-4732-5p

8.03E−10

+

41

hsa-miR-619-5p

2.23E−09

+

42

hsa-miR-3622a-5p

2.53E−09

43

hsa-miR-1260a

3.84E−09

44

hsa-miR-6741-5p

6.57E−09

45

hsa-miR-6781-5p

6.86E−09

+

46

hsa-miR-6125

7.51E−09

+

47

hsa-miR-6805-5p

8.71E−09

+

48

hsa-miR-6132

1.71E−08

49

hsa-miR-6872-3p

1.74E−08

50

hsa-miR-6875-5p

2.76E−08

+

51

hsa-miR-1908-3p

2.77E−08

+

52

hsa-miR-4433b-3p

5.12E−08

+

53

hsa-miR-4736

5.45E−08

+

54

hsa-miR-5100

7.94E−08

55

hsa-miR-6724-5p

9.14E−08

+

56

hsa-miR-7107-5p

9.80E−08

57

hsa-miR-6726-5p

2.49E−07

58

hsa-miR-3185

2.57E−07

+

59

hsa-miR-4638-5p

6.78E−07

60

hsa-miR-1273g-3p

6.87E−07

+

61

hsa-miR-6778-5p

6.95E−07

+

62

hsa-miR-328-5p

7.01E−07

63

hsa-miR-3679-3p

7.68E−07

+

64

hsa-miR-1228-3p

9.27E−07

+

65

hsa-miR-6779-5p

1.28E−06

66

hsa-miR-4723-5p

1.35E−06

67

hsa-miR-6850-5p

1.68E−06

+

68

hsa-miR-760

1.69E−06

69

hsa-miR-7704

1.82E−06

70

hsa-miR-8072

5.28E−06

+

71

hsa-miR-4486

8.48E−06

+

72

hsa-miR-1913

1.02E−05

+

73

hsa-miR-4656

1.36E−05

+

74

hsa-miR-1260b

3.21E−05

75

hsa-miR-7106-5p

3.55E−05

76

hsa-miR-6889-5p

4.00E−05

77

hsa-miR-6780b-5p

4.32E−05

+

78

hsa-miR-6090

5.02E−05

+

79

hsa-miR-4534

1.36E−04

80

hsa-miR-4449

1.63E−04

+

81

hsa-miR-5195-3p

1.70E−04

82

hsa-miR-1202

1.83E−04

83

hsa-miR-4467

7.51E−04

+

84

hsa-miR-6515-3p

8.23E−04

+

85

hsa-miR-4281

8.83E−04

86

hsa-miR-4505

8.88E−04

87

hsa-miR-4484

9.98E−04

+

88

hsa-miR-6805-3p

1.04E−03

+

89

hsa-miR-3135b

1.11E−03

90

hsa-miR-3162-5p

1.26E−03

91

hsa-miR-6768-5p

1.45E−03

92

hsa-miR-6721-5p

1.57E−03

+

93

hsa-miR-1227-5p

1.65E−03

+

94

hsa-miR-6722-3p

1.66E−03

+

95

hsa-miR-4286

1.73E−03

96

hsa-miR-4746-3p

1.83E−03

+

97

hsa-miR-6727-5p

3.32E−03

98

hsa-miR-6816-5p

4.09E−03

+

99

hsa-miR-4741

4.57E−03

+

100

hsa-miR-4508

6.50E−03

+

101

hsa-miR-940

7.02E−03

102

hsa-miR-4327

7.54E−03

103

hsa-miR-4665-3p

7.88E−03

+

104

hsa-miR-718

9.73E−03

+

105

hsa-miR-125a-3p

2.01E−50

106

hsa-miR-204-3p

1.58E−30

107

hsa-miR-1469

1.67E−28

+

108

hsa-miR-575

1.50E−26

109

hsa-miR-150-3p

7.09E−23

110

hsa-miR-423-5p

4.74E−21

111

hsa-miR-564

2.56E−10

112

hsa-miR-3188

2.93E−09

+

113

hsa-miR-1246

3.33E−08

+

114

hsa-miR-602

1.67E−06

+

115

hsa-miR-1290

3.00E−06

+

116

hsa-miR-16-5p

3.74E−06

117

hsa-miR-451a

1.28E−05

118

hsa-miR-24-3p

4.71E−05

119

hsa-miR-187-5p

1.11E−04

120

hsa-miR-1908-5p

4.29E−04

+

121

hsa-miR-371a-5p

1.56E−03

122

hsa-miR-550a-5p

8.60E−03

+

TABLE 3

Training cohort

Validation cohort

Accu-

Sensi-

Speci-

Accu-

Sensi-

Speci-

SEQ

racy

tivity

ficity

racy

tivity

ficity

ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

1

95.8

94

97

92.8

87.9

96

2

88.6

74.6

98

96.4

90.9

100

3

90.4

85.1

94

78.3

66.7

86

4

86.8

74.6

95

88

87.9

88

5

88

85.1

90

84.3

81.8

86

6

86.2

73.1

95

81.9

69.7

90

7

91.6

86.6

95

92.8

90.9

94

8

85

73.1

93

84.3

69.7

94

9

85

80.6

88

83.1

78.8

86

10

83.2

77.6

87

79.5

75.8

82

11

79

68.7

86

81.9

78.8

84

12

81.9

71.2

89

80.7

66.7

90

13

82

77.6

85

81.9

72.7

88

14

82

65.7

93

78.3

54.5

94

15

83.2

64.2

96

85.5

66.7

98

16

80.8

73.1

86

74.7

63.6

82

17

83.8

65.7

96

81.9

72.7

88

18

85

77.6

90

89.2

78.8

96

19

79.6

64.2

90

81.9

63.6

94

20

75.4

64.2

83

73.5

51.5

88

21

76.6

70.1

81

81.9

84.8

80

22

77.8

62.7

88

83.1

78.8

86

23

75.4

58.2

87

65.9

46.9

78

24

76

59.7

87

83.1

81.8

84

25

80.8

67.2

90

86.7

81.8

90

26

76.6

61.2

87

73.5

48.5

90

27

77.2

62.7

87

75.9

51.5

92

28

76

65.7

83

71.1

69.7

72

29

76

62.7

85

74.7

63.6

82

30

79.6

68.7

87

83.1

63.6

96

31

76

62.7

85

74.7

72.7

76

32

79

64.2

89

71.1

48.5

86

33

78.4

58.2

92

80.7

60.6

94

34

79

74.6

82

75.9

66.7

82

35

77.8

61.2

89

88

93.9

84

36

76

59.7

87

69.9

51.5

82

37

74.9

61.2

84

79.5

63.6

90

38

77.8

52.2

95

78.3

51.5

96

39

74.9

52.2

90

83.1

66.7

94

40

79.6

56.7

95

75.9

54.5

90

41

76

56.7

89

75.9

45.5

96

42

78.4

53.7

95

78.3

66.7

86

43

75.4

61.2

85

68.7

36.4

90

44

77.8

61.2

89

75.9

57.6

88

45

71.9

59.7

80

69.9

54.5

80

46

75.4

62.7

84

84.3

81.8

86

47

71.3

50.7

85

68.7

45.5

84

48

75.4

56.7

88

73.5

48.5

90

49

72.5

53.7

85

66.3

39.4

84

50

68.9

49.3

82

75.6

68.8

80

51

77.2

62.7

87

78.3

66.7

86

52

78.4

70.1

84

72.3

63.6

78

53

74.9

55.2

88

73.5

51.5

88

54

74.9

53.7

89

72.3

51.5

86

55

73.7

56.7

85

74.7

63.6

82

56

72.5

56.7

83

67.5

54.5

76

57

74.9

47.8

93

78.3

54.5

94

58

75.4

56.7

88

81.9

72.7

88

59

75.4

55.2

89

75.9

57.6

88

60

74.3

46.3

93

71.1

39.4

92

61

74.3

52.2

89

72.3

42.4

92

62

71.3

64.2

76

69.9

57.6

78

63

67.1

47.8

80

61.4

42.4

74

64

74.3

59.7

84

74.7

66.7

80

65

71.9

55.2

83

79.5

66.7

88

66

77.8

64.2

87

81.9

75.8

86

67

70.1

47.8

85

75.9

69.7

80

68

69.5

46.3

85

68.7

45.5

84

69

74.9

62.7

83

63.9

54.5

70

70

77.2

59.7

89

71.1

60.6

78

71

70.7

46.3

87

72.3

42.4

92

72

70.7

50.7

84

65.9

39.4

83.7

73

72.5

47.8

89

69.9

33.3

94

74

71.3

44.8

89

71.1

45.5

88

75

71.9

50.7

86

78.3

69.7

84

76

65.3

37.3

84

65.1

30.3

88

77

71.9

50.7

86

75.3

58.1

86

78

68.3

56.7

76

68.7

66.7

70

79

74.9

53.7

89

79.5

69.7

86

80

70.1

43.3

88

75.9

54.5

90

81

71.7

51.5

85

75.9

57.6

88

82

65.3

40.3

82

74.7

60.6

84

83

65.9

38.8

84

77.1

63.6

86

84

66.5

43.3

82

60.2

36.4

76

85

66.5

46.3

80

74.7

45.5

94

86

71.9

44.8

90

67.5

36.4

88

87

64.7

41.8

80

65.1

36.4

84

88

64.7

40.3

81

67.5

45.5

82

89

71.9

47.8

88

77.1

57.6

90

90

70.7

41.8

90

72.3

45.5

90

91

70.7

43.3

89

69.9

42.4

88

92

68.9

50.7

81

68.7

57.6

76

93

62.9

38.8

79

69.9

51.5

82

94

68.3

35.8

90

78.3

63.6

88

95

66.5

41.8

83

60.2

27.3

82

96

70.1

44.8

87

79.5

60.6

78

97

73.7

49.3

90

69.9

45.5

84

98

75.3

57.6

87

77.1

60.6

86

99

67.7

43.3

84

73.5

54.5

82

100

64.1

28.4

88

63.9

39.4

90

101

62.9

31.3

84

62.7

27.3

94

102

68.9

43.3

86

66.3

24.2

84

103

72.5

46.3

90

74.7

63.6

82

104

70.1

44.8

87

68.7

45.5

86

TABLE 4

SEQ

Discriminant

Constant

ID NO:

coefficient

term

1

2.460

19.714

2

2.382

21.068

3

3.095

21.899

4

2.352

23.243

5

7.904

99.660

6

1.427

9.523

7

2.999

26.661

8

1.567

13.180

9

4.320

34.683

10

2.347

21.497

11

1.240

8.775

12

2.099

24.008

13

2.507

16.240

14

2.542

16.656

15

3.003

30.919

16

5.690

56.064

17

1.236

6.777

18

1.762

12.038

19

2.603

19.023

20

1.993

19.451

21

5.292

39.055

22

4.377

43.459

23

2.108

26.455

24

3.957

28.165

25

2.128

15.182

26

1.961

18.889

27

4.907

58.675

28

4.501

38.362

29

3.320

21.613

30

1.615

9.456

31

5.158

53.443

32

3.419

32.836

33

4.112

44.623

34

3.556

26.261

35

3.089

20.506

36

2.763

26.001

37

4.150

28.312

38

2.643

17.528

39

5.818

74.782

40

1.432

9.710

41

1.548

12.083

42

3.016

17.886

43

2.295

15.780

44

3.562

24.535

45

4.999

52.068

46

4.621

55.322

47

5.752

65.582

48

3.690

28.014

49

2.300

13.896

50

3.446

30.899

51

2.754

19.334

52

3.342

26.922

53

2.877

17.377

54

2.361

24.174

55

3.775

37.577

56

4.572

35.653

57

2.278

22.355

58

1.996

14.097

59

1.651

10.003

60

2.120

16.586

61

2.027

16.365

62

4.550

49.932

63

3.688

22.416

64

4.384

27.791

65

5.587

39.777

66

2.642

23.269

67

4.993

56.756

68

2.773

24.275

69

6.973

96.404

70

4.314

53.140

71

2.482

17.866

72

3.669

22.882

73

3.449

25.517

74

2.141

18.183

75

2.787

16.795

76

2.574

18.040

77

3.025

26.735

78

6.736

87.662

79

2.855

19.214

80

3.280

21.398

81

3.072

21.250

82

3.225

21.272

83

1.954

19.003

84

4.310

29.038

85

3.905

45.270

86

4.055

33.489

87

2.767

31.507

88

2.531

18.803

89

2.479

19.469

90

2.939

21.665

91

3.025

28.509

92

3.753

28.267

93

6.207

58.913

94

5.548

47.238

95

2.358

17.589

96

2.487

16.190

97

5.449

69.434

98

3.843

38.475

99

3.266

32.112

100

6.751

87.358

101

3.318

20.579

102

4.434

37.869

103

3.950

23.214

104

3.491

23.806

TABLE 5-1

Training cohort

Sample name

Cancer stage

CEA(ng/mL)

CA19-9(U/mL)

P01

III

5.6(+)

202.7(+) 

P05

IV

7.9(+)

2535(+)

P06

IV

5.7(+)

2381(+)

P07

IB

0.7(−)

 81.9(+)

P09

IV

1(−)

 48.6(+)

P10

IIB

3.3(−)

 85.4(+)

P11

IV

1.4(−)

8.4(−)

P12

IV

23.6(+) 

0.5(−)

P13

IV

3.8(−)

 21.5(−)

P14

IV

39.2(+) 

248000(+) 

P17

IV

282.1(+) 

77700(+) 

P18

IV

14.8(+) 

7580(+)

P19

IIB

6.1(+)

 562(+)

P21

III

1.4(−)

4690(+)

P25

IV

255.7(+) 

302.9(+) 

P26

IIB

3.9(−)

0.1(−)

P27

III

1(−)

1304(+)

P29

III

5.9(+)

 883(+)

P33

IV

3.6(−)

3.7(−)

P35

IV

3.8(−)

8600(+)

P38

IV

26.7(+) 

9080(+)

P39

IV

31.2(+) 

299000(+) 

P42

IV

4.8(−)

 14.1(−)

P43

IV

188.2(+) 

119700(+) 

P44

IV

55.3(+) 

38620(+) 

P46

IV

20.7(+) 

 10.6(−)

P47

IV

5.6(+)

107.9(+) 

P48

III

3.4(−)

285.6(+) 

P49

IIB

3.6(−)

338.8(+) 

P50

III

 11(+)

2760(+)

P52

IV

13.6(+) 

9850(+)

P53

III

8.8(+)

 891(+)

P54

III

8.4(+)

0.5(−)

P55

IV

8.1(+)

8799(+)

P56

IV

202(+) 

337900(+) 

P57

IV

1.8(−)

110.7(+) 

P59

IV

64.3(+) 

223.9(+) 

P60

IIB

2.8(−)

270.2(+) 

P61

IIB

1(−)

 29.5(−)

P62

III

32.2(+) 

1490(+)

P66

IIB

1.5(−)

0.1(−)

P68

III

5.7(+)

236.9(+) 

P71

IIB

6.2(+)

 742(+)

P72

IIB

3.2(−)

 81.4(+)

P73

IV

4.4(−)

 970(+)

P75

III

1.4(−)

 580(+)

P76

III

59.9(+) 

1279(+)

P79

IV

2.6(−)

1297(+)

P80

IV

8.4(+)

0.9(−)

P81

IV

4.1(−)

 882(+)

P83

IV

8.6(+)

2.2(−)

P84

IV

2(−)

1375(+)

P86

III

4.3(−)

17640(+) 

P87

III

6.6(+)

374.3(+) 

P88

IV

147.4(+) 

2695(+)

P89

IV

2.9(−)

2274(+)

P90

IV

7.4(+)

1986(+)

P93

IV

17.8(+) 

2771(+)

P94

III

2(−)

116.1(+) 

P95

III

3.5(−)

132.9(+) 

P96

IV

1.2(−)

2.3(−)

P97

IV

338.1(+) 

42990(+) 

P98

IV

1.5(−)

57500(+) 

P99

IV

74.1(+) 

89700(+) 

B38

IIB

0.9(−)

 19(−)

B87

III

5.7(+)

0.1(−)

P101

IV

43.2(+) 

91500(+) 

Sensitivity (%)

55.2

77.6

TABLE 5-2

Validation cohort

Sample name

Cancer stage

CEA(ng/mL)

CA19-9(U/mL)

P02

IV

1.5(−)

 569(+)

P03

III

4(−)

1116(+) 

P04

IV

4.6(−)

 5.8(−)

P08

III

3.3(−)

81.4(+)

P15

IV

12.8(+) 

47.1(+)

P16

IV

5.1(+)

181.4(+) 

P20

III

0.9(−)

13.6(−)

P22

III

0.7(−)

31.4(−)

P23

IV

7.7(+)

17080(+)

P24

III

1.7(−)

72.9(+)

P28

IV

25.1(+) 

2995(+) 

P30

IV

4.3(−)

 5.7(−)

P31

IV

2.9(−)

3375(+) 

P32

III

12.2(+) 

2955(+) 

P34

IIA

1.3(−)

66(+)

P36

III

2.7(−)

32.2(−)

P37

III

2(−)

 858(+)

P40

III

65.6(+) 

 9.6(−)

P41

IV

11.4(+) 

128080(+) 

P45

III

2(−)

410.8(+) 

P51

IV

26.1(+) 

5880(+) 

P58

IV

80.3(+) 

6510(+) 

P63

IIB

4.4(−)

5490(+) 

P65

IB

7(+)

55.3(+)

P67

IIB

2.5(−)

28.7(−)

P69

IIB

4.2(−)

 832(+)

P70

IIB

1.6(−)

71.3(+)

P74

IIA

3.2(−)

36.8(−)

P77

IV

9.5(+)

6110(+) 

P78

IV

417(+) 

971000(+) 

P82

III

6.7(+)

3730(+) 

P85

IV

5.4(+)

6960(+) 

P100

IV

240(+) 

68500(+)

Sensitivity (%)

45.5

75.8

For CEA, 5 ng/ml or lower was indicated as “−”, and, for CA19-9, 37 U/ml or lower was indicated as “−”, while values exceeding these were indicated as “+”.

TABLE 6

Training cohort

Validation cohort

Accu-

Sensi-

Speci-

Accu-

Sensi-

Speci-

SEQ

racy

tivity

ficity

racy

tivity

ficity

ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

 2_105

96.4

94

98

100

100

100

18_105

98.8

97

100

100

100

100

46_105

97.6

95.5

99

100

100

100

55_105

98.2

97

99

100

100

100

58_105

98.2

95.5

100

100

100

100

66_105

96.4

92.5

99

100

100

100

71_105

98.2

97

99

100

100

100

77_105

98.8

97

100

100

100

100

83_105

97

95.5

98

100

100

100

99_105

97

94

99

100

100

100

10_18 

96.4

91

100

100

100

100

52_105

96.4

94

98

98.8

100

98

18_109

97.6

95.5

99

98.8

100

98

18_25 

88.6

79.1

95

97.6

100

96

25_112

89.2

80.6

95

97.6

100

96

 8_109

95.8

94

97

96.4

100

94

25_58 

87.4

74.6

96

95.2

100

92

 5_105

98.2

97

99

98.8

97

100

 8_105

97.6

95.5

99

98.8

97

100

13_105

98.2

95.5

100

98.8

97

100

35_105

97.6

95.5

99

98.8

97

100

70_105

97

94

99

98.8

97

100

74_105

97

95.5

98

98.8

97

100

79_105

97.6

95.5

99

98.8

97

100

89_105

97

94

99

98.8

97

100

93_105

97

94

99

98.8

97

100

96_105

97

94

99

98.8

97

100

97_105

97.6

94

100

98.8

97

100

18_107

97

94

99

98.8

97

100

18_108

97.6

94

100

98.8

97

100

6_18

97.6

95.5

99

98.8

97

100

 4_105

97

94

99

97.6

97

98

14_105

97.6

95.5

99

97.6

97

98

21_105

97

94

99

97.6

97

98

39_105

98.2

97

99

97.6

97

98

56_105

97

95.5

98

97.6

97

98

68_105

97.6

95.5

99

97.6

97

98

94_105

97

94

99

97.6

97

98

2_16

92.2

83.6

98

97.6

97

98

 4_119

88

80.6

93

97.6

97

98

12_108

93.4

89.4

96

97.6

97

98

83_108

92.2

83.6

98

97.6

97

98

5_33

93.4

89.6

96

97.6

97

98

13_22 

91.6

88.1

94

97.6

97

98

22_105

97

94

99

96.4

97

96

2_10

92.2

83.6

98

96.4

97

96

2_22

90.4

82.1

96

96.4

97

96

34_108

95.2

89.6

99

96.4

97

96

4_45

89.8

83.6

94

95.2

97

94

37_108

91.6

86.6

95

95.2

97

94

12_109

93.4

90.9

95

95.2

97

94

13_24 

91.6

92.5

91

95.2

97

94

18_70 

88

77.6

95

95.2

97

94

25_83 

83.8

74.6

90

95.2

97

94

35_113

88.6

76.1

97

95.2

97

94

35_87 

80.8

73.1

86

95.2

97

94

 2_109

91.6

83.6

97

94

97

92

93_108

86.8

79.1

92

94

97

92

24_71 

80.2

70.1

87

94

97

92

24_35 

84.4

73.1

92

92.8

97

90

4_98

86.7

75.8

94

91.6

97

88

13_25 

91

89.6

92

91.6

97

88

35_44 

83.8

73.1

91

91.6

97

88

35_99 

77.2

65.7

85

91.6

97

88

4_58

88

77.6

95

90.4

97

86

25_35 

82

68.7

91

89.2

97

84

35_63 

80.8

71.6

87

89.2

97

84

35_97 

79.6

68.7

87

89.2

97

84

35_66 

81.4

67.2

91

88

97

82

35_121

81.4

67.2

91

88

97

82

35_94 

77.8

61.2

89

86.7

97

80

66_109

88

80.6

93

85.5

97

78

66_100

80.2

64.2

91

85.5

97

78

50_105

97

95.5

98

98.8

96.9

100

23_105

97

94

99

97.6

96.9

98

35_50 

80.2

67.2

89

89

96.9

84

1_77

95.8

91

99

96.3

96.8

96

 6_105

96.4

94

98

97.6

93.9

100

 7_105

97

94

99

97.6

93.9

100

12_105

97.6

97

98

97.6

93.9

100

15_105

96.4

94

98

97.6

93.9

100

17_105

97

94

99

97.6

93.9

100

20_105

97.6

97

98

97.6

93.9

100

25_105

96.4

94

98

97.6

93.9

100

26_105

97.6

97

98

97.6

93.9

100

27_105

97

94

99

97.6

93.9

100

31_105

96.4

92.5

99

97.6

93.9

100

33_105

97

94

99

97.6

93.9

100

34_105

95.8

92.5

98

97.6

93.9

100

40_105

96.4

94

98

97.6

93.9

100

49_105

97

97

97

97.6

93.9

100

57_105

97

94

99

97.6

93.9

100

67_105

96.4

94

98

97.6

93.9

100

81_105

97.6

95.5

99

97.6

93.9

100

88_105

97

94

99

97.6

93.9

100

90_105

97.6

95.5

99

97.6

93.9

100

98_105

96.4

93.9

98

97.6

93.9

100

 1_119

97

95.5

98

97.6

93.9

100

 2_108

95.2

88.1

100

97.6

93.9

100

2_13

91.6

82.1

98

97.6

93.9

100

2_18

91

77.6

100

97.6

93.9

100

2_34

90.4

79.1

98

97.6

93.9

100

2_35

88.6

74.6

98

97.6

93.9

100

2_37

89.8

77.6

98

97.6

93.9

100

2_52

89.8

77.6

98

97.6

93.9

100

2_58

89.2

76.1

98

97.6

93.9

100

2_62

91

80.6

98

97.6

93.9

100

2_65

89.8

79.1

97

97.6

93.9

100

2_71

89.2

76.1

98

97.6

93.9

100

 2_119

90.4

80.6

97

97.6

93.9

100

 2_120

88

76.1

96

97.6

93.9

100

 2_121

88

74.6

97

97.6

93.9

100

2_94

88.6

76.1

97

97.6

93.9

100

2_98

89.2

77.3

97

97.6

93.9

100

2_99

88.6

74.6

98

97.6

93.9

100

4_13

95.2

89.6

99

97.6

93.9

100

58_108

95.2

88.1

100

97.6

93.9

100

6_8 

94.6

91

97

97.6

93.9

100

 9_105

97

94

99

96.4

93.9

98

24_105

97

94

99

96.4

93.9

98

28_105

97

94

99

96.4

93.9

98

29_105

97

94

99

96.4

93.9

98

36_105

97

94

99

96.4

93.9

98

37_105

97.6

95.5

99

96.4

93.9

98

38_105

97

94

99

96.4

93.9

98

43_105

97

95.5

98

96.4

93.9

98

45_105

97

94

99

96.4

93.9

98

47_105

96.4

94

98

96.4

93.9

98

62_105

96.4

94

98

96.4

93.9

98

65_105

97.6

95.5

99

96.4

93.9

98

80_105

97

94

99

96.4

93.9

98

82_105

97

94

99

96.4

93.9

98

84_105

97

94

99

96.4

93.9

98

85_105

96.4

94

98

96.4

93.9

98

86_105

97

94

99

96.4

93.9

98

92_105

95.8

92.5

98

96.4

93.9

98

102_105 

97

94

99

96.4

93.9

98

1_20

95.2

92.5

97

96.4

93.9

98

2_6 

93.4

88.1

97

96.4

93.9

98

 2_112

87.4

74.6

96

96.4

93.9

98

2_45

90.4

79.1

98

96.4

93.9

98

2_80

88.6

74.6

98

96.4

93.9

98

2_81

88.6

75.8

97

96.4

93.9

98

2_88

90.4

79.1

98

96.4

93.9

98

13_107

96.4

91

100

96.4

93.9

98

4_18

89.8

77.6

98

96.4

93.9

98

5_19

92.2

85.1

97

96.4

93.9

98

7_34

91.6

83.6

97

96.4

93.9

98

16_105

97.6

95.5

99

95.2

93.9

96

51_105

97

94

99

95.2

93.9

96

75_105

97.6

95.5

99

95.2

93.9

96

78_105

97

94

99

95.2

93.9

96

100_105 

97.6

95.5

99

95.2

93.9

96

104_105 

97

94

99

95.2

93.9

96

1_2 

96.4

92.5

99

95.2

93.9

96

1_12

95.8

92.4

98

95.2

93.9

96

1_37

95.2

94

96

95.2

93.9

96

2_21

90.4

77.6

99

95.2

93.9

96

2_67

89.2

77.6

97

95.2

93.9

96

2_78

89.2

79.1

96

95.2

93.9

96

 2_103

89.8

77.6

98

95.2

93.9

96

37_107

92.2

86.6

96

95.2

93.9

96

35_108

92.2

82.1

99

95.2

93.9

96

71_108

94.6

89.6

98

95.2

93.9

96

5_44

91

86.6

94

95.2

93.9

96

5_57

91.6

83.6

97

95.2

93.9

96

7_12

91.6

87.9

94

95.2

93.9

96

7_94

92.2

83.6

98

95.2

93.9

96

18_24 

88.6

80.6

94

95.2

93.9

96

25_98 

84.3

75.8

90

95.2

93.9

96

30_35 

86.2

80.6

90

95.2

93.9

96

 3_105

95.8

94

97

94

93.9

94

2_54

89.2

77.6

97

94

93.9

94

 5_107

94

91

96

94

93.9

94

 4_112

88.6

76.1

97

94

93.9

94

74_108

91.6

86.6

95

94

93.9

94

5_18

91

80.6

98

94

93.9

94

5_30

95.8

94

97

94

93.9

94

7_18

93.4

86.6

98

94

93.9

94

7_37

90.4

83.6

95

94

93.9

94

13_42 

89.8

85.1

93

94

93.9

94

22_24 

86.8

82.1

90

94

93.9

94

35_115

82.6

70.1

91

94

93.9

94

12_107

95.2

93.9

96

92.8

93.9

92

4_12

91

84.8

95

92.8

93.9

92

4_44

88

76.1

96

92.8

93.9

92

4_75

84.4

73.1

92

92.8

93.9

92

 4_120

86.8

76.1

94

92.8

93.9

92

4_97

89.2

82.1

94

92.8

93.9

92

13_108

93.4

89.6

96

92.8

93.9

92

97_108

95.2

94

96

92.8

93.9

92

5_31

91.6

88.1

94

92.8

93.9

92

5_66

91

86.6

94

92.8

93.9

92

5_80

86.8

73.1

96

92.8

93.9

92

 6_112

93.4

91

95

92.8

93.9

92

 7_119

91.6

86.6

95

92.8

93.9

92

9_35

83.8

73.1

91

92.8

93.9

92

10_13 

90.4

88.1

92

92.8

93.9

92

18_35 

84.4

73.1

92

92.8

93.9

92

22_120

83.8

73.1

91

92.8

93.9

92

25_81 

81.9

71.2

89

92.8

93.9

92

35_112

79

65.7

88

92.8

93.9

92

4_26

88.6

79.1

95

91.6

93.9

90

4_49

90.4

82.1

96

91.6

93.9

90

4_63

88.6

80.6

94

91.6

93.9

90

4_71

88.6

79.1

95

91.6

93.9

90

37_109

89.2

80.6

95

91.6

93.9

90

7_13

93.4

92.5

94

91.6

93.9

90

10_112

94

89.6

97

91.6

93.9

90

13_35 

88.6

82.1

93

91.6

93.9

90

18_22 

87.4

82.1

91

91.6

93.9

90

22_98 

84.9

77.3

90

91.6

93.9

90

24_93 

82

73.1

88

91.6

93.9

90

25_120

88.6

83.6

92

91.6

93.9

90

35_47 

80.2

70.1

87

91.6

93.9

90

35_65 

80.2

70.1

87

91.6

93.9

90

34_107

91.6

91

92

90.4

93.9

88

4_20

91

83.6

96

90.4

93.9

88

4_34

87.4

80.6

92

90.4

93.9

88

4_46

88

76.1

96

90.4

93.9

88

4_65

89.8

82.1

95

90.4

93.9

88

4_89

89.8

80.6

96

90.4

93.9

88

13_66 

86.8

82.1

90

90.4

93.9

88

24_112

87.4

80.6

92

90.4

93.9

88

24_83 

80.2

67.2

89

90.4

93.9

88

24_96 

82.6

73.1

89

90.4

93.9

88

25_119

84.4

79.1

88

90.4

93.9

88

25_96 

82.6

68.7

92

90.4

93.9

88

31_119

84.4

76.1

90

90.4

93.9

88

35_53 

79.6

64.2

90

90.4

93.9

88

35_55 

79.6

59.7

93

90.4

93.9

88

35_119

80.8

68.7

89

90.4

93.9

88

35_98 

82.5

69.7

91

90.4

93.9

88

 4_109

88

77.6

95

89.2

93.9

86

20_109

94.6

92.5

96

89.2

93.9

86

22_35 

83.2

74.6

89

89.2

93.9

86

22_58 

83.2

71.6

91

89.2

93.9

86

22_100

83.2

74.6

89

89.2

93.9

86

35_89 

82.6

70.1

91

89.2

93.9

86

35_92 

80.8

64.2

92

89.2

93.9

86

4_52

86.8

76.1

94

88

93.9

84

10_35 

89.8

83.6

94

88

93.9

84

25_52 

88

79.1

94

88

93.9

84

35_80 

80.8

65.7

91

88

93.9

84

35_83 

77.8

59.7

90

88

93.9

84

35_72 

80.2

65.7

90

87.8

93.9

83.7

26_109

92.8

89.6

95

86.7

93.9

82

22_83 

82

70.1

90

86.7

93.9

82

25_99 

83.2

71.6

91

86.7

93.9

82

35_79 

79

64.2

89

86.7

93.9

82

10_52 

90.4

86.6

93

85.5

93.9

80

25_79 

81.4

68.7

90

85.5

93.9

80

1_23

97

95.5

98

96.3

93.8

98

4_50

86.2

73.1

95

90.2

93.8

88

3_77

92.2

83.6

98

95.1

93.5

96

11_105

97

94

99

96.4

90.9

100

19_105

95.8

94

97

96.4

90.9

100

30_105

97.6

95.5

99

96.4

90.9

100

41_105

96.4

94

98

96.4

90.9

100

44_105

97

94

99

96.4

90.9

100

48_105

97

94

99

96.4

90.9

100

60_105

97

94

99

96.4

90.9

100

73_105

96.4

94

98

96.4

90.9

100

87_105

97

94

99

96.4

90.9

100

1_13

97

94

99

96.4

90.9

100

1_61

97

95.5

98

96.4

90.9

100

2_7 

92.8

83.6

99

96.4

90.9

100

2_15

94

86.6

99

96.4

90.9

100

2_19

92.2

83.6

98

96.4

90.9

100

2_24

91

82.1

97

96.4

90.9

100

2_25

90.4

80.6

97

96.4

90.9

100

2_30

90.4

82.1

96

96.4

90.9

100

2_44

89.8

79.1

97

96.4

90.9

100

2_46

88.6

74.6

98

96.4

90.9

100

2_53

91.6

80.6

99

96.4

90.9

100

2_55

88.6

74.6

98

96.4

90.9

100

2_63

91

80.6

98

96.4

90.9

100

2_66

88.6

74.6

98

96.4

90.9

100

2_70

88.6

74.6

98

96.4

90.9

100

2_73

90.4

80.6

97

96.4

90.9

100

2_74

89.2

77.6

97

96.4

90.9

100

 2_118

89.2

77.6

97

96.4

90.9

100

2_85

88

74.6

97

96.4

90.9

100

2_87

89.8

80.6

96

96.4

90.9

100

2_89

89.8

77.6

98

96.4

90.9

100

2_90

89.2

76.1

98

96.4

90.9

100

2_92

88.6

74.6

98

96.4

90.9

100

2_93

88.6

74.6

98

96.4

90.9

100

2_96

88.6

76.1

97

96.4

90.9

100

 2_100

88

74.6

97

96.4

90.9

100

32_105

95.8

92.5

98

95.2

90.9

98

42_105

97

94

99

95.2

90.9

98

53_105

96.4

94

98

95.2

90.9

98

54_105

96.4

94

98

95.2

90.9

98

63_105

97

94

99

95.2

90.9

98

64_105

96.4

94

98

95.2

90.9

98

69_105

97

94

99

95.2

90.9

98

76_105

97

94

99

95.2

90.9

98

91_105

97

94

99

95.2

90.9

98

103_105 

97

94

99

95.2

90.9

98

 1_108

97

95.5

98

95.2

90.9

98

1_18

97

92.5

100

95.2

90.9

98

1_30

95.2

91

98

95.2

90.9

98

1_36

96.4

94

98

95.2

90.9

98

 1_120

96.4

94

98

95.2

90.9

98

2_5 

91

80.6

98

95.2

90.9

98

2_14

92.8

83.6

99

95.2

90.9

98

2_28

93.4

85.1

99

95.2

90.9

98

2_41

91

82.1

97

95.2

90.9

98

 2_116

89.2

77.6

97

95.2

90.9

98

 2_117

89.2

77.6

97

95.2

90.9

98

2_82

90.4

77.6

99

95.2

90.9

98

2_84

91

80.6

98

95.2

90.9

98

 2_104

91

80.6

98

95.2

90.9

98

4_30

88.6

77.6

96

95.2

90.9

98

4_87

91

79.1

99

95.2

90.9

98

 8_108

96.4

92.5

99

95.2

90.9

98

98_108

95.2

87.9

100

95.2

90.9

98

5_13

92.2

86.6

96

95.2

90.9

98

7_52

91

82.1

97

95.2

90.9

98

8_10

94.6

89.6

98

95.2

90.9

98

18_110

95.8

94

97

95.2

90.9

98

18_111

89.2

79.1

96

95.2

90.9

98

19_35 

86.8

77.6

93

95.2

90.9

98

19_58 

89.8

83.6

94

95.2

90.9

98

72_105

96.4

94

98

95.1

90.9

98

1_4 

95.8

94

97

94

90.9

96

1_8 

96.4

94

98

94

90.9

96

 1_110

96.4

94

98

94

90.9

96

1_14

97

94

99

94

90.9

96

1_22

95.8

95.5

96

94

90.9

96

1_25

95.8

94

97

94

90.9

96

1_26

94.6

91

97

94

90.9

96

1_35

97

95.5

98

94

90.9

96

1_40

96.4

94

98

94

90.9

96

 1_112

95.8

91

99

94

90.9

96

1_43

95.2

91

98

94

90.9

96

1_49

95.8

92.5

98

94

90.9

96

 1_113

95.8

92.5

98

94

90.9

96

1_52

97

94

99

94

90.9

96

1_55

96.4

94

98

94

90.9

96

1_56

96.4

95.5

97

94

90.9

96

1_58

95.8

92.5

98

94

90.9

96

1_65

96.4

94

98

94

90.9

96

1_66

94.6

91

97

94

90.9

96

1_69

97

94

99

94

90.9

96

1_71

98.2

98.5

98

94

90.9

96

1_74

95.8

92.5

98

94

90.9

96

1_79

96.4

95.5

97

94

90.9

96

1_81

97

93.9

99

94

90.9

96

1_83

96.4

94

98

94

90.9

96

1_99

97

94

99

94

90.9

96

 1_102

97

95.5

98

94

90.9

96

 8_106

94.6

88.1

99

94

90.9

96

 2_107

93.4

86.6

98

94

90.9

96

2_4 

89.2

79.1

96

94

90.9

96

2_9 

92.8

85.1

98

94

90.9

96

2_12

91.6

81.8

98

94

90.9

96

 2_111

92.2

83.6

98

94

90.9

96

2_39

88.6

74.6

98

94

90.9

96

 2_114

89.2

74.6

99

94

90.9

96

2_69

90.4

80.6

97

94

90.9

96

2_95

89.2

77.6

97

94

90.9

96

4_7 

92.2

83.6

98

94

90.9

96

4_41

88

77.6

95

94

90.9

96

 5_108

95.2

91

98

94

90.9

96

21_108

92.2

85.1

97

94

90.9

96

49_108

92.8

86.6

97

94

90.9

96

65_108

91.6

88.1

94

94

90.9

96

96_108

93.4

88.1

97

94

90.9

96

99_108

94

86.6

99

94

90.9

96

13_109

94.6

89.6

98

94

90.9

96

7_67

91

83.6

96

94

90.9

96

7_70

92.8

86.6

97

94

90.9

96

 9_119

87.4

83.6

90

94

90.9

96

10_12 

91.6

89.4

93

94

90.9

96

13_16 

94.6

98.5

92

94

90.9

96

14_18 

94

88.1

98

94

90.9

96

35_41 

83.2

73.1

90

94

90.9

96

66_85 

83.2

68.7

93

94

90.9

96

1_21

96.4

95.5

97

92.8

90.9

94

1_29

96.4

94

98

92.8

90.9

94

1_39

97.6

97

98

92.8

90.9

94

1_70

97

94

99

92.8

90.9

94

1_75

97

94

99

92.8

90.9

94

 4_107

90.4

85.1

94

92.8

90.9

94

14_107

92.2

80.6

100

92.8

90.9

94

58_107

92.8

88.1

96

92.8

90.9

94

66_107

90.4

80.6

97

92.8

90.9

94

94_107

90.4

83.6

95

92.8

90.9

94

99_107

89.8

80.6

96

92.8

90.9

94

 3_119

91

89.6

92

92.8

90.9

94

4_14

90.4

82.1

96

92.8

90.9

94

 4_113

90.4

80.6

97

92.8

90.9

94

 4_115

89.8

79.1

97

92.8

90.9

94

43_108

93.4

91

95

92.8

90.9

94

5_7 

95.2

94

96

92.8

90.9

94

5_12

91.6

84.8

96

92.8

90.9

94

5_24

93.4

91

95

92.8

90.9

94

 5_112

87.4

79.1

93

92.8

90.9

94

5_89

90.4

83.6

95

92.8

90.9

94

7_9 

90.4

89.6

91

92.8

90.9

94

7_16

90.4

88.1

92

92.8

90.9

94

7_22

91

83.6

96

92.8

90.9

94

7_51

91

85.1

95

92.8

90.9

94

7_62

91.6

85.1

96

92.8

90.9

94

 7_114

89.8

83.6

94

92.8

90.9

94

7_80

92.2

85.1

97

92.8

90.9

94

7_83

91

80.6

98

92.8

90.9

94

 7_103

91.6

86.6

95

92.8

90.9

94

10_20 

89.8

85.1

93

92.8

90.9

94

10_58 

94.6

91

97

92.8

90.9

94

13_27 

91

86.6

94

92.8

90.9

94

18_30 

86.8

80.6

91

92.8

90.9

94

18_41 

85

77.6

90

92.8

90.9

94

18_66 

85

74.6

92

92.8

90.9

94

22_85 

86.2

77.6

92

92.8

90.9

94

24_37 

85

74.6

92

92.8

90.9

94

24_119

82.6

76.1

87

92.8

90.9

94

25_39 

86.2

74.6

94

92.8

90.9

94

25_45 

88.6

76.1

97

92.8

90.9

94

25_46 

85

73.1

93

92.8

90.9

94

 1_121

98.2

97

99

91.6

90.9

92

20_107

95.2

92.5

97

91.6

90.9

92

26_107

95.8

94

97

91.6

90.9

92

49_107

94

91

96

91.6

90.9

92

3_58

94.6

91

97

91.6

90.9

92

4_5 

91

83.6

96

91.6

90.9

92

4_6 

90.4

80.6

97

91.6

90.9

92

4_10

91.6

86.6

95

91.6

90.9

92

4_24

87.4

76.1

95

91.6

90.9

92

4_48

89.2

79.1

96

91.6

90.9

92

4_55

88.6

79.1

95

91.6

90.9

92

4_88

86.2

77.6

92

91.6

90.9

92

 4_102

89.2

80.6

95

91.6

90.9

92

55_108

91.6

83.6

97

91.6

90.9

92

5_25

91

86.6

94

91.6

90.9

92

5_42

91.6

86.6

95

91.6

90.9

92

5_56

91.6

88.1

94

91.6

90.9

92

7_21

90.4

85.1

94

91.6

90.9

92

7_35

89.8

79.1

97

91.6

90.9

92

 7_112

93.4

86.6

98

91.6

90.9

92

7_65

91

86.6

94

91.6

90.9

92

7_66

91

85.1

95

91.6

90.9

92

7_79

89.8

83.6

94

91.6

90.9

92

 7_120

91

83.6

96

91.6

90.9

92

7_87

91.6

85.1

96

91.6

90.9

92

7_88

90.4

86.6

93

91.6

90.9

92

 7_104

91

86.6

94

91.6

90.9

92

10_120

91.6

85.1

96

91.6

90.9

92

13_21 

89.8

86.6

92

91.6

90.9

92

18_46 

83.2

74.6

89

91.6

90.9

92

22_96 

80.8

70.1

88

91.6

90.9

92

24_79 

82

68.7

91

91.6

90.9

92

25_94 

82.6

68.7

92

91.6

90.9

92

35_90 

79.6

65.7

89

91.6

90.9

92

54_107

92.2

88.1

95

90.4

90.9

90

3_21

91

88.1

93

90.4

90.9

90

3_35

94.6

95.5

94

90.4

90.9

90

4_9 

88

77.6

95

90.4

90.9

90

4_37

85.6

74.6

93

90.4

90.9

90

4_43

86.8

74.6

95

90.4

90.9

90

4_47

89.2

79.1

96

90.4

90.9

90

4_56

88.6

79.1

95

90.4

90.9

90

4_74

86.8

74.6

95

90.4

90.9

90

47_108

91.6

83.6

97

90.4

90.9

90

94_108

91.6

82.1

98

90.4

90.9

90

5_11

91.6

86.6

95

90.4

90.9

90

5_21

91.6

85.1

96

90.4

90.9

90

5_75

88.6

83.6

92

90.4

90.9

90

 7_109

93.4

86.6

98

90.4

90.9

90

7_44

92.2

85.1

97

90.4

90.9

90

7_58

89.8

77.6

98

90.4

90.9

90

7_71

89.2

82.1

94

90.4

90.9

90

 7_121

91

88.1

93

90.4

90.9

90

7_99

88.6

80.6

94

90.4

90.9

90

9_24

89.2

83.6

93

90.4

90.9

90

9_58

88

80.6

93

90.4

90.9

90

10_34 

91.6

88.1

94

90.4

90.9

90

10_119

91

88.1

93

90.4

90.9

90

18_67 

88.6

80.6

94

90.4

90.9

90

18_79 

85.6

76.1

92

90.4

90.9

90

21_25 

84.4

73.1

92

90.4

90.9

90

22_46 

83.2

73.1

90

90.4

90.9

90

22_88 

83.8

77.6

88

90.4

90.9

90

24_55 

85

70.1

95

90.4

90.9

90

24_80 

77.8

64.2

87

90.4

90.9

90

24_81 

84.9

77.3

90

90.4

90.9

90

24_90 

83.2

71.6

91

90.4

90.9

90

25_34 

89.8

80.6

96

90.4

90.9

90

35_37 

79

68.7

86

90.4

90.9

90

66_98 

79.5

63.6

90

90.4

90.9

90

52_107

92.2

89.6

94

89.2

90.9

88

4_25

88

79.1

94

89.2

90.9

88

4_80

86.8

74.6

95

89.2

90.9

88

4_81

86.7

75.8

94

89.2

90.9

88

4_82

86.8

74.6

95

89.2

90.9

88

4_83

86.8

74.6

95

89.2

90.9

88

4_85

88

76.1

96

89.2

90.9

88

4_90

87.4

76.1

95

89.2

90.9

88

4_91

85.6

73.1

94

89.2

90.9

88

4_94

87.4

74.6

96

89.2

90.9

88

49_109

89.8

89.6

90

89.2

90.9

88

10_81 

89.2

81.8

94

89.2

90.9

88

10_83 

89.2

82.1

94

89.2

90.9

88

10_121

89.2

83.6

93

89.2

90.9

88

22_80 

83.2

74.6

89

89.2

90.9

88

24_31 

83.2

68.7

93

89.2

90.9

88

24_118

83.2

74.6

89

89.2

90.9

88

25_66 

80.8

67.2

90

89.2

90.9

88

25_70 

82.6

68.7

92

89.2

90.9

88

25_75 

82.6

73.1

89

89.2

90.9

88

25_80 

84.4

73.1

92

89.2

90.9

88

28_35 

82

71.6

89

89.2

90.9

88

4_11

86.8

79.1

92

88

90.9

86

4_16

88

77.6

95

88

90.9

86

4_21

87.4

76.1

95

88

90.9

86

4_39

89.2

79.1

96

88

90.9

86

4_76

86.8

73.1

96

88

90.9

86

4_92

85.6

73.1

94

88

90.9

86

4_96

88

76.1

96

88

90.9

86

4_99

85.6

71.6

95

88

90.9

86

 9_109

88.6

79.1

95

88

90.9

86

54_109

88

83.6

91

88

90.9

86

9_46

88

85.1

90

88

90.9

86

13_67 

83.2

74.6

89

88

90.9

86

13_79 

84.4

82.1

86

88

90.9

86

16_83 

83.8

82.1

85

88

90.9

86

22_55 

81.4

73.1

87

88

90.9

86

24_121

83.2

73.1

90

88

90.9

86

25_92 

82.6

71.6

90

88

90.9

86

35_71 

78.4

62.7

89

88

90.9

86

35_93 

77.8

61.2

89

88

90.9

86

4_84

87.4

79.1

93

86.7

90.9

84

 4_121

86.8

76.1

94

86.7

90.9

84

81_109

84.9

80.3

88

86.7

90.9

84

21_35 

80.8

70.1

88

86.7

90.9

84

21_75 

80.2

70.1

87

86.7

90.9

84

21_83 

80.8

74.6

85

86.7

90.9

84

21_89 

79

70.1

85

86.7

90.9

84

21_97 

81.4

71.6

88

86.7

90.9

84

22_66 

77.2

67.2

84

86.7

90.9

84

22_119

83.8

80.6

86

86.7

90.9

84

24_58 

81.4

71.6

88

86.7

90.9

84

24_120

83.2

76.1

88

86.7

90.9

84

31_112

82.6

73.1

89

86.7

90.9

84

35_118

81.4

67.2

91

86.7

90.9

84

35_120

79

64.2

89

86.7

90.9

84

35_96 

78.4

62.7

89

86.7

90.9

84

66_70 

81.4

68.7

90

86.7

90.9

84

66_119

79

70.1

85

86.7

90.9

84

21_109

91

85.1

95

85.5

90.9

82

21_55 

79.6

65.7

89

85.5

90.9

82

21_56 

80.8

68.7

89

85.5

90.9

82

22_78 

78.4

68.7

85

85.5

90.9

82

35_42 

82.6

65.7

94

85.5

90.9

82

35_81 

77.1

63.6

86

85.5

90.9

82

35_82 

77.2

62.7

87

85.5

90.9

82

35_100

77.8

64.2

87

85.5

90.9

82

35_103

80.8

65.7

91

85.5

90.9

82

39_109

84.4

76.1

90

84.3

90.9

80

31_58 

82.6

73.1

89

84.3

90.9

80

35_75 

77.8

59.7

90

84.3

90.9

80

 9_100

88.6

91

87

83.1

90.9

78

10_94 

85

79.1

89

83.1

90.9

78

21_71 

80.8

71.6

87

83.1

90.9

78

79_109

85

73.1

93

81.9

90.9

76

99_109

85.6

80.6

89

81.9

90.9

76

31_109

85

73.1

93

80.7

90.9

74

2_50

91

79.1

99

96.3

90.6

100

1_50

96.4

94

98

93.9

90.6

96

7_50

91

83.6

96

93.9

90.6

96

2_23

91.6

82.1

98

92.7

90.6

94

18_23 

89.8

82.1

95

92.7

90.6

94

5_50

91

83.6

96

91.5

90.6

92

24_50 

81.4

74.6

86

91.5

90.6

92

4_23

86.8

74.6

95

87.8

90.6

86

22_50 

83.2

76.1

88

87.8

90.6

86

50_109

88

82.1

92

80.5

90.6

74

2_77

88.6

74.6

98

96.3

90.3

100

7_77

88.6

82.1

93

95.1

90.3

98

4_77

88

76.1

96

92.6

90.3

94

21_77 

80.8

76.1

84

87.7

90.3

86

 1_105

97

94

99

95.2

87.9

100

61_105

97

94

99

95.2

87.9

100

1_19

95.2

91

98

95.2

87.9

100

1_87

98.2

97

99

95.2

87.9

100

13_106

94

85.1

100

95.2

87.9

100

2_11

91

82.1

97

95.2

87.9

100

2_17

92.2

83.6

98

95.2

87.9

100

2_29

91.6

82.1

98

95.2

87.9

100

2_33

92.8

85.1

98

95.2

87.9

100

2_38

92.8

85.1

98

95.2

87.9

100

2_47

88.6

76.1

97

95.2

87.9

100

2_49

88.6

77.6

96

95.2

87.9

100

 2_113

91.6

82.1

98

95.2

87.9

100

2_56

91

82.1

97

95.2

87.9

100

2_57

88.6

76.1

97

95.2

87.9

100

2_60

90.4

80.6

97

95.2

87.9

100

2_64

91

80.6

98

95.2

87.9

100

2_68

90.4

79.1

98

95.2

87.9

100

 2_115

91

80.6

98

95.2

87.9

100

2_79

88.6

74.6

98

95.2

87.9

100

2_91

89.2

76.1

98

95.2

87.9

100

 2_101

89.2

76.1

98

95.2

87.9

100

37_111

84.4

71.6

93

95.2

87.9

100

2_72

89.8

80.6

96

95.1

87.9

100

10_105

97.6

95.5

99

94

87.9

98

95_105

97

95.5

98

94

87.9

98

1_5 

97.6

97

98

94

87.9

98

1_7 

97.6

94

100

94

87.9

98

1_41

95.8

92.5

98

94

87.9

98

1_54

95.8

92.5

98

94

87.9

98

1_97

96.4

94

98

94

87.9

98

 1_101

96.4

94

98

94

87.9

98

18_106

95.8

91

99

94

87.9

98

30_106

92.8

82.1

100

94

87.9

98

2_3 

96.4

91

100

94

87.9

98

2_26

88.6

76.1

97

94

87.9

98

2_27

89.8

79.1

97

94

87.9

98

2_31

88.6

74.6

98

94

87.9

98

2_32

92.2

82.1

99

94

87.9

98

2_40

92.2

82.1

99

94

87.9

98

2_51

91

80.6

98

94

87.9

98

2_83

90.4

77.6

99

94

87.9

98

3_12

92.8

89.4

95

94

87.9

98

3_18

95.2

89.6

99

94

87.9

98

4_19

89.2

77.6

97

94

87.9

98

 7_108

92.8

85.1

98

94

87.9

98

26_108

92.8

89.6

95

94

87.9

98

46_108

92.2

85.1

97

94

87.9

98

89_108

89.2

82.1

94

94

87.9

98

5_15

92.2

83.6

98

94

87.9

98

5_38

91.6

83.6

97

94

87.9

98

6_37

89.8

82.1

95

94

87.9

98

7_45

92.2

83.6

98

94

87.9

98

7_74

93.4

89.6

96

94

87.9

98

7_85

92.8

85.1

98

94

87.9

98

7_96

91

80.6

98

94

87.9

98

18_38 

89.8

80.6

96

94

87.9

98

18_59 

92.2

85.1

97

94

87.9

98

19_46 

90.4

85.1

94

94

87.9

98

59_105

97

95.5

98

92.8

87.9

96

101_105 

97

95.5

98

92.8

87.9

96

 1_106

95.8

94

97

92.8

87.9

96

1_3 

96.4

94

98

92.8

87.9

96

1_6 

95.8

94

97

92.8

87.9

96

1_9 

96.4

94

98

92.8

87.9

96

1_10

97

94

99

92.8

87.9

96

1_11

95.8

94

97

92.8

87.9

96

1_16

97.6

97

98

92.8

87.9

96

1_17

95.8

94

97

92.8

87.9

96

1_24

97

95.5

98

92.8

87.9

96

1_28

96.4

94

98

92.8

87.9

96

1_31

97.6

95.5

99

92.8

87.9

96

1_32

96.4

94

98

92.8

87.9

96

1_33

95.8

94

97

92.8

87.9

96

1_34

97

94

99

92.8

87.9

96

1_38

95.8

92.5

98

92.8

87.9

96

1_42

95.8

94

97

92.8

87.9

96

1_44

95.8

94

97

92.8

87.9

96

1_45

96.4

92.5

99

92.8

87.9

96

1_46

96.4

92.5

99

92.8

87.9

96

1_47

97

97

97

92.8

87.9

96

1_48

97

94

99

92.8

87.9

96

1_51

95.8

94

97

92.8

87.9

96

1_53

95.2

92.5

97

92.8

87.9

96

1_57

95.8

94

97

92.8

87.9

96

1_60

95.8

94

97

92.8

87.9

96

1_62

96.4

94

98

92.8

87.9

96

1_63

95.8

94

97

92.8

87.9

96

1_64

95.8

94

97

92.8

87.9

96

 1_114

95.2

91

98

92.8

87.9

96

1_67

96.4

94

98

92.8

87.9

96

1_68

95.8

94

97

92.8

87.9

96

 1_115

95.8

94

97

92.8

87.9

96

 1_117

95.8

92.5

98

92.8

87.9

96

1_73

97

95.5

98

92.8

87.9

96

1_76

95.8

94

97

92.8

87.9

96

 1_118

97.6

95.5

99

92.8

87.9

96

1_78

95.8

94

97

92.8

87.9

96

1_80

96.4

95.5

97

92.8

87.9

96

1_84

95.8

94

97

92.8

87.9

96

1_85

95.8

94

97

92.8

87.9

96

1_86

97

95.5

98

92.8

87.9

96

1_88

95.8

92.5

98

92.8

87.9

96

1_89

97

94

99

92.8

87.9

96

1_90

97

97

97

92.8

87.9

96

1_91

95.8

94

97

92.8

87.9

96

1_92

95.2

92.5

97

92.8

87.9

96

1_94

96.4

94

98

92.8

87.9

96

1_95

96.4

94

98

92.8

87.9

96

1_98

97

93.9

99

92.8

87.9

96

 1_100

95.8

94

97

92.8

87.9

96

 1_103

96.4

95.5

97

92.8

87.9

96

 1_104

95.8

94

97

92.8

87.9

96

2_20

90.4

79.1

98

92.8

87.9

96

2_36

91.6

82.1

98

92.8

87.9

96

2_42

91.6

83.6

97

92.8

87.9

96

2_59

91.6

82.1

98

92.8

87.9

96

35_107

88

79.1

94

92.8

87.9

96

98_107

90.4

81.8

96

92.8

87.9

96

3_13

92.8

88.1

96

92.8

87.9

96

 3_120

90.4

85.1

94

92.8

87.9

96

3_99

92.2

86.6

96

92.8

87.9

96

5_17

91.6

86.6

95

92.8

87.9

96

5_26

91

85.1

95

92.8

87.9

96

 5_115

91.6

91

92

92.8

87.9

96

5_97

91

83.6

96

92.8

87.9

96

7_10

92.2

86.6

96

92.8

87.9

96

7_20

91

86.6

94

92.8

87.9

96

7_24

92.8

88.1

96

92.8

87.9

96

7_54

88.6

82.1

93

92.8

87.9

96

7_76

89.8

83.6

94

92.8

87.9

96

 7_118

93.4

86.6

98

92.8

87.9

96

7_91

91

83.6

96

92.8

87.9

96

 7_102

92.8

88.1

96

92.8

87.9

96

9_18

91.6

85.1

96

92.8

87.9

96

 9_120

83.2

79.1

86

92.8

87.9

96

11_18 

88

83.6

91

92.8

87.9

96

12_24 

86.1

80.3

90

92.8

87.9

96

13_30 

89.2

89.6

89

92.8

87.9

96

13_53 

85

85.1

85

92.8

87.9

96

13_60 

86.8

79.1

92

92.8

87.9

96

14_24 

88

77.6

95

92.8

87.9

96

18_19 

88

80.6

93

92.8

87.9

96

42_119

79

65.7

88

92.8

87.9

96

1_72

95.8

94

97

92.7

87.9

95.9

 1_109

97

95.5

98

91.6

87.9

94

1_59

95.2

91

98

91.6

87.9

94

 1_116

95.8

92.5

98

91.6

87.9

94

1_93

97.6

95.5

99

91.6

87.9

94

 2_106

93.4

85.1

99

91.6

87.9

94

 9_106

92.2

83.6

98

91.6

87.9

94

 9_107

93.4

86.6

98

91.6

87.9

94

39_107

91

85.1

95

91.6

87.9

94

44_107

95.2

91

98

91.6

87.9

94

55_107

92.8

85.1

98

91.6

87.9

94

3_5 

97

95.5

98

91.6

87.9

94

3_71

98.2

98.5

98

91.6

87.9

94

 4_108

93.4

88.1

97

91.6

87.9

94

4_8 

92.8

85.1

98

91.6

87.9

94

20_108

93.4

89.6

96

91.6

87.9

94

70_108

90.4

79.1

98

91.6

87.9

94

81_108

92.2

84.8

97

91.6

87.9

94

87_108

88

83.6

91

91.6

87.9

94

5_20

92.2

88.1

95

91.6

87.9

94

5_29

90.4

82.1

96

91.6

87.9

94

5_87

89.8

83.6

94

91.6

87.9

94

5_90

88

82.1

92

91.6

87.9

94

14_109

87.4

74.6

96

91.6

87.9

94

7_47

86.8

80.6

91

91.6

87.9

94

7_55

92.2

83.6

98

91.6

87.9

94

 7_115

94

88.1

98

91.6

87.9

94

7_75

89.8

83.6

94

91.6

87.9

94

7_82

90.4

85.1

94

91.6

87.9

94

7_92

90.4

83.6

95

91.6

87.9

94

7_93

91

82.1

97

91.6

87.9

94

7_97

91

83.6

96

91.6

87.9

94

7_98

89.8

81.8

95

91.6

87.9

94

11_25 

88

80.6

93

91.6

87.9

94

14_21 

88.6

79.1

95

91.6

87.9

94

18_42 

89.8

79.1

97

91.6

87.9

94

18_51 

89.2

83.6

93

91.6

87.9

94

18_115

85.6

76.1

92

91.6

87.9

94

19_21 

87.4

76.1

95

91.6

87.9

94

19_34 

88.6

83.6

92

91.6

87.9

94

28_39 

85.6

74.6

93

91.6

87.9

94

30_46 

85

79.1

89

91.6

87.9

94

39_87 

86.2

73.1

95

91.6

87.9

94

58_113

87.4

79.1

93

91.6

87.9

94

7_72

89.2

83.6

93

91.5

87.9

93.9

 5_106

94

88.1

98

90.4

87.9

92

16_106

93.4

86.6

98

90.4

87.9

92

24_107

89.2

82.1

94

90.4

87.9

92

74_107

93.4

88.1

97

90.4

87.9

92

96_107

89.8

82.1

95

90.4

87.9

92

3_55

93.4

91

95

90.4

87.9

92

3_83

93.4

92.5

94

90.4

87.9

92

4_22

88

77.6

95

90.4

87.9

92

4_86

91

83.6

96

90.4

87.9

92

 9_108

90.4

86.6

93

90.4

87.9

92

31_108

91

82.1

97

90.4

87.9

92

44_108

93.4

88.1

97

90.4

87.9

92

52_108

95.2

88.1

100

90.4

87.9

92

80_108

91

88.1

93

90.4

87.9

92

7_28

92.2

91

93

90.4

87.9

92

 7_117

93.4

88.1

97

90.4

87.9

92

7_78

92.8

86.6

97

90.4

87.9

92

7_81

90.4

83.3

95

90.4

87.9

92

7_90

91

85.1

95

90.4

87.9

92

8_21

86.2

76.1

93

90.4

87.9

92

9_13

92.2

94

91

90.4

87.9

92

10_37 

88

82.1

92

90.4

87.9

92

10_66 

87.4

76.1

95

90.4

87.9

92

13_31 

87.4

82.1

91

90.4

87.9

92

13_114

86.2

85.1

87

90.4

87.9

92

13_103

85.6

82.1

88

90.4

87.9

92

16_119

86.2

80.6

90

90.4

87.9

92

18_27 

89.2

83.6

93

90.4

87.9

92

18_47 

83.8

76.1

89

90.4

87.9

92

18_113

90.4

83.6

95

90.4

87.9

92

18_56 

87.4

79.1

93

90.4

87.9

92

22_45 

87.4

79.1

93

90.4

87.9

92

22_97 

83.2

79.1

86

90.4

87.9

92

24_32 

84.4

77.6

89

90.4

87.9

92

24_74 

80.2

76.1

83

90.4

87.9

92

24_99 

83.2

74.6

89

90.4

87.9

92

30_34 

84.4

77.6

89

90.4

87.9

92

35_39 

78.4

61.2

90

90.4

87.9

92

66_112

83.8

71.6

92

90.4

87.9

92

51_58 

85.6

74.6

93

90.4

87.9

92

65_107

92.8

85.1

98

89.2

87.9

90

92_107

92.8

89.6

95

89.2

87.9

90

3_4 

93.4

88.1

97

89.2

87.9

90

4_32

90.4

83.6

95

89.2

87.9

90

4_53

86.2

73.1

95

89.2

87.9

90

4_69

87.4

79.1

93

89.2

87.9

90

 4_117

88.6

77.6

96

89.2

87.9

90

4_79

86.8

74.6

95

89.2

87.9

90

 4_101

86.8

77.6

93

89.2

87.9

90

42_108

89.2

80.6

95

89.2

87.9

90

45_108

94.6

89.6

98

89.2

87.9

90

5_34

89.8

86.6

92

89.2

87.9

90

5_96

87.4

77.6

94

89.2

87.9

90

6_58

91.6

83.6

97

89.2

87.9

90

87_109

92.2

88.1

95

89.2

87.9

90

7_69

89.8

83.6

94

89.2

87.9

90

 7_100

94

91

96

89.2

87.9

90

9_20

89.8

89.6

90

89.2

87.9

90

9_25

84.4

77.6

89

89.2

87.9

90

9_55

86.2

77.6

92

89.2

87.9

90

10_98 

89.8

89.4

90

89.2

87.9

90

11_112

83.8

77.6

88

89.2

87.9

90

12_21 

85.5

77.3

91

89.2

87.9

90

13_18 

89.8

85.1

93

89.2

87.9

90

21_119

81.4

73.1

87

89.2

87.9

90

21_122

77.8

68.7

84

89.2

87.9

90

22_115

85

79.1

89

89.2

87.9

90

24_33 

82

70.1

90

89.2

87.9

90

24_34 

82.6

76.1

87

89.2

87.9

90

24_42 

77.8

59.7

90

89.2

87.9

90

24_66 

83.2

68.7

93

89.2

87.9

90

24_70 

83.8

71.6

92

89.2

87.9

90

24_82 

81.4

71.6

88

89.2

87.9

90

24_97 

83.2

77.6

87

89.2

87.9

90

25_89 

85

74.6

92

89.2

87.9

90

25_121

80.8

70.1

88

89.2

87.9

90

35_51 

77.8

59.7

90

89.2

87.9

90

35_54 

80.8

70.1

88

89.2

87.9

90

35_61 

76

62.7

85

89.2

87.9

90

35_85 

77.2

62.7

87

89.2

87.9

90

59_112

86.8

76.1

94

89.2

87.9

90

67_112

80.8

64.2

92

89.2

87.9

90

46_104

84.4

71.6

93

89.2

87.9

90

51_52 

85

79.1

89

89.2

87.9

90

55_113

89.8

80.6

96

89.2

87.9

90

3_67

92.2

89.6

94

88

87.9

88

3_94

91.6

86.6

95

88

87.9

88

4_31

86.2

73.1

95

88

87.9

88

4_35

86.8

74.6

95

88

87.9

88

4_51

86.8

74.6

95

88

87.9

88

4_59

86.2

73.1

95

88

87.9

88

4_62

88

74.6

97

88

87.9

88

 4_114

87.4

74.6

96

88

87.9

88

4_68

86.2

73.1

95

88

87.9

88

 4_116

88.6

77.6

96

88

87.9

88

4_78

86.2

74.6

94

88

87.9

88

4_93

86.8

76.1

94

88

87.9

88

 4_103

86.8

74.6

95

88

87.9

88

 4_104

86.8

74.6

95

88

87.9

88

75_108

91.6

82.1

98

88

87.9

88

5_35

89.2

80.6

95

88

87.9

88

6_21

89.8

79.1

97

88

87.9

88

9_70

86.8

79.1

92

88

87.9

88

9_85

83.2

79.1

86

88

87.9

88

10_79 

85

74.6

92

88

87.9

88

11_55 

81.4

71.6

88

88

87.9

88

16_112

88

83.6

91

88

87.9

88

18_21 

86.8

77.6

93

88

87.9

88

19_75 

88.6

80.6

94

88

87.9

88

21_22 

80.2

71.6

86

88

87.9

88

21_111

83.8

73.1

91

88

87.9

88

21_45 

85.6

83.6

87

88

87.9

88

21_115

80.2

70.1

87

88

87.9

88

22_112

87.4

76.1

95

88

87.9

88

22_62 

83.2

70.1

92

88

87.9

88

22_118

83.2

73.1

90

88

87.9

88

24_64 

77.2

62.7

87

88

87.9

88

24_65 

83.2

76.1

88

88

87.9

88

24_75 

81.4

70.1

89

88

87.9

88

25_93 

83.2

73.1

90

88

87.9

88

27_120

82.6

77.6

86

88

87.9

88

35_46 

78.4

62.7

89

88

87.9

88

35_91 

80.2

67.2

89

88

87.9

88

35_122

79

67.2

87

88

87.9

88

42_58 

83.2

71.6

91

88

87.9

88

70_112

82

67.2

92

88

87.9

88

79_112

80.8

67.2

90

88

87.9

88

4_72

89.2

82.1

94

87.8

87.9

87.8

21_106

93.4

85.1

99

86.7

87.9

86

4_64

85.6

74.6

93

86.7

87.9

86

4_66

88

77.6

95

86.7

87.9

86

 4_118

89.8

82.1

95

86.7

87.9

86

5_78

88.6

82.1

93

86.7

87.9

86

5_82

89.8

85.1

93

86.7

87.9

86

9_56

83.2

77.6

87

86.7

87.9

86

9_71

86.2

79.1

91

86.7

87.9

86

9_94

85.6

77.6

91

86.7

87.9

86

11_35 

80.8

70.1

88

86.7

87.9

86

16_35 

85.6

80.6

89

86.7

87.9

86

21_24 

85

74.6

92

86.7

87.9

86

21_39 

82.6

73.1

89

86.7

87.9

86

21_46 

82.6

71.6

90

86.7

87.9

86

21_49 

83.2

74.6

89

86.7

87.9

86

21_57 

84.4

76.1

90

86.7

87.9

86

21_85 

80.2

68.7

88

86.7

87.9

86

22_52 

84.4

77.6

89

86.7

87.9

86

22_65 

86.8

82.1

90

86.7

87.9

86

22_114

82

77.6

85

86.7

87.9

86

22_94 

81.4

71.6

88

86.7

87.9

86

22_99 

83.8

74.6

90

86.7

87.9

86

25_44 

83.2

71.6

91

86.7

87.9

86

25_65 

86.2

80.6

90

86.7

87.9

86

25_67 

80.8

70.1

88

86.7

87.9

86

29_31 

85

74.6

92

86.7

87.9

86

35_58 

82

68.7

91

86.7

87.9

86

35_70 

79.6

61.2

92

86.7

87.9

86

35_84 

79.6

67.2

88

86.7

87.9

86

55_115

83.2

71.6

91

86.7

87.9

86

58_79 

79

64.2

89

86.7

87.9

86

66_83 

80.8

67.2

90

86.7

87.9

86

67_80 

76.6

65.7

84

86.7

87.9

86

79_98 

77.1

60.6

88

86.7

87.9

86

83_104

79

64.2

89

86.7

87.9

86

4_36

87.4

76.1

95

85.5

87.9

84

 4_100

86.8

74.6

95

85.5

87.9

84

 5_109

93.4

89.6

96

85.5

87.9

84

16_109

90.4

86.6

93

85.5

87.9

84

25_109

85.6

76.1

92

85.5

87.9

84

58_110

88

83.6

91

85.5

87.9

84

11_71 

80.8

74.6

85

85.5

87.9

84

21_65 

79.6

70.1

86

85.5

87.9

84

21_68 

81.4

70.1

89

85.5

87.9

84

21_74 

83.2

71.6

91

85.5

87.9

84

21_118

84.4

79.1

88

85.5

87.9

84

21_90 

77.2

71.6

81

85.5

87.9

84

22_104

79

73.1

83

85.5

87.9

84

24_52 

81.4

71.6

88

85.5

87.9

84

24_67 

82

73.1

88

85.5

87.9

84

24_92 

80.2

70.1

87

85.5

87.9

84

34_75 

80.2

76.1

83

85.5

87.9

84

35_104

79

62.7

90

85.5

87.9

84

81_104

80.1

65.2

90

85.5

87.9

84

35_109

85

73.1

93

84.3

87.9

82

104_109 

88

80.6

93

84.3

87.9

82

10_99 

88

82.1

92

84.3

87.9

82

21_31 

78.4

65.7

87

84.3

87.9

82

21_98 

78.9

69.7

85

84.3

87.9

82

24_98 

84.9

77.3

90

84.3

87.9

82

24_100

77.2

61.2

88

84.3

87.9

82

25_100

82.6

71.6

90

84.3

87.9

82

31_34 

84.4

76.1

90

84.3

87.9

82

31_120

82.6

74.6

88

84.3

87.9

82

35_52 

79

65.7

88

84.3

87.9

82

35_114

79.6

65.7

89

84.3

87.9

82

35_69 

83.8

73.1

91

84.3

87.9

82

58_67 

79

58.2

93

84.3

87.9

82

65_78 

74.9

65.7

81

84.3

87.9

82

66_94 

77.8

56.7

92

84.3

87.9

82

29_109

83.8

73.1

91

83.1

87.9

80

90_109

88

80.6

93

83.1

87.9

80

21_34 

83.8

74.6

90

83.1

87.9

80

21_52 

80.8

71.6

87

83.1

87.9

80

21_121

82

74.6

87

83.1

87.9

80

21_94 

79.6

70.1

86

83.1

87.9

80

21_102

78.4

71.6

83

83.1

87.9

80

31_98 

78.9

68.2

86

83.1

87.9

80

66_93 

77.8

59.7

90

83.1

87.9

80

34_109

88.6

91

87

81.9

87.9

78

80_109

87.4

80.6

92

81.9

87.9

78

21_100

81.4

71.6

88

81.9

87.9

78

35_78 

76.6

59.7

88

81.9

87.9

78

42_109

85

77.6

90

80.7

87.9

76

75_109

83.8

76.1

89

80.7

87.9

76

96_109

85

80.6

88

80.7

87.9

76

103_109 

86.8

80.6

91

80.7

87.9

76

10_92 

89.2

86.6

91

80.7

87.9

76

52_109

88

85.1

90

79.5

87.9

74

50_79 

74.3

56.7

86

86.6

87.5

86

23_35 

81.4

67.2

91

85.4

87.5

84

10_50 

90.4

83.6

95

84.1

87.5

82

50_67 

74.3

61.2

83

82.9

87.5

80

77_108

90.4

77.6

99

95.1

87.1

100

24_77 

80.8

74.6

85

88.9

87.1

90

9_77

83.8

76.1

89

87.7

87.1

88

19_106

93.4

86.6

98

94

84.8

100

87_106

92.2

83.6

98

94

84.8

100

2_8 

92.2

85.1

97

94

84.8

100

2_75

88.6

76.1

97

94

84.8

100

2_97

88

74.6

97

94

84.8

100

 2_102

92.8

82.1

100

94

84.8

100

 2_122

89.2

77.6

97

94

84.8

100

 6_119

91.6

83.6

97

94

84.8

100

7_8 

93.4

85.1

99

94

84.8

100

7_32

91

82.1

97

94

84.8

100

8_17

90.4

79.1

98

94

84.8

100

12_15 

92.8

86.4

97

94

84.8

100

17_18 

91

82.1

97

94

84.8

100

 1_107

95.8

92.5

98

92.8

84.8

98

 1_122

96.4

94

98

92.8

84.8

98

 2_110

92.2

85.1

97

92.8

84.8

98

2_48

91.6

80.6

99

92.8

84.8

98

2_61

89.8

76.1

99

92.8

84.8

98

2_76

91.6

80.6

99

92.8

84.8

98

 8_107

97

94

99

92.8

84.8

98

3_66

92.8

86.6

97

92.8

84.8

98

90_108

88

80.6

93

92.8

84.8

98

 5_113

93.4

94

93

92.8

84.8

98

5_53

91

85.1

95

92.8

84.8

98

6_12

92.2

83.3

98

92.8

84.8

98

6_13

94

86.6

99

92.8

84.8

98

6_20

91.6

86.6

95

92.8

84.8

98

6_26

91

83.6

96

92.8

84.8

98

 7_111

88.6

77.6

96

92.8

84.8

98

7_57

89.8

79.1

97

92.8

84.8

98

 7_101

91.6

88.1

94

92.8

84.8

98

8_9 

92.2

89.6

94

92.8

84.8

98

13_17 

89.2

79.1

96

92.8

84.8

98

14_55 

92.8

82.1

100

92.8

84.8

98

17_20 

89.2

79.1

96

92.8

84.8

98

18_69 

86.8

76.1

94

92.8

84.8

98

1_15

96.4

94

98

91.6

84.8

96

1_27

97

95.5

98

91.6

84.8

96

 1_111

96.4

95.5

97

91.6

84.8

96

1_82

96.4

95.5

97

91.6

84.8

96

1_96

95.8

92.5

98

91.6

84.8

96

49_106

91.6

83.6

97

91.6

84.8

96

 7_107

94.6

88.1

99

91.6

84.8

96

16_107

93.4

91

95

91.6

84.8

96

22_107

89.8

83.6

94

91.6

84.8

96

83_107

89.2

80.6

95

91.6

84.8

96

85_107

87.4

77.6

94

91.6

84.8

96

87_107

93.4

88.1

97

91.6

84.8

96

101_107 

90.4

79.1

98

91.6

84.8

96

3_26

90.4

86.6

93

91.6

84.8

96

4_61

89.2

80.6

95

91.6

84.8

96

64_108

86.8

76.1

94

91.6

84.8

96

66_108

91.6

85.1

96

91.6

84.8

96

5_28

91.6

89.6

93

91.6

84.8

96

5_37

90.4

83.6

95

91.6

84.8

96

 5_119

91

82.1

97

91.6

84.8

96

30_109

92.8

86.6

97

91.6

84.8

96

7_11

91.6

83.6

97

91.6

84.8

96

7_19

92.8

88.1

96

91.6

84.8

96

7_26

93.4

88.1

97

91.6

84.8

96

7_30

92.8

88.1

96

91.6

84.8

96

7_38

93.4

86.6

98

91.6

84.8

96

7_46

91

82.1

97

91.6

84.8

96

7_86

89.8

83.6

94

91.6

84.8

96

11_13 

89.2

82.1

94

91.6

84.8

96

12_17 

90.4

80.3

97

91.6

84.8

96

12_25 

92.2

89.4

94

91.6

84.8

96

18_55 

83.2

71.6

91

91.6

84.8

96

18_57 

82.6

70.1

91

91.6

84.8

96

22_30 

85

77.6

90

91.6

84.8

96

24_26 

82.6

76.1

87

91.6

84.8

96

24_30 

87.4

77.6

94

91.6

84.8

96

35_60 

83.8

68.7

94

91.6

84.8

96

41_112

84.4

80.6

87

91.6

84.8

96

46_113

86.2

79.1

91

91.6

84.8

96

51_120

83.2

71.6

91

91.6

84.8

96

5_72

90.4

89.6

91

91.5

84.8

95.9

20_106

92.2

83.6

98

90.4

84.8

94

25_107

90.4

83.6

95

90.4

84.8

94

47_107

90.4

83.6

95

90.4

84.8

94

89_107

91

80.6

98

90.4

84.8

94

103_107 

89.2

79.1

96

90.4

84.8

94

104_107 

91

83.6

96

90.4

84.8

94

4_33

88

76.1

96

90.4

84.8

94

4_38

86.2

74.6

94

90.4

84.8

94

4_40

88.6

77.6

96

90.4

84.8

94

19_108

91.6

83.6

97

90.4

84.8

94

24_108

89.8

83.6

94

90.4

84.8

94

5_49

91

85.1

95

90.4

84.8

94

5_68

89.2

83.6

93

90.4

84.8

94

5_74

89.2

82.1

94

90.4

84.8

94

6_46

85.6

73.1

94

90.4

84.8

94

7_25

91

86.6

94

90.4

84.8

94

7_27

90.4

83.6

95

90.4

84.8

94

7_39

91

80.6

98

90.4

84.8

94

7_53

91

86.6

94

90.4

84.8

94

7_64

90.4

83.6

95

90.4

84.8

94

 7_122

91.6

86.6

95

90.4

84.8

94

 9_117

85.6

79.1

90

90.4

84.8

94

13_40 

86.2

79.1

91

90.4

84.8

94

14_35 

88

79.1

94

90.4

84.8

94

18_40 

89.2

77.6

97

90.4

84.8

94

20_24 

86.2

80.6

90

90.4

84.8

94

22_34 

87.4

82.1

91

90.4

84.8

94

22_44 

85.6

77.6

91

90.4

84.8

94

24_25 

82

67.2

92

90.4

84.8

94

24_40 

82

73.1

88

90.4

84.8

94

25_56 

81.4

73.1

87

90.4

84.8

94

25_85 

82

76.1

86

90.4

84.8

94

27_112

86.2

80.6

90

90.4

84.8

94

30_58 

85

80.6

88

90.4

84.8

94

30_79 

85

80.6

88

90.4

84.8

94

30_81 

82.5

72.7

89

90.4

84.8

94

33_35 

82.6

67.2

93

90.4

84.8

94

35_40 

84.4

68.7

95

90.4

84.8

94

35_86 

84.4

76.1

90

90.4

84.8

94

37_46 

79.6

71.6

85

90.4

84.8

94

38_112

86.8

77.6

93

90.4

84.8

94

41_58 

85.6

80.6

89

90.4

84.8

94

46_53 

84.4

74.6

91

90.4

84.8

94

46_115

82.6

73.1

89

90.4

84.8

94

46_87 

79.6

73.1

84

90.4

84.8

94

53_94 

82

71.6

89

90.4

84.8

94

58_60 

85

77.6

90

90.4

84.8

94

21_107

92.8

85.1

98

89.2

84.8

92

31_107

91

80.6

98

89.2

84.8

92

67_107

89.8

82.1

95

89.2

84.8

92

79_107

89.8

79.1

97

89.2

84.8

92

95_107

92.2

85.1

97

89.2

84.8

92

97_107

91

83.6

96

89.2

84.8

92

100_107 

89.8

79.1

97

89.2

84.8

92

 3_112

93.4

89.6

96

89.2

84.8

92

3_81

94.6

90.9

97

89.2

84.8

92

4_28

88

77.6

95

89.2

84.8

92

53_108

88

76.1

96

89.2

84.8

92

54_108

89.2

80.6

95

89.2

84.8

92

63_108

85.6

79.1

90

89.2

84.8

92

85_108

89.8

83.6

94

89.2

84.8

92

88_108

91

82.1

97

89.2

84.8

92

103_108 

88.6

82.1

93

89.2

84.8

92

5_9 

93.4

94

93

89.2

84.8

92

5_10

94

91

96

89.2

84.8

92

5_16

92.2

91

93

89.2

84.8

92

5_45

91

86.6

94

89.2

84.8

92

5_51

89.8

86.6

92

89.2

84.8

92

 5_104

91

83.6

96

89.2

84.8

92

7_31

90.4

86.6

93

89.2

84.8

92

7_42

91

83.6

96

89.2

84.8

92

7_84

90.4

85.1

94

89.2

84.8

92

7_95

92.2

86.6

96

89.2

84.8

92

 9_112

91

88.1

93

89.2

84.8

92

 9_116

85

79.1

89

89.2

84.8

92

10_26 

88.6

82.1

93

89.2

84.8

92

10_71 

90.4

85.1

94

89.2

84.8

92

13_113

88

86.6

89

89.2

84.8

92

13_56 

85.6

80.6

89

89.2

84.8

92

15_34 

88

82.1

92

89.2

84.8

92

16_24 

89.8

85.1

93

89.2

84.8

92

17_35 

85.6

70.1

96

89.2

84.8

92

17_112

90.4

82.1

96

89.2

84.8

92

18_31 

86.2

76.1

93

89.2

84.8

92

18_53 

87.4

79.1

93

89.2

84.8

92

18_68 

88.6

79.1

95

89.2

84.8

92

18_100

86.2

77.6

92

89.2

84.8

92

21_37 

81.4

70.1

89

89.2

84.8

92

24_103

80.2

67.2

89

89.2

84.8

92

25_111

86.2

76.1

93

89.2

84.8

92

25_117

85

74.6

92

89.2

84.8

92

25_90 

80.2

67.2

89

89.2

84.8

92

29_35 

86.2

73.1

95

89.2

84.8

92

37_55 

79

68.7

86

89.2

84.8

92

38_99 

86.2

76.1

93

89.2

84.8

92

58_115

84.4

73.1

92

89.2

84.8

92

45_107

91

83.6

96

88

84.8

90

 3_108

91.6

85.1

96

88

84.8

90

3_39

93.4

89.6

96

88

84.8

90

4_27

88.6

77.6

96

88

84.8

90

4_54

88.6

77.6

96

88

84.8

90

4_95

85.6

73.1

94

88

84.8

90

 4_122

85.6

71.6

95

88

84.8

90

25_108

90.4

83.6

95

88

84.8

90

48_108

87.4

77.6

94

88

84.8

90

59_108

88

82.1

92

88

84.8

90

62_108

89.2

80.6

95

88

84.8

90

86_108

86.8

73.1

96

88

84.8

90

5_22

91

86.6

94

88

84.8

90

5_36

91.6

88.1

94

88

84.8

90

 5_111

91.6

86.6

95

88

84.8

90

5_39

89.2

80.6

95

88

84.8

90

5_52

90.4

82.1

96

88

84.8

90

5_79

88.6

83.6

92

88

84.8

90

9_12

91

87.9

93

88

84.8

90

9_21

84.4

77.6

89

88

84.8

90

9_22

83.8

79.1

87

88

84.8

90

9_89

87.4

82.1

91

88

84.8

90

10_89 

88

80.6

93

88

84.8

90

11_37 

86.2

82.1

89

88

84.8

90

13_46 

84.4

76.1

90

88

84.8

90

13_121

83.2

77.6

87

88

84.8

90

16_18 

88

83.6

91

88

84.8

90

18_34 

86.2

80.6

90

88

84.8

90

18_75 

85.6

82.1

88

88

84.8

90

18_81 

85.5

78.8

90

88

84.8

90

20_35 

83.8

74.6

90

88

84.8

90

21_41 

81.4

73.1

87

88

84.8

90

21_113

82.6

73.1

89

88

84.8

90

24_39 

82.6

70.1

91

88

84.8

90

28_46 

86.8

77.6

93

88

84.8

90

34_41 

83.2

79.1

86

88

84.8

90

34_113

85

74.6

92

88

84.8

90

35_48 

86.8

79.1

92

88

84.8

90

35_102

80.8

70.1

88

88

84.8

90

44_111

79.6

62.7

91

88

84.8

90

46_112

76.6

62.7

86

88

84.8

90

47_112

81.4

76.1

85

88

84.8

90

46_70 

75.4

61.2

85

88

84.8

90

46_89 

78.4

65.7

87

88

84.8

90

55_65 

83.2

67.2

94

88

84.8

90

58_70 

77.8

62.7

88

88

84.8

90

66_75 

78.4

62.7

89

88

84.8

90

80_83 

72.5

53.7

85

88

84.8

90

25_106

88.6

79.1

95

86.7

84.8

88

34_106

89.2

80.6

95

86.7

84.8

88

3_34

91.6

86.6

95

86.7

84.8

88

 3_121

94

92.5

95

86.7

84.8

88

3_96

93.4

89.6

96

86.7

84.8

88

4_42

86.8

76.1

94

86.7

84.8

88

4_57

88.6

79.1

95

86.7

84.8

88

4_67

86.8

74.6

95

86.7

84.8

88

4_70

86.8

73.1

96

86.7

84.8

88

79_108

90.4

79.1

98

86.7

84.8

88

6_52

87.4

80.6

92

86.7

84.8

88

6_99

86.8

79.1

92

86.7

84.8

88

40_109

86.8

77.6

93

86.7

84.8

88

9_11

88

80.6

93

86.7

84.8

88

9_37

85

79.1

89

86.7

84.8

88

9_45

86.8

83.6

89

86.7

84.8

88

9_98

84.3

80.3

87

86.7

84.8

88

10_22 

84.4

77.6

89

86.7

84.8

88

10_55 

86.8

83.6

89

86.7

84.8

88

11_39 

79.6

71.6

85

86.7

84.8

88

11_46 

79

68.7

86

86.7

84.8

88

11_75 

81.4

73.1

87

86.7

84.8

88

13_63 

88.6

91

87

86.7

84.8

88

13_81 

84.3

81.8

86

86.7

84.8

88

16_46 

84.4

82.1

86

86.7

84.8

88

16_58 

84.4

82.1

86

86.7

84.8

88

16_120

84.4

77.6

89

86.7

84.8

88

17_34 

84.4

73.1

92

86.7

84.8

88

18_78 

82.6

76.1

87

86.7

84.8

88

18_84 

88.6

79.1

95

86.7

84.8

88

21_26 

83.2

70.1

92

86.7

84.8

88

21_33 

82.6

74.6

88

86.7

84.8

88

21_42 

85

71.6

94

86.7

84.8

88

21_43 

82.6

71.6

90

86.7

84.8

88

22_25 

82

76.1

86

86.7

84.8

88

22_75 

80.2

68.7

88

86.7

84.8

88

22_89 

82.6

76.1

87

86.7

84.8

88

22_121

82

70.1

90

86.7

84.8

88

24_44 

81.4

70.1

89

86.7

84.8

88

24_46 

82.6

74.6

88

86.7

84.8

88

25_118

84.4

74.6

91

86.7

84.8

88

34_35 

79.6

70.1

86

86.7

84.8

88

35_49 

84.4

77.6

89

86.7

84.8

88

51_83 

82

67.2

92

86.7

84.8

88

56_66 

83.8

74.6

90

86.7

84.8

88

58_66 

83.8

68.7

94

86.7

84.8

88

70_104

79.6

67.2

88

86.7

84.8

88

24_72 

79

65.7

88

86.6

84.8

87.8

31_106

89.8

77.6

98

85.5

84.8

86

71_106

89.8

79.1

97

85.5

84.8

86

99_106

89.8

77.6

98

85.5

84.8

86

76_108

85.6

79.1

90

85.5

84.8

86

21_110

89.2

85.1

92

85.5

84.8

86

9_34

86.8

80.6

91

85.5

84.8

86

9_83

83.8

74.6

90

85.5

84.8

86

 9_102

86.2

80.6

90

85.5

84.8

86

10_39 

91

86.6

94

85.5

84.8

86

11_24 

83.2

76.1

88

85.5

84.8

86

11_31 

83.8

73.1

91

85.5

84.8

86

11_66 

80.8

68.7

89

85.5

84.8

86

11_85 

79.6

70.1

86

85.5

84.8

86

11_88 

77.2

71.6

81

85.5

84.8

86

13_47 

89.8

85.1

93

85.5

84.8

86

16_89 

85

79.1

89

85.5

84.8

86

21_48 

82.6

74.6

88

85.5

84.8

86

22_39 

83.2

73.1

90

85.5

84.8

86

22_51 

82

76.1

86

85.5

84.8

86

22_67 

79

64.2

89

85.5

84.8

86

22_71 

81.4

70.1

89

85.5

84.8

86

22_103

78.4

70.1

84

85.5

84.8

86

24_45 

84.4

74.6

91

85.5

84.8

86

24_85 

76.6

64.2

85

85.5

84.8

86

24_89 

83.2

80.6

85

85.5

84.8

86

25_55 

85

71.6

94

85.5

84.8

86

25_57 

86.2

77.6

92

85.5

84.8

86

25_71 

83.2

70.1

92

85.5

84.8

86

25_104

81.4

71.6

88

85.5

84.8

86

28_71 

86.8

80.6

91

85.5

84.8

86

31_39 

82

70.1

90

85.5

84.8

86

34_111

80.8

73.1

86

85.5

84.8

86

35_117

77.8

58.2

91

85.5

84.8

86

35_76 

81.4

65.7

92

85.5

84.8

86

44_46 

79

68.7

86

85.5

84.8

86

46_80 

78.4

61.2

90

85.5

84.8

86

66_78 

76

61.2

86

85.5

84.8

86

66_88 

79

65.7

88

85.5

84.8

86

70_119

75.4

62.7

84

85.5

84.8

86

70_98 

80.7

63.6

92

85.5

84.8

86

79_89 

80.8

65.7

91

85.5

84.8

86

103_106 

89.2

79.1

96

84.3

84.8

84

3_78

88.6

83.6

92

84.3

84.8

84

32_109

87.4

77.6

94

84.3

84.8

84

35_110

85.6

74.6

93

84.3

84.8

84

9_75

83.8

76.1

89

84.3

84.8

84

10_74 

86.2

80.6

90

84.3

84.8

84

11_79 

80.2

70.1

87

84.3

84.8

84

11_98 

81.9

74.2

87

84.3

84.8

84

16_21 

85

77.6

90

84.3

84.8

84

20_67 

84.4

77.6

89

84.3

84.8

84

21_59 

82

74.6

87

84.3

84.8

84

21_120

79.6

71.6

85

84.3

84.8

84

21_86 

79.6

73.1

84

84.3

84.8

84

21_96 

77.2

68.7

83

84.3

84.8

84

21_99 

82.6

77.6

86

84.3

84.8

84

22_92 

86.2

82.1

89

84.3

84.8

84

22_93 

82

68.7

91

84.3

84.8

84

24_94 

79

62.7

90

84.3

84.8

84

31_35 

77.2

61.2

88

84.3

84.8

84

32_35 

84.4

74.6

91

84.3

84.8

84

34_42 

79

70.1

85

84.3

84.8

84

35_57 

79

58.2

93

84.3

84.8

84

42_94 

77.8

55.2

93

84.3

84.8

84

44_70 

83.8

73.1

91

84.3

84.8

84

55_67 

81.4

64.2

93

84.3

84.8

84

66_99 

75.4

58.2

87

84.3

84.8

84

79_94 

76.6

59.7

88

84.3

84.8

84

82_83 

72.5

52.2

86

84.3

84.8

84

93_106

89.2

76.1

98

83.1

84.8

82

51_109

86.8

76.1

94

83.1

84.8

82

53_109

91.6

88.1

94

83.1

84.8

82

58_109

86.2

80.6

90

83.1

84.8

82

10_44 

87.4

82.1

91

83.1

84.8

82

10_96 

90.4

88.1

92

83.1

84.8

82

11_21 

81.4

74.6

86

83.1

84.8

82

11_70 

79.6

68.7

87

83.1

84.8

82

11_83 

79

68.7

86

83.1

84.8

82

21_44 

82

71.6

89

83.1

84.8

82

21_58 

81.4

70.1

89

83.1

84.8

82

21_70 

80.8

68.7

89

83.1

84.8

82

24_56 

81.4

77.6

84

83.1

84.8

82

25_31 

80.8

65.7

91

83.1

84.8

82

25_103

82

70.1

90

83.1

84.8

82

27_34 

83.8

77.6

88

83.1

84.8

82

35_64 

79

65.7

88

83.1

84.8

82

44_79 

82.6

65.7

94

83.1

84.8

82

55_79 

78.4

62.7

89

83.1

84.8

82

55_103

77.2

64.2

86

83.1

84.8

82

67_89 

73.1

52.2

87

83.1

84.8

82

70_94 

76

61.2

86

83.1

84.8

82

79_119

75.4

64.2

83

83.1

84.8

82

83_103

71.3

50.7

85

83.1

84.8

82

 3_109

92.2

89.6

94

81.9

84.8

80

100_108 

89.8

83.6

94

81.9

84.8

80

22_109

86.2

77.6

92

81.9

84.8

80

24_109

84.4

79.1

88

81.9

84.8

80

46_109

83.8

73.1

91

81.9

84.8

80

55_109

83.8

76.1

89

81.9

84.8

80

85_109

83.2

77.6

87

81.9

84.8

80

11_16 

89.2

83.6

93

81.9

84.8

80

11_78 

79.6

71.6

85

81.9

84.8

80

11_121

80.2

70.1

87

81.9

84.8

80

11_92 

78.4

68.7

85

81.9

84.8

80

11_103

79.6

67.2

88

81.9

84.8

80

21_63 

83.2

74.6

89

81.9

84.8

80

21_67 

81.4

68.7

90

81.9

84.8

80

21_79 

80.2

73.1

85

81.9

84.8

80

21_81 

80.1

72.7

85

81.9

84.8

80

21_84 

83.2

73.1

90

81.9

84.8

80

21_92 

80.2

71.6

86

81.9

84.8

80

21_93 

78.4

71.6

83

81.9

84.8

80

28_75 

81.4

73.1

87

81.9

84.8

80

42_52 

79

59.7

92

81.9

84.8

80

81_94 

75.9

57.6

88

81.9

84.8

80

94_121

72.5

53.7

85

81.9

84.8

80

21_72 

79.6

70.1

86

81.7

84.8

79.6

47_109

85.6

79.1

90

80.7

84.8

78

56_109

82.6

76.1

87

80.7

84.8

78

62_109

86.8

77.6

93

80.7

84.8

78

82_109

85.6

76.1

92

80.7

84.8

78

88_109

85.6

83.6

87

80.7

84.8

78

89_109

85

77.6

90

80.7

84.8

78

13_104

88.6

89.6

88

80.7

84.8

78

29_75 

82

74.6

87

80.7

84.8

78

29_79 

83.2

74.6

89

80.7

84.8

78

31_45 

85.6

79.1

90

80.7

84.8

78

79_99 

74.3

55.2

87

80.7

84.8

78

104_121 

77.8

67.2

85

80.7

84.8

78

67_109

84.4

74.6

91

79.5

84.8

76

94_109

82.6

76.1

87

79.5

84.8

76

98_109

88

84.8

90

79.5

84.8

76

31_78 

80.2

67.2

89

79.5

84.8

76

83_109

83.8

76.1

89

78.3

84.8

74

79_80 

75.4

58.2

87

78.3

84.8

74

92_109

85.6

83.6

87

77.1

84.8

72

31_100

79.6

70.1

86

77.1

84.8

72

25_50 

85.6

74.6

93

91.5

84.4

96

23_107

88

77.6

95

90.2

84.4

94

7_23

91

85.1

95

90.2

84.4

94

14_50 

86.2

73.1

95

90.2

84.4

94

50_108

89.8

80.6

96

87.8

84.4

90

50_107

89.8

80.6

96

86.6

84.4

88

5_23

91

86.6

94

85.4

84.4

86

50_112

76

62.7

85

85.4

84.4

86

50_71 

77.2

65.7

85

85.4

84.4

86

16_50 

84.4

79.1

88

84.1

84.4

84

21_50 

82

74.6

87

84.1

84.4

84

50_100

74.9

59.7

85

82.9

84.4

82

50_70 

77.2

62.7

87

81.7

84.4

80

50_55 

78.4

62.7

89

80.5

84.4

78

10_77 

89.8

79.1

97

92.6

83.9

98

77_106

92.2

82.1

99

91.4

83.9

96

22_77 

85.6

77.6

91

90.1

83.9

94

25_77 

85

73.1

93

90.1

83.9

94

35_77 

77.2

64.2

86

88.9

83.9

92

77_109

86.2

82.1

89

86.4

83.9

88

28_77 

82.6

76.1

87

86.4

83.9

88

5_77

88

85.1

90

85.2

83.9

86

6_7 

91.6

82.1

98

92.8

81.8

100

6_49

89.8

86.6

92

92.8

81.8

100

7_17

89.8

77.6

98

92.8

81.8

100

 8_111

90.4

79.1

98

92.8

81.8

100

13_15 

88.6

82.1

93

92.8

81.8

100

15_20 

88.6

83.6

92

92.8

81.8

100

15_112

89.8

82.1

95

92.8

81.8

100

17_119

87.4

74.6

96

92.8

81.8

100

17_87 

86.2

71.6

96

92.8

81.8

100

2_43

88.6

77.6

96

91.6

81.8

98

5_14

93.4

88.1

97

91.6

81.8

98

7_14

93.4

88.1

97

91.6

81.8

98

7_33

91

82.1

97

91.6

81.8

98

7_48

90.4

85.1

94

91.6

81.8

98

7_59

90.4

82.1

96

91.6

81.8

98

7_89

91.6

83.6

97

91.6

81.8

98

 8_110

93.4

89.6

96

91.6

81.8

98

8_14

89.8

77.6

98

91.6

81.8

98

11_87 

86.8

74.6

95

91.6

81.8

98

13_19 

90.4

88.1

92

91.6

81.8

98

13_96 

86.2

74.6

94

91.6

81.8

98

14_66 

82.6

65.7

94

91.6

81.8

98

14_80 

85

68.7

96

91.6

81.8

98

14_96 

86.8

77.6

93

91.6

81.8

98

15_25 

87.4

73.1

97

91.6

81.8

98

15_65 

86.2

76.1

93

91.6

81.8

98

17_26 

88.6

79.1

95

91.6

81.8

98

18_76 

92.8

91

94

91.6

81.8

98

19_45 

85

71.6

94

91.6

81.8

98

19_70 

88

82.1

92

91.6

81.8

98

19_83 

86.2

82.1

89

91.6

81.8

98

24_117

83.8

67.2

95

91.6

81.8

98

12_106

94

86.4

99

90.4

81.8

96

38_106

90.4

80.6

97

90.4

81.8

96

28_107

93.4

86.6

98

90.4

81.8

96

36_107

88

76.1

96

90.4

81.8

96

38_107

91.6

82.1

98

90.4

81.8

96

41_107

91

83.6

96

90.4

81.8

96

51_107

88.6

77.6

96

90.4

81.8

96

59_107

88.6

77.6

96

90.4

81.8

96

68_107

88

76.1

96

90.4

81.8

96

70_107

88

76.1

96

90.4

81.8

96

75_107

89.8

77.6

98

90.4

81.8

96

82_107

89.2

79.1

96

90.4

81.8

96

3_8 

94.6

92.5

96

90.4

81.8

96

3_20

91

86.6

94

90.4

81.8

96

14_108

88.6

77.6

96

90.4

81.8

96

39_108

94

89.6

97

90.4

81.8

96

5_40

91.6

88.1

94

90.4

81.8

96

5_41

94

89.6

97

90.4

81.8

96

5_60

92.2

89.6

94

90.4

81.8

96

6_16

88.6

82.1

93

90.4

81.8

96

6_38

88.6

74.6

98

90.4

81.8

96

6_74

87.4

76.1

95

90.4

81.8

96

 6_120

88

79.1

94

90.4

81.8

96

7_29

92.8

85.1

98

90.4

81.8

96

7_43

92.8

89.6

95

90.4

81.8

96

 7_113

94.6

89.6

98

90.4

81.8

96

7_73

91

85.1

95

90.4

81.8

96

8_25

92.2

83.6

98

90.4

81.8

96

8_59

91

82.1

97

90.4

81.8

96

10_30 

87.4

76.1

95

90.4

81.8

96

11_30 

88

80.6

93

90.4

81.8

96

11_119

82.6

73.1

89

90.4

81.8

96

13_111

85.6

73.1

94

90.4

81.8

96

14_42 

87.4

71.6

98

90.4

81.8

96

14_46 

86.2

73.1

95

90.4

81.8

96

15_31 

83.8

68.7

94

90.4

81.8

96

15_35 

86.2

73.1

95

90.4

81.8

96

15_94 

85

73.1

93

90.4

81.8

96

17_37 

85.6

73.1

94

90.4

81.8

96

18_48 

88.6

79.1

95

90.4

81.8

96

18_89 

85.6

79.1

90

90.4

81.8

96

19_39 

92.2

83.6

98

90.4

81.8

96

19_93 

85

74.6

92

90.4

81.8

96

19_96 

87.4

80.6

92

90.4

81.8

96

24_60 

79.6

62.7

91

90.4

81.8

96

30_120

83.2

76.1

88

90.4

81.8

96

26_106

91.6

83.6

97

89.2

81.8

94

40_106

90.4

77.6

99

89.2

81.8

94

53_106

92.2

83.6

98

89.2

81.8

94

10_107

88.6

77.6

96

89.2

81.8

94

15_107

90.4

77.6

99

89.2

81.8

94

17_107

88.6

76.1

97

89.2

81.8

94

29_107

89.2

79.1

96

89.2

81.8

94

40_107

91.6

80.6

99

89.2

81.8

94

43_107

92.8

89.6

95

89.2

81.8

94

46_107

89.8

77.6

98

89.2

81.8

94

56_107

89.2

79.1

96

89.2

81.8

94

60_107

90.4

79.1

98

89.2

81.8

94

62_107

91.6

83.6

97

89.2

81.8

94

64_107

91

85.1

95

89.2

81.8

94

71_107

90.4

83.6

95

89.2

81.8

94

76_107

88.6

77.6

96

89.2

81.8

94

80_107

89.2

79.1

96

89.2

81.8

94

81_107

92.8

86.4

97

89.2

81.8

94

84_107

89.2

80.6

95

89.2

81.8

94

86_107

90.4

79.1

98

89.2

81.8

94

93_107

89.8

79.1

97

89.2

81.8

94

11_108

90.4

77.6

99

89.2

81.8

94

29_108

91

80.6

98

89.2

81.8

94

38_108

86.2

71.6

96

89.2

81.8

94

56_108

90.4

80.6

97

89.2

81.8

94

102_108 

89.2

79.1

96

89.2

81.8

94

5_63

91

86.6

94

89.2

81.8

94

6_54

90.4

83.6

95

89.2

81.8

94

6_55

86.8

74.6

95

89.2

81.8

94

6_71

87.4

77.6

94

89.2

81.8

94

6_80

86.2

73.1

95

89.2

81.8

94

7_41

91.6

89.6

93

89.2

81.8

94

7_49

91

85.1

95

89.2

81.8

94

7_56

91.6

86.6

95

89.2

81.8

94

7_63

93.4

88.1

97

89.2

81.8

94

7_68

91.6

83.6

97

89.2

81.8

94

9_30

87.4

82.1

91

89.2

81.8

94

13_38 

86.2

82.1

89

89.2

81.8

94

13_112

85.6

83.6

87

89.2

81.8

94

13_71 

88

82.1

92

89.2

81.8

94

13_90 

86.2

82.1

89

89.2

81.8

94

14_29 

90.4

76.1

100

89.2

81.8

94

14_83 

83.8

68.7

94

89.2

81.8

94

15_58 

88

79.1

94

89.2

81.8

94

17_25 

87.4

74.6

96

89.2

81.8

94

17_90 

84.4

71.6

93

89.2

81.8

94

18_39 

84.4

71.6

93

89.2

81.8

94

18_60 

88.6

77.6

96

89.2

81.8

94

18_62 

86.8

76.1

94

89.2

81.8

94

18_82 

86.2

82.1

89

89.2

81.8

94

18_91 

89.2

80.6

95

89.2

81.8

94

18_94 

84.4

77.6

89

89.2

81.8

94

18_104

83.2

73.1

90

89.2

81.8

94

19_79 

85

76.1

91

89.2

81.8

94

24_61 

83.2

71.6

91

89.2

81.8

94

25_30 

88.6

77.6

96

89.2

81.8

94

35_38 

83.2

70.1

92

89.2

81.8

94

37_42 

84.4

74.6

91

89.2

81.8

94

37_67 

79.6

68.7

87

89.2

81.8

94

38_58 

83.2

70.1

92

89.2

81.8

94

55_112

80.8

65.7

91

89.2

81.8

94

46_60 

85.6

74.6

93

89.2

81.8

94

51_97 

89.2

82.1

94

89.2

81.8

94

83_113

85

76.1

91

89.2

81.8

94

 4_106

89.2

77.6

97

88

81.8

92

54_106

91.6

80.6

99

88

81.8

92

32_107

91

79.1

99

88

81.8

92

42_107

86.8

74.6

95

88

81.8

92

63_107

92.2

85.1

97

88

81.8

92

78_107

88

76.1

96

88

81.8

92

88_107

91

80.6

98

88

81.8

92

90_107

89.8

80.6

96

88

81.8

92

3_70

94

88.1

98

88

81.8

92

3_75

92.8

89.6

95

88

81.8

92

4_73

87.4

77.6

94

88

81.8

92

22_108

88

80.6

93

88

81.8

92

36_108

86.8

73.1

96

88

81.8

92

40_108

89.8

79.1

97

88

81.8

92

5_6 

95.2

94

96

88

81.8

92

5_43

87.4

82.1

91

88

81.8

92

5_48

94

89.6

97

88

81.8

92

5_62

89.2

85.1

92

88

81.8

92

5_64

89.8

82.1

95

88

81.8

92

5_65

88

79.1

94

88

81.8

92

 5_114

89.8

82.1

95

88

81.8

92

5_73

92.2

89.6

94

88

81.8

92

5_88

91

82.1

97

88

81.8

92

6_96

88.6

83.6

92

88

81.8

92

7_40

95.2

89.6

99

88

81.8

92

7_61

92.2

88.1

95

88

81.8

92

 7_116

91

85.1

95

88

81.8

92

8_11

91.6

88.1

94

88

81.8

92

37_110

88

83.6

91

88

81.8

92

9_17

83.8

73.1

91

88

81.8

92

9_39

85

76.1

91

88

81.8

92

9_44

88

82.1

92

88

81.8

92

 9_114

83.2

77.6

87

88

81.8

92

9_87

82.6

80.6

84

88

81.8

92

10_49 

91

89.6

92

88

81.8

92

10_65 

88

83.6

91

88

81.8

92

10_87 

86.8

82.1

90

88

81.8

92

10_90 

86.2

83.6

88

88

81.8

92

11_38 

85.6

76.1

92

88

81.8

92

13_37 

90.4

89.6

91

88

81.8

92

13_44 

88

86.6

89

88

81.8

92

13_51 

88.6

85.1

91

88

81.8

92

13_59 

86.8

79.1

92

88

81.8

92

14_20 

91

82.1

97

88

81.8

92

14_58 

89.2

82.1

94

88

81.8

92

18_36 

88.6

82.1

93

88

81.8

92

19_25 

83.8

70.1

93

88

81.8

92

19_55 

89.2

82.1

94

88

81.8

92

19_67 

86.8

77.6

93

88

81.8

92

21_38 

86.8

77.6

93

88

81.8

92

22_29 

88

82.1

92

88

81.8

92

22_111

83.2

67.2

94

88

81.8

92

25_62 

80.8

74.6

85

88

81.8

92

29_55 

83.2

74.6

89

88

81.8

92

29_66 

82.6

70.1

91

88

81.8

92

34_51 

86.2

82.1

89

88

81.8

92

34_60 

84.4

77.6

89

88

81.8

92

35_73 

81.4

71.6

88

88

81.8

92

58_111

79

64.2

89

88

81.8

92

37_112

84.4

74.6

91

88

81.8

92

51_112

86.8

80.6

91

88

81.8

92

46_51 

84.4

73.1

92

88

81.8

92

51_75 

80.8

68.7

89

88

81.8

92

51_119

80.8

70.1

88

88

81.8

92

51_96 

82

70.1

90

88

81.8

92

98_113

86.7

75.8

94

88

81.8

92

90_94 

75.4

56.7

88

88

81.8

92

72_108

89.2

79.1

96

87.8

81.8

91.8

39_106

89.8

79.1

97

86.7

81.8

90

44_106

91

80.6

98

86.7

81.8

90

47_106

89.2

79.1

96

86.7

81.8

90

64_106

89.8

80.6

96

86.7

81.8

90

66_106

89.8

76.1

99

86.7

81.8

90

97_106

89.8

82.1

95

86.7

81.8

90

98_106

89.8

80.3

96

86.7

81.8

90

91_107

90.4

79.1

98

86.7

81.8

90

3_93

94.6

91

97

86.7

81.8

90

4_15

89.2

82.1

94

86.7

81.8

90

4_17

87.4

73.1

97

86.7

81.8

90

4_29

89.2

79.1

96

86.7

81.8

90

4_60

86.8

73.1

96

86.7

81.8

90

10_108

86.2

74.6

94

86.7

81.8

90

16_108

90.4

86.6

93

86.7

81.8

90

28_108

87.4

80.6

92

86.7

81.8

90

51_108

86.8

74.6

95

86.7

81.8

90

67_108

88.6

79.1

95

86.7

81.8

90

69_108

86.8

77.6

93

86.7

81.8

90

82_108

86.8

76.1

94

86.7

81.8

90

91_108

86.8

77.6

93

86.7

81.8

90

5_59

91

86.6

94

86.7

81.8

90

 5_118

89.2

83.6

93

86.7

81.8

90

5_85

87.4

83.6

90

86.7

81.8

90

5_86

92.8

89.6

95

86.7

81.8

90

6_34

89.2

82.1

94

86.7

81.8

90

6_35

88.6

76.1

97

86.7

81.8

90

6_66

88.6

76.1

97

86.7

81.8

90

15_109

86.2

73.1

95

86.7

81.8

90

9_26

89.2

86.6

91

86.7

81.8

90

9_54

86.8

82.1

90

86.7

81.8

90

9_66

83.8

77.6

88

86.7

81.8

90

9_80

84.4

80.6

87

86.7

81.8

90

9_97

87.4

85.1

89

86.7

81.8

90

10_46 

90.4

80.6

97

86.7

81.8

90

10_56 

83.8

74.6

90

86.7

81.8

90

10_117

85

74.6

92

86.7

81.8

90

10_75 

86.2

76.1

93

86.7

81.8

90

12_42 

84.9

72.7

93

86.7

81.8

90

12_67 

86.7

78.8

92

86.7

81.8

90

13_14 

86.2

79.1

91

86.7

81.8

90

13_65 

86.8

83.6

89

86.7

81.8

90

17_21 

85.6

73.1

94

86.7

81.8

90

17_24 

83.8

73.1

91

86.7

81.8

90

17_31 

85.6

70.1

96

86.7

81.8

90

17_42 

83.8

64.2

97

86.7

81.8

90

17_66 

85.6

67.2

98

86.7

81.8

90

18_73 

85

76.1

91

86.7

81.8

90

18_90 

83.2

71.6

91

86.7

81.8

90

21_62 

78.4

62.7

89

86.7

81.8

90

22_26 

86.2

77.6

92

86.7

81.8

90

22_37 

81.4

73.1

87

86.7

81.8

90

22_56 

82

73.1

88

86.7

81.8

90

24_43 

83.8

80.6

86

86.7

81.8

90

24_114

83.2

71.6

91

86.7

81.8

90

24_95 

79.6

73.1

84

86.7

81.8

90

25_29 

86.2

74.6

94

86.7

81.8

90

25_97 

79.6

65.7

89

86.7

81.8

90

26_31 

86.8

76.1

94

86.7

81.8

90

26_35 

86.2

77.6

92

86.7

81.8

90

27_119

83.2

77.6

87

86.7

81.8

90

27_98 

80.1

71.2

86

86.7

81.8

90

28_83 

84.4

77.6

89

86.7

81.8

90

29_71 

85.6

79.1

90

86.7

81.8

90

30_67 

85.6

74.6

93

86.7

81.8

90

35_101

77.8

67.2

85

86.7

81.8

90

66_111

83.2

64.2

96

86.7

81.8

90

39_42 

83.2

70.1

92

86.7

81.8

90

39_51 

86.2

77.6

92

86.7

81.8

90

40_55 

85.6

70.1

96

86.7

81.8

90

65_112

83.8

74.6

90

86.7

81.8

90

44_67 

80.2

71.6

86

86.7

81.8

90

47_66 

78.4

65.7

87

86.7

81.8

90

61_67 

79

67.2

87

86.7

81.8

90

66_118

80.8

65.7

91

86.7

81.8

90

67_120

75.4

61.2

85

86.7

81.8

90

79_115

80.8

67.2

90

86.7

81.8

90

83_99 

70.7

53.7

82

86.7

81.8

90

24_106

90.4

82.1

96

85.5

81.8

88

29_106

89.2

79.1

96

85.5

81.8

88

35_106

87.4

73.1

97

85.5

81.8

88

46_106

88.6

74.6

98

85.5

81.8

88

58_106

90.4

79.1

98

85.5

81.8

88

80_106

88.6

76.1

97

85.5

81.8

88

82_106

88.6

76.1

97

85.5

81.8

88

83_106

88.6

74.6

98

85.5

81.8

88

88_106

92.2

82.1

99

85.5

81.8

88

104_106 

89.8

79.1

97

85.5

81.8

88

3_22

94

91

96

85.5

81.8

88

3_31

95.2

91

98

85.5

81.8

88

3_79

94

91

96

85.5

81.8

88

 4_111

85.6

71.6

95

85.5

81.8

88

32_108

88.6

82.1

93

85.5

81.8

88

78_108

90.4

80.6

97

85.5

81.8

88

84_108

85.6

76.1

92

85.5

81.8

88

92_108

89.8

85.1

93

85.5

81.8

88

5_55

89.8

82.1

95

85.5

81.8

88

5_71

88

83.6

91

85.5

81.8

88

5_91

88.6

82.1

93

85.5

81.8

88

5_94

88.6

82.1

93

85.5

81.8

88

 5_100

88

82.1

92

85.5

81.8

88

 5_103

89.8

82.1

95

85.5

81.8

88

6_31

85.6

71.6

95

85.5

81.8

88

6_89

86.8

77.6

93

85.5

81.8

88

28_109

91

86.6

94

85.5

81.8

88

38_109

85

73.1

93

85.5

81.8

88

 9_110

89.2

82.1

94

85.5

81.8

88

9_42

85

79.1

89

85.5

81.8

88

9_47

82.6

77.6

86

85.5

81.8

88

9_62

80.2

74.6

84

85.5

81.8

88

9_74

86.8

80.6

91

85.5

81.8

88

10_24 

88

82.1

92

85.5

81.8

88

10_116

85.6

76.1

92

85.5

81.8

88

10_118

86.8

80.6

91

85.5

81.8

88

10_80 

83.8

76.1

89

85.5

81.8

88

11_20 

88

83.6

91

85.5

81.8

88

11_56 

82.6

73.1

89

85.5

81.8

88

11_62 

83.8

71.6

92

85.5

81.8

88

11_114

82.6

68.7

92

85.5

81.8

88

11_102

82

73.1

88

85.5

81.8

88

12_14 

92.2

84.8

97

85.5

81.8

88

12_35 

84.9

74.2

92

85.5

81.8

88

12_51 

86.7

80.3

91

85.5

81.8

88

13_78 

84.4

79.1

88

85.5

81.8

88

13_82 

82.6

77.6

86

85.5

81.8

88

13_94 

85.6

82.1

88

85.5

81.8

88

13_100

83.2

80.6

85

85.5

81.8

88

16_45 

85

80.6

88

85.5

81.8

88

16_98 

84.9

81.8

87

85.5

81.8

88

17_96 

85

70.1

95

85.5

81.8

88

18_83 

82

73.1

88

85.5

81.8

88

20_21 

83.2

74.6

89

85.5

81.8

88

20_42 

83.8

71.6

92

85.5

81.8

88

21_30 

85

79.1

89

85.5

81.8

88

21_40 

83.2

65.7

95

85.5

81.8

88

21_51 

76

64.2

84

85.5

81.8

88

21_61 

81.4

71.6

88

85.5

81.8

88

21_117

79

70.1

85

85.5

81.8

88

21_87 

80.2

71.6

86

85.5

81.8

88

24_57 

82.6

73.1

89

85.5

81.8

88

24_63 

80.2

71.6

86

85.5

81.8

88

25_82 

83.2

74.6

89

85.5

81.8

88

27_58 

79

70.1

85

85.5

81.8

88

31_47 

78.4

67.2

86

85.5

81.8

88

35_36 

80.2

67.2

89

85.5

81.8

88

35_56 

80.2

67.2

89

85.5

81.8

88

35_62 

80.2

70.1

87

85.5

81.8

88

35_74 

79

65.7

88

85.5

81.8

88

40_67 

80.2

65.7

90

85.5

81.8

88

42_55 

83.8

71.6

92

85.5

81.8

88

42_120

79

68.7

86

85.5

81.8

88

42_98 

81.3

63.6

93

85.5

81.8

88

75_112

79.6

71.6

85

85.5

81.8

88

44_71 

77.2

64.2

86

85.5

81.8

88

46_119

76

62.7

85

85.5

81.8

88

46_96 

74.9

62.7

83

85.5

81.8

88

51_93 

81.4

68.7

90

85.5

81.8

88

75_113

88

82.1

92

85.5

81.8

88

53_58 

82.6

74.6

88

85.5

81.8

88

66_80 

78.4

58.2

92

85.5

81.8

88

66_120

77.8

61.2

89

85.5

81.8

88

45_106

90.4

79.1

98

84.3

81.8

86

55_106

89.2

77.6

97

84.3

81.8

86

59_106

88

74.6

97

84.3

81.8

86

63_106

89.8

80.6

96

84.3

81.8

86

67_106

88

74.6

97

84.3

81.8

86

79_106

87.4

73.1

97

84.3

81.8

86

89_106

88

76.1

96

84.3

81.8

86

96_106

88

76.1

96

84.3

81.8

86

5_46

88

85.1

90

84.3

81.8

86

5_81

87.3

83.3

90

84.3

81.8

86

 5_120

88

85.1

90

84.3

81.8

86

 5_121

88

85.1

90

84.3

81.8

86

5_93

88

85.1

90

84.3

81.8

86

5_98

87.3

83.3

90

84.3

81.8

86

5_99

86.2

80.6

90

84.3

81.8

86

6_79

88.6

77.6

96

84.3

81.8

86

34_110

86.2

86.6

86

84.3

81.8

86

9_65

83.8

79.1

87

84.3

81.8

86

9_67

82

76.1

86

84.3

81.8

86

9_90

82.6

76.1

87

84.3

81.8

86

 9_121

83.8

77.6

88

84.3

81.8

86

10_47 

84.4

74.6

91

84.3

81.8

86

10_97 

86.8

85.1

88

84.3

81.8

86

11_22 

85.6

76.1

92

84.3

81.8

86

11_44 

83.8

79.1

87

84.3

81.8

86

11_65 

86.2

77.6

92

84.3

81.8

86

11_80 

80.8

67.2

90

84.3

81.8

86

11_81 

79.5

69.7

86

84.3

81.8

86

11_97 

81.4

74.6

86

84.3

81.8

86

11_99 

82.6

77.6

86

84.3

81.8

86

13_69 

88

82.1

92

84.3

81.8

86

13_70 

85.6

79.1

90

84.3

81.8

86

16_93 

83.2

77.6

87

84.3

81.8

86

17_56 

82.6

62.7

96

84.3

81.8

86

18_63 

86.8

77.6

93

84.3

81.8

86

20_31 

88

77.6

95

84.3

81.8

86

21_27 

82

71.6

89

84.3

81.8

86

21_53 

82

76.1

86

84.3

81.8

86

21_116

80.2

70.1

87

84.3

81.8

86

22_28 

81.4

76.1

85

84.3

81.8

86

22_42 

82.6

68.7

92

84.3

81.8

86

22_47 

82.6

71.6

90

84.3

81.8

86

22_69 

82

74.6

87

84.3

81.8

86

22_70 

83.2

73.1

90

84.3

81.8

86

22_81 

81.9

68.2

91

84.3

81.8

86

24_27 

84.4

73.1

92

84.3

81.8

86

24_36 

77.2

62.7

87

84.3

81.8

86

24_88 

80.8

76.1

84

84.3

81.8

86

25_114

83.2

70.1

92

84.3

81.8

86

25_78 

82.6

70.1

91

84.3

81.8

86

25_88 

85

77.6

90

84.3

81.8

86

28_98 

84.3

71.2

93

84.3

81.8

86

29_93 

83.8

73.1

91

84.3

81.8

86

30_75 

87.4

80.6

92

84.3

81.8

86

31_89 

82.6

73.1

89

84.3

81.8

86

35_45 

82.6

70.1

91

84.3

81.8

86

40_58 

86.2

73.1

95

84.3

81.8

86

42_83 

78.4

62.7

89

84.3

81.8

86

42_96 

78.4

62.7

89

84.3

81.8

86

56_112

83.2

74.6

89

84.3

81.8

86

46_66 

81.4

67.2

91

84.3

81.8

86

46_83 

75.4

62.7

84

84.3

81.8

86

46_90 

76.6

65.7

84

84.3

81.8

86

46_92 

76

62.7

85

84.3

81.8

86

46_99 

73.1

62.7

80

84.3

81.8

86

58_100

73.7

59.7

83

84.3

81.8

86

65_66 

80.8

70.1

88

84.3

81.8

86

65_94 

78.4

65.7

87

84.3

81.8

86

71_114

82

67.2

92

84.3

81.8

86

70_80 

79.6

62.7

91

84.3

81.8

86

75_98 

77.1

63.6

86

84.3

81.8

86

13_72 

87.4

85.1

89

84.1

81.8

85.7

92_106

89.2

79.1

96

83.1

81.8

84

94_106

88

76.1

96

83.1

81.8

84

3_52

90.4

85.1

94

83.1

81.8

84

33_109

86.8

77.6

93

83.1

81.8

84

73_109

86.8

82.1

90

83.1

81.8

84

66_110

86.2

74.6

94

83.1

81.8

84

9_52

85

80.6

88

83.1

81.8

84

9_78

82.6

74.6

88

83.1

81.8

84

9_96

85

76.1

91

83.1

81.8

84

9_99

86.2

82.1

89

83.1

81.8

84

11_63 

81.4

73.1

87

83.1

81.8

84

11_64 

79.6

73.1

84

83.1

81.8

84

11_93 

79

70.1

85

83.1

81.8

84

11_96 

80.2

70.1

87

83.1

81.8

84

11_104

83.2

70.1

92

83.1

81.8

84

13_75 

86.8

85.1

88

83.1

81.8

84

16_25 

85

80.6

88

83.1

81.8

84

16_70 

83.8

80.6

86

83.1

81.8

84

21_112

85.6

79.1

90

83.1

81.8

84

21_47 

85

76.1

91

83.1

81.8

84

21_91 

80.8

71.6

87

83.1

81.8

84

21_101

79

70.1

85

83.1

81.8

84

22_82 

80.8

70.1

88

83.1

81.8

84

25_84 

82

73.1

88

83.1

81.8

84

29_47 

82

70.1

90

83.1

81.8

84

29_58 

80.2

71.6

86

83.1

81.8

84

31_44 

83.8

73.1

91

83.1

81.8

84

31_99 

78.4

67.2

86

83.1

81.8

84

34_70 

82.6

77.6

86

83.1

81.8

84

35_88 

76.6

67.2

83

83.1

81.8

84

35_95 

79

65.7

88

83.1

81.8

84

42_46 

82

70.1

90

83.1

81.8

84

42_99 

79

58.2

93

83.1

81.8

84

46_114

82

71.6

89

83.1

81.8

84

46_79 

77.2

64.2

86

83.1

81.8

84

46_94 

74.9

59.7

85

83.1

81.8

84

46_98 

75.9

62.1

85

83.1

81.8

84

55_66 

76.6

64.2

85

83.1

81.8

84

55_82 

80.8

65.7

91

83.1

81.8

84

65_119

77.2

68.7

83

83.1

81.8

84

65_80 

80.2

71.6

86

83.1

81.8

84

66_114

81.4

65.7

92

83.1

81.8

84

66_67 

77.2

56.7

91

83.1

81.8

84

66_79 

79

64.2

89

83.1

81.8

84

93_114

77.8

62.7

88

83.1

81.8

84

67_119

79

62.7

90

83.1

81.8

84

79_85 

74.9

58.2

86

83.1

81.8

84

99_104

76

59.7

87

83.1

81.8

84

52_106

89.8

80.6

96

81.9

81.8

82

27_109

84.4

76.1

90

81.9

81.8

82

43_109

89.2

80.6

95

81.9

81.8

82

44_109

89.2

85.1

92

81.9

81.8

82

45_109

87.4

82.1

91

81.9

81.8

82

63_109

86.2

82.1

89

81.9

81.8

82

31_110

88

79.1

94

81.9

81.8

82

9_16

82.6

79.1

85

81.9

81.8

82

9_63

84.4

79.1

88

81.9

81.8

82

9_92

82.6

76.1

87

81.9

81.8

82

10_45 

92.2

88.1

95

81.9

81.8

82

11_67 

80.2

70.1

87

81.9

81.8

82

11_118

82

79.1

84

81.9

81.8

82

16_80 

82.6

77.6

86

81.9

81.8

82

16_94 

85.6

83.6

87

81.9

81.8

82

16_99 

82

79.1

84

81.9

81.8

82

21_64 

80.2

67.2

89

81.9

81.8

82

21_114

79.6

68.7

87

81.9

81.8

82

22_79 

81.4

71.6

88

81.9

81.8

82

25_69 

83.8

73.1

91

81.9

81.8

82

28_47 

85

80.6

88

81.9

81.8

82

31_92 

80.8

67.2

90

81.9

81.8

82

34_67 

78.4

70.1

84

81.9

81.8

82

35_67 

78.4

64.2

88

81.9

81.8

82

36_99 

79

70.1

85

81.9

81.8

82

42_67 

79.6

64.2

90

81.9

81.8

82

42_79 

80.8

62.7

93

81.9

81.8

82

42_93 

81.4

65.7

92

81.9

81.8

82

46_58 

76

62.7

85

81.9

81.8

82

46_103

75.4

61.2

85

81.9

81.8

82

55_78 

74.3

65.7

80

81.9

81.8

82

66_87 

73.7

59.7

83

81.9

81.8

82

67_83 

72.5

58.2

82

81.9

81.8

82

75_115

79.6

67.2

88

81.9

81.8

82

57_109

85.6

76.1

92

80.7

81.8

80

97_109

85

82.1

87

80.7

81.8

80

11_69 

81.4

71.6

88

80.7

81.8

80

21_66 

77.8

70.1

83

80.7

81.8

80

21_78 

77.2

65.7

85

80.7

81.8

80

21_80 

77.2

67.2

84

80.7

81.8

80

21_82 

78.4

73.1

82

80.7

81.8

80

21_88 

79

70.1

85

80.7

81.8

80

21_103

77.8

68.7

84

80.7

81.8

80

21_104

76

68.7

81

80.7

81.8

80

28_93 

80.8

76.1

84

80.7

81.8

80

31_52 

85

73.1

93

80.7

81.8

80

34_79 

82

76.1

86

80.7

81.8

80

35_59 

80.8

65.7

91

80.7

81.8

80

52_111

82

71.6

89

80.7

81.8

80

66_69 

83.8

70.1

93

80.7

81.8

80

65_109

86.2

79.1

91

79.5

81.8

78

68_109

82.6

73.1

89

79.5

81.8

78

71_109

84.4

77.6

89

79.5

81.8

78

21_69 

81.4

73.1

87

79.5

81.8

78

28_119

80.2

79.1

81

79.5

81.8

78

67_97 

74.9

59.7

85

79.5

81.8

78

71_78 

73.1

61.2

81

79.5

81.8

78

11_109

86.2

77.6

92

78.3

81.8

76

17_109

83.8

74.6

90

78.3

81.8

76

11_94 

79.6

71.6

85

78.3

81.8

76

65_100

77.2

65.7

85

78.3

81.8

76

79_104

73.7

59.7

83

78.3

81.8

76

83_100

64.7

40.3

81

78.3

81.8

76

69_109

82.6

76.1

87

77.1

81.8

74

78_109

84.4

77.6

89

77.1

81.8

74

84_109

84.4

74.6

91

77.1

81.8

74

93_109

82.6

74.6

88

77.1

81.8

74

31_65 

81.4

76.1

85

77.1

81.8

74

100_109 

82

77.6

85

75.9

81.8

72

28_100

80.2

73.1

85

75.9

81.8

72

64_79 

77.8

67.2

85

75.9

81.8

72

70_100

75.4

59.7

86

75.9

81.8

72

10_100

86.2

80.6

90

74.7

81.8

70

67_69 

79.6

71.6

85

74.7

81.8

70

13_50 

85

79.1

89

87.8

81.2

92

18_50 

83.8

73.1

91

87.8

81.2

92

50_106

89.8

77.6

98

85.4

81.2

88

40_50 

81.4

67.2

91

85.4

81.2

88

50_114

80.2

65.7

90

85.4

81.2

88

9_50

84.4

77.6

89

84.1

81.2

86

50_66 

74.9

56.7

87

82.9

81.2

84

50_81 

74.1

57.6

85

82.9

81.2

84

11_50 

77.8

68.7

84

81.7

81.2

82

50_58 

76

59.7

87

81.7

81.2

82

50_83 

70.7

52.2

83

81.7

81.2

82

23_109

83.2

71.6

91

75.6

81.2

72

6_77

89.2

80.6

95

91.4

80.6

98

77_107

90.4

85.1

94

88.9

80.6

94

19_77 

82.6

71.6

90

88.9

80.6

94

42_77 

78.4

62.7

89

87.7

80.6

92

51_77 

80.2

62.7

92

87.7

80.6

92

6_28

91.6

85.1

96

91.6

78.8

100

6_43

86.2

76.1

93

91.6

78.8

100

6_87

90.4

82.1

96

91.6

78.8

100

7_15

91

82.1

97

91.6

78.8

100

8_15

89.8

85.1

93

91.6

78.8

100

10_41 

86.8

74.6

95

91.6

78.8

100

15_18 

90.4

86.6

93

91.6

78.8

100

18_33 

86.2

74.6

94

91.6

78.8

100

14_106

91

79.1

99

90.4

78.8

98

41_106

91.6

82.1

98

90.4

78.8

98

2_86

91

80.6

98

90.4

78.8

98

30_107

92.2

85.1

97

90.4

78.8

98

 6_108

89.8

80.6

96

90.4

78.8

98

15_108

88

76.1

96

90.4

78.8

98

30_108

92.8

85.1

98

90.4

78.8

98

41_108

91

82.1

97

90.4

78.8

98

68_108

87.4

76.1

95

90.4

78.8

98

6_14

91

80.6

98

90.4

78.8

98

 7_110

91.6

82.1

98

90.4

78.8

98

9_19

88

82.1

92

90.4

78.8

98

13_80 

85

82.1

87

90.4

78.8

98

14_112

91.6

80.6

99

90.4

78.8

98

15_39 

89.2

79.1

96

90.4

78.8

98

18_32 

89.2

80.6

95

90.4

78.8

98

18_118

85.6

76.1

92

90.4

78.8

98

24_41 

82.6

68.7

92

90.4

78.8

98

30_31 

84.4

73.1

92

90.4

78.8

98

33_112

85.6

71.6

95

90.4

78.8

98

87_111

83.2

67.2

94

90.4

78.8

98

 7_106

92.2

82.1

99

89.2

78.8

96

28_106

93.4

85.1

99

89.2

78.8

96

61_106

91.6

80.6

99

89.2

78.8

96

19_107

94

88.1

98

89.2

78.8

96

3_7 

95.2

89.6

99

89.2

78.8

96

3_30

91

85.1

95

89.2

78.8

96

17_108

87.4

71.6

98

89.2

78.8

96

5_8 

95.2

91

98

89.2

78.8

96

 5_122

90.4

85.1

94

89.2

78.8

96

6_22

85.6

74.6

93

89.2

78.8

96

6_90

87.4

80.6

92

89.2

78.8

96

7_36

91.6

82.1

98

89.2

78.8

96

9_41

87.4

82.1

91

89.2

78.8

96

12_111

88

78.8

94

89.2

78.8

96

12_56 

87.3

83.3

90

89.2

78.8

96

13_36 

89.8

83.6

94

89.2

78.8

96

13_41 

85.6

85.1

86

89.2

78.8

96

14_34 

89.8

82.1

95

89.2

78.8

96

14_37 

89.8

79.1

97

89.2

78.8

96

14_44 

89.8

76.1

99

89.2

78.8

96

14_75 

86.2

73.1

95

89.2

78.8

96

14_89 

86.2

71.6

96

89.2

78.8

96

15_21 

84.4

71.6

93

89.2

78.8

96

15_44 

85

71.6

94

89.2

78.8

96

18_112

84.4

76.1

90

89.2

78.8

96

18_44 

85.6

74.6

93

89.2

78.8

96

18_117

85

73.1

93

89.2

78.8

96

18_119

84.4

76.1

90

89.2

78.8

96

18_80 

83.8

76.1

89

89.2

78.8

96

18_120

84.4

76.1

90

89.2

78.8

96

18_98 

84.3

75.8

90

89.2

78.8

96

18_122

84.4

76.1

90

89.2

78.8

96

19_26 

83.2

73.1

90

89.2

78.8

96

19_31 

87.4

76.1

95

89.2

78.8

96

19_52 

86.8

80.6

91

89.2

78.8

96

20_33 

88

79.1

94

89.2

78.8

96

20_111

88.6

77.6

96

89.2

78.8

96

24_38 

84.4

71.6

93

89.2

78.8

96

25_38 

85

67.2

97

89.2

78.8

96

30_112

85

79.1

89

89.2

78.8

96

30_94 

82.6

73.1

89

89.2

78.8

96

33_71 

82.6

73.1

89

89.2

78.8

96

33_99 

83.8

68.7

94

89.2

78.8

96

98_111

77.7

56.1

92

89.2

78.8

96

37_70 

79

71.6

84

89.2

78.8

96

38_46 

87.4

76.1

95

89.2

78.8

96

40_42 

82.6

61.2

97

89.2

78.8

96

41_120

80.8

73.1

86

89.2

78.8

96

96_113

85

74.6

92

89.2

78.8

96

36_106

91

79.1

99

88

78.8

94

37_106

91

80.6

98

88

78.8

94

60_106

91.6

82.1

98

88

78.8

94

62_106

91

80.6

98

88

78.8

94

74_106

91

80.6

98

88

78.8

94

90_106

89.8

77.6

98

88

78.8

94

 3_107

92.8

86.6

97

88

78.8

94

 6_107

88

76.1

96

88

78.8

94

27_107

91

83.6

96

88

78.8

94

48_107

91

82.1

97

88

78.8

94

57_107

91

82.1

97

88

78.8

94

73_107

91

80.6

98

88

78.8

94

102_107 

90.4

79.1

98

88

78.8

94

3_37

91.6

88.1

94

88

78.8

94

27_108

90.4

79.1

98

88

78.8

94

33_108

86.8

73.1

96

88

78.8

94

57_108

87.4

71.6

98

88

78.8

94

6_9 

88.6

79.1

95

88

78.8

94

6_25

86.2

74.6

94

88

78.8

94

6_85

86.2

79.1

91

88

78.8

94

6_98

86.7

77.3

93

88

78.8

94

7_60

92.8

89.6

95

88

78.8

94

8_31

89.2

82.1

94

88

78.8

94

8_42

89.8

79.1

97

88

78.8

94

26_110

91

86.6

94

88

78.8

94

9_38

83.2

76.1

88

88

78.8

94

10_19 

88.6

79.1

95

88

78.8

94

10_43 

88

83.6

91

88

78.8

94

12_13 

92.2

89.4

94

88

78.8

94

13_29 

89.2

82.1

94

88

78.8

94

13_39 

86.8

74.6

95

88

78.8

94

14_52 

89.2

79.1

96

88

78.8

94

15_119

85

77.6

90

88

78.8

94

17_54 

87.4

71.6

98

88

78.8

94

17_64 

85

68.7

96

88

78.8

94

17_120

84.4

68.7

95

88

78.8

94

18_29 

85

74.6

92

88

78.8

94

18_114

85

74.6

92

88

78.8

94

18_71 

80.2

70.1

87

88

78.8

94

18_86 

86.2

77.6

92

88

78.8

94

18_92 

84.4

76.1

90

88

78.8

94

18_99 

83.8

74.6

90

88

78.8

94

20_25 

89.8

83.6

94

88

78.8

94

24_49 

83.8

79.1

87

88

78.8

94

24_116

82.6

67.2

93

88

78.8

94

24_87 

82.6

68.7

92

88

78.8

94

30_39 

89.8

82.1

95

88

78.8

94

30_70 

85.6

74.6

93

88

78.8

94

34_38 

85

74.6

92

88

78.8

94

38_98 

82.5

65.2

94

88

78.8

94

39_113

87.4

76.1

95

88

78.8

94

39_60 

88

74.6

97

88

78.8

94

40_46 

85

74.6

92

88

78.8

94

41_66 

79.6

62.7

91

88

78.8

94

41_83 

79

65.7

88

88

78.8

94

71_112

79.6

65.7

89

88

78.8

94

83_112

77.2

64.2

86

88

78.8

94

46_62 

80.2

70.1

87

88

78.8

94

58_73 

80.8

71.6

87

88

78.8

94

59_119

82

64.2

94

88

78.8

94

67_115

78.4

68.7

85

88

78.8

94

83_115

83.8

73.1

91

88

78.8

94

70_120

76

59.7

87

88

78.8

94

72_107

89.2

79.1

96

87.8

78.8

93.9

22_106

89.2

79.1

96

86.7

78.8

92

32_106

91

77.6

100

86.7

78.8

92

33_106

90.4

80.6

97

86.7

78.8

92

11_107

89.8

80.6

96

86.7

78.8

92

3_98

90.4

86.4

93

86.7

78.8

92

5_61

89.8

86.6

92

86.7

78.8

92

5_70

87.4

80.6

92

86.7

78.8

92

 5_101

87.4

80.6

92

86.7

78.8

92

6_83

85.6

76.1

92

86.7

78.8

92

41_109

89.2

83.6

93

86.7

78.8

92

 9_111

83.8

71.6

92

86.7

78.8

92

9_43

88.6

85.1

91

86.7

78.8

92

 9_113

86.8

79.1

92

86.7

78.8

92

 9_115

85

79.1

89

86.7

78.8

92

10_14 

87.4

76.1

95

86.7

78.8

92

10_21 

89.8

82.1

95

86.7

78.8

92

10_33 

85

73.1

93

86.7

78.8

92

11_28 

86.8

76.1

94

86.7

78.8

92

11_113

86.8

77.6

93

86.7

78.8

92

13_58 

85

76.1

91

86.7

78.8

92

13_68 

87.4

79.1

93

86.7

78.8

92

13_115

85.6

82.1

88

86.7

78.8

92

14_26 

89.2

76.1

98

86.7

78.8

92

14_31 

84.4

70.1

94

86.7

78.8

92

14_119

88

76.1

96

86.7

78.8

92

15_42 

85

68.7

96

86.7

78.8

92

17_22 

85

71.6

94

86.7

78.8

92

17_46 

84.4

71.6

93

86.7

78.8

92

17_55 

88

74.6

97

86.7

78.8

92

17_58 

85

73.1

93

86.7

78.8

92

17_65 

85

70.1

95

86.7

78.8

92

17_94 

83.2

68.7

93

86.7

78.8

92

18_28 

89.8

82.1

95

86.7

78.8

92

18_61 

85.6

76.1

92

86.7

78.8

92

18_121

83.8

77.6

88

86.7

78.8

92

19_81 

86.1

80.3

90

86.7

78.8

92

22_113

87.4

80.6

92

86.7

78.8

92

24_113

83.2

73.1

90

86.7

78.8

92

25_40 

86.2

73.1

95

86.7

78.8

92

25_42 

84.4

71.6

93

86.7

78.8

92

25_116

84.4

74.6

91

86.7

78.8

92

26_29 

85

74.6

92

86.7

78.8

92

29_70 

82

71.6

89

86.7

78.8

92

30_119

80.2

74.6

84

86.7

78.8

92

33_55 

83.2

67.2

94

86.7

78.8

92

36_119

80.8

71.6

87

86.7

78.8

92

55_111

81.4

67.2

91

86.7

78.8

92

37_66 

79

68.7

86

86.7

78.8

92

39_46 

77.8

65.7

86

86.7

78.8

92

39_70 

78.4

64.2

88

86.7

78.8

92

39_75 

77.8

65.7

86

86.7

78.8

92

40_112

86.8

74.6

95

86.7

78.8

92

41_67 

80.2

64.2

91

86.7

78.8

92

91_112

82.6

65.7

94

86.7

78.8

92

93_112

77.8

65.7

86

86.7

78.8

92

46_55 

79

64.2

89

86.7

78.8

92

66_113

83.8

68.7

94

86.7

78.8

92

79_113

84.4

73.1

92

86.7

78.8

92

52_53 

84.4

79.1

88

86.7

78.8

92

58_119

75.4

62.7

84

86.7

78.8

92

58_87 

82

74.6

87

86.7

78.8

92

98_115

81.9

65.2

93

86.7

78.8

92

15_106

89.8

77.6

98

85.5

78.8

90

65_106

93.4

86.6

98

85.5

78.8

90

81_106

91

80.3

98

85.5

78.8

90

85_106

88.6

79.1

95

85.5

78.8

90

69_107

87.4

77.6

94

85.5

78.8

90

3_9 

93.4

88.1

97

85.5

78.8

90

3_45

92.8

86.6

97

85.5

78.8

90

3_46

93.4

88.1

97

85.5

78.8

90

61_108

91.6

86.6

95

85.5

78.8

90

73_108

86.2

73.1

95

85.5

78.8

90

5_58

86.8

77.6

93

85.5

78.8

90

5_69

90.4

83.6

95

85.5

78.8

90

5_76

90.4

83.6

95

85.5

78.8

90

5_84

89.2

85.1

92

85.5

78.8

90

5_92

88.6

85.1

91

85.5

78.8

90

5_95

89.8

83.6

94

85.5

78.8

90

6_11

85.6

74.6

93

85.5

78.8

90

8_35

89.2

82.1

94

85.5

78.8

90

8_40

87.4

76.1

95

85.5

78.8

90

9_10

86.8

82.1

90

85.5

78.8

90

9_32

84.4

79.1

88

85.5

78.8

90

9_48

84.4

80.6

87

85.5

78.8

90

10_25 

82.6

73.1

89

85.5

78.8

90

10_70 

88

77.6

95

85.5

78.8

90

12_66 

82.5

72.7

89

85.5

78.8

90

12_95 

85.5

78.8

90

85.5

78.8

90

13_34 

91

85.1

95

85.5

78.8

90

13_52 

89.2

82.1

94

85.5

78.8

90

13_99 

84.4

80.6

87

85.5

78.8

90

15_52 

88

82.1

92

85.5

78.8

90

16_55 

84.4

79.1

88

85.5

78.8

90

17_45 

85.6

73.1

94

85.5

78.8

90

17_118

83.8

70.1

93

85.5

78.8

90

17_83 

83.2

67.2

94

85.5

78.8

90

17_85 

83.8

67.2

95

85.5

78.8

90

17_88 

82

67.2

92

85.5

78.8

90

17_97 

83.2

70.1

92

85.5

78.8

90

18_65 

86.2

76.1

93

85.5

78.8

90

21_32 

84.4

80.6

87

85.5

78.8

90

21_73 

79.6

76.1

82

85.5

78.8

90

22_40 

87.4

76.1

95

85.5

78.8

90

22_57 

86.8

79.1

92

85.5

78.8

90

22_76 

77.8

64.2

87

85.5

78.8

90

24_28 

85

79.1

89

85.5

78.8

90

24_111

83.8

73.1

91

85.5

78.8

90

24_47 

77.8

65.7

86

85.5

78.8

90

24_62 

82.6

68.7

92

85.5

78.8

90

25_43 

85

76.1

91

85.5

78.8

90

25_51 

83.2

71.6

91

85.5

78.8

90

25_113

83.2

68.7

93

85.5

78.8

90

25_115

82.6

68.7

92

85.5

78.8

90

28_55 

87.4

76.1

95

85.5

78.8

90

28_58 

87.4

79.1

93

85.5

78.8

90

29_119

83.8

80.6

86

85.5

78.8

90

34_115

82.6

73.1

89

85.5

78.8

90

99_111

81.4

62.7

94

85.5

78.8

90

38_55 

88

73.1

98

85.5

78.8

90

39_104

80.2

65.7

90

85.5

78.8

90

40_81 

80.7

68.2

89

85.5

78.8

90

41_79 

81.4

68.7

90

85.5

78.8

90

42_112

82

67.2

92

85.5

78.8

90

42_56 

82

71.6

89

85.5

78.8

90

68_112

82.6

70.1

91

85.5

78.8

90

45_66 

79

68.7

86

85.5

78.8

90

51_81 

77.7

66.7

85

85.5

78.8

90

51_98 

80.7

72.7

86

85.5

78.8

90

94_113

84.4

70.1

94

85.5

78.8

90

58_117

78.4

61.2

90

85.5

78.8

90

58_80 

78.4

62.7

89

85.5

78.8

90

58_99 

76.6

61.2

87

85.5

78.8

90

62_66 

79

64.2

89

85.5

78.8

90

99_114

79

67.2

87

85.5

78.8

90

81_115

78.3

66.7

86

85.5

78.8

90

76_98 

80.7

69.7

88

85.5

78.8

90

27_106

89.2

76.1

98

84.3

78.8

88

68_106

89.8

79.1

97

84.3

78.8

88

75_106

88

74.6

97

84.3

78.8

88

84_106

89.2

79.1

96

84.3

78.8

88

91_106

89.8

79.1

97

84.3

78.8

88

 3_111

88.6

79.1

95

84.3

78.8

88

 3_103

91.6

86.6

95

84.3

78.8

88

 4_110

91

86.6

94

84.3

78.8

88

95_108

89.8

85.1

93

84.3

78.8

88

104_108 

88

79.1

94

84.3

78.8

88

 5_110

95.2

91

98

84.3

78.8

88

5_27

88.6

83.6

92

84.3

78.8

88

6_39

89.8

85.1

93

84.3

78.8

88

6_45

90.4

80.6

97

84.3

78.8

88

6_67

87.4

74.6

96

84.3

78.8

88

6_93

87.4

76.1

95

84.3

78.8

88

9_59

86.8

79.1

92

84.3

78.8

88

9_86

85.6

80.6

89

84.3

78.8

88

9_88

83.8

79.1

87

84.3

78.8

88

 9_103

82.6

74.6

88

84.3

78.8

88

 9_104

81.4

76.1

85

84.3

78.8

88

10_60 

83.8

71.6

92

84.3

78.8

88

11_47 

83.8

74.6

90

84.3

78.8

88

11_76 

82

71.6

89

84.3

78.8

88

11_120

79.6

68.7

87

84.3

78.8

88

12_16 

88

89.4

87

84.3

78.8

88

12_31 

87.3

80.3

92

84.3

78.8

88

12_78 

85.5

80.3

89

84.3

78.8

88

13_62 

83.2

82.1

84

84.3

78.8

88

13_93 

83.8

82.1

85

84.3

78.8

88

14_100

85.6

71.6

95

84.3

78.8

88

16_34 

88

85.1

90

84.3

78.8

88

16_39 

89.2

86.6

91

84.3

78.8

88

16_97 

84.4

85.1

84

84.3

78.8

88

17_27 

85

70.1

95

84.3

78.8

88

17_39 

84.4

74.6

91

84.3

78.8

88

17_44 

85

70.1

95

84.3

78.8

88

17_121

83.2

67.2

94

84.3

78.8

88

22_74 

83.2

77.6

87

84.3

78.8

88

24_84 

79.6

68.7

87

84.3

78.8

88

25_32 

84.4

73.1

92

84.3

78.8

88

25_74 

83.8

74.6

90

84.3

78.8

88

25_76 

80.8

67.2

90

84.3

78.8

88

25_91 

81.4

67.2

91

84.3

78.8

88

27_28 

83.2

74.6

89

84.3

78.8

88

28_94 

82

73.1

88

84.3

78.8

88

28_96 

86.2

76.1

93

84.3

78.8

88

29_42 

80.2

64.2

91

84.3

78.8

88

29_96 

78.4

70.1

84

84.3

78.8

88

31_115

80.8

67.2

90

84.3

78.8

88

32_46 

85

77.6

90

84.3

78.8

88

32_55 

86.8

82.1

90

84.3

78.8

88

35_111

82

65.7

93

84.3

78.8

88

35_68 

78.4

64.2

88

84.3

78.8

88

37_100

79

67.2

87

84.3

78.8

88

39_44 

80.2

67.2

89

84.3

78.8

88

40_66 

81.4

61.2

95

84.3

78.8

88

42_66 

80.2

59.7

94

84.3

78.8

88

76_112

88

80.6

93

84.3

78.8

88

78_112

77.2

61.2

88

84.3

78.8

88

81_112

77.7

62.1

88

84.3

78.8

88

44_78 

79.6

68.7

87

84.3

78.8

88

46_75 

75.4

67.2

81

84.3

78.8

88

46_85 

76.6

61.2

87

84.3

78.8

88

46_93 

74.9

59.7

85

84.3

78.8

88

51_55 

79

67.2

87

84.3

78.8

88

53_67 

77.2

67.2

84

84.3

78.8

88

53_75 

81.4

70.1

89

84.3

78.8

88

53_83 

76.6

62.7

86

84.3

78.8

88

55_62 

83.8

70.1

93

84.3

78.8

88

56_58 

79

64.2

89

84.3

78.8

88

56_114

79

70.1

85

84.3

78.8

88

56_119

77.8

65.7

86

84.3

78.8

88

62_70 

80.2

64.2

91

84.3

78.8

88

65_70 

83.2

70.1

92

84.3

78.8

88

65_98 

76.5

62.1

86

84.3

78.8

88

66_71 

80.2

67.2

89

84.3

78.8

88

66_74 

80.8

67.2

90

84.3

78.8

88

66_81 

77.7

62.1

88

84.3

78.8

88

66_89 

80.2

68.7

88

84.3

78.8

88

75_114

81.4

70.1

89

84.3

78.8

88

71_104

80.8

65.7

91

84.3

78.8

88

81_89 

77.1

62.1

87

84.3

78.8

88

90_98 

74.1

57.6

85

84.3

78.8

88

72_106

89.2

79.1

96

84.1

78.8

87.8

9_72

85

79.1

89

84.1

78.8

87.8

18_72 

87.4

80.6

92

84.1

78.8

87.8

 6_106

89.8

79.1

97

83.1

78.8

86

10_106

88

76.1

96

83.1

78.8

86

11_106

89.2

77.6

97

83.1

78.8

86

42_106

89.2

77.6

97

83.1

78.8

86

57_106

89.2

76.1

98

83.1

78.8

86

69_106

89.2

77.6

97

83.1

78.8

86

76_106

89.2

77.6

97

83.1

78.8

86

3_56

91.6

85.1

96

83.1

78.8

86

5_67

87.4

82.1

91

83.1

78.8

86

 6_121

86.8

76.1

94

83.1

78.8

86

46_110

83.8

77.6

88

83.1

78.8

86

9_28

86.2

86.6

86

83.1

78.8

86

9_64

82.6

74.6

88

83.1

78.8

86

9_76

83.8

77.6

88

83.1

78.8

86

9_79

85.6

79.1

90

83.1

78.8

86

9_82

84.4

79.1

88

83.1

78.8

86

9_95

86.8

80.6

91

83.1

78.8

86

 9_101

85.6

83.6

87

83.1

78.8

86

10_11 

85.6

74.6

93

83.1

78.8

86

10_111

82

68.7

91

83.1

78.8

86

10_40 

85.6

74.6

93

83.1

78.8

86

11_59 

80.8

73.1

86

83.1

78.8

86

11_68 

79

71.6

84

83.1

78.8

86

11_117

80.2

70.1

87

83.1

78.8

86

11_74 

81.4

74.6

86

83.1

78.8

86

11_90 

79.6

73.1

84

83.1

78.8

86

13_55 

90.4

83.6

95

83.1

78.8

86

16_44 

82.6

76.1

87

83.1

78.8

86

16_65 

82.6

80.6

84

83.1

78.8

86

16_66 

80.8

73.1

86

83.1

78.8

86

16_71 

83.8

77.6

88

83.1

78.8

86

17_52 

84.4

71.6

93

83.1

78.8

86

17_98 

84.3

68.2

95

83.1

78.8

86

21_76 

79

73.1

83

83.1

78.8

86

22_31 

80.2

68.7

88

83.1

78.8

86

22_43 

86.2

76.1

93

83.1

78.8

86

22_90 

79.6

70.1

86

83.1

78.8

86

22_91 

77.8

67.2

85

83.1

78.8

86

26_67 

83.2

74.6

89

83.1

78.8

86

28_34 

88.6

79.1

95

83.1

78.8

86

28_52 

87.4

80.6

92

83.1

78.8

86

29_111

80.2

65.7

90

83.1

78.8

86

29_112

83.8

73.1

91

83.1

78.8

86

29_45 

85

79.1

89

83.1

78.8

86

29_46 

81.4

73.1

87

83.1

78.8

86

31_40 

82

67.2

92

83.1

78.8

86

31_46 

77.8

65.7

86

83.1

78.8

86

32_66 

82.6

71.6

90

83.1

78.8

86

32_98 

86.1

80.3

90

83.1

78.8

86

34_66 

83.2

74.6

89

83.1

78.8

86

35_116

77.2

59.7

89

83.1

78.8

86

39_66 

78.4

64.2

88

83.1

78.8

86

42_71 

81.4

65.7

92

83.1

78.8

86

42_81 

84.3

72.7

92

83.1

78.8

86

44_83 

76.6

61.2

87

83.1

78.8

86

44_93 

77.8

67.2

85

83.1

78.8

86

46_120

73.7

59.7

83

83.1

78.8

86

51_65 

82

74.6

87

83.1

78.8

86

51_66 

79.6

64.2

90

83.1

78.8

86

51_94 

80.2

67.2

89

83.1

78.8

86

54_56 

85.6

83.6

87

83.1

78.8

86

55_75 

77.8

62.7

88

83.1

78.8

86

55_94 

75.4

59.7

86

83.1

78.8

86

55_98 

73.5

56.1

85

83.1

78.8

86

58_82 

77.2

59.7

89

83.1

78.8

86

58_93 

74.9

58.2

86

83.1

78.8

86

62_81 

70.5

57.6

79

83.1

78.8

86

64_67 

82.6

73.1

89

83.1

78.8

86

66_96 

77.2

61.2

88

83.1

78.8

86

67_98 

76.5

60.6

87

83.1

78.8

86

17_106

89.8

79.1

97

81.9

78.8

84

70_106

88.6

74.6

98

81.9

78.8

84

64_109

86.2

80.6

90

81.9

78.8

84

39_110

87.4

83.6

90

81.9

78.8

84

9_31

83.8

76.1

89

81.9

78.8

84

9_81

85.5

80.3

89

81.9

78.8

84

10_31 

85.6

79.1

90

81.9

78.8

84

10_63 

83.8

79.1

87

81.9

78.8

84

10_114

87.4

77.6

94

81.9

78.8

84

10_67 

84.4

76.1

90

81.9

78.8

84

10_88 

88.6

79.1

95

81.9

78.8

84

11_36 

79.6

70.1

86

81.9

78.8

84

11_57 

79

68.7

86

81.9

78.8

84

11_58 

80.8

71.6

87

81.9

78.8

84

11_82 

80.8

68.7

89

81.9

78.8

84

11_89 

80.2

70.1

87

81.9

78.8

84

11_91 

79.6

68.7

87

81.9

78.8

84

12_22 

90.4

84.8

94

81.9

78.8

84

16_22 

82

76.1

86

81.9

78.8

84

16_96 

80.8

73.1

86

81.9

78.8

84

17_75 

83.8

67.2

95

81.9

78.8

84

17_100

83.2

71.6

91

81.9

78.8

84

22_54 

84.4

77.6

89

81.9

78.8

84

27_29 

83.8

74.6

90

81.9

78.8

84

28_66 

83.2

76.1

88

81.9

78.8

84

28_70 

83.8

74.6

90

81.9

78.8

84

28_120

85

76.1

91

81.9

78.8

84

29_34 

81.4

74.6

86

81.9

78.8

84

31_32 

86.2

79.1

91

81.9

78.8

84

31_66 

76

64.2

84

81.9

78.8

84

31_85 

77.2

67.2

84

81.9

78.8

84

31_87 

79

71.6

84

81.9

78.8

84

31_94 

79

65.7

88

81.9

78.8

84

31_96 

80.2

71.6

86

81.9

78.8

84

34_82 

79

74.6

82

81.9

78.8

84

44_99 

76

58.2

88

81.9

78.8

84

44_103

81.4

64.2

93

81.9

78.8

84

45_46 

77.2

67.2

84

81.9

78.8

84

46_82 

73.7

61.2

82

81.9

78.8

84

47_51 

80.2

67.2

89

81.9

78.8

84

47_120

76.6

68.7

82

81.9

78.8

84

51_71 

82.6

73.1

89

81.9

78.8

84

55_117

78.4

59.7

91

81.9

78.8

84

55_99 

77.8

65.7

86

81.9

78.8

84

58_75 

76

64.2

84

81.9

78.8

84

58_94 

76.6

58.2

89

81.9

78.8

84

83_114

82.6

65.7

94

81.9

78.8

84

94_114

78.4

64.2

88

81.9

78.8

84

67_118

73.7

52.2

88

81.9

78.8

84

67_121

75.4

64.2

83

81.9

78.8

84

78_119

73.1

56.7

84

81.9

78.8

84

81_98 

74.5

60

84

81.9

78.8

84

93_98 

74.1

56.1

86

81.9

78.8

84

78_106

89.2

77.6

97

80.7

78.8

82

100_106 

89.2

80.6

95

80.7

78.8

82

10_109

86.2

77.6

92

80.7

78.8

82

74_109

89.2

82.1

94

80.7

78.8

82

102_109 

84.4

73.1

92

80.7

78.8

82

79_110

86.8

76.1

94

80.7

78.8

82

96_110

86.2

85.1

87

80.7

78.8

82

9_69

82.6

80.6

84

80.7

78.8

82

9_84

82

77.6

85

80.7

78.8

82

9_93

82.6

74.6

88

80.7

78.8

82

10_78 

85.6

77.6

91

80.7

78.8

82

10_93 

83.8

77.6

88

80.7

78.8

82

10_103

85

77.6

90

80.7

78.8

82

11_42 

83.2

76.1

88

80.7

78.8

82

11_95 

78.4

68.7

85

80.7

78.8

82

11_100

78.4

68.7

85

80.7

78.8

82

24_78 

79

64.2

89

80.7

78.8

82

25_28 

82

74.6

87

80.7

78.8

82

25_63 

83.8

76.1

89

80.7

78.8

82

28_42 

82

70.1

90

80.7

78.8

82

29_56 

80.2

70.1

87

80.7

78.8

82

31_111

81.4

65.7

92

80.7

78.8

82

32_79 

81.4

73.1

87

80.7

78.8

82

92_111

77.2

62.7

87

80.7

78.8

82

39_100

74.9

61.2

84

80.7

78.8

82

42_57 

79

58.2

93

80.7

78.8

82

42_121

81.4

70.1

89

80.7

78.8

82

44_100

76

61.2

86

80.7

78.8

82

100_113 

84.4

74.6

91

80.7

78.8

82

55_118

82

67.2

92

80.7

78.8

82

55_81 

76.5

54.5

91

80.7

78.8

82

55_87 

77.2

65.7

85

80.7

78.8

82

62_93 

77.2

65.7

85

80.7

78.8

82

78_114

77.2

65.7

85

80.7

78.8

82

70_96 

74.3

62.7

82

80.7

78.8

82

70_103

80.2

65.7

90

80.7

78.8

82

78_80 

74.9

59.7

85

80.7

78.8

82

46_72 

79

71.6

84

80.5

78.8

81.6

101_109 

86.8

79.1

92

79.5

78.8

80

10_95 

82.6

74.6

88

79.5

78.8

80

16_78 

82

76.1

86

79.5

78.8

80

21_29 

82

73.1

88

79.5

78.8

80

21_95 

81.4

67.2

91

79.5

78.8

80

27_45 

83.2

80.6

85

79.5

78.8

80

28_45 

89.2

86.6

91

79.5

78.8

80

31_114

81.4

68.7

90

79.5

78.8

80

31_80 

79.6

62.7

91

79.5

78.8

80

31_88 

79.6

71.6

85

79.5

78.8

80

31_97 

82

73.1

88

79.5

78.8

80

42_100

77.8

56.7

92

79.5

78.8

80

45_79 

78.4

67.2

86

79.5

78.8

80

46_121

75.4

61.2

85

79.5

78.8

80

46_100

74.9

64.2

82

79.5

78.8

80

55_100

76.6

59.7

88

79.5

78.8

80

56_98 

74.7

60.6

84

79.5

78.8

80

58_78 

76

62.7

85

79.5

78.8

80

65_79 

79

62.7

90

79.5

78.8

80

65_104

77.8

67.2

85

79.5

78.8

80

67_99 

74.9

58.2

86

79.5

78.8

80

78_81 

72.3

59.1

81

79.5

78.8

80

78_90 

74.3

61.2

83

79.5

78.8

80

79_96 

76

62.7

85

79.5

78.8

80

80_121

74.9

62.7

83

79.5

78.8

80

94_99 

71.9

53.7

84

79.5

78.8

80

3_92

92.8

89.6

95

78.3

78.8

78

 6_109

86.2

77.6

92

78.3

78.8

78

52_110

85.6

85.1

86

78.3

78.8

78

10_42 

84.4

76.1

90

78.3

78.8

78

29_67 

82.6

73.1

89

78.3

78.8

78

31_83 

78.4

64.2

88

78.3

78.8

78

46_52 

79

70.1

85

78.3

78.8

78

67_79 

74.9

56.7

87

78.3

78.8

78

67_93 

73.1

53.7

86

78.3

78.8

78

67_103

76

58.2

88

78.3

78.8

78

70_92 

75.4

62.7

84

78.3

78.8

78

59_109

83.8

74.6

90

77.1

78.8

76

70_109

83.2

74.6

89

77.1

78.8

76

76_109

82.6

73.1

89

77.1

78.8

76

95_109

86.2

79.1

91

77.1

78.8

76

31_42 

81.4

67.2

91

77.1

78.8

76

31_55 

83.2

70.1

92

77.1

78.8

76

34_55 

80.2

73.1

85

77.1

78.8

76

42_78 

76

59.7

87

77.1

78.8

76

67_85 

71.3

56.7

81

77.1

78.8

76

78_85 

72.5

55.2

84

77.1

78.8

76

79_92 

72.5

52.2

86

77.1

78.8

76

94_103

73.7

50.7

89

77.1

78.8

76

99_100

71.9

52.2

85

77.1

78.8

76

36_109

83.8

74.6

90

75.9

78.8

74

91_109

84.4

76.1

90

75.9

78.8

74

46_78 

76

62.7

85

75.9

78.8

74

52_67 

76

65.7

83

75.9

78.8

74

63_78 

78.4

74.6

81

75.9

78.8

74

67_70 

77.8

61.2

89

75.9

78.8

74

69_79 

80.2

71.6

86

75.9

78.8

74

31_104

77.8

65.7

86

74.7

78.8

72

63_79 

79

68.7

86

74.7

78.8

72

67_92 

73.1

56.7

84

74.7

78.8

72

75_78 

76.6

65.7

84

74.7

78.8

72

69_78 

74.9

61.2

84

73.5

78.8

70

79_100

74.3

59.7

84

73.5

78.8

70

13_23 

91

82.1

97

90.2

78.1

98

23_108

89.2

80.6

95

87.8

78.1

94

8_23

88.6

79.1

95

87.8

78.1

94

41_50 

81.4

67.2

91

86.6

78.1

92

50_51 

79

64.2

89

85.4

78.1

90

50_87 

78.4

62.7

89

85.4

78.1

90

37_50 

82.6

71.6

90

84.1

78.1

88

9_23

87.4

82.1

91

82.9

78.1

86

50_68 

79.6

64.2

90

82.9

78.1

86

23_106

89.2

76.1

98

81.7

78.1

84

46_50 

76.6

67.2

83

81.7

78.1

84

50_75 

76

64.2

84

81.7

78.1

84

50_111

79

61.2

91

80.5

78.1

82

31_50 

82.6

70.1

91

78

78.1

78

50_78 

73.7

62.7

81

74.4

78.1

72

77_110

84.4

76.1

90

88.9

77.4

96

18_77 

83.2

74.6

89

86.4

77.4

92

77_115

79

67.2

87

86.4

77.4

92

16_77 

85.6

82.1

88

85.2

77.4

90

29_77 

83.2

76.1

88

85.2

77.4

90

58_77 

74.3

56.7

86

85.2

77.4

90

66_77 

76.6

59.7

88

85.2

77.4

90

77_104

79.6

62.7

91

84

77.4

88

11_77 

80.2

71.6

86

82.7

77.4

86

Example 3

<Selection of Gene Markers Using all Samples and Method for Evaluating Pancreatic Cancer Discriminant Performance of Acquired Gene Markers>

In this Example, the samples of the training cohort and the validation cohort used in Examples 1 and 2 were integrated, and selection of a gene marker and evaluation of its pancreatic cancer discriminant performance were conducted using all of the samples.

Specifically, the miRNA expression levels in the sera of the 100 pancreatic cancer patients and the 150 healthy subjects obtained in the preceding Reference Examples were normalized by quantile normalization. In order to acquire diagnosis markers with higher reliability, only genes having a gene expression level of 26 or higher in 50% or more of the samples in either of the pancreatic cancer patient group or the healthy subject group were selected in the gene marker selection. In order to further acquire statistical significance for discriminating a pancreatic cancer patient group from a healthy subject group, the P value obtained by two-tailed t-test assuming equal variance as to each gene expression level was corrected by the Bonferroni method, and genes that satisfied p<0.01 were selected as gene markers for use in explanatory variables of a discriminant and described in Table 7 In this way, hsa-miR-4417, hsa-miR-4707-5p, hsa-miR-7847-3p, hsa-miR-2861, hsa-miR-4513, hsa-miR-6777-5p, hsa-miR-7113-3p, hsa-miR-4648, hsa-miR-3184-5p, hsa-miR-4271, hsa-miR-6791-5p, hsa-miR-642a-3p, hsa-miR-7108-5p, hsa-miR-128-1-5p, hsa-miR-5196-5p, hsa-miR-3178, hsa-miR-3656, hsa-miR-92a-2-5p, hsa-miR-6769b-5p, hsa-miR-4689, hsa-miR-6076, hsa-miR-92h-5p, hsa-miR-6774-5p, hsa-miR-486-3p, hsa-miR-6806-5p, hsa-miR-6716-5p, hsa-miR-557, hsa-miR-4673, hsa-miR-4674, hsa-miR-4442, hsa-miR-1915-3p, hsa-miR-4687-3p, and hsa-mniR-92b-3p genes, and the nucleotide sequences of SEQ ID NOs: 349 to 383 related thereto were found in addition to the genes described in Table 2. As with the nucleotide sequences of SEQ ID NOs: 1 to 122, the results obtained about the polynucleotides shown in SEQ ID NOs: 349 to 383 also showed that the measurement values were significantly lower (−) or higher (+) in the pancreatic cancer patient group than in the healthy subject group (Table 7). These results were able to be validated in the validation cohort. Thus, the presence or absence of pancreatic cancer in the newly obtained samples can be determined by the methods described in Examples 1 and 2 by using, alone or in combination, the gene expression level measurement values described in Table 7.

TABLE 7

Expression level in

pancreatic cancer

SEQ

patient relative

ID NO:

Name

p. value

to healthy subject

105

hsa-miR-125a-3p

7.05E−72

1

hsa-miR-6893-5p

4.14E−64

2

hsa-miR-6075

1.06E−49

+

4

hsa-miR-4294

5.56E−43

107

hsa-miR-1469

1.06E−42

+

106

hsa-miR-204-3p

6.17E−42

108

hsa-miR-575

1.26E−39

5

hsa-miR-6729-5p

1.24E−38

+

6

hsa-miR-4476

2.46E−36

3

hsa-miR-6820-5p

1.80E−34

8

hsa-miR-6765-3p

3.08E−32

109

hsa-miR-150-3p

7.57E−31

7

hsa-miR-6836-3p

1.12E−29

+

18

hsa-miR-4792

4.50E−29

+

9

hsa-miR-6799-5p

3.91E−28

10

hsa-miR-4530

6.27E−27

13

hsa-miR-615-5p

2.79E−26

12

hsa-miR-4454

4.13E−26

17

hsa-miR-4450

6.27E−26

11

hsa-miR-7641

1.99E−25

110

hsa-miR-423-5p

3.69E−25

24

hsa-miR-6877-5p

4.17E−25

19

hsa-miR-665

6.54E−25

+

14

hsa-miR-8073

3.32E−24

+

35

hsa-miR-1231

4.73E−23

+

25

hsa-miR-6880-5p

4.77E−23

22

hsa-miR-6789-5p

1.52E−22

+

16

hsa-miR-4634

3.85E−22

+

30

hsa-miR-5585-3p

8.16E−22

+

20

hsa-miR-7975

1.73E−20

33

hsa-miR-4651

3.57E−19

31

hsa-miR-6085

3.92E−19

26

hsa-miR-7977

4.07E−19

29

hsa-miR-8089

2.29E−18

112

hsa-miR-3188

3.55E−18

+

34

hsa-miR-4433-3p

6.97E−18

+

27

hsa-miR-4734

8.43E−18

+

111

hsa-miR-564

8.77E−18

46

hsa-miR-6125

4.60E−17

+

21

hsa-miR-7109-5p

4.84E−17

23

hsa-miR-4497

1.63E−16

41

hsa-miR-619-5p

2.74E−16

+

37

hsa-miR-7114-5p

2.89E−16

42

hsa-miR-3622a-5p

4.11E−16

39

hsa-miR-8069

1.67E−15

+

58

hsa-miR-3185

2.47E−15

+

66

hsa-miR-4723-5p

2.57E−15

38

hsa-miR-1238-5p

2.84E−15

+

44

hsa-miR-6741-5p

3.06E−15

40

hsa-miR-4732-5p

4.29E−15

+

32

hsa-miR-6845-5p

1.09E−14

+

55

hsa-miR-6724-5p

1.51E−14

+

28

hsa-miR-6821-5p

2.47E−14

50

hsa-miR-6875-5p

7.80E−14

+

113

hsa-miR-1246

1.34E−13

+

53

hsa-miR-4736

2.22E−13

+

47

hsa-miR-6805-5p

2.32E−13

+

36

hsa-miR-4665-5p

5.61E−13

114

hsa-miR-602

7.01E−13

+

45

hsa-miR-6781-5p

1.70E−12

+

15

hsa-miR-663a

1.70E−12

+

57

hsa-miR-6726-5p

2.61E−12

67

hsa-miR-6850-5p

4.31E−12

+

56

hsa-miR-7107-5p

7.43E−12

52

hsa-miR-4433b-3p

7.79E−12

+

71

hsa-miR-4486

8.29E−12

+

65

hsa-miR-6779-5p

1.76E−11

115

hsa-miR-1290

1.99E−11

+

51

hsa-miR-1908-3p

2.20E−11

+

70

hsa-miR-8072

2.98E−11

+

60

hsa-miR-1273g-3p

6.69E−11

+

43

hsa-miR-1260a

1.14E−10

79

hsa-miR-4534

2.20E−10

80

hsa-miR-4449

2.54E−10

+

77

hsa-miR-6780b-5p

2.77E−10

+

49

hsa-miR-6872-3p

3.55E−10

119

hsa-miR-187-5p

3.74E−10

75

hsa-miR-7106-5p

4.23E−10

54

hsa-miR-5100

5.83E−10

83

hsa-miR-4467

6.44E−10

+

59

hsa-miR-4638-5p

9.61E−10

81

hsa-miR-5195-3p

1.12E−09

62

hsa-miR-328-5p

1.36E−09

68

hsa-miR-760

2.30E−09

78

hsa-miR-6090

2.36E−09

+

90

hsa-miR-3162-5p

3.27E−09

48

hsa-miR-6132

4.46E−09

120

hsa-miR-1908-5p

4.47E−09

+

61

hsa-miR-6778-5p

6.12E−09

+

98

hsa-miR-6816-5p

9.29E−09

+

94

hsa-miR-6722-3p

9.46E−09

+

82

hsa-miR-1202

1.14E−08

117

hsa-miR-451a

2.71E−08

118

hsa-miR-24-3p

3.63E−08

74

hsa-miR-1260b

6.21E−08

73

hsa-miR-4656

6.81E−08

+

85

hsa-miR-4281

6.81E−08

99

hsa-miR-4741

9.33E−08

+

116

hsa-miR-16-5p

9.82E−08

121

hsa-miR-371a-5p

1.38E−07

93

hsa-miR-1227-5p

1.43E−07

+

63

hsa-miR-3679-3p

1.83E−07

+

72

hsa-miR-1913

3.84E−07

+

69

hsa-miR-7704

1.35E−06

87

hsa-miR-4484

1.46E−06

+

89

hsa-miR-3135b

1.72E−06

103

hsa-miR-4665-3p

3.01E−06

+

349

hsa-miR-4417

3.10E−06

+

350

hsa-miR-4707-5p

3.58E−06

+

88

hsa-miR-6805-3p

4.95E−06

+

351

hsa-miR-7847-3p

5.06E−06

352

hsa-miR-2861

6.22E−06

104

hsa-miR-718

7.23E−06

+

353

hsa-miR-4513

7.71E−06

76

hsa-miR-6889-5p

1.88E−05

92

hsa-miR-6721-5p

2.26E−05

+

354

hsa-miR-7111-5p

2.67E−05

355

hsa-miR-6777-5p

3.00E−05

91

hsa-miR-6768-5p

3.39E−05

356

hsa-miR-7113-3p

3.47E−05

+

97

hsa-miR-6727-5p

3.73E−05

357

hsa-miR-4648

4.03E−05

+

100

hsa-miR-4508

4.48E−05

+

358

hsa-miR-3184-5p

4.67E−05

+

359

hsa-miR-4271

4.87E−05

96

hsa-miR-4746-3p

4.91E−05

+

360

hsa-miR-6791-5p

7.71E−05

+

361

hsa-miR-642a-3p

2.26E−04

362

hsa-miR-7108-5p

2.56E−04

+

363

hsa-miR-128-1-5p

2.70E−04

+

364

hsa-miR-5196-5p

2.85E−04

365

hsa-miR-3178

6.64E−04

+

366

hsa-miR-3656

7.51E−04

+

367

hsa-miR-92a-2-5p

1.04E−03

368

hsa-miR-6769b-5p

1.06E−03

369

hsa-miR-4689

1.17E−03

370

hsa-miR-6076

1.29E−03

371

hsa-miR-92b-5p

1.68E−03

+

122

hsa-miR-550a-5p

1.80E−03

+

372

hsa-miR-6774-5p

1.81E−03

+

373

hsa-miR-486-3p

2.00E−03

+

374

hsa-miR-6806-5p

2.02E−03

+

64

hsa-miR-1228-3p

2.28E−03

+

375

hsa-miR-6842-5p

2.35E−03

+

102

hsa-miR-4327

2.57E−03

376

hsa-miR-6716-5p

2.70E−03

+

377

hsa-miR-557

2.87E−03

+

378

hsa-miR-4673

3.26E−03

+

379

hsa-miR-4674

3.91E−03

+

95

hsa-miR-4286

4.47E−03

86

hsa-miR-4505

5.22E−03

380

hsa-miR-4442

5.97E−03

381

hsa-miR-1915-3p

6.28E−03

+

382

hsa-miR-4687-3p

6.36E−03

383

hsa-miR-92b-3p

7.44E−03

+

Example 4]

<Method for Evaluating Pancreatic Cancer-Specific Discriminant Performance by Combination of Plurality of Gene Markers Using Samples of Validation Cohort>

In this Example, gene expression levels of miRNAs in sera were compared between pancreatic cancer patients and a control group consisting of healthy subjects, colorectal cancer patients, stomach cancer patients, esophageal cancer patients, liver cancer patients, and benign pancreaticohiliary disease patients in the same way as the method described in Example I with respect to the training cohort as the sample group described in Reference Example 2 to select an additional gene marker for diagnosis. The additional gene marker for diagnosis (at least one of SEQ ID NOs: 464 to 473 and 492 to 494) thus selected was combined with the gene markers selected in Example 1 to study a method for evaluating pancreatic cancer-specific discriminant performance.

Specifically, first, the miRNA expression levels of the training cohort and the validation cohort obtained in Reference Example 2 mentioned above were combined and normalized by quantile normalization. Next. Fisher's discriminant analysis was conducted as to combinations of 1 to 4 expression level measurement values comprising at least one or more of the expression level measurement values of the newly found polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 104, 349 to 383, 464 to 473, and 492 to 494 among the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122, 349 to 383, 464 to 473, and 492 to 494, and the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 105 and 108. to construct a discriminant for determining the presence or absence of pancreatic cancer. Next, accuracy, sensitivity, and specificity in the validation cohort were calculated using the discriminant thus prepared, with the pancreatic cancer patient group as a positive sample group and the healthy subject group, the colorectal cancer patient group, the stomach cancer patient group, the esophageal cancer patient group, the liver cancer patient group, and the benign pancreaticobiliary disease patient group as negative sample groups. The discriminant performance of the selected polynucleotides was validated using independent samples.

Most of polynucleotides consisting of the nucleotide sequences represented by these SEQ ID NOs (SEQ ID NOs: I to 122, 349 to 383, 464 to 473, and 492 to 494 corresponding to the miRNA markers of Table 1) or complementary sequences thereof mentioned above were able to provide relatively high accuracy, sensitivity, and specificity in the determination of the presence or absence of pancreatic cancer, and furthermore, were able to specifically discriminate pancreatic cancer from the other cancers. For example, among the combinations of multiple polynucleotides selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 2, 4, 6, 7, 9, 10, 25, 28, 30, 31, 38, 48, 82, 103, 105, 108, and 464 or complementary sequences thereof (the cancer type-specific polynucleotide group 1) as polynucleotides capable of specifically binding to target markers, combinations comprising at least one or more polynucleotides preferably selected from the group consisting of polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 2, 4, 7, 10, and 25 or complementary sequences thereof (the cancer type-specific polynucleotide group 2) included in the cancer type-specific polynucleotide group 1 were able to specifically discriminate pancreatic cancer from the other cancers with high accuracy.

The number of the polynucleotides with cancer type specificity in the combination mentioned above can be 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more for the combination. The combinations of 4 or more of these polynucleotides were able to exhibit discrimination accuracy of 80% or higher.

The probes used in the measurement were the above-defined nucleic acids capable of specifically binding to each polynucleotide as a target marker.

Specifically, the following results were obtained as the discrimination accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ II7 NO: 2 or a complementary sequence thereof as a target marker.

The measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited accuracy of 91.1% in the training cohort and the highest accuracy of 85.3% in the validation cohort (Table 8). Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited the highest accuracy of 93.0% in the training cohort and the highest accuracy of 91.7% in the validation cohort (Table 9). Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited the highest accuracy of 92.7% in the training cohort and the highest accuracy of 93.6% in the validation cohort (Table 10), Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 2 or a complementary sequence thereof exhibited the highest accuracy of 93.3% in the training cohort and the highest accuracy of 96.2% in the validation cohort (Table 11).

Specifically, the following results were obtained as the discrimination accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof as a target marker.

The measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof exhibited accuracy of 77.1% in the training cohort and the highest accuracy of 78.8% in the validation cohort (Table 8). Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof exhibited the highest accuracy of 89.8% in the training cohort and the highest accuracy of 88.5% in the validation cohort (Table 9). Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof exhibited the highest accuracy of 92.7% in the training cohort and the highest accuracy of 91:7% in the validation cohort (Table 10). Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 4 or a complementary sequence thereof exhibited the highest accuracy of 92.7% in the training cohort and the highest accuracy of 93.6% in the validation cohort (Table 11).

Specifically, the following results were obtained as the discrimination accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof as a target marker.

The measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof exhibited accuracy of 86.7% in the training cohort and the highest accuracy of 82.1% in the validation cohort (Table 8). Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof exhibited the highest accuracy of 90.2% in the training cohort and the highest accuracy of 89.1% in the validation cohort (Table 9). Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof exhibited the highest accuracy of 92.7% in the training cohort and the highest accuracy of 93.6% in the validation cohort (Table 10). Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleoti de consisting of the nucleotide sequence represented by SEQ ID NO: 7 or a complementary sequence thereof exhibited the highest accuracy of 93.3% in the training cohort and the highest accuracy of 96.2% in the validation cohort (Table 11).

Specifically, the following results were obtained as the discrimination accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof as a target marker.

The measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited accuracy of 77.1% in the training cohort and the highest accuracy of 68.6% in the validation cohort (Table 8). Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited the highest accuracy of 90.8% in the training cohort and the highest accuracy of 89.7% in the validation cohort (Table 9). Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited the highest accuracy of 93.0% in the training cohort and the highest accuracy of 91.7% in the validation cohort (Table 10). Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 10 or a complementary sequence thereof exhibited the highest accuracy of 93.7% in the training cohort and the highest accuracy of 93.6% in the validation cohort (Table 11).

Specifically, the following results were obtained as the discrimination accuracy of the measurement using the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 25 or a complementary sequence thereof as a target marker.

The measurement using the combination of one polynucleotide comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 25 or a complementary sequence thereof exhibited accuracy of 82.2% in the training cohort and the highest accuracy of 75.6% in the validation cohort (Table 8). Also, for example, the measurement using the combinations of two polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 25 or a complementary sequence thereof exhibited the highest accuracy of 90.8% in the training cohort and the highest accuracy of 87.8% in the validation cohort (Table 9). Furthermore, for example, the measurement using the combinations of three polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 25 or a complementary sequence thereof exhibited the highest accuracy of 91.1% in the training cohort and the highest accuracy of 91.0% in the validation cohort (Table 10). Furthermore, for example, the measurement using the combinations of four polynucleotides comprising at least one polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 25 or a complementary sequence thereof exhibited the highest accuracy of 92.7% in the training cohort and the highest accuracy of 93.6% in the validation cohort (Table 11).

The expression level measurement values of the nucleotide sequences represented by SEQ ID NOs: 2, 7, 9, and 105 were compared among 67 pancreatic cancer patients, 93 healthy subjects, 35 colorectal cancer patients, 37 stomach cancer patients, 32 esophageal cancer patients, 38 liver cancer patients, and 13 benign pancreaticobiliary disease patients in the training cohort. As a result, a scatter diagram that significantly separated the discriminant score of the pancreatic cancer patient group from the other discriminant scores was obtained in the training cohort (see the upper diagram of FIG. 4). These results were also reproducible in the validation cohort (see the lower diagram of FIG. 4),

Tables 8, 9, 10, and 11 mentioned above are as follows.

TABLE 8

Training cohort

Validation cohort

Accu-

Sensi-

Spe-

Sensi-

Spe-

racy

tivity

cificity

Accuracy

tivity

cificity

SEQ ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

2

91.1

83.6

93.1

85.3

69.7

89.4

4

77.1

77.6

77

78.8

81.8

78

6

81

76.1

82.3

75

60.6

78.9

7

86.7

89.6

85.9

82.1

87.9

80.5

9

78.4

85.1

76.6

75

90.9

70.7

10

77.1

82.1

75.8

68.6

75.8

66.7

25

82.2

86.6

81

75.6

72.7

76.4

28

68.9

74.6

67.3

67.9

69.7

67.5

30

70.2

70.1

70.2

76.3

72.7

77.2

31

75.6

68.7

77.4

74.4

69.7

75.6

38

77.1

67.2

79.8

73.7

63.6

76.4

48

74

77.6

73

74.4

66.7

76.4

82

57.5

59.7

56.9

62.2

63.6

61.8

103

58.1

49.3

60.5

52.6

48.5

53.7

108

74.6

70.1

75.8

71.2

69.7

71.5

464

68.3

53.7

72.2

67.3

57.6

69.9

TABLE 9

Training cohort

Validation cohort

Accu-

Sensi-

Spe-

Sensi-

Spe-

racy

tivity

cificity

Accuracy

tivity

cificity

SEQ ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

2_48

93

83.6

95.6

91.7

81.8

94.3

2_10

90.8

86.6

91.9

89.7

87.9

90.2

2_465

89.5

83.6

91.1

89.7

87.9

90.2

2_9

90.5

85.1

91.9

89.7

84.8

91.1

2_30

91.7

85.1

93.5

89.7

81.8

91.9

2_61

89.8

79.1

92.7

89.7

81.8

91.9

2_101

90.5

82.1

92.7

89.7

78.8

92.7

2_7

90.2

80.6

92.7

89.1

84.8

90.2

2_28

90.5

83.6

92.3

89.1

84.8

90.2

2_4

89.8

83.6

91.5

88.5

81.8

90.2

2_68

90.8

85.1

92.3

88.5

81.8

90.2

2_25

90.8

86.6

91.9

87.8

81.8

89.4

TABLE 10

Training cohort

Validation cohort

Accu-

Sensi-

Spe-

Sensi-

Spe-

racy

tivity

cificity

Accuracy

tivity

cificity

SEQ ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

2_7_101

92.7

86.6

94.4

93.6

93.9

93.5

2_48_68

93.7

83.6

96.4

93.6

78.8

97.6

2_7_82

92.7

82.1

95.6

92.9

87.9

94.3

2_6_48

93.7

85.1

96

92.9

87.9

94.3

2_48_17

92.7

83.6

95.2

92.9

84.8

95.1

2_48_101

93.3

85.1

95.6

92.9

84.8

95.1

2_465_467

90.8

82.1

93.1

92.3

93.9

91.9

2_7_48

92.4

83.6

94.8

92.3

84.8

94.3

2_48_38

92.7

82.1

95.6

92.3

84.8

94.3

2_48_22

92.7

85.1

94.8

92.3

84.8

94.3

2_48_30

94.3

88.1

96

92.3

84.8

94.3

2_48_53

93.3

83.6

96

92.3

84.8

94.3

2_48_47

93

85.1

95.2

92.3

84.8

94.3

2_48_365

93

85.1

95.2

92.3

84.8

94.3

2_38_101

91.4

85.1

93.1

92.3

84.8

94.3

2_31_101

91.7

82.1

94.4

92.3

81.8

95.1

2_48_82

93

83.6

95.6

92.3

81.8

95.1

2_9_103

91.4

83.6

93.5

91.7

93.9

91.1

2_9_469

90.2

85.1

91.5

91.7

93.9

91.1

2_38_465

91.7

85.1

93.5

91.7

87.9

92.7

2_465_373

89.8

83.6

91.5

91.7

87.9

92.7

2_61_365

88.9

79.1

91.5

91.7

87.9

92.7

2_31_48

93.7

86.6

95.6

91.7

84.8

93.5

2_6_101

91.7

85.1

93.5

91.7

84.8

93.5

2_48_103

93.3

85.1

95.6

91.7

84.8

93.5

2_68_101

91.7

85.1

93.5

91.7

84.8

93.5

2_465_101

90.8

82.1

93.1

91.7

84.8

93.5

2_61_101

90.5

80.6

93.1

91.7

84.8

93.5

2_4_48

92.7

82.1

95.6

91.7

81.8

94.3

2_10_48

93

85.1

95.2

91.7

81.8

94.3

2_9_48

93.3

85.1

95.6

91.7

81.8

94.3

2_48_51

93

83.6

95.6

91.7

81.8

94.3

2_48_465

93

83.6

95.6

91.7

81.8

94.3

2_48_108

93

82.1

96

91.7

81.8

94.3

2_48_28

93

83.6

95.6

91.7

81.8

94.3

2_48_373

93

80.6

96.4

91.7

81.8

94.3

2_48_466

92.7

82.1

95.6

91.7

81.8

94.3

2_48_61

93

83.6

95.6

91.7

81.8

94.3

2_48_467

93.3

82.1

96.4

91.7

81.8

94.3

2_48_464

93

83.6

95.6

91.7

81.8

94.3

2_48_382

92.7

83.3

95.2

91.7

81.8

94.3

2_48_370

93

82.1

96

91.7

81.8

94.3

2_101_365

90.5

79.1

93.5

91.7

81.8

94.3

2_10_365

89.5

83.6

91.1

91

93.9

90.2

2_7_465

91.1

82.1

93.5

91

90.9

91.1

2_7_61

90.2

82.1

92.3

91

90.9

91.1

2_9_467

90.5

85.1

91.9

91

90.9

91.1

2_465_469

89.2

83.6

90.7

91

90.9

91.1

2_25_30

91.1

86.6

92.3

91

87.9

91.9

2_7_466

90.2

80.6

92.7

91

87.9

91.9

2_7_47

89.8

82.1

91.9

91

87.9

91.9

2_10_82

90.8

88.1

91.5

91

87.9

91.9

2_9_47

90.8

85.1

92.3

91

87.9

91.9

2_7_68

92.4

85.1

94.4

91

84.8

92.7

2_7_22

91.7

83.6

94

91

84.8

92.7

2_7_100

90.2

80.6

92.7

91

84.8

92.7

2_10_101

92.7

86.6

94.4

91

84.8

92.7

2_9_101

92.4

85.1

94.4

91

84.8

92.7

2_48_359

93

82.1

96

91

84.8

92.7

2_38_103

91.4

85.1

93.1

91

84.8

92.7

2_465_82

90.5

85.1

91.9

91

84.8

92.7

2_28_382

91.1

83.3

93.1

91

84.8

92.7

2_28_82

91.7

85.1

93.5

91

84.8

92.7

2_30_101

92.1

83.6

94.4

91

84.8

92.7

2_25_48

93

85.1

95.2

91

81.8

93.5

2_48_90

94

88.1

95.6

91

81.8

93.5

2_48_468

93

83.6

95.6

91

81.8

93.5

2_48_118

92.4

85.1

94.4

91

81.8

93.5

2_51_101

90.8

83.6

92.7

91

81.8

93.5

2_38_30

90.8

82.1

93.1

91

81.8

93.5

2_61_469

90.5

80.6

93.1

91

81.8

93.5

2_53_101

91.1

83.6

93.1

91

81.8

93.5

2_101_464

90.2

80.6

92.7

91

81.8

93.5

2_101_118

90.2

82.1

92.3

91

81.8

93.5

2_101_469

90.5

82.1

92.7

91

81.8

93.5

2_101_47

91.4

83.6

93.5

91

78.8

94.3

2_101_100

90.5

82.1

92.7

91

78.8

94.3

2_465_365

88.9

82.1

90.7

90.4

93.9

89.4

2_7_9

91.4

83.6

93.5

90.4

90.9

90.2

2_7_28

91.1

82.1

93.5

90.4

90.9

90.2

2_7_53

91.1

83.6

93.1

90.4

90.9

90.2

2_7_365

89.8

80.6

92.3

90.4

90.9

90.2

2_10_9

91.1

86.6

92.3

90.4

90.9

90.2

2_9_365

89.5

83.6

91.1

90.4

90.9

90.2

2_9_82

92.1

86.6

93.5

90.4

90.9

90.2

2_465_47

89.8

83.6

91.5

90.4

90.9

90.2

2_25_61

91.1

85.1

92.7

90.4

87.9

91.1

2_7_17

90.5

80.6

93.1

90.4

87.9

91.1

2_7_464

89.2

79.1

91.9

90.4

87.9

91.1

2_7_103

92.4

85.1

94.4

90.4

87.9

91.1

2_7_469

90.2

80.6

92.7

90.4

87.9

91.1

2_10_30

91.7

88.1

92.7

90.4

87.9

91.1

2_10_61

90.5

85.1

91.9

90.4

87.9

91.1

2_9_31

90.2

85.1

91.5

90.4

87.9

91.1

2_9_28

91.1

83.6

93.1

90.4

87.9

91.1

2_9_468

90.2

85.1

91.5

90.4

87.9

91.1

2_9_370

90.8

85.1

92.3

90.4

87.9

91.1

2_9_100

89.8

85.1

91.1

90.4

87.9

91.1

2_38_61

90.8

83.6

92.7

90.4

87.9

91.1

2_7_382

92

81.8

94.8

90.4

84.8

91.9

2_9_61

90.5

83.6

92.3

90.4

84.8

91.9

2_48_100

93.7

85.1

96

90.4

84.8

91.9

2_48_469

93

82.1

96

90.4

84.8

91.9

2_51_30

91.7

86.6

93.1

90.4

84.8

91.9

2_68_28

92.1

83.6

94.4

90.4

84.8

91.9

2_465_30

91.1

85.1

92.7

90.4

84.8

91.9

2_465_61

90.8

85.1

92.3

90.4

84.8

91.9

2_28_30

92.4

85.1

94.4

90.4

84.8

91.9

2_28_47

90.2

83.6

91.9

90.4

84.8

91.9

2_28_370

91.1

83.6

93.1

90.4

84.8

91.9

2_22_61

90.5

80.6

93.1

90.4

84.8

91.9

2_30_365

90.5

82.1

92.7

90.4

84.8

91.9

2_30_100

91.4

85.1

93.1

90.4

84.8

91.9

2_61_467

89.5

80.6

91.9

90.4

84.8

91.9

2_61_464

89.5

77.6

92.7

90.4

84.8

91.9

2_25_101

91.1

85.1

92.7

90.4

81.8

92.7

2_4_101

90.5

80.6

93.1

90.4

81.8

92.7

2_28_101

91.7

83.6

94

90.4

81.8

92.7

2_22_101

90.2

80.6

92.7

90.4

81.8

92.7

2_30_53

90.8

82.1

93.1

90.4

81.8

92.7

2_61_47

88.9

80.6

91.1

90.4

81.8

92.7

2_108_101

91.1

82.1

93.5

90.4

78.8

93.5

2_28_17

92.1

85.1

94

90.4

78.8

93.5

2_373_101

90.5

82.1

92.7

90.4

78.8

93.5

2_466_101

90.8

82.1

93.1

90.4

78.8

93.5

2_101_468

90.5

82.1

92.7

90.4

78.8

93.5

2_101_370

89.8

79.1

92.7

90.4

78.8

93.5

2_101_82

91.1

82.1

93.5

90.4

78.8

93.5

2_7_10

91.7

85.1

93.5

89.7

90.9

89.4

2_9_38

91.7

86.6

93.1

89.7

90.9

89.4

2_25_465

89.2

85.1

90.3

89.7

87.9

90.2

2_25_28

90.8

85.1

92.3

89.7

87.9

90.2

2_7_38

92.4

82.1

95.2

89.7

87.9

90.2

2_7_108

90.2

80.6

92.7

89.7

87.9

90.2

2_7_118

89.5

83.6

91.1

89.7

87.9

90.2

2_4_465

89.5

83.6

91.1

89.7

87.9

90.2

2_10_465

91.7

86.6

93.1

89.7

87.9

90.2

2_10_28

91.1

86.6

92.3

89.7

87.9

90.2

2_10_466

90.8

86.6

91.9

89.7

87.9

90.2

2_10_370

91.1

86.6

92.3

89.7

87.9

90.2

2_10_359

90.8

86.6

91.9

89.7

87.9

90.2

2_10_469

91.7

86.6

93.1

89.7

87.9

90.2

2_9_6

89.8

86.6

90.7

89.7

87.9

90.2

2_9_465

90.5

83.6

92.3

89.7

87.9

90.2

2_9_382

90.8

84.8

92.3

89.7

87.9

90.2

2_6_365

89.5

83.6

91.1

89.7

87.9

90.2

2_51_465

89.5

83.6

91.1

89.7

87.9

90.2

2_465_108

89.8

83.6

91.5

89.7

87.9

90.2

2_465_28

90.8

85.1

92.3

89.7

87.9

90.2

2_465_22

89.2

83.6

90.7

89.7

87.9

90.2

2_465_17

89.5

83.6

91.1

89.7

87.9

90.2

2_465_466

89.8

83.6

91.5

89.7

87.9

90.2

2_465_464

89.8

85.1

91.1

89.7

87.9

90.2

2_465_368

89.5

83.6

91.1

89.7

87.9

90.2

2_465_359

89.5

83.6

91.1

89.7

87.9

90.2

2_465_100

89.8

85.1

91.1

89.7

87.9

90.2

2_25_47

89.8

85.1

91.1

89.7

84.8

91.1

2_7_4

90.2

80.6

92.7

89.7

84.8

91.1

2_7_31

90.2

80.6

92.7

89.7

84.8

91.1

2_7_373

89.8

79.1

92.7

89.7

84.8

91.1

2_7_370

90.5

80.6

93.1

89.7

84.8

91.1

2_4_61

89.8

80.6

92.3

89.7

84.8

91.1

2_10_108

90.8

86.6

91.9

89.7

84.8

91.1

2_10_118

90.5

86.6

91.5

89.7

84.8

91.1

2_9_108

90.5

85.1

91.9

89.7

84.8

91.1

2_9_22

90.5

85.1

91.9

89.7

84.8

91.1

2_9_30

91.7

85.1

93.5

89.7

84.8

91.1

2_9_466

90.5

85.1

91.9

89.7

84.8

91.1

2_9_368

90.5

85.1

91.9

89.7

84.8

91.1

2_51_61

90.8

83.6

92.7

89.7

84.8

91.1

2_38_382

91.1

84.8

92.7

89.7

84.8

91.1

2_465_53

90.5

85.1

91.9

89.7

84.8

91.1

2_108_61

89.8

82.1

91.9

89.7

84.8

91.1

2_28_467

91.4

85.1

93.1

89.7

84.8

91.1

2_28_468

91.4

85.1

93.1

89.7

84.8

91.1

2_28_469

91.1

83.6

93.1

89.7

84.8

91.1

2_22_103

89.8

83.6

91.5

89.7

84.8

91.1

2_466_61

90.5

82.1

92.7

89.7

84.8

91.1

2_7_30

92.1

88.1

93.1

89.7

81.8

91.9

2_4_30

91.1

82.1

93.5

89.7

81.8

91.9

2_9_373

90.2

85.1

91.5

89.7

81.8

91.9

2_9_464

90.5

85.1

91.9

89.7

81.8

91.9

2_31_465

89.8

83.6

91.5

89.7

81.8

91.9

2_31_61

89.8

79.1

92.7

89.7

81.8

91.9

2_68_38

92.1

85.1

94

89.7

81.8

91.9

2_465_103

91.1

83.6

93.1

89.7

81.8

91.9

2_28_373

91.7

85.1

93.5

89.7

81.8

91.9

2_28_61

90.8

85.1

92.3

89.7

81.8

91.9

2_28_368

91.4

85.1

93.1

89.7

81.8

91.9

2_28_118

90.2

85.1

91.5

89.7

81.8

91.9

2_373_61

90.2

80.6

92.7

89.7

81.8

91.9

2_22_30

91.4

85.1

93.1

89.7

81.8

91.9

2_30_17

91.7

85.1

93.5

89.7

81.8

91.9

2_30_61

91.7

85.1

93.5

89.7

81.8

91.9

2_30_368

91.4

83.6

93.5

89.7

81.8

91.9

2_30_118

92.1

85.1

94

89.7

81.8

91.9

2_30_359

91.7

85.1

93.5

89.7

81.8

91.9

2_30_103

92.4

83.6

94.8

89.7

81.8

91.9

2_17_61

89.8

79.1

92.7

89.7

81.8

91.9

2_61_370

89.8

79.1

92.7

89.7

81.8

91.9

2_61_368

89.8

77.6

93.1

89.7

81.8

91.9

2_61_118

90.2

80.6

92.7

89.7

81.8

91.9

2_61_82

89.8

76.1

93.5

89.7

81.8

91.9

2_17_101

90.5

82.1

92.7

89.7

78.8

92.7

2_467_101

90.5

82.1

92.7

89.7

78.8

92.7

2_101_382

91.1

81.8

93.5

89.7

78.8

92.7

2_101_368

90.5

82.1

92.7

89.7

78.8

92.7

2_101_359

90.5

82.1

92.7

89.7

78.8

92.7

2_101_103

90.5

82.1

92.7

89.7

78.8

92.7

2_90_101

90.8

82.1

93.1

89.7

75.8

93.5

2_25_9

90.2

85.1

91.5

89.1

87.9

89.4

2_25_53

89.8

85.1

91.1

89.1

87.9

89.4

2_7_6

90.8

85.1

92.3

89.1

87.9

89.4

2_10_22

90.8

86.6

91.9

89.1

87.9

89.4

2_10_53

90.8

86.6

91.9

89.1

87.9

89.4

2_10_47

89.8

86.6

90.7

89.1

87.9

89.4

2_9_51

90.5

85.1

91.9

89.1

87.9

89.4

2_25_7

91.4

83.6

93.5

89.1

84.8

90.2

2_25_68

91.4

86.6

92.7

89.1

84.8

90.2

2_25_17

90.5

86.6

91.5

89.1

84.8

90.2

2_25_365

89.5

83.6

91.1

89.1

84.8

90.2

2_7_467

90.8

80.6

93.5

89.1

84.8

90.2

2_7_468

90.5

80.6

93.1

89.1

84.8

90.2

2_7_368

90.2

80.6

92.7

89.1

84.8

90.2

2_7_359

90.8

83.6

92.7

89.1

84.8

90.2

2_4_10

90.8

86.6

91.9

89.1

84.8

90.2

2_4_9

90.5

85.1

91.9

89.1

84.8

90.2

2_4_28

90.5

83.6

92.3

89.1

84.8

90.2

2_4_90

90.5

82.1

92.7

89.1

84.8

90.2

2_10_31

91.1

86.6

92.3

89.1

84.8

90.2

2_10_51

90.8

86.6

91.9

89.1

84.8

90.2

2_10_382

90.4

86.4

91.5

89.1

84.8

90.2

2_9_53

91.1

85.1

92.7

89.1

84.8

90.2

2_9_359

90.5

85.1

91.9

89.1

84.8

90.2

2_51_28

90.8

83.6

92.7

89.1

84.8

90.2

2_51_90

90.8

80.6

93.5

89.1

84.8

90.2

2_68_61

91.4

82.1

94

89.1

84.8

90.2

2_38_28

90.8

85.1

92.3

89.1

84.8

90.2

2_108_30

91.7

88.1

92.7

89.1

84.8

90.2

2_28_466

90.5

83.6

92.3

89.1

84.8

90.2

2_28_359

90.8

83.6

92.7

89.1

84.8

90.2

2_28_100

90.8

85.1

92.3

89.1

84.8

90.2

2_30_464

91.4

82.1

94

89.1

84.8

90.2

2_468_365

88.9

80.6

91.1

89.1

84.8

90.2

2_25_82

90.8

86.6

91.9

89.1

81.8

91.1

2_7_51

89.2

77.6

92.3

89.1

81.8

91.1

2_4_103

91.1

82.1

93.5

89.1

81.8

91.1

2_31_68

90.2

83.6

91.9

89.1

81.8

91.1

2_31_30

91.1

82.1

93.5

89.1

81.8

91.1

2_6_30

91.7

88.1

92.7

89.1

81.8

91.1

2_48_368

93

85.1

95.2

89.1

81.8

91.1

2_51_373

89.8

83.6

91.5

89.1

81.8

91.1

2_68_47

90.5

85.1

91.9

89.1

81.8

91.1

2_68_368

91.4

85.1

93.1

89.1

81.8

91.1

2_68_100

91.1

85.1

92.7

89.1

81.8

91.1

2_68_103

90.8

85.1

92.3

89.1

81.8

91.1

2_38_82

90.5

85.1

91.9

89.1

81.8

91.1

2_108_28

91.1

83.6

93.1

89.1

81.8

91.1

2_108_17

91.4

83.6

93.5

89.1

81.8

91.1

2_373_30

92.4

86.6

94

89.1

81.8

91.1

2_30_466

90.8

85.1

92.3

89.1

81.8

91.1

2_30_370

91.7

85.1

93.5

89.1

81.8

91.1

2_30_82

91.4

85.1

93.1

89.1

81.8

91.1

2_466_103

91.4

85.1

93.1

89.1

81.8

91.1

2_61_53

91.1

82.1

93.5

89.1

81.8

91.1

2_61_468

89.8

79.1

92.7

89.1

81.8

91.1

2_61_359

89.8

79.1

92.7

89.1

81.8

91.1

2_9_17

90.5

85.1

91.9

89.1

78.8

91.9

2_28_103

91.4

83.6

93.5

89.1

78.8

91.9

2_90_100

90.5

80.6

93.1

89.1

78.8

91.9

2_61_382

90.1

80.3

92.7

89.1

78.8

91.9

2_100_103

90.8

83.6

92.7

89.1

75.8

92.7

2_25_10

90.2

88.1

90.7

88.5

84.8

89.4

2_25_464

90.5

86.6

91.5

88.5

84.8

89.4

2_4_82

90.5

85.1

91.9

88.5

84.8

89.4

2_10_467

90.8

86.6

91.9

88.5

84.8

89.4

2_10_464

91.1

86.6

92.3

88.5

84.8

89.4

2_10_368

90.8

86.6

91.9

88.5

84.8

89.4

2_9_68

92.1

86.6

93.5

88.5

84.8

89.4

2_6_51

89.8

85.1

91.1

88.5

84.8

89.4

2_6_61

88.9

83.6

90.3

88.5

84.8

89.4

2_6_464

89.5

85.1

90.7

88.5

84.8

89.4

2_6_100

90.2

85.1

91.5

88.5

84.8

89.4

2_51_365

89.5

83.6

91.1

88.5

84.8

89.4

2_38_90

90.8

80.6

93.5

88.5

84.8

89.4

2_38_365

88.6

82.1

90.3

88.5

84.8

89.4

2_108_365

89.2

83.6

90.7

88.5

84.8

89.4

2_108_82

91.1

85.1

92.7

88.5

84.8

89.4

2_28_365

89.2

83.6

90.7

88.5

84.8

89.4

2_22_467

89.8

85.1

91.1

88.5

84.8

89.4

2_22_382

89.8

83.3

91.5

88.5

84.8

89.4

2_22_82

90.5

85.1

91.9

88.5

84.8

89.4

2_466_365

89.2

83.6

90.7

88.5

84.8

89.4

2_25_38

91.4

86.6

92.7

88.5

81.8

90.2

2_25_373

90.5

86.6

91.5

88.5

81.8

90.2

2_25_468

90.8

85.1

92.3

88.5

81.8

90.2

2_4_464

90.2

83.6

91.9

88.5

81.8

90.2

2_4_468

89.8

83.6

91.5

88.5

81.8

90.2

2_4_47

90.2

83.6

91.9

88.5

81.8

90.2

2_10_373

90.2

86.6

91.1

88.5

81.8

90.2

2_10_468

90.8

86.6

91.9

88.5

81.8

90.2

2_9_90

90.5

82.1

92.7

88.5

81.8

90.2

2_9_118

90.5

85.1

91.9

88.5

81.8

90.2

2_31_38

90.2

85.1

91.5

88.5

81.8

90.2

2_6_68

91.7

85.1

93.5

88.5

81.8

90.2

2_51_82

90.2

83.6

91.9

88.5

81.8

90.2

2_68_373

90.8

85.1

92.3

88.5

81.8

90.2

2_68_464

89.8

83.6

91.5

88.5

81.8

90.2

2_38_464

90.2

85.1

91.5

88.5

81.8

90.2

2_38_359

91.4

85.1

93.1

88.5

81.8

90.2

2_465_90

90.2

80.6

92.7

88.5

81.8

90.2

2_465_468

90.2

83.6

91.9

88.5

81.8

90.2

2_465_370

89.8

82.1

91.9

88.5

81.8

90.2

2_465_118

90.8

86.6

91.9

88.5

81.8

90.2

2_28_464

91.1

85.1

92.7

88.5

81.8

90.2

2_22_90

90.2

80.6

92.7

88.5

81.8

90.2

2_22_118

90.8

83.6

92.7

88.5

81.8

90.2

2_30_467

91.7

85.1

93.5

88.5

81.8

90.2

2_30_468

92.1

85.1

94

88.5

81.8

90.2

2_30_47

92.1

86.6

93.5

88.5

81.8

90.2

2_61_103

90.2

77.6

93.5

88.5

81.8

90.2

2_467_365

87.9

80.6

89.9

88.5

81.8

90.2

2_53_365

88.9

80.6

91.1

88.5

81.8

90.2

2_53_103

91.1

82.1

93.5

88.5

81.8

90.2

2_31_382

89.5

80.3

91.9

88.5

78.8

91.1

2_31_103

89.5

79.1

92.3

88.5

78.8

91.1

2_68_30

92.4

85.1

94.4

88.5

78.8

91.1

2_68_370

90.2

83.6

91.9

88.5

78.8

91.1

2_68_82

91.4

85.1

93.1

88.5

78.8

91.1

2_38_17

90.5

85.1

91.9

88.5

78.8

91.1

2_38_100

90.2

85.1

91.5

88.5

78.8

91.1

2_90_61

90.5

79.1

93.5

88.5

78.8

91.1

2_90_464

90.5

80.6

93.1

88.5

78.8

91.1

2_90_370

90.8

80.6

93.5

88.5

78.8

91.1

2_30_382

91.1

81.8

93.5

88.5

78.8

91.1

2_30_469

91.1

83.6

93.1

88.5

78.8

91.1

2_61_100

89.8

80.6

92.3

88.5

78.8

91.1

2_368_82

90.8

83.6

92.7

88.5

78.8

91.1

2_100_82

90.2

83.6

91.9

88.5

78.8

91.1

2_90_368

90.8

80.6

93.5

88.5

75.8

91.9

2_90_118

90.2

80.6

92.7

88.5

75.8

91.9

7_4_82

90.2

85.1

91.5

90.4

90.9

90.2

7_68_61

89.8

88.1

90.3

89.7

87.9

90.2

7_38_101

90.2

86.6

91.1

89.7

87.9

90.2

7_30_101

87.6

89.6

87.1

89.1

90.9

88.6

7_30_82

87.9

89.6

87.5

89.1

87.9

89.4

2_25_7

91.4

83.6

93.5

89.1

84.8

90.2

7_68_28

89.2

85.1

90.3

89.1

84.8

90.2

7_4_103

88.9

88.1

89.1

88.5

87.9

88.6

7_10_31

86.3

79.1

88.3

88.5

87.9

88.6

7_68_38

90.5

86.6

91.5

88.5

84.8

89.4

7_68_47

88.6

85.1

89.5

88.5

84.8

89.4

7_30_103

87.9

89.6

87.5

88.5

81.8

90.2

25_7_47

87.9

86.6

88.3

90.4

87.9

91.1

25_7_373

89.2

91

88.7

89.1

93.9

87.8

25_7_61

87.6

89.6

87.1

89.1

93.9

87.8

25_7_48

89.2

88.1

89.5

89.1

87.9

89.4

25_7_467

89.2

89.6

89.1

88.5

90.9

87.8

25_7_464

87.9

91

87.1

88.5

90.9

87.8

25_7_118

88.9

91

88.3

88.5

90.9

87.8

TABLE 11

Training cohort

Validation cohort

Accuracy

Sensitivity

Specificity

Accuracy

Sensitivity

Specificity

SEQ ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

2_7_61_82

93.3

85.1

95.6

96.2

97

95.9

2_7_82_103

93

83.6

95.6

95.5

87.9

97.6

2_7_47_82

92.4

83.6

94.8

94.9

93.9

95.1

2_7_82_101

94.6

88.1

96.4

94.9

87.9

96.7

2_7_9_101

92.7

86.6

94.4

94.2

93.9

94.3

2_7_31_101

93

86.6

94.8

94.2

93.9

94.3

2_7_51_101

92.4

83.6

94.8

94.2

93.9

94.3

2_38_53_465

92.1

85.1

94

94.2

93.9

94.3

2_7_9_82

93

85.1

95.2

94.2

90.9

95.1

2_7_48_103

93.7

85.1

96

94.2

90.9

95.1

2_7_101_466

92.1

82.1

94.8

94.2

90.9

95.1

2_7_47_101

92.4

85.1

94.4

94.2

90.9

95.1

2_7_48_51

93

86.6

94.8

94.2

87.9

95.9

2_7_48_469

92.7

83.6

95.2

94.2

87.9

95.9

2_38_82_101

91.4

83.6

93.5

94.2

87.9

95.9

2_7_48_82

94

83.6

96.8

94.2

84.8

96.7

2_48_68_467

94

85.1

96.4

94.2

81.8

97.6

2_48_68_370

93.3

83.6

96

94.2

81.8

97.6

2_7_25_101

92.7

86.6

94.4

93.6

93.9

93.5

2_7_101_465

92.7

86.6

94.4

93.6

93.9

93.5

2_7_61_101

92.7

86.6

94.4

93.6

93.9

93.5

2_7_61_103

92.7

83.6

95.2

93.6

93.9

93.5

2_7_101_368

92.4

85.1

94.4

93.6

93.9

93.5

2_7_101_365

92.7

85.1

94.8

93.6

93.9

93.5

2_38_51_465

91.1

85.1

92.7

93.6

93.9

93.5

2_28_465_467

92.7

86.6

94.4

93.6

93.9

93.5

2_365_373_465

90.2

83.6

91.9

93.6

93.9

93.5

2_100_465_467

91.4

85.1

93.1

93.6

93.9

93.5

2_7_10_82

93.7

83.6

96.4

93.6

90.9

94.3

2_7_38_48

93.3

83.6

96

93.6

90.9

94.3

2_7_48_359

93.3

83.6

96

93.6

90.9

94.3

2_7_101_373

92.7

85.1

94.8

93.6

90.9

94.3

2_7_82_118

92.4

83.6

94.8

93.6

90.9

94.3

2_7_82_365

92.1

80.6

95.2

93.6

90.9

94.3

2_6_48_359

93.7

83.6

96.4

93.6

90.9

94.3

2_38_82_465

92.1

85.1

94

93.6

90.9

94.3

2_38_101_365

92.1

83.6

94.4

93.6

90.9

94.3

2_7_25_82

93.7

85.1

96

93.6

87.9

95.1

2_7_48_466

92.4

85.1

94.4

93.6

87.9

95.1

2_7_48_467

93

83.6

95.6

93.6

87.9

95.1

2_7_82_465

92.7

82.1

95.6

93.6

87.9

95.1

2_7_30_82

93

85.1

95.2

93.6

87.9

95.1

2_7_101_382

93.3

84.8

95.6

93.6

87.9

95.1

2_30_31_48

94.6

89.6

96

93.6

87.9

95.1

2_31_48_53

93.7

86.6

95.6

93.6

87.9

95.1

2_31_48_82

93.3

86.6

95.2

93.6

87.9

95.1

2_31_53_101

91.4

80.6

94.4

93.6

87.9

95.1

2_38_48_101

92.7

83.6

95.2

93.6

87.9

95.1

2_48_465_467

93.3

83.6

96

93.6

87.9

95.1

2_17_48_365

92.7

83.6

95.2

93.6

87.9

95.1

2_28_68_101

93.3

86.6

95.2

93.6

87.9

95.1

2_30_38_101

93

86.6

94.8

93.6

87.9

95.1

2_17_25_48

92.7

83.6

95.2

93.6

84.8

95.9

2_7_47_68

91.7

83.6

94

93.6

84.8

95.9

2_7_28_82

93.7

85.1

96

93.6

84.8

95.9

2_7_382_82

92.7

81.8

95.6

93.6

84.8

95.9

2_4_38_48

92.7

82.1

95.6

93.6

84.8

95.9

2_48_465_466

93

83.6

95.6

93.6

84.8

95.9

2_48_101_108

93

83.6

95.6

93.6

84.8

95.9

2_22_48_82

92.4

85.1

94.4

93.6

84.8

95.9

2_30_48_467

93.3

82.1

96.4

93.6

84.8

95.9

2_30_48_82

94.6

89.6

96

93.6

84.8

95.9

2_17_48_101

92.7

83.6

95.2

93.6

84.8

95.9

2_48_82_101

93.3

85.1

95.6

93.6

84.8

95.9

2_38_101_359

91.7

85.1

93.5

93.6

84.8

95.9

2_82_101_108

91.4

82.1

94

93.6

84.8

95.9

2_31_48_68

94

86.6

96

93.6

81.8

96.7

2_6_48_68

94.3

85.1

96.8

93.6

81.8

96.7

2_38_48_68

93.3

83.6

96

93.6

81.8

96.7

2_48_68_90

94

86.6

96

93.6

81.8

96.7

2_25_48_68

93.7

83.6

96.4

93.6

78.8

97.6

2_4_48_68

93.7

83.6

96.4

93.6

78.8

97.6

2_48_51_68

93.7

83.6

96.4

93.6

78.8

97.6

2_48_68_465

93.7

83.6

96.4

93.6

78.8

97.6

2_48_68_108

93.7

83.6

96.4

93.6

78.8

97.6

2_48_68_373

94

83.6

96.8

93.6

78.8

97.6

2_48_68_466

93.7

83.6

96.4

93.6

78.8

97.6

2_48_68_101

94

85.1

96.4

93.6

78.8

97.6

2_48_68_103

93.7

83.6

96.4

93.6

78.8

97.6

2_7_61_365

89.8

79.1

92.7

92.9

97

91.9

2_10_82_365

91.1

85.1

92.7

92.9

97

91.9

2_9_82_467

92.7

88.1

94

92.9

97

91.9

2_7_10_101

93.3

86.6

95.2

92.9

93.9

92.7

2_7_38_101

93.3

86.6

95.2

92.9

93.9

92.7

2_7_61_466

90.5

80.6

93.1

92.9

93.9

92.7

2_51_465_467

90.8

82.1

93.1

92.9

93.9

92.7

2_38_465_466

91.4

83.6

93.5

92.9

93.9

92.7

2_38_365_465

91.1

83.6

93.1

92.9

93.9

92.7

2_47_465_467

90.8

80.6

93.5

92.9

93.9

92.7

2_368_465_467

90.8

82.1

93.1

92.9

93.9

92.7

2_25_61_101

90.8

82.1

93.1

92.9

90.9

93.5

2_7_47_465

90.2

82.1

92.3

92.9

90.9

93.5

2_7_28_47

90.8

82.1

93.1

92.9

90.9

93.5

2_7_30_101

93.3

88.1

94.8

92.9

90.9

93.5

2_7_53_101

93

88.1

94.4

92.9

90.9

93.5

2_7_101_359

92.7

85.1

94.8

92.9

90.9

93.5

2_10_82_90

94

89.6

95.2

92.9

90.9

93.5

2_9_31_101

91.4

82.1

94

92.9

90.9

93.5

2_31_38_48

93

85.1

95.2

92.9

84.8

95.1

2_28_31_48

93.7

86.6

95.6

92.3

87.9

93.5

4_7_82_101

92.4

91

92.7

92.3

93.9

91.9

4_7_38_82

91.1

85.1

92.7

92.3

90.9

92.7

6_7_61_68

92.1

89.6

92.7

92.3

84.8

94.3

7_25_47_466

87.3

83.6

88.3

92.3

87.9

93.5

7_25_48_466

89.8

85.1

91.1

92.3

84.8

94.3

4_7_82_103

92.4

89.6

93.1

91.7

90.9

91.9

4_7_47_82

89.2

86.6

89.9

91.7

90.9

91.9

7_25_28_466

91.7

86.6

93.1

91.7

90.9

91.9

7_25_30_466

89.2

89.6

89.1

91.7

90.9

91.9

7_25_31_47

88.9

89.6

88.7

91.7

90.9

91.9

4_7_31_82

88.6

83.6

89.9

91

87.9

91.9

2_7_9_105

91.4

83.6

93.5

90.4

90.9

90.2

2_7_108_464

89.2

80.6

91.5

90.4

87.9

91.1

2_10_25_105

90.2

88.1

90.7

89.1

87.9

89.4

4_28_31_82

87.6

82.1

89.1

89.1

87.9

89.4

10_47_90_101

91.1

92.5

90.7

88.5

90.9

87.8

10_30_103_365

86.3

85.1

86.7

88.5

84.8

89.4

9_10_61_68

90.5

86.6

91.5

88.5

78.8

91.1

10_48_68_90

93.7

89.6

94.8

88.5

75.8

91.9

10_30_68_365

91.1

82.1

93.5

88.5

75.8

91.9

4_7_10_82

88.9

86.6

89.5

87.8

84.8

88.6

4_6_10_105

81

83.6

80.2

78.8

78.8

78.9

Example 5

<Method B for Evaluating Pancreatic Cancer Discriminant Performance by Combination of Multiple Gene Markers Using Samples in the Validation Cohort>

Example 2 showed that discriminant performance was improved by using a combination of the multiple gene markers selected in Example 1, as compared with using one of the gene marker. Thus, in this Example, even the gene markers that were not selected in Example 1 were studied as to whether high pancreatic cancer discriminant performance is obtained by combinations with the gene markers selected in Example 1.

Specifically, among the genes having a gene expression level of 26 or higher in 50% or more of the samples in either of the pancreatic cancer patient group in the training cohort or the healthy subject group in the training cohort, genes that showed statistical significance for discriminating a pancreatic cancer patient group from a healthy subject group with the P value smaller than 0.5 calculated by two-tailed t-test assuming equal variance as to each gene expression level and corrected by the Bonferroni method, were examined, As a result, 161 genes containing the 122 genes selected in Example 1 were found. Fisher's discriminant analysis was conducted as to 13,042 combinations using one or two of these 161 genes, to construct a discriminant for determining the presence or absence of pancreatic cancer. The discriminant performance of the selected combinations of 1 or 2 of the genes was validated in the same way as the method of Example 2.

As a result, some combinations of these genes exhibited accuracy of 85% or higher in both of the training cohort and the validation cohort and are shown in Table 12. For example, the newly found polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 492, 493, or 494 discriminated the pancreatic cancer patients from the healthy subjects with high discriminant performance when used in combination of two polynucleotides comprising any of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122. More specifically, the polynucleotide consisting of the nucleotide sequence represented by SEQ ID NO: 492, 493, or 494 was able to exhibit discrimination accuracy of 85% or higher between the pancreatic cancer patients and the healthy subjects in both of the training cohort and the validation cohort when used in combination of two polynucleotides comprising any of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1, 2, 4, 7, 15, 24, 105, 107, and 108. Examples of such combinations of two genes include combinations of SEQ ID NOs: 105 and 492, SEQ ID NOs: 105 and 493, SEQ ID NOs: 1 and 492, SEQ ID NOs: 105 and 494, SEQ ID NOs: 1 and 493, SEQ NOs: 1 and 494, SEQ ID NOs: 107 and 493, SEQ ID NOs: 2 and 493. SEQ ID NOs: 7 and 493, SEQ ID NOs: 4 and 493, SEQ ID NOs: 2 and 492, SEQ ID NOs: 108 and 492, SEQ ID NOs: 2 and 494, SEQ ID NOs: 7 and 492, SEQ ID NOs: 7 and 494, SEQ ID NOs: 108 and 494, SEQ ID NOs: 4 and 492, SEQ ID NOs: 107 and 492, SEQ ID NOs: 107 and 494, SEQ ID NOs: 108 and 493, SEQ ID NOs: 15 and 492, SEQ ID NOs: 24 and 493, and SEQ ID NOs: 15 and 494.

As one example, an attempt was made to discriminate the pancreatic cancer patients from the healthy subjects using the expression level measurement V ues of the nucleotide sequences represented by SEQ ID NO: 105 and SEQ ID NO: 492, As a result, discriminant performance as high as 97.6% accuracy, 95.5% sensitivity, and 99.0% specificity in the training cohort and 96.4% accuracy, 93.9% sensitivity, and 98.0% specificity in the validation cohort was obtained.

From these results, it can be concluded that all of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 492 to 493 are also excellent diagnostic markers.

Table 12 mentioned above is as follows.

TABLE 12

Training cohort

Validation cohort

Accu-

Sensi-

Spe-

Sensi-

Spe-

racy

tivity

cificity

Accuracy

tivity

cificity

SEQ ID NO:

(%)

(%)

(%)

(%)

(%)

(%)

105_492

97.6

95.5

99.0

96.4

93.9

98.0

105_493

97.6

95.5

99.0

96.4

93.9

98.0

1_492

97.6

97.0

98.0

94.0

90.9

96.0

105_494

96.4

94.0

98.0

96.4

93.9

98.0

1_493

95.8

92.5

98.0

92.8

87.9

96.0

1_494

95.8

94.0

97.0

92.8

87.9

96.0

107_493

94.0

88.1

98.0

89.2

84.8

92.0

2_493

92.2

83.6

98.0

95.2

90.9

98.0

7_493

91.0

89.6

92.0

90.4

90.9

90.0

4_493

91.0

85.1

95.0

88.0

87.9

88.0

2_492

90.4

79.1

98.0

96.4

93.9

98.0

108_492

89.8

86.6

92.0

89.2

87.9

90.0

2_494

89.2

79.1

96.0

95.2

93.9

96.0

7_492

88.6

89.6

88.0

86.7

90.9

84.0

7_494

88.6

85.1

91.0

90.4

90.9

90.0

108_494

88.6

83.6

92.0

88.0

87.9

88.0

4_492

88.0

79.1

94.0

89.2

90.9

88.0

107_492

88.0

83.6

91.0

85.5

84.8

86.0

107_494

87.4

83.6

90.0

86.7

84.8

88.0

108_493

86.8

83.6

89.0

86.7

84.8

88.0

15_492

85.6

76.1

92.0

88.0

84.8

90.0

24_493

85.6

83.6

87.0

86.7

84.8

88.0

15_494

85.6

74.6

93.0

86.7

78.8

92.0

Comparative Example 1

<Pancreatic Cancer Discriminant Performance of Existing Tumor Markers in Blood>

The concentrations of the existing tumor markers CEA and CA19-9 in blood were measured in the training cohort and the validation cohort obtained in the preceding Reference Examples. When the concentrations of these tumor markers in blood are higher than the reference values described in Non-Patent Literature 3 above (CEA: 5 ng/mL, CA19-9: 37 U/mL), subjects are usually suspected of having cancer. Thus, whether or not the concentrations of CEA and CA19-9 in blood exceeded their reference values was confirmed for each sample to assess the ability of these tumor markers to detect cancer in pancreatic cancer patients. The sensitivity of each existing marker in the training cohort and the validation cohort was calculated. The results are shown in Table 5. The sensitivity of CEA and CA19-9 was as low as 55.2% and 77.6%, respectively, in the training cohort, and was as low as 45.5% and 75.8%, respectively, in the validation cohort, demonstrating that neither of the markers are useful in the detection of pancreatic cancer (Table 5).

On the other hand, as shown above in Tables 3 and 6 of Examples 1 and 2, it can be concluded that in all of the polynucleotides consisting of the nucleotide sequences represented by SEQ ID NOs: 1 to 122, combinations of 1, 2 or more polynucleotides exhibiting sensitivity beyond the existing pancreatic cancer markers are present, and thus such polynucleotides serve as excellent diagnosis markers.

As shown in these Examples and Comparative Example, the kit and the method of the present invention can detect pancreatic cancer with higher sensitivity than the existing tumor markers and therefore permit early decision to carry out the surgical resection of a cancer site. As a result, improvement in 5-year survival rate and reduction in the rate of recurrence can be achieved.

INDUSTRIAL APPLICABILITY

According to the present invention, pancreatic cancer can be effectively detected by a simple and inexpensive method. This enables early detection, diagnosis and treatment of pancreatic cancer. The method of the present invention can detect pancreatic cancer with limited invasiveness using the blood of a patient and therefore allows pancreatic cancer to be detected conveniently and rapidly.

All publications, patents, and patent applications cited herein are incorporated herein by reference in their entirety.

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