KR102691806B1 - 상향조절된 mirna의 진단 및 치료를 위한 용도 - Google Patents
상향조절된 mirna의 진단 및 치료를 위한 용도 Download PDFInfo
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- KR102691806B1 KR102691806B1 KR1020210051889A KR20210051889A KR102691806B1 KR 102691806 B1 KR102691806 B1 KR 102691806B1 KR 1020210051889 A KR1020210051889 A KR 1020210051889A KR 20210051889 A KR20210051889 A KR 20210051889A KR 102691806 B1 KR102691806 B1 KR 102691806B1
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Abstract
Description
SEQ ID NO | miRNA | Sequence |
30 | miR-6085 | aaggggcugggggagcaca |
31 | miR-12126 | gacuuggggaccagaccuuuucuu |
32 | miR-4784 | ugaggagaugcugggacuga |
33 | miR-4449 | cgucccggggcugcgcgaggca |
34 | miR-6891-5p | uaaggagggggaugagggg |
35 | miR-4444 | cucgaguuggaagaggcg |
36 | miR-10396a-3p | ggccccgggcccucgaccggg |
37 | miR-1-3p | UGGAAUGUAAAGAAGUAUGUAU |
38 | miR-362-3p | AACACACCUAUUCAAGGAUUCA |
39 | miR-7150 | cuggcagggggagaggua |
40 | miR-6796-5p | uugugggguuggagagcuggcug |
41 | miR-4685-5p | CCCAGGGCUUGGAGUGGGGCAAGGUU |
42 | miR-4261 | aggaaacagggaccca |
도 2는 TMM (Trimmed means of M values) 정규화 처리의 결과를 보여준다. NGS 프로세스 후 TMM 정규화가 수행되었다. 1번째에서 5번째 바는 정상적인 젊음을, 6번째에서 8번째 바는 정상적인 노인을, 9번째에서 11번째 바는 MCI를, 12번째 바는 알츠하이머병을 나타낸다. 도 2a는 샘플 당 리드 수를 나타내고, 2b는 정규화된 샘플을 나타낸다.
도 3은 12명의 환자 샘플에 대한 전체 miRNA 발현을 나타낸다. 도 3a는 12명의 환자 샘플로부터 유래된 1,850개의 miRNA의 상대적 발현의 히트맵을 나타낸다. 상대적 발현은 각 miRNA의 TMM 값을 평균값으로 나눈 Log2 값이다. miRNA를 분석하기 위해 계층적 샘플 클러스터링이 사용되었다. 도 3b는 샘플 대 샘플 상관 테스트 결과의 히트맵 시각화를 나타낸다. 계수 값은 양측 피어슨 상관 검정에 의해 유도된다. 도 3c는 1,850 miRNA 발현 값을 사용하여 수행된 PCA 분석을 나타낸다.
도 4는 순차적으로 발현된 miRNA를 나타낸다. 도 4a는 250개의 순차적으로 상향 조절된 miRNA (SUmiR) 및 순차적으로 하향 조절된 (SDmiR)을 나타낸다. 점선은 SUmiR 및 SDmiR 선택을 위한 임계값을 나타낸다. 도 4b는 13개의 SUmiR 및 7개의 SDmiR 발현 값의 히트맵을 나타낸다. 상대적 발현은 각 miRNA의 TMM 값을 평균값으로 나눈 Log2 값이다. miRNA 및 샘플 클러스터링의 경우 계층적 클러스터링이 사용되었다. 수평 점선은 miRNA 클러스터링의 결과로 가장 높은 순위로 커트될 때 커트된 부분을 나타낸다. 수직 점선은 샘플 클러스터링의 결과로 가장 높은 순위로 커트될 때 커트된 부분을 나타낸다. 도 4c는 2차원 주성분 분석 (principal component analysis, PCA)을 나타낸다. 13 SUmiR 및 7 SDmiR 발현 값을 사용하여 PCA를 수행하였다.
도 5는 순차적으로 상향 조절된 miRNA의 발현 패턴을 나타낸다. 도 5a는 13개의 SUmiR의 상대적 발현을 나타난다. 도 5b는 정상 젊은 환자, 정상 노인 환자 및 MCI와 AD 환자에서 miR-4449의 상대적 발현 패턴을 나타낸다. 상대적 발현은 miR-4449의 TMM 값을 평균값으로 나눈 Log2의 값이다. 통계 테스트로 unpaired student's t test가 수행되었다. 단일 별표 표시는 p 값 <0.05를 의미한다. 이중 별표 표시는 p 값 <0.01을 의미한다. P1에서 P4까지의 결과는 unpaired student's t test의 p 값이었다. P1은 정상 젊은 군과 정상 노인 군의 비교 결과였다. P2는 정상 군과 질병 군의 비교 결과였다. P3는 정상 노인 군과 질병 군의 비교 결과였다. P4는 정상 군과 질병 군의 비교 결과였다. 도 5c는 정상 젊음, 정상 노인, 연령이 있는 MCI 및 AD 환자에서 순차적으로 상향 조절된 miRNA의 발현 패턴 간의 상관 관계를 나타낸다. P는 양측 피어슨 상관 검정에 의해 생성된 p 값을 나타내고, C.C는 동일한 검정의 상관 계수 값을 나타낸다.
도 6은 인간 뇌에서 순차적으로 발현된 miRNA의 발현 패턴을 나타낸다. 도 6a는 13개의 순차적으로 상향 조절된 miRNA 및 7개의 순차적으로 하향 조절된 miRNA로부터 매칭된 6개의 miRNA의 히트맵을 나타낸다. 상대적 발현은 각 miRNA의 TMM 값을 평균값으로 나눈 Log2 값이다. miRNA 및 샘플 클러스터링의 경우 계층적 클러스터링이 사용되었다. 도 6b는 2차원 주성분 분석 (PCA)의 결과를 나타낸다. PCA는 13 SUmiR 및 7 SDmiR에서 일치하는 6 miRNC의 발현 값을 사용하여 수행되었다.
도 7은 뇌 조직에서 매칭된 SUmiR의 발현 패턴을 나타낸다. 도 7a는 뇌 조직에서 AD 초기 및 후기 단계에서 miR-4449의 발현 패턴을 나타낸다. 도 7b는 뇌 조직에서 AD 초기 및 후기 단계에서 miR-362-3p의 발현 패턴을 나타낸다.
Patient ID | Group | 1DX | Gender | Age | APOE type | Amyloid PET Result | 2MMSE | Global 3CDR | Education Year |
BO_0001_N | Normal_Young | Normal | Male | 40 | E3/E3 | - | - | - | 16 |
BO_0002_N | Normal_Young | Normal | Male | 41 | E3/E4 | - | - | - | 16 |
BO_0003_N | Normal_Young | Normal | Male | 46 | E3/E3 | - | - | - | 16 |
BO_0004_N | Normal_Young | Normal | Male | 40 | E3/E3 | - | - | - | 16 |
BO_0005_N | Normal_Young | Normal | Male | 36 | E3/E3 | - | - | - | 16 |
SJ_0032_N | Normal_Old | Normal | Female | 62 | E3/E3 | - | - | - | - |
SJ_0033_N | Normal_Old | Normal | Female | 76 | E3/E3 | - | - | - | - |
SJ_0036_N | Normal_Old | Normal | Male | 70 | E3/E3 | - | - | - | - |
EX_0002_M | Disease_Old | MCI | - | - | - | - | - | - | - |
SB_0104_M | Disease_Old | MCI | Female | 73 | - | Positive | 25 | 0.5 | 6 |
SB_0105_M | Disease_Old | MCI | Female | 76 | - | Positive | 19 | 0.5 | 6 |
SB_0029_A | Disease_Old | AD | Male | 84 | - | Positive | 24 | 0.5 | 16 |
ID | Group | Raw read count | After filter and cut adapt | Mapped GRCh38 | Known miRNA read count | Non zero miRNAs | Reads per miRNA |
BO_0001_N | Normal_Young | 11,794,978 | 4,267,182 | 4,245,758 | 338,835 | 768 | 441.2 |
BO_0002_N | Normal_Young | 13,315,978 | 3,118,947 | 3,104,263 | 228,741 | 694 | 329.6 |
BO_0003_N | Normal_Young | 10,641,441 | 3,826,716 | 3,805,537 | 298,170 | 747 | 399.2 |
BO_0004_N | Normal_Young | 8,738,756 | 3,230,156 | 3,198,192 | 227,087 | 811 | 280.0 |
BO_0005_N | Normal_Young | 11,199,807 | 4,172,066 | 4,147,416 | 329,436 | 760 | 433.5 |
SJ_0032_N | Normal_Old | 11,182,456 | 3,935,876 | 3,754,185 | 272,861 | 1,193 | 228.7 |
SJ_0033_N | Normal_Old | 12,346,051 | 4,054,194 | 4,019,792 | 304,608 | 837 | 363.9 |
SJ_0036_N | Normal_Old | 13,702,610 | 3,204,432 | 3,188,667 | 255,371 | 632 | 404.1 |
SB_0104_M | MCI | 11,928,177 | 5,447,668 | 5,330,368 | 399,518 | 942 | 424.1 |
SB_0105_M | MCI | 10,482,429 | 4,729,432 | 4,685,874 | 344,400 | 877 | 392.7 |
EX_0002_M | MCI | 11,525,457 | 4,825,533 | 4,732,836 | 326,091 | 1,035 | 315.1 |
SB_0029_A | AD | 12,655,617 | 4,639,797 | 4,603,990 | 362,504 | 796 | 455.4 |
miRNA | P1 | FC1 | P2 | FC2 | Score |
hsa-miR-4449 | 0.1277 | 1.28 | 0.0425 | 1.64 | 2.686844 |
hsa-miR-6796-5p | 0.2791 | 3.39 | 0.9598 | 0.05 | 2.445861 |
hsa-miR-6891-5p | 0.7354 | 0.58 | 0.0764 | 2.32 | 2.29622 |
hsa-miR-4685-5p | 0.6929 | 0.68 | 0.102 | 2.31 | 2.283208 |
hsa-miR-10396a-3p | 0.1817 | 2.57 | 0.7911 | 0.22 | 2.148989 |
hsa-miR-4261 | 0.0504 | 2.07 | 0.7014 | 0.46 | 2.103028 |
hsa-miR-7150 | 0.2447 | 2.58 | 0.7402 | 0.44 | 2.062986 |
hsa-miR-1-3p | 0.2101 | 1.58 | 0.2959 | 1.12 | 2.036634 |
hsa-miR-12126 | 0.8438 | 0.32 | 0.2348 | 2.53 | 1.98594 |
hsa-miR-362-3p | 0.381 | 1.23 | 0.2253 | 1.52 | 1.938914 |
hsa-miR-4784 | 0.5232 | 1.86 | 0.2967 | 1.47 | 1.920699 |
hsa-miR-6085 | 0.0076 | 1.18 | 0.3206 | 1.09 | 1.911578 |
hsa-miR-4444 | 0.7274 | 0.59 | 0.1079 | 1.94 | 1.891508 |
hsa-miR-383-5p | 0.54 | 0.76 | 0.1081 | 1.72 | 1.883668 |
hsa-miR-198 | 0.4925 | 0.86 | 0.0536 | 1.41 | 1.770874 |
hsa-miR-328-5p | 0.3486 | 1.35 | 0.348 | 1.36 | 1.76611 |
hsa-miR-556-3p | 0.312 | 0.94 | 0.0694 | 1.14 | 1.707604 |
hsa-miR-6842-5p | 0.7211 | 0.6 | 0.1759 | 1.84 | 1.683684 |
hsa-miR-718 | 0.7041 | 0.81 | 0.1662 | 1.62 | 1.590435 |
hsa-miR-6861-5p | 0.5954 | 0.49 | 0.1816 | 1.68 | 1.573166 |
hsa-miR-6499-5p | 0.6755 | 0.49 | 0.1649 | 1.62 | 1.511867 |
hsa-miR-6821-5p | 0.47 | 2.54 | 0.7315 | 0.5 | 1.48045 |
hsa-miR-1193 | 0.3986 | 2.01 | 0.6443 | 0.68 | 1.45069 |
hsa-miR-6889-5p | 0.242 | 1.61 | 0.5282 | 0.41 | 1.413818 |
hsa-miR-4785 | 0.47 | 2.54 | 0.8431 | 0.37 | 1.404253 |
hsa-miR-11400 | 0.3232 | 1.46 | 0.4049 | 0.65 | 1.374943 |
hsa-miR-6791-5p | 0.1403 | 1.56 | 0.8295 | 0.13 | 1.363297 |
hsa-miR-939-5p | 0.4683 | 0.79 | 0.4711 | 1.73 | 1.33504 |
hsa-miR-500a-5p | 0.2739 | 1.54 | 0.6689 | 0.6 | 1.316854 |
hsa-miR-6771-5p | 0.3652 | 1.91 | 0.7472 | 0.31 | 1.290836 |
hsa-miR-663a | 0.2664 | 1.04 | 0.3176 | 0.76 | 1.281568 |
hsa-miR-133a-3p | 0.2742 | 1.39 | 0.5541 | 0.6 | 1.276402 |
hsa-miR-1911-3p | 0.6892 | 0.71 | 0.2877 | 1.47 | 1.267749 |
hsa-miR-6777-5p | 0.8462 | 0.17 | 0.3333 | 1.79 | 1.219539 |
hsa-miR-6822-5p | 0.5637 | 0.56 | 0.1873 | 1.19 | 1.211441 |
hsa-miR-4739 | 0.5748 | 0.59 | 0.3178 | 1.4 | 1.205948 |
hsa-miR-1250-5p | 0.9179 | 0.13 | 0.1592 | 1.35 | 1.145753 |
hsa-miR-942-5p | 0.8747 | 0.07 | 0.0621 | 1.21 | 1.14363 |
hsa-miR-612 | 0.6092 | 0.48 | 0.1993 | 1.19 | 1.140417 |
hsa-miR-9851-3p | 0.7792 | 0.46 | 0.2669 | 1.41 | 1.135239 |
hsa-miR-6749-5p | 0.2289 | 1.02 | 0.3364 | 0.52 | 1.131594 |
hsa-miR-3665 | 0.7117 | 0.41 | 0.1304 | 1.16 | 1.126939 |
hsa-miR-505-5p | 0.8518 | 0.19 | 0.2553 | 1.47 | 1.122867 |
hsa-miR-6798-5p | 0.9275 | 0.08 | 0.1488 | 1.3 | 1.11236 |
hsa-miR-4732-5p | 0.4955 | 2.02 | 0.7988 | 0.36 | 1.091522 |
hsa-miR-3128 | 0.5496 | 1.43 | 0.523 | 0.91 | 1.078142 |
hsa-miR-105-3p | 0.2807 | 1.49 | 0.9497 | 0.07 | 1.075278 |
hsa-miR-4322 | 0.6892 | 0.71 | 0.3143 | 1.19 | 1.036651 |
hsa-miR-4433a-5p | 0.7876 | 0.17 | 0.0923 | 1.1 | 1.034578 |
hsa-miR-3620-5p | 0.7971 | 0.25 | 0.0837 | 1.07 | 1.031166 |
hsa-miR-659-3p | 0.384 | 1.36 | 0.6559 | 0.54 | 1.023574 |
hsa-miR-23a-5p | 0.8291 | 0.22 | 0.1535 | 1.16 | 1.019538 |
hsa-miR-548d-5p | 0.3242 | 0.73 | 0.3578 | 0.8 | 1.007094 |
hsa-miR-3175 | 0.5419 | 0.82 | 0.503 | 1.25 | 0.996892 |
hsa-miR-504-3p | 0.7941 | 0.44 | 0.2843 | 1.26 | 0.992378 |
hsa-miR-605-3p | 0.4561 | 1.1 | 0.4903 | 0.76 | 0.985662 |
hsa-miR-429 | 0.3352 | 1.4 | 0.7872 | 0.21 | 0.975408 |
hsa-miR-548n | 0.9735 | 0.05 | 0.221 | 1.25 | 0.975075 |
hsa-miR-615-3p | 0.6157 | 0.52 | 0.4401 | 1.38 | 0.972498 |
hsa-miR-3177-3p | 0.4653 | 0.21 | 0.0876 | 0.94 | 0.969943 |
hsa-miR-6813-5p | 0.8915 | 0.16 | 0.2464 | 1.26 | 0.966896 |
hsa-miR-3613-5p | 0.6977 | 0.31 | 0.1121 | 0.98 | 0.963855 |
hsa-miR-6763-5p | 0.3153 | 1.39 | 0.9671 | 0.05 | 0.953378 |
hsa-miR-4485-3p | 0.7244 | 0.66 | 0.5376 | 1.66 | 0.94948 |
hsa-miR-6727-3p | 0.6024 | 1.14 | 0.6014 | 1.24 | 0.947528 |
hsa-miR-6730-3p | 0.6892 | 0.71 | 0.4612 | 1.34 | 0.94266 |
hsa-miR-548e-3p | 0.6509 | 0.16 | 0.0668 | 0.95 | 0.942396 |
hsa-miR-136-5p | 0.4676 | 1.05 | 0.5178 | 0.79 | 0.939958 |
hsa-miR-4745-3p | 0.7941 | 0.44 | 0.4431 | 1.52 | 0.937084 |
hsa-miR-148b-5p | 0.9029 | 0.08 | 0.2068 | 1.12 | 0.896152 |
hsa-miR-4767 | 0.5786 | 0.94 | 0.4548 | 0.91 | 0.892248 |
hsa-miR-548b-5p | 0.216 | 0.84 | 0.4705 | 0.44 | 0.89154 |
hsa-miR-335-3p | 0.9875 | 0.01 | 0.1272 | 1.02 | 0.890381 |
hsa-miR-379-5p | 0.8056 | 0.18 | 0.4126 | 1.44 | 0.880848 |
hsa-miR-1261 | 0.6428 | 0.29 | 0.0782 | 0.82 | 0.859464 |
hsa-miR-335-5p | 0.6203 | 0.16 | 0.0218 | 0.81 | 0.853094 |
hsa-miR-4746-5p | 0.7354 | 0.58 | 0.4564 | 1.22 | 0.81666 |
hsa-miR-145-3p | 0.2416 | 0.81 | 0.4343 | 0.33 | 0.800985 |
hsa-miR-4436b-5p | 0.3905 | 1.27 | 0.8959 | 0.22 | 0.796967 |
hsa-miR-193b-5p | 0.6929 | 0.68 | 0.478 | 1.09 | 0.777808 |
hsa-miR-8080 | 0.5247 | 1.63 | 0.9695 | 0.06 | 0.776569 |
hsa-miR-548a-3p | 0.3326 | 1.01 | 0.6517 | 0.29 | 0.775081 |
hsa-miR-548j-5p | 0.5574 | 0.94 | 0.4766 | 0.67 | 0.766722 |
hsa-miR-499a-5p | 0.2593 | 0.86 | 0.6427 | 0.33 | 0.754911 |
hsa-miR-9985 | 0.6795 | 0.23 | 0.2816 | 0.93 | 0.741827 |
hsa-miR-765 | 0.7411 | 0.55 | 0.4551 | 1.1 | 0.741785 |
hsa-miR-374b-3p | 0.8409 | 0.14 | 0.1449 | 0.84 | 0.740558 |
hsa-miR-454-5p | 0.2747 | 0.78 | 0.5218 | 0.34 | 0.728322 |
hsa-miR-6720-5p | 0.6837 | 0.72 | 0.4327 | 0.88 | 0.72696 |
hsa-miR-3192-3p | 0.5368 | 1.54 | 0.9248 | 0.18 | 0.726864 |
hsa-miR-34a-5p | 0.1875 | 0.86 | 0.8409 | 0.17 | 0.725797 |
hsa-miR-7109-5p | 0.4144 | 1.1 | 0.7397 | 0.31 | 0.724853 |
hsa-miR-1278 | 0.7838 | 0.22 | 0.4015 | 1.09 | 0.699929 |
hsa-miR-98-5p | 0.5051 | 0.16 | 0.0241 | 0.63 | 0.694001 |
hsa-miR-6803-5p | 0.9871 | 0.01 | 0.1848 | 0.84 | 0.684897 |
hsa-miR-639 | 0.457 | 1.23 | 0.9326 | 0.11 | 0.675304 |
hsa-miR-1271-5p | 0.7267 | 0.14 | 0.16 | 0.75 | 0.668262 |
hsa-miR-4690-5p | 0.4198 | 0.55 | 0.4845 | 0.67 | 0.664495 |
hsa-miR-4280 | 0.7313 | 0.35 | 0.2024 | 0.71 | 0.660341 |
hsa-miR-6784-5p | 0.8792 | 0.2 | 0.3524 | 0.96 | 0.645856 |
hsa-miR-128-3p | 0.64 | 0.18 | 0.1216 | 0.66 | 0.644544 |
hsa-miR-11401 | 0.5898 | 0.43 | 0.3699 | 0.74 | 0.64266 |
hsa-miR-3691-5p | 0.6589 | 0.8 | 0.5619 | 0.84 | 0.640884 |
hsa-let-7f-5p | 0.2175 | 0.38 | 0.1435 | 0.4 | 0.63995 |
hsa-miR-4659b-3p | 0.4429 | 0.56 | 0.535 | 0.7 | 0.637476 |
hsa-miR-32-3p | 0.2207 | 0.65 | 0.5607 | 0.28 | 0.629549 |
hsa-miR-450a-5p | 0.8357 | 0.15 | 0.2276 | 0.77 | 0.619393 |
hsa-miR-4689 | 0.8438 | 0.32 | 0.478 | 1.09 | 0.618964 |
hsa-miR-10394-3p | 0.5858 | 1.31 | 0.7988 | 0.36 | 0.615034 |
hsa-miR-145-5p | 0.819 | 0.17 | 0.2192 | 0.74 | 0.608562 |
hsa-miR-3667-5p | 0.5749 | 0.58 | 0.5745 | 0.83 | 0.599723 |
hsa-miR-548k | 0.7441 | 0.18 | 0.199 | 0.69 | 0.598752 |
hsa-let-7i-5p | 0.4799 | 0.26 | 0.1196 | 0.52 | 0.593034 |
hsa-miR-15a-5p | 0.4289 | 0.25 | 0.0936 | 0.48 | 0.577847 |
hsa-miR-1343-5p | 0.8419 | 0.27 | 0.43 | 0.93 | 0.572787 |
hsa-miR-374b-5p | 0.6202 | 0.12 | 0.0194 | 0.53 | 0.565294 |
hsa-miR-12127 | 0.6539 | 0.36 | 0.2957 | 0.62 | 0.561262 |
hsa-miR-338-3p | 0.92 | 0.18 | 0.5091 | 1.1 | 0.55439 |
hsa-miR-4740-5p | 0.6026 | 1.23 | 0.813 | 0.32 | 0.548642 |
hsa-miR-125a-3p | 0.5073 | 0.94 | 0.7855 | 0.39 | 0.546793 |
hsa-miR-345-5p | 0.7546 | 0.37 | 0.5092 | 0.9 | 0.532518 |
hsa-let-7a-5p | 0.338 | 0.22 | 0.0917 | 0.42 | 0.527126 |
hsa-miR-369-3p | 0.9298 | 0.06 | 0.4014 | 0.87 | 0.524994 |
hsa-miR-199b-3p | 0.3745 | 0.28 | 0.1822 | 0.42 | 0.518616 |
hsa-miR-4508 | 0.589 | 0.31 | 0.2518 | 0.51 | 0.508992 |
hsa-miR-183-5p | 0.3917 | 0.83 | 0.9369 | 0.05 | 0.508044 |
hsa-miR-199a-3p | 0.3753 | 0.3 | 0.2278 | 0.41 | 0.504012 |
hsa-miR-193a-5p | 0.5713 | 0.75 | 0.6292 | 0.49 | 0.503217 |
hsa-miR-26b-5p | 0.2987 | 0.19 | 0.0357 | 0.38 | 0.499681 |
hsa-miR-196b-5p | 0.8756 | 0.05 | 0.3227 | 0.72 | 0.493876 |
hsa-miR-2392 | 0.6494 | 0.47 | 0.4992 | 0.65 | 0.490302 |
hsa-miR-6805-5p | 0.7941 | 0.44 | 0.5425 | 0.87 | 0.488621 |
hsa-miR-192-5p | 0.5834 | 0.29 | 0.2651 | 0.5 | 0.488264 |
hsa-miR-6819-5p | 0.6801 | 0.89 | 0.7051 | 0.69 | 0.488192 |
hsa-miR-454-3p | 0.5218 | 0.97 | 0.8829 | 0.2 | 0.487274 |
hsa-miR-338-5p | 0.2185 | 0.61 | 0.9835 | 0.01 | 0.47688 |
hsa-let-7b-3p | 0.7391 | 0.44 | 0.4992 | 0.72 | 0.475372 |
hsa-miR-421 | 0.1506 | 0.43 | 0.5527 | 0.23 | 0.468121 |
hsa-miR-1179 | 0.5531 | 0.5 | 0.5217 | 0.5 | 0.4626 |
hsa-miR-27a-5p | 0.3356 | 0.35 | 0.4851 | 0.43 | 0.453947 |
hsa-miR-4433a-3p | 0.8833 | 0.1 | 0.4031 | 0.7 | 0.4295 |
hsa-miR-3621 | 0.3993 | 0.29 | 0.6042 | 0.64 | 0.427515 |
hsa-miR-6779-5p | 0.8107 | 0.23 | 0.4717 | 0.72 | 0.423915 |
hsa-miR-6724-5p | 0.6925 | 0.6 | 0.5762 | 0.54 | 0.413352 |
hsa-miR-21-5p | 0.7737 | 0.1 | 0.1764 | 0.47 | 0.409722 |
hsa-miR-6510-5p | 0.6264 | 0.52 | 0.5617 | 0.48 | 0.404656 |
hsa-miR-28-3p | 0.4266 | 0.26 | 0.2779 | 0.35 | 0.401819 |
hsa-miR-937-5p | 0.5993 | 0.78 | 0.7514 | 0.35 | 0.399556 |
hsa-miR-361-5p | 0.1227 | 0.37 | 0.3972 | 0.12 | 0.396937 |
hsa-miR-548t-3p | 0.4256 | 0.46 | 0.7466 | 0.52 | 0.395992 |
hsa-miR-4787-5p | 0.6837 | 0.84 | 0.7375 | 0.46 | 0.386442 |
hsa-miR-6850-5p | 0.6929 | 0.68 | 0.684 | 0.54 | 0.379468 |
hsa-let-7g-5p | 0.6536 | 0.1 | 0.1676 | 0.41 | 0.375924 |
hsa-miR-6860 | 0.6589 | 0.8 | 0.7569 | 0.42 | 0.374982 |
hsa-miR-4510 | 0.0514 | 0.37 | 0.7663 | 0.08 | 0.369678 |
hsa-miR-423-3p | 0.8785 | 0.07 | 0.2375 | 0.47 | 0.36688 |
hsa-miR-6852-3p | 0.6589 | 0.8 | 0.7672 | 0.4 | 0.366 |
hsa-miR-576-3p | 0.8686 | 0.04 | 0.0668 | 0.38 | 0.359872 |
hsa-miR-6731-5p | 0.5715 | 0.7 | 0.7763 | 0.24 | 0.353638 |
hsa-miR-320d | 0.6167 | 0.18 | 0.3696 | 0.45 | 0.352674 |
hsa-let-7c-5p | 0.5736 | 0.15 | 0.2009 | 0.36 | 0.351636 |
hsa-let-7e-5p | 0.3796 | 0.19 | 0.247 | 0.31 | 0.351306 |
hsa-miR-628-3p | 0.2315 | 0.43 | 0.7502 | 0.08 | 0.350439 |
hsa-miR-3065-3p | 0.7211 | 0.6 | 0.674 | 0.56 | 0.3499 |
hsa-miR-501-3p | 0.2435 | 0.45 | 0.9262 | 0.03 | 0.342639 |
hsa-miR-6790-5p | 0.6589 | 0.8 | 0.7996 | 0.34 | 0.341016 |
hsa-miR-138-1-3p | 0.6837 | 0.72 | 0.7824 | 0.51 | 0.338712 |
hsa-miR-449a | 0.6589 | 0.8 | 0.8383 | 0.36 | 0.331092 |
hsa-miR-1469 | 0.7466 | 0.42 | 0.5921 | 0.54 | 0.326694 |
hsa-miR-1234-3p | 0.6837 | 0.72 | 0.7672 | 0.4 | 0.320856 |
hsa-miR-486-5p | 0.6593 | 0.15 | 0.2763 | 0.37 | 0.318874 |
hsa-miR-3193 | 0.6929 | 0.68 | 0.7875 | 0.48 | 0.310828 |
hsa-miR-320a-3p | 0.4063 | 0.25 | 0.4934 | 0.32 | 0.310537 |
hsa-miR-5189-5p | 0.6764 | 0.89 | 0.9183 | 0.16 | 0.301076 |
hsa-miR-652-3p | 0.329 | 0.38 | 0.6519 | 0.13 | 0.300233 |
hsa-miR-671-5p | 0.5876 | 0.62 | 0.8298 | 0.23 | 0.294834 |
hsa-miR-92b-3p | 0.1064 | 0.29 | 0.6937 | 0.11 | 0.292837 |
hsa-miR-6073 | 0.6837 | 0.72 | 0.8383 | 0.36 | 0.285948 |
hsa-miR-101-5p | 0.6929 | 0.68 | 0.8169 | 0.41 | 0.283899 |
hsa-miR-2355-3p | 0.4624 | 0.41 | 0.6765 | 0.19 | 0.281881 |
hsa-miR-1301-3p | 0.4294 | 0.34 | 0.6641 | 0.24 | 0.27462 |
hsa-miR-4507 | 0.9846 | 0.02 | 0.5671 | 0.63 | 0.273035 |
hsa-miR-2681-3p | 0.5958 | 0.61 | 0.8501 | 0.17 | 0.272045 |
hsa-let-7d-5p | 0.4443 | 0.18 | 0.3401 | 0.26 | 0.2716 |
hsa-miR-423-5p | 0.3353 | 0.4 | 0.9745 | 0.01 | 0.266135 |
hsa-miR-4675 | 0.6837 | 0.84 | 0.988 | 0.03 | 0.266052 |
hsa-miR-6717-5p | 0.8256 | 0.2 | 0.5705 | 0.53 | 0.262515 |
hsa-miR-320c | 0.3205 | 0.29 | 0.5717 | 0.15 | 0.2613 |
hsa-miR-664a-5p | 0.7518 | 0.15 | 0.4069 | 0.37 | 0.256677 |
hsa-miR-143-3p | 0.7792 | 0.26 | 0.5477 | 0.44 | 0.25642 |
hsa-miR-548an | 0.6257 | 0.68 | 0.9752 | 0.04 | 0.255516 |
hsa-miR-6511b-5p | 0.9676 | 0.05 | 0.5981 | 0.63 | 0.254817 |
hsa-miR-6836-5p | 0.5201 | 0.48 | 0.8476 | 0.15 | 0.253212 |
hsa-miR-93-3p | 0.6787 | 0.35 | 0.652 | 0.4 | 0.251655 |
hsa-miR-6852-5p | 0.7465 | 0.14 | 0.401 | 0.32 | 0.22717 |
hsa-miR-532-5p | 0.4119 | 0.38 | 0.9265 | 0.04 | 0.226418 |
hsa-miR-12114 | 0.6542 | 0.58 | 0.8702 | 0.18 | 0.223928 |
hsa-let-7d-3p | 0.4258 | 0.3 | 0.6714 | 0.14 | 0.218264 |
hsa-miR-6849-5p | 0.7792 | 0.46 | 0.7468 | 0.43 | 0.210444 |
hsa-miR-1181 | 0.6423 | 0.57 | 0.9364 | 0.1 | 0.210249 |
hsa-miR-194-3p | 0.7941 | 0.44 | 0.7467 | 0.44 | 0.202048 |
hsa-miR-4428 | 0.7941 | 0.44 | 0.7824 | 0.51 | 0.201572 |
hsa-miR-7162-3p | 0.8547 | 0.13 | 0.5577 | 0.4 | 0.195809 |
hsa-miR-29c-5p | 0.5957 | 0.48 | 0.9744 | 0.03 | 0.194832 |
hsa-miR-656-5p | 0.7378 | 0.35 | 0.7895 | 0.47 | 0.190705 |
hsa-miR-6090 | 0.6807 | 0.55 | 0.9065 | 0.13 | 0.18777 |
hsa-miR-92a-3p | 0.1636 | 0.18 | 0.6438 | 0.1 | 0.186172 |
hsa-miR-1587 | 0.6737 | 0.25 | 0.7747 | 0.46 | 0.185213 |
hsa-miR-6726-5p | 0.7941 | 0.44 | 0.7672 | 0.4 | 0.183716 |
hsa-miR-20a-5p | 0.4185 | 0.27 | 0.7384 | 0.1 | 0.183165 |
hsa-miR-101-3p | 0.5071 | 0.27 | 0.6942 | 0.14 | 0.175895 |
hsa-miR-7107-5p | 0.7149 | 0.36 | 0.7613 | 0.26 | 0.164698 |
hsa-miR-141-3p | 0.7223 | 0.45 | 0.8374 | 0.24 | 0.163989 |
hsa-miR-1256 | 0.8954 | 0.22 | 0.7526 | 0.52 | 0.15166 |
hsa-miR-3140-3p | 0.8641 | 0.29 | 0.7569 | 0.46 | 0.151237 |
hsa-miR-320b | 0.6376 | 0.17 | 0.6107 | 0.23 | 0.151147 |
hsa-miR-6820-3p | 0.9816 | 0.03 | 0.6676 | 0.45 | 0.150132 |
hsa-miR-624-5p | 0.9725 | 0.02 | 0.4956 | 0.29 | 0.146826 |
hsa-miR-17-5p | 0.5062 | 0.29 | 0.9176 | 0.04 | 0.146498 |
hsa-miR-6722-3p | 0.6744 | 0.39 | 0.8723 | 0.14 | 0.144862 |
hsa-miR-6820-5p | 0.8185 | 0.39 | 0.8155 | 0.38 | 0.140895 |
hsa-miR-130b-5p | 0.8178 | 0.05 | 0.4961 | 0.23 | 0.125007 |
hsa-let-7b-5p | 0.7411 | 0.1 | 0.5392 | 0.2 | 0.11805 |
hsa-miR-4492 | 0.7494 | 0.2 | 0.6597 | 0.19 | 0.114777 |
hsa-miR-6084 | 0.7941 | 0.51 | 0.9721 | 0.06 | 0.106683 |
hsa-miR-5189-3p | 0.9735 | 0.05 | 0.7569 | 0.42 | 0.103427 |
hsa-miR-130a-3p | 0.9271 | 0.03 | 0.6446 | 0.25 | 0.091037 |
hsa-miR-103a-3p | 0.4324 | 0.15 | 0.9077 | 0.03 | 0.087909 |
hsa-miR-30b-5p | 0.9816 | 0.01 | 0.5661 | 0.19 | 0.082625 |
hsa-miR-3942-3p | 0.8635 | 0.29 | 0.8691 | 0.32 | 0.081473 |
hsa-miR-197-3p | 0.6137 | 0.12 | 0.7552 | 0.14 | 0.080628 |
hsa-miR-152-3p | 0.7544 | 0.12 | 0.6867 | 0.15 | 0.076467 |
hsa-miR-4484 | 0.9107 | 0.1 | 0.7829 | 0.3 | 0.07406 |
hsa-miR-1307-3p | 0.7246 | 0.21 | 0.9813 | 0.02 | 0.058208 |
hsa-miR-1185-2-3p | 0.9801 | 0.03 | 0.7946 | 0.28 | 0.058109 |
hsa-miR-576-5p | 0.8651 | 0.07 | 0.7436 | 0.17 | 0.053031 |
hsa-miR-505-3p | 0.9648 | 0.01 | 0.7123 | 0.16 | 0.046384 |
hsa-miR-3191-3p | 0.8914 | 0.13 | 0.8257 | 0.18 | 0.045492 |
hsa-miR-4796-3p | 0.9556 | 0.09 | 0.8698 | 0.29 | 0.041754 |
hsa-miR-920 | 0.8946 | 0.11 | 0.8216 | 0.15 | 0.038354 |
hsa-miR-615-5p | 0.9387 | 0.05 | 0.7999 | 0.16 | 0.035081 |
hsa-miR-4488 | 0.8983 | 0.23 | 0.9241 | 0.15 | 0.034776 |
hsa-miR-550a-3-5p | 0.9614 | 0.05 | 0.8632 | 0.21 | 0.030658 |
hsa-miR-340-5p | 0.8296 | 0.06 | 0.8131 | 0.06 | 0.021438 |
hsa-miR-425-3p | 0.9568 | 0.02 | 0.8416 | 0.1 | 0.016704 |
hsa-miR-374a-5p | 0.8063 | 0.07 | 0.9147 | 0.03 | 0.016118 |
hsa-miR-200c-3p | 0.8632 | 0.03 | 0.9086 | 0.08 | 0.011416 |
hsa-miR-4662a-5p | 0.911 | 0.08 | 0.9514 | 0.05 | 0.00955 |
hsa-miR-140-5p | 0.9053 | 0.05 | 0.9884 | 0.01 | 0.004851 |
hsa-miR-3663-5p | 0.9698 | 0.04 | 0.9497 | 0.07 | 0.004729 |
GEO accession number | Origin and Tissue | Number of samples |
GSE48552 | Human brain, frontal cortex | 12 |
GSE46579 | Human whole blood | 70 |
GSE97644 | Plasma, Exosome | 97 |
Claims (18)
- 대상(subject)의 분리된 혈소판으로부터 수득한 miRNA의 발현 수준을 측정하는 단계를 포함하는, 경도인지장애(Mild Cognitive Impairment, MCI) 또는 알츠하이머 병(Alzheimer's disease, AD)의 진단을 위한 정보의 제공방법으로서,
상기 miRNA는 i) miR-4449와 miR-6796-5p; 및 ii) miR-12126, miR-6891-5p, miR-4444, miR-10396a-3p, miR-1-3p, miR-362-3p, miR-4685-5p, miR-4261 또는 이들의 조합을 포함하는 것이며,
상기 대상은 정상의 경우와 비교하여 상기 miRNA의 발현 수준이 증가되어 있는 것을 특징으로 하는, 정보의 제공방법.
- 삭제
- 제 1 항에 있어서, 상기 miRNA는 miR-6085, miR-4784, miR-7150 또는 이들의 조합을 추가로 포함하는 것을 특징으로 하는, 정보의 제공방법.
- 삭제
- 삭제
- 삭제
- 제 1 항에 있어서, 상기 정보의 제공방법은 상기 경도인지장애 또는 알츠하이머 병이 있는 대상에게 투여하기 위한 인지장애 치료제에 대한 정보를 제공하는 단계를 추가적으로 포함하는 것을 특징으로 하는, 정보의 제공방법으로서, 상기 치료제는 아두카누맙(aducanumab), miR-485-3p 저해제, 또는 이들의 조합을 포함하는 것을 특징으로 하는, 정보의 제공방법.
- 삭제
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- 삭제
- 삭제
- 제 7 항에 있어서, 상기 miR-485-3p는 5'-GUCAUACACGGCUCUCCUCUCU-3' (SEQ ID NO: 1)을 포함하는 것을 특징으로 하는, 정보의 제공방법.
- 제 7 항에 있어서, 상기 miR-485-3p 저해제는 miR-485-3p와 상보적인 서열인 것을 특징으로 하는, 정보의 제공방법.
- 제 14 항에 있어서, 상기 miR-485-3p 저해제는 5'-UGUAUGA-3' (SEQ ID NO: 2), 5'-GUGUAUGA-3' (SEQ ID NO: 3), 5'-CGUGUAUGA-3' (SEQ ID NO: 4), 5'-CCGUGUAUGA-3' (SEQ ID NO: 5), 5'-GCCGUGUAUGA-3' (SEQ ID NO: 6), 5'-AGCCGUGUAUGA-3' (SEQ ID NO: 7), 5'-GAGCCGUGUAUGA-3' (SEQ ID NO: 8), 5'-AGAGCCGUGUAUGA-3' (SEQ ID NO: 9), 5'-GAGAGCCGUGUAUGA-3' (SEQ ID NO: 10), 5'-GGAGAGCCGUGUAUGA-3' (SEQ ID NO: 11), 5'-AGGAGAGCCGUGUAUGA-3' (SEQ ID NO: 12), 5'-GAGGAGAGCCGUGUAUGA-3' (SEQ ID NO: 13), 5'-AGAGGAGAGCCGUGUAUGA-3' (SEQ ID NO: 14), 5'-GAGAGGAGAGCCGUGUAUGA-3' (SEQ ID NO: 15); 5'-UGUAUGAC-3' (SEQ ID NO: 16), 5'-GUGUAUGAC-3' (SEQ ID NO: 17), 5'-CGUGUAUGAC-3' (SEQ ID NO: 18), 5'-CCGUGUAUGAC-3' (SEQ ID NO: 19), 5'-GCCGUGUAUGAC-3' (SEQ ID NO: 20), 5'-AGCCGUGUAUGAC-3' (SEQ ID NO: 21), 5'-GAGCCGUGUAUGAC-3' (SEQ ID NO: 22), 5'-AGAGCCGUGUAUGAC-3' (SEQ ID NO: 23), 5'-GAGAGCCGUGUAUGAC-3' (SEQ ID NO: 24), 5'-GGAGAGCCGUGUAUGAC-3' (SEQ ID NO: 25), 5'-AGGAGAGCCGUGUAUGAC-3' (SEQ ID NO: 26), 5'-GAGGAGAGCCGUGUAUGAC-3' (SEQ ID NO: 27), 5'-AGAGGAGAGCCGUGUAUGAC-3' (SEQ ID NO: 28) 및 5'-GAGAGGAGAGCCGUGUAUGAC-3' (SEQ ID NO: 29)로 구성된 군으로부터 선택되는 것을 특징으로 하는, 정보의 제공방법.
- 삭제
- 하기의 구성을 포함하는, 경도인지장애 또는 알츠하이머 병 진단용 키트:
(a) i) miR-4449 증폭용 프라이머와 miR-6796-5p 증폭용 프라이머; 및 ii) miR-12126, miR-6891-5p, miR-4444, miR-10396a-3p, miR-1-3p, miR-362-3p, miR-4685-5p, miR-4261 및 이들의 조합으로 구성된 군으로부터 선택되는 하나 이상의 miRNA 증폭용 프라이머; 및
(b) 제 1 항의 정보 제공을 위한 설명서.
- 제 17 항에 있어서, 상기 키트는 miR-6085, miR-4784, miR-7150 및 이들의 조합으로 구성된 군으로부터 선택되는 하나 이상의 miRNA 증폭용 프라이머를 추가로 포함하는 것을 특징으로 하는, 키트.
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