Overview
Similar to exercise 6.4 we will:
Use created “samplesheet.csv” metadata file for small RNAseq datasets in exercise 6.4.
Use a “nextflow.config” file in the working directory to override Nextflow parameters (e.g., specify where to find the pipeline assets).
Use a PBS script to run the expression profiling of miRNAs against MirGeneDB, a curated database that includes experimentally validated miRNAs.
Prepare pipeline inputs
Let’s move to the working directory:
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results/ ├── bowtie_index │ ├── mirna_hairpin │ └── mirna_mature ├── fastp │ └── on_raw ├── fastqc │ ├── raw │ └── trimmed ├── mirna_quant │ ├── bam │ ├── edger_qc <----- Expression mature miRNA (mature_counts.csv) and precursor-miRNAs (haripin_counts.csv) counts can be found in this subfolder. │ ├── mirtop │ ├── reference │ └── seqcluster ├── mirtrace │ ├── mirtrace-report.html │ ├── mirtrace-results.json │ ├── mirtrace-stats-contamination_basic.tsv │ ├── mirtrace-stats-contamination_detailed.tsv │ ├── mirtrace-stats-length.tsv │ ├── mirtrace-stats-mirna-complexity.tsv │ ├── mirtrace-stats-phred.tsv │ ├── mirtrace-stats-qcstatus.tsv │ ├── mirtrace-stats-rnatype.tsv │ ├── qc_passed_reads.all.collapsed │ └── qc_passed_reads.rnatype_unknown.collapsed ├── multiqc │ ├── multiqc_data │ ├── multiqc_plots │ └── multiqc_report.html └── pipeline_info ├── execution_report_2024-08-26_14-38-10.html ├── execution_report_2024-08-20_16-55-53-26_17-44-50.html ├── execution_timeline_2024-08-26_14-38-10.html ├── execution_timeline_2024-08-2026_1617-5544-5350.html ├── execution_trace_2024-08-2026_1617-5544-5350.txt ├── nf_core_smrnaseq_software_mqc_versions.yml ├── params_2024-08-2026_1617-5645-0400.json ├── pipeline_dag_2024-08-26_14-38-10.html └── pipeline_dag_2024-08-2026_1617-5544-5350.html |
The quantification of the mature miRNA and hairpin expressions can be found in the /results/mirna_quant/edger_qc directory.
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cd /results/mirna_quant/edger_qc |
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├── hairpin_counts.csv ├── hairpin_CPM_heatmap.pdf ├── hairpin_edgeR_MDS_distance_matrix.txt ├── hairpin_edgeR_MDS_plot_coordinates.txt ├── hairpin_edgeR_MDS_plot.pdf ├── hairpin_log2CPM_sample_distances_dendrogram.pdf ├── hairpin_log2CPM_sample_distances_heatmap.pdf ├── hairpin_log2CPM_sample_distances.txt ├── hairpin_logtpm.csv ├── hairpin_logtpm.txt ├── hairpin_normalized_CPM.txt ├── hairpin_unmapped_read_counts.txt ├── mature_counts.csv <----- Expression matureprofile miRNA. This file will be used to identify differentially expressed miRNAs (Session 7)of mature miRNAs. ├── mature_CPM_heatmap.pdf ├── mature_edgeR_MDS_distance_matrix.txt ├── mature_edgeR_MDS_plot_coordinates.txt ├── mature_edgeR_MDS_plot.pdf ├── mature_log2CPM_sample_distances_dendrogram.pdf ├── mature_log2CPM_sample_distances_heatmap.pdf ├── mature_log2CPM_sample_distances.txt ├── mature_logtpm.csv ├── mature_logtpm.txt ├── mature_normalized_CPM.txt └── mature_unmapped_read_counts.txt |
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cat mature_counts.csv |
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"","hsaHsa-letLet-7a7-P1b_5p","hsaHsa-letLet-7a7-3pP1c_5p","hsaHsa-letLet-7a-2-3p7-P1d_5p","hsaHsa-letLet-7b7-P2a1_5p","hsaHsa-letLet-7b7-3pP2a2_5p","hsaHsa-letLet-7c7-P2a3_5p","hsaHsa-letLet-7c7-3pP2b1_5p","hsaHsa-letLet-7d7-P2b2_5p","hsaHsa-letLet-7d7-3pP2b3_5p","hsa- "ERR409882",364608,341,16,59417,1998,68342,44,14861,3790,29486,207,211184,228,1462,7002,2,49664,1,1091,174,326,43,6,468,7,1482,1615,9,17256,534,573,6526,0 "ERR409879",305651,184,6,52115,1476,58425,30,12397,2659,23604,201,198778,151,1013,5486,1,48381,4,945,202,194,40,7,368,3,1097,1317,6,12662,561,372,3693,2,1 "ERR409881",712880,165,9,83857,2335,162724,83,30556,4503,68044,385,456864,348,1818,9893,0,111712,5,1495,259,174,48,6,318,2,1466,2220,4,17865,466,551,10360 "ERR409884",182178,111,3,27892,913,39989,21,7751,1886,13902,159,127386,132,743,3651,3,40311,0,629,117,97,21,11,305,2,1147,902,2,8313,368,242,2276,0,1146,4 "ERR409889",568269,257,13,92339,2239,100021,45,20819,3511,44172,207,276474,259,1376,12407,5,83908,5,1971,467,403,70,30,1082,7,3082,3172,14,24112,819,421,6 "ERR409894",314053,137,9,44708,1220,74145,74,12313,2827,25295,196,196866,158,896,4681,3,43677,1,806,138,131,22,7,296,3,1181,1169,5,11145,611,360,3742,5,12 "ERR409887",178201,48,4,25678,733,41506,27,7833,1613,15724,121,123391,98,497,3288,0,39434,1,445,97,65,15,3,150,2,539,461,3,5837,186,161,2958,2,847,3,1544, "ERR409880",318121,136,3,46347,1260,65606,39,11095,2269,24585,200,191072,194,1118,5599,2,67420,3,1242,155,168,22,2,505,6,1708,1836,3,11293,482,359,3652,1, "ERR409890",332579,105,7,40131,955,73537,38,13528,2029,31807,158,207846,175,962,5146,0,42402,0,659,149,102,20,4,219,3,964,1086,4,11957,423,385,6017,4,1556Hsa-Let-7-P2c1_5p","Hsa-Let-7-P2c2_5p","Hsa-Let-7-P2c3_5p","Hsa-Mir-1-P1_3p","Hsa-Mir-1-P2_3p","Hsa-Mir-1-P3_3p","Hsa-Mir-7-P1_5p","Hsa-Mir-7-P2_5p","Hsa-Mir-7-P4_5p","Hsa-Mir-8-P1a_3p","Hsa-Mir-8-P1b_3p","Hsa-Mir-8-P2a_3p","Hsa-Mir-8-P2b_3p","Hsa-Mir-8-P3a_3p","Hsa-Mir-9-P1_5p","Hsa-Mir-9-P1_3p","Hsa-Mir-9-P2_5p","Hsa-Mir-9-P2_3p","Hsa-Mir-9-P3_5p","Hsa-Mir-9-P3_3p","Hsa-Mir-10-P1b-v1_5p","Hsa-Mir-10-P1b-v2_5p","Hsa-Mir-10-P1c-v1_5p","Hsa-Mir-10-P1c-v2_5p","Hsa-Mir-10-P2b_5p","Hsa-Mir-10-P2c_5p","Hsa-Mir-10-P2d_5p","Hsa-Mir-10-P3b_5p","Hsa-Mir-10-P3c_5p","Hsa-Mir-10-P3d_5p","Hsa-Mir-15-P1a_5p","Hsa-Mir-15-P1b_5p","Hsa-Mir-15-P1c_5p","Hsa-Mir-15-P1d_5p","Hsa-Mir-15-P2a_5p","Hsa-Mir-15-P2b_5p","Hsa-Mir-15-P2c_5p","Hsa-Mir-15-P2d_5p","Hsa-Mir-17-P1a_5p","Hsa-Mir-17-P1c_5p","Hsa-Mir-17-P1d_5p","Hsa-Mir-17-P1d_3p","Hsa-Mir-17-P2a_5p","Hsa-Mir-17-P2c_5p","Hsa-Mir-17-P4a_5p","Hsa-Mir-17-P4c_5p","Hsa-Mir-17-P4d_5p","Hsa-Mir-19-P1a_3p","Hsa-Mir-19-P2a_3p","Hsa-Mir-19-P2c_3p","Hsa-Mir-21_5p","Hsa-Mir-22-P1b_3p","Hsa-Mir-23-P2_3p","Hsa-Mir-23-P3_3p","Hsa-Mir-24-P2_3p","Hsa-Mir-24-P3_3p","Hsa-Mir-26-P1_5p","Hsa-Mir-26-P2_5p","Hsa-Mir-26-P4_5p","Hsa-Mir-27-P2_3p","Hsa-Mir-27-P3_3p","Hsa-Mir-28-P1_5p","Hsa-Mir-28-P1_3p","Hsa-Mir-28-P2_5p","Hsa-Mir-28-P2_3p","Hsa-Mir-28-P3_5p","Hsa-Mir-29-P1b-v1_3p","Hsa-Mir-29-P1b-v2_3p","Hsa-Mir-29-P1d-v1_3p","Hsa-Mir-29-P1d-v2_3p","Hsa-Mir-29-P2b_3p","Hsa-Mir-29-P2d_3p","Hsa-Mir-30-P1a_5p","Hsa-Mir-30-P1b_5p","Hsa-Mir-30-P1d_5p","Hsa-Mir-30-P2a_5p","Hsa-Mir-30-P2b_5p","Hsa-Mir-30-P2d_5p","Hsa-Mir-31_5p","Hsa-Mir-32_5p","Hsa-Mir-33-P1_5p","Hsa-Mir-33-P3_5p","Hsa-Mir-34-P1_5p","Hsa-Mir-34-P2a_5p","Hsa-Mir-34-P2a_3p","Hsa-Mir-34-P2b_5p","Hsa-Mir-34-P3a-v1_5p","Hsa-Mir-34-P3a-v2_5p","Hsa-Mir-34-P3b_5p","Hsa-Mir-34-P3b_3p","Hsa-Mir-34-P3c_5p","Hsa-Mir-92-P1a_3p","Hsa-Mir-92-P1c_3p","Hsa-Mir-92-P1d_3p","Hsa-Mir-92-P2a_3p","Hsa-Mir-92-P2c_3p","Hsa-Mir-92-P2d_3p","Hsa-Mir-95-P1_3p","Hsa-Mir-95-P2_3p","Hsa-Mir-95-P3-v1_5p","Hsa-Mir-95-P3-v2_5p","Hsa-Mir-95-P4_5p","Hsa-Mir-95-P4_3p","Hsa-Mir-96-P1_5p","Hsa-Mir-96-P2_5p","Hsa-Mir-96-P3-v1_5p","Hsa-Mir-96-P3-v2_5p","Hsa-Mir-101-P1-v1_3p","Hsa-Mir-101-P1-v2_3p","Hsa-Mir-101-P2-v1_3p","Hsa-Mir-101-P2-v2_3p","Hsa-Mir-103-P1_3p","Hsa-Mir-103-P2_3p","Hsa-Mir-103-P4_3p","Hsa-Mir-105-P1_5p","Hsa-Mir-105-P2_5p","Hsa-Mir-122_5p","Hsa-Mir-124-P1-v1_3p","Hsa-Mir-124-P1-v2_3p","Hsa-Mir-124-P2-v1_3p","Hsa-Mir-124-P2-v2_3p","Hsa-Mir-124-P3-v1_3p","Hsa-Mir-124-P3-v2_3p","Hsa-Mir-126-P2-v1_3p","Hsa-Mir-126-P2-v2_5p","Hsa-Mir-126-P2-v3_3p","Hsa-Mir-127_3p","Hsa-Mir-128-P1_3p","Hsa-Mir-128-P2_3p","Hsa-Mir-129-P1_3p","Hsa-Mir-129-P2_5p","Hsa-Mir-129-P2_3p","Hsa-Mir-130-P1c_3p","Hsa-Mir-130-P2a_3p","Hsa-Mir-130-P2b_3p","Hsa-Mir-130-P3b_3p","Hsa-Mir-130-P4a_5p","Hsa-Mir-130-P4a_3p","Hsa-Mir-132-P1_3p","Hsa-Mir-132-P2_5p","Hsa-Mir-132-P2_3p","Hsa-Mir-133-P1-v1_3p","Hsa-Mir-133-P1-v2_3p","Hsa-Mir-133-P2-v1_3p","Hsa-Mir-133-P2-v2_3p","Hsa-Mir-133-P3-v1_3p","Hsa-Mir-133-P3-v2_3p","Hsa-Mir-134_5p","Hsa-Mir-135-P1_5p","Hsa-Mir-135-P2_5p","Hsa-Mir-135-P4_5p","Hsa-Mir-136-v1_3p","Hsa-Mir-136-v2_5p","Hsa-Mir-136-v2_3p","Hsa-Mir-137-P1-v1_3p","Hsa-Mir-137-P1-v2_3p","Hsa-Mir-138-P1_5p","Hsa-Mir-138-P2_5p","Hsa-Mir-139_5p","Hsa-Mir-140-P1-v1_3p","Hsa-Mir-140-P1-v2_3p","Hsa-Mir-142-P1-v1_5p","Hsa-Mir-142-P1-v2_3p","Hsa-Mir-142-P1-v3_3p","Hsa-Mir-142-P1-v4_5p","Hsa-Mir-143_3p","Hsa-Mir-144-v1_3p","Hsa-Mir-144-v2_3p","Hsa-Mir-145_5p","Hsa-Mir-146-P1_5p","Hsa-Mir-146-P4_5p","Hsa-Mir-147-v1_3p","Hsa-Mir-147-v2_3p","Hsa-Mir-148-P1_3p","Hsa-Mir-148-P3_3p","Hsa-Mir-148-P4_3p","Hsa-Mir-149_5p","Hsa-Mir-150_5p","Hsa-Mir-153-P1_3p","Hsa-Mir-153-P2_3p","Hsa-Mir-154-P1_5p","Hsa-Mir-154-P1_3p","Hsa-Mir-154-P2-v1_5p","Hsa-Mir-154-P2-v2_5p","Hsa-Mir-154-P3a-v1_3p","Hsa-Mir-154-P3a-v2_3p","Hsa-Mir-154-P3b_3p","Hsa-Mir-154-P4a_3p","Hsa-Mir-154-P4b_3p","Hsa-Mir-154-P5_5p","Hsa-Mir-154-P5_3p","Hsa-Mir-154-P6_3p","Hsa-Mir-154-P7_5p","Hsa-Mir-154-P8_5p","Hsa-Mir-154-P8_3p","Hsa-Mir-154-P9_3p","Hsa-Mir-154-P10_5p","Hsa-Mir-154-P12_3p","Hsa-Mir-154-P13-v1_5p","Hsa-Mir-154-P13-v2_5p","Hsa-Mir-154-P14_5p","Hsa-Mir-154-P15_5p","Hsa-Mir-154-P16_3p","Hsa-Mir-154-P17_3p","Hsa-Mir-154-P18_3p","Hsa-Mir-154-P19_3p","Hsa-Mir-154-P20-v1_3p","Hsa-Mir-154-P20-v2_3p","Hsa-Mir-154-P21_3p","Hsa-Mir-154-P22_3p","Hsa-Mir-154-P23_3p","Hsa-Mir-154-P24_3p","Hsa-Mir-154-P25_3p","Hsa-Mir-154-P26_3p","Hsa-Mir-154-P27_3p","Hsa-Mir-154-P28a_3p","Hsa-Mir-154-P28b_5p","Hsa-Mir-154-P28b_3p","Hsa-Mir-154-P29_3p","Hsa-Mir-154-P30_3p","Hsa-Mir-154-P36_3p","Hsa-Mir-155_5p","Hsa-Mir-181-P1a_5p","Hsa-Mir-181-P1b_5p","Hsa-Mir-181-P1c_5p","Hsa-Mir-181-P2a_5p","Hsa-Mir-181-P2b_5p","Hsa-Mir-181-P2c_5p","Hsa-Mir-184_3p","Hsa-Mir-185_5p","Hsa-Mir-186_5p","Hsa-Mir-187_3p","Hsa-Mir-188-P1_5p","Hsa-Mir-188-P2_5p","Hsa-Mir-188-P3_5p","Hsa-Mir-190-P1_5p","Hsa-Mir-190-P3_5p","Hsa-Mir-191_5p","Hsa-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Mir-744_5p","Hsa-Mir-760_3p","Hsa-Mir-766_3p","Hsa-Mir-769_5p","Hsa-Mir-770_5p","Hsa-Mir-873-v1_5p","Hsa-Mir-873-v1_3p","Hsa-Mir-873-v2_5p","Hsa-Mir-874_3p","Hsa-Mir-875_5p","Hsa-Mir-876_3p","Hsa-Mir-877_5p","Hsa-Mir-885_5p","Hsa-Mir-887_5p","Hsa-Mir-887_3p","Hsa-Mir-935-v1_3p","Hsa-Mir-935-v2_3p","Hsa-Mir-944_3p","Hsa-Mir-1180_3p","Hsa-Mir-1247_5p","Hsa-Mir-1249_3p","Hsa-Mir-1251_5p","Hsa-Mir-1252_5p","Hsa-Mir-1266_5p","Hsa-Mir-1269_3p","Hsa-Mir-1270_5p","Hsa-Mir-1271_5p","Hsa-Mir-1271_3p","Hsa-Mir-1276_5p","Hsa-Mir-1277_5p","Hsa-Mir-1278_3p","Hsa-Mir-1286_3p","Hsa-Mir-1287_5p","Hsa-Mir-1294_5p","Hsa-Mir-1295_3p","Hsa-Mir-1296_5p","Hsa-Mir-1298_5p","Hsa-Mir-1301_3p","Hsa-Mir-1306_5p","Hsa-Mir-1307_5p","Hsa-Mir-1323_5p","Hsa-Mir-1343_3p","Hsa-Mir-1908_5p","Hsa-Mir-1910_3p","Hsa-Mir-1911_5p","Hsa-Mir-1912_3p","Hsa-Mir-1913_5p","Hsa-Mir-1913_3p","Hsa-Mir-1914_5p","Hsa-Mir-2114_5p","Hsa-Mir-2114_3p","Hsa-Mir-2115_3p","Hsa-Mir-2116_5p","Hsa-Mir-2116_3p","Hsa-Mir-2276_5p","Hsa-Mir-2276_3p","Hsa-Mir-2355_5p","Hsa-Mir-2355_3p","Hsa-Mir-2467_5p","Hsa-Mir-3059_5p","Hsa-Mir-3085_3p","Hsa-Mir-3126_5p","Hsa-Mir-3127_5p","Hsa-Mir-3136_5p","Hsa-Mir-3138_3p","Hsa-Mir-3140_3p","Hsa-Mir-3144-v1_5p","Hsa-Mir-3144-v2_5p","Hsa-Mir-3145_3p","Hsa-Mir-3146_3p","Hsa-Mir-3173_5p","Hsa-Mir-3174_5p","Hsa-Mir-3180-P1_3p","Hsa-Mir-3180-P2_3p","Hsa-Mir-3180-P3_3p","Hsa-Mir-3187_3p","Hsa-Mir-3194_5p","Hsa-Mir-3200_3p","Hsa-Mir-3611_3p","Hsa-Mir-3613_5p","Hsa-Mir-3617_5p","Hsa-Mir-3619_5p","Hsa-Mir-3622_5p","Hsa-Mir-3622_3p","Hsa-Mir-3663_3p","Hsa-Mir-3690_5p","Hsa-Mir-3909_3p","Hsa-Mir-3924_3p","Hsa-Mir-3934_5p","Hsa-Mir-3934_3p","Hsa-Mir-3942_5p","Hsa-Mir-3942_3p","Hsa-Mir-3944_3p","Hsa-Mir-4424_3p","Hsa-Mir-4524_3p","Hsa-Mir-4637_3p","Hsa-Mir-4661_5p","Hsa-Mir-4662_5p","Hsa-Mir-4664_5p","Hsa-Mir-4664_3p","Hsa-Mir-4677_3p","Hsa-Mir-4731_5p","Hsa-Mir-4731_3p","Hsa-Mir-4766_5p","Hsa-Mir-4766_3p","Hsa-Mir-5579_5p","Hsa-Mir-5581_5p","Hsa-Mir-5581_3p","Hsa-Mir-5586_5p","Hsa-Mir-5683_5p","Hsa-Mir-5687_5p","Hsa-Mir-5687_3p","Hsa-Mir-6715_3p","Hsa-Mir-7151_5p","Hsa-Mir-7151_3p","Hsa-Mir-7854_3p","Hsa-Novel-1-v1_3p","Hsa-Novel-2_5p","Hsa-Novel-2_3p","Hsa-Novel-3_5p" "ERR409886",18482,47783,208285,208285,208285,129115,129115,27498,21535,7913,16405,45477,89,1,89,1932,1932,1932,381,46,389,349,466,162369,8029,162369,8029,162369,8029,33274,2402,3269,551,84391,22426,52166,181833,85271,85271,3166,363,352,2111,36647,37811,20,5760,662,164,473,254,104,28,884,163,3226,399,1216,1216,21918,4210,9845,3637,3329,3329,1006516,30890,1006516,163575,11134,1438,14574,29328,6468,1337,6548,2989,6548,2989,43894,11586,79701,187929,81149,14185,36070,36070,949,293,433,323,967,79,17,589,7,8,7,0,16,22290,22290,78218,1,2416,5989,994,2462,10,8,4,25,217,7399,1483,590,40121,31860,40121,31860,7270,35489,35489,78,78,5,41977,52733,41977,52733,41977,52733,24196,106512,25090,128705,72327,72327,2106,3709,546,4454,518,3843,1086,190,287,6120,302,753,1559,508,52,9,1559,508,720,1351,1351,8,9448,1723,1608,2194,254,11997,11997,6497,4501,8186,1835,76,367,2979,620467,1162,1282,7301,17722,967,4,5,11049,191,3009,10014,1904,11572,11572,268,20,85,59,1103,2084,1134,502,502,367,493,450,432,27,209,11651,412,7405,9289,20935,92,840,462,2164,87,424,19,18,1622,309,4200,62,379,515,2947,18,355,4,0,149,3582,695,392597,392597,43191,22462,22462,5225,141,285,25940,79,26,1276,1129,2275,18,119626,902,8147,410,177,74,465,574,580,16,12,19,6654,3161,3637,359,3161,3637,359,3161,3637,359,0,370,90,174,18936,9,56,1,456,79,121,0,0,0,3,3644,3644,2830,1575,354,2139,4,11573,888,17482,869,122,20,2912,284,284,74,79,597,0,73,327,750,960,920,4664,1975,2,10,10,35,24,63,21870,21979,248,96,1043,8654,6748,1105,247,2537,1202,196,1259,987,711,213,23,609,804,1278,863,373,217,37,217,911,4,7172,266,313,3003,8642,2484,2,1,7,6,0,3,1,4,0,0,3,0,3,0,4,3,0,2,0,8,23,2,2,1,3,0,2,2,1,0,0,0,0,0,0,127,127,20,1,2,2,3,0,0,30,0,0,6,0,0,0,0,3,8,8,16,27,1650,1122,3,7,98,98,181,9006,41,36,263,0,84,21802,607,25,3,26,70,36,132,672,582,5,0,0,1,0,5,13,13,13,0,1,1,0,2,2,2,2,0,6,1,7,0,0,1,0,8,6,9,12,42,36,6,57,57,57,6,63,2,2,2,0,90,1141,70,1294,0,6,280,125,610,3,333,83,188,2777,0,2,0,10,17,6,847,372,63,3,33,178,1,62,78,443,7,1,4015,21,274,20009,470,1630,309,1077,2891,2,38,192,1026,22,841,944,975,2,1489,126,914,77,19,0,3,7,799,0,9,76,1,36,17,1,1,2648,284,370,49,9072,1,32,21,0,40,18,1,4,1,9,6,9,1,5,0,1,38,1,163,74,8,0,13,1,2,0,0,0,0,0,4,1,16,16,16,0,6,719,14,143,2,1,8,16,0,4,74,0,1,0,1,0,0,10,0,0,0,44,0,1,33,0,1,0,2,0,0,4,23,427,0,0,1,0,3,4,0,1,2,1 "ERR409894",25295,74145,314056,314056,314056,196868,196868,44708,38319,12313,25733,73578,80,0,80,2544,2544,2544,60,12,52,47,23,296685,5669,296685,5669,296685,5669,61620,4875,1558,331,41100,14486,30986,81252,66568,66568,4681,473,316,3132,43675,45066,17,4206,806,114,446,364,131,17,1169,170,4443,296,1181,1181,16810,3742,11247,2053,3471,3471,1077711,36069,1077711,251199,4538,962,10434,38256,15234,1483,9233,3091,9233,3091,40611,13395,112919,181079,77627,20833,38564,38564,1215,336,1173,523,1588,102,15,992,11,20,2,0,18,35052,35052,64729,0,1835,7599,1128,4416,11,9,2,24,9,1411,50,26,49727,59678,49727,59678,12143,60887,60887,146,146,24,59511,69508,59511,69508,59511,69508,13765,73971,14378,181488,87393,87393,2443,7258,857,3754,448,6669,1345,93,269,10423,319,828,1134,372,39,2,1134,372,1886,1296,1296,8,16570,2736,1479,2334,206,28543,28543,8033,4699,8944,1127,44,190,1110,197946,893,1024,3502,25612,1136,15,16,6976,173,3722,16591,1010,12486,12486,349,73,118,109,2897,4897,1953,747,747,887,868,455,1055,34,233,7366,1364,27279,17203,36872,35,1618,1180,3475,225,637,42,75,2579,264,2381,142,595,1042,5190,79,896,8,0,303,10352,306,1210291,1210291,62245,81344,81344,7834,212,430,25963,115,26,1259,1342,2729,17,135192,941,8565,694,243,67,359,519,532,12,11,16,4628,1120,1313,122,1120,1313,122,1120,1313,122,0,669,143,13,12255,5,126,0,575,15,19,0,9,4,3,5260,5260,10450,8358,2101,7874,2,16851,496,23335,301,31,33,3306,433,433,113,116,1079,0,93,471,1467,1740,1499,3550,1611,2,3,3,47,16,69,60609,60760,352,154,1462,32764,6652,1518,385,2464,1797,137,985,829,292,114,22,979,940,2096,931,1010,278,35,278,1288,0,5042,699,901,2677,6997,4201,7,4,8,6,0,0,0,4,1,1,6,0,6,0,3,0,0,1,0,18,20,1,1,2,2,2,0,0,0,0,0,0,0,1,1,123,123,2,1,2,2,4,2,2,16,0,0,14,0,0,0,1,0,9,9,76,90,3853,2099,0,6,99,99,210,17440,7,5,161,1,11,20637,1413,30,7,91,175,59,227,607,568,10,2,0,1,0,10,13,13,13,0,4,4,1,7,16,16,16,0,0,0,5,0,0,1,0,7,2,11,66,112,51,8,29,29,29,2,76,5,0,1,1,25,813,60,3218,2,3,469,238,2573,1,597,92,615,4342,0,0,0,8,18,1,1402,444,54,7,57,253,6,136,151,705,1,7,8443,48,226,59904,413,3923,880,2508,4247,0,59,464,1511,24,1237,1708,1775,0,2620,103,1958,183,15,4,6,10,225,2,13,75,0,55,55,1,0,2771,95,435,80,13812,5,59,56,0,9,3,1,4,3,4,2,16,0,7,1,9,38,3,352,163,37,0,12,0,0,0,0,0,0,2,6,0,8,8,8,5,0,1544,11,384,2,0,18,10,5,0,94,0,0,0,2,0,2,11,2,0,2,69,0,0,104,2,0,1,0,0,0,7,6,497,0,1,0,9,20,4,2,2,0,1 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"ERR409890",31807,73537,332584,332584,332584,207846,207846,40131,39626,13528,27316,82526,123,0,123,4122,4122,4122,86,16,51,49,40,313212,9454,313212,9454,313212,9454,12711,916,1025,192,70976,18562,40955,140567,80308,80308,5146,376,297,3161,42388,43780,20,5432,659,146,559,299,102,30,1086,209,3821,219,964,964,18528,6017,8092,2176,3320,3320,880724,34280,880724,248387,7578,1316,11128,42063,12966,1498,11360,4032,11360,4032,52719,16568,105362,219067,104021,22854,47955,47955,1369,356,893,481,1860,58,9,275,9,21,3,0,29,24237,24237,70504,0,2615,7057,1625,3681,4,5,8,30,36,1357,119,58,55407,59213,55407,59213,13381,58842,58842,146,146,25,54009,65570,54009,65570,54009,65570,16738,97910,17466,190691,107450,107450,3684,7559,1321,5110,815,7089,1475,155,392,11625,494,1157,1379,412,50,5,1379,412,1050,2118,2118,23,18360,3196,1995,2769,288,24021,24021,8118,4202,8106,1381,64,208,1481,229590,1142,1285,2522,34626,1152,12,22,6384,139,3829,13252,1419,16663,16663,311,47,144,127,1585,2864,1684,572,572,803,1075,513,930,31,305,13012,1018,25557,15845,34339,25,1259,1120,3402,165,759,42,45,2849,414,3448,115,768,755,6720,46,1027,6,1,340,6618,405,765015,765015,71930,51222,51222,8095,245,529,27633,147,26,1121,1207,3130,15,139265,1164,9463,432,226,104,527,655,660,9,6,13,4062,915,1062,98,915,1062,98,915,1062,98,0,988,243,215,19871,5,140,0,356,11,18,4,4,0,3,6779,6779,7676,3932,1265,6585,1,16620,1060,27362,401,26,15,3065,413,413,141,148,887,2,81,404,1039,1287,1257,5320,2358,2,12,12,40,36,65,49868,50027,323,57,1168,22978,6487,1275,285,2813,1532,216,1049,862,589,153,28,791,859,1718,819,644,248,60,248,1243,7,5638,332,394,2588,6878,3842,3,1,3,5,15,3,16,26,0,0,17,0,17,0,1,0,0,4,0,14,29,4,4,3,0,0,1,1,1,0,0,0,0,0,0,130,130,1,0,4,4,0,0,0,56,0,0,12,0,0,0,0,0,12,12,44,60,2793,2111,2,7,172,172,384,14091,11,8,174,1,8,18780,1484,67,12,48,107,83,218,737,655,9,1,0,1,0,9,7,7,7,0,1,1,0,3,8,8,8,0,5,3,11,3,0,0,0,3,3,15,19,129,85,12,45,45,45,0,57,4,4,5,2,52,649,48,2817,1,6,545,226,1389,5,449,97,595,3643,0,1,2,4,28,2,1642,452,38,13,53,190,4,119,117,571,1,6,7249,34,353,44263,438,3630,629,2398,3490,0,83,253,1655,39,905,1266,1332,1,2277,97,1083,208,33,0,9,12,596,3,10,83,5,57,28,2,0,2199,57,518,43,7089,0,37,55,0,2,2,0,5,2,11,9,8,1,6,1,6,27,3,226,126,26,0,12,1,0,0,0,0,0,0,0,4,6,6,6,3,1,844,5,271,1,0,8,12,3,4,88,0,0,0,1,0,0,16,1,0,3,104,0,0,91,0,0,0,1,3,0,5,27,563,0,0,2,2,7,2,0,0,1,2 "ERR409892",20070,62698,249356,249356,249356,133797,133797,28694,25804,9305,15145,41838,24,1,24,1976,1976,1976,139,25,44,81,27,190994,10681,190994,10681,190994,10681,12178,810,3019,549,58992,24577,38033,180845,103672,103672,4126,418,354,3333,49614,51047,16,6714,590,82,439,189,69,16,649,88,2346,346,1312,1312,13654,5602,18031,3275,3630,3630,1170207,33901,1170207,172564,8606,1527,9062,38068,7155,2654,7076,4117,7076,4117,64033,18645,101044,139165,77035,19332,44324,44324,1313,267,337,332,1222,52,17,390,5,20,12,0,35,17825,17825,62383,3,1620,5127,1296,5477,16,20,1,24,19,587,114,80,27676,31360,27676,31360,10800,50157,50157,145,145,14,63271,79153,63271,79153,63271,79153,35600,136276,36538,174992,104744,104744,4124,4919,1408,6404,638,6635,1358,111,240,12518,568,1160,1639,585,50,2,1639,585,1945,1927,1927,37,12415,2209,2315,3653,437,23327,23327,9671,2442,5579,909,55,209,795,281332,325,368,7829,31389,1307,15,17,10277,177,6456,17032,2086,19234,19234,382,94,140,116,3133,5944,2168,1035,1035,743,912,712,716,22,388,5763,1080,21698,14205,29878,240,1675,1708,3401,234,708,51,75,3695,694,3043,101,1408,1673,4649,92,757,5,0,411,5220,462,459187,459187,46664,27527,27527,5887,210,226,23968,93,25,1033,1174,2269,14,171479,929,7783,790,129,97,693,560,572,5,3,5,7292,2284,2596,259,2284,2596,259,2284,2596,259,0,690,156,146,19024,5,130,0,481,51,63,2,4,2,0,4535,4535,3557,1694,463,2327,2,17120,1196,24404,694,74,16,2067,450,450,119,121,857,0,81,528,1064,1413,1299,9158,2876,1,6,4,31,11,47,31241,31347,268,115,1318,13467,11001,1466,413,4208,1499,99,1104,885,613,98,16,853,1171,1295,1386,876,297,39,297,1295,3,3634,351,409,2456,9939,2756,6,0,4,2,0,1,1,0,0,0,2,0,2,0,0,0,0,2,0,6,29,2,2,0,0,0,0,0,0,0,0,0,0,0,0,182,182,7,3,0,0,1,0,0,57,0,0,7,1,0,0,2,0,9,9,56,51,3519,1879,2,9,102,102,331,2908,31,16,330,0,53,6796,2129,62,7,71,212,53,185,1014,899,4,1,0,3,0,21,23,23,23,1,3,3,1,1,20,20,20,0,4,0,11,0,0,0,0,8,8,19,17,59,29,5,54,54,54,4,82,2,1,2,1,24,743,37,1173,0,5,656,336,651,3,391,126,486,2952,38,1,0,1,16,3,2528,791,30,2,39,198,2,106,104,613,1,8,8185,30,259,35890,563,3828,1037,2360,4521,3,64,330,1771,22,885,1848,1925,3,1561,108,2026,241,15,1,4,6,403,1,19,128,0,36,47,3,0,4381,46,389,76,5298,0,54,65,3,9,7,2,3,4,21,10,11,0,2,0,5,23,1,171,166,58,0,6,0,0,1,1,0,0,0,2,0,1,1,1,3,1,1213,10,131,3,0,9,1,0,14,68,0,1,0,5,0,1,15,1,0,0,59,0,0,85,0,1,0,0,0,0,4,12,183,0,0,0,4,1,2,0,0,0,0 "ERR409888",20686,53365,320237,320237,320237,154352,154352,56350,35260,10690,24807,53362,33,0,33,1368,1368,1368,66,6,44,21,16,160209,4621,160209,4621,160209,4621,603,38,773,135,55847,11674,53908,87696,61217,61217,4751,527,386,1869,56121,57923,18,4529,934,62,510,403,222,15,1176,93,6879,358,1284,1284,14586,3041,28252,2087,3465,3465,839104,33080,839104,422947,4270,894,8432,57885,20470,1302,3688,2158,3688,2158,26618,8055,77062,101046,55954,13633,26101,26101,873,354,1031,166,683,177,56,1336,4,6,2,0,10,41615,41615,33066,2,1010,8566,735,6452,12,14,3,17,13,811,41,14,31455,39013,31455,39013,9413,50436,50436,75,75,2,17624,22097,17624,22097,17624,22097,13641,38517,14052,86092,43830,43830,2068,4274,1014,2841,467,6222,1645,124,371,11746,205,779,785,231,40,2,785,231,802,805,805,16,6748,971,546,1363,174,14740,14740,6313,5682,10425,720,38,145,1183,78666,259,309,2082,25018,1047,11,15,2906,120,3632,9871,871,4654,4654,214,23,63,57,1385,2505,1068,515,515,362,405,212,404,11,147,7493,524,12997,7498,18143,25,720,538,1735,138,568,13,35,1200,260,1705,60,313,429,2645,25,361,3,0,136,4378,340,1838301,1838301,41764,152459,152459,5508,224,290,27699,46,24,983,1068,1030,9,100751,752,7911,1072,139,147,533,397,412,4,0,0,6048,433,523,58,433,523,58,433,523,58,0,469,116,506,10508,7,37,0,455,5,10,3,6,1,1,2391,2391,13625,23548,5949,8819,4,9217,516,13915,403,7,35,4107,937,937,303,309,855,0,66,287,1817,2179,1294,2752,1210,1,7,7,26,12,36,108683,109010,824,147,740,25939,6245,969,315,2225,1719,109,819,695,282,89,9,517,750,1190,1147,499,161,18,161,576,4,4638,586,734,2498,6309,2966,0,0,0,3,6,3,14,18,0,0,2,0,2,0,0,1,0,0,0,3,6,0,0,1,0,0,0,0,0,1,0,1,1,0,0,24,24,4,1,0,0,0,0,0,15,0,0,2,0,0,0,0,0,1,1,29,25,2337,1155,1,5,53,53,112,10767,9,5,126,0,6,7143,501,23,1,39,99,43,211,357,314,10,3,0,0,0,11,14,14,14,0,1,1,0,5,1,1,1,0,0,0,4,0,0,0,0,4,1,14,15,60,31,6,38,38,38,9,54,4,5,9,2,24,2179,87,11631,1,6,188,106,7185,2,441,75,319,3627,0,0,0,0,33,2,745,311,18,58,19,178,3,120,57,326,4,7,4876,40,190,39144,243,1567,331,985,3021,0,39,317,1216,26,1056,935,994,0,1199,28,1052,76,18,3,6,32,603,2,14,54,2,29,72,3,1,2724,119,296,51,3220,2,32,21,0,5,6,0,2,1,8,4,10,2,19,2,16,73,2,101,59,11,0,13,3,3,1,0,0,0,0,16,4,9,9,9,0,0,1284,3,81,10,0,5,7,14,14,85,0,3,0,0,0,0,5,2,1,1,30,0,0,98,0,0,0,0,0,0,9,6,213,0,0,1,7,10,2,0,0,3,0 "ERR409883",50124,117559,287216,287216,287216,150966,150966,100340,51970,9076,78984,50759,302,0,302,40367,40367,40367,181,26,225,201,59,1119735,27361,1119735,27361,1119735,27361,5018,316,3471,687,468097,64336,91004,268350,354990,354990,4998,284,895,4963,42614,44550,96,13652,1311,292,2499,2068,649,105,1269,469,10365,817,5402,5402,33324,10176,13571,5281,23971,23971,1911607,44636,1911607,407620,23050,1703,19193,33314,46720,8424,35669,11189,35669,11189,171798,57777,349596,563598,335059,32911,69221,69221,2883,491,1586,3812,4965,74,21,802,11,14,11,1,63,39084,39084,76677,0,3661,12219,3110,4234,19,17,16,268,56,3398,2523,1335,147985,189832,147985,189832,37333,208477,208477,571,571,35,498334,612748,498334,612748,498334,612748,62043,168531,63733,2090432,269080,269080,20258,64162,4986,13149,1937,7467,934,340,1205,20602,3495,2896,7158,2419,991,58,7158,2419,11113,3078,3078,65,47726,7408,14128,29901,1870,74909,74909,40377,19877,28272,3074,131,581,3413,1060230,1685,1921,10765,156907,14390,67,77,16279,1124,32150,77904,1688,51619,51619,1586,379,256,276,9602,13797,7483,4254,4254,704,1731,2030,9343,318,493,26271,6867,40611,18954,35032,817,4894,1261,6952,343,4678,122,152,1793,1535,7937,1151,780,5730,5347,169,1856,31,3,1592,29631,951,427957,427957,100468,66958,66958,20062,957,2401,52335,968,69,6524,3906,4684,25,650151,1497,23833,3063,529,471,1168,856,875,5,0,0,15747,2042,2337,221,2042,2337,221,2042,2337,221,1,3725,689,1400,50953,17,319,0,1971,87,137,9,57,10,11,20344,20344,22926,10814,5018,16382,3,61170,2346,87707,538,7,24,23708,4792,4792,1507,1515,4305,0,497,3006,4138,6203,10836,19210,6120,8,36,36,71,80,133,57358,57586,701,1067,3959,60034,63126,2948,1604,7940,5494,1473,2578,1889,1300,582,84,11665,2101,2616,1650,1248,2230,210,2230,11983,18,28375,1408,1585,6434,11302,11004,2,0,5,9,10,1,5,35,2,2,6,0,6,0,6,7,3,11,3,30,109,11,11,1,2,1,6,6,0,0,2,0,0,4,4,532,532,21,4,3,3,0,10,10,63,0,3,50,2,3,3,0,12,12,12,140,531,14287,7284,24,89,280,280,351,16557,24,27,941,0,72,48819,5988,36,1,661,2194,145,641,5311,4509,2,0,0,3,2,45,108,108,108,4,3,3,0,2,13,13,13,1,7,6,5,0,0,0,0,8,16,99,97,507,326,42,101,101,101,13,438,22,35,7,4,246,1742,48,3985,3,13,1169,1035,3764,14,1101,78,1212,8978,0,0,0,1,41,5,1220,750,467,14,131,1110,21,266,1341,1691,22,7,31197,422,1714,379207,2475,32833,10260,21435,34460,0,320,840,4514,122,3861,3534,3761,3,5786,255,2912,2242,63,18,42,39,174,12,69,147,0,512,114,2,14,16093,223,2379,219,96360,2,192,70,1,29,57,7,55,8,38,19,36,4,12,0,7,91,19,1664,386,142,3,46,0,0,0,0,0,0,0,4,2,158,158,158,6,10,5946,72,632,18,4,62,18,6,26,159,0,28,2,4,0,12,24,1,0,0,39,3,0,250,1,4,0,2,1,2,26,21,5035,3,3,0,3,5,8,0,0,1,3 "ERR409900",114606,271460,1258967,1258967,1258967,802974,802974,174495,142624,55680,97566,310818,449,2,449,20439,20439,20439,164,45,140,90,82,1160019,26481,1160019,26481,1160019,26481,1784,136,2827,530,223093,54743,131887,378490,235292,235292,16596,1905,1287,13171,177881,182861,44,23195,2793,575,1619,997,455,66,4785,876,19463,772,3276,3276,49412,16041,39170,8280,13975,13975,2066195,124098,2066195,999775,18861,3739,36351,153639,45029,5772,28289,10093,28289,10093,127958,41609,403791,585382,311134,71196,161776,161776,6805,1286,3451,1312,7548,408,84,2460,20,34,14,0,36,108578,108578,300449,0,7367,27213,4329,18039,51,37,36,118,58,3342,186,103,134743,168965,134743,168965,47477,252692,252692,535,535,69,150302,181910,150302,181910,150302,181910,46629,260473,49065,602166,333051,333051,12122,33485,4616,14620,2601,24631,5466,458,1361,60706,1678,5030,5166,1492,167,5,5166,1492,4476,9489,9489,148,58020,8347,5435,8629,1034,115714,115714,35419,19893,35601,4710,210,830,4827,497102,2252,2510,9263,134204,5168,23,29,19534,483,13217,53480,4833,43066,43066,1315,184,585,553,8569,14720,8291,2470,2470,3515,3396,1706,3964,70,1106,42961,4609,109192,64366,150646,123,5312,5111,14033,661,3690,215,296,10706,1698,10548,437,2398,3018,20627,214,3808,26,2,1150,33478,1115,4350668,4350668,228499,320102,320102,27194,689,2334,87752,665,101,3461,3804,10323,25,500036,3042,26345,2294,909,428,1924,1708,1737,9,1,3,20189,3434,4117,338,3434,4117,338,3434,4117,338,0,2537,615,1928,41926,32,318,1,1816,84,118,9,12,4,19,17955,17955,29759,32651,8088,21118,7,84282,3645,90702,1322,46,84,13284,1725,1725,672,681,3642,0,298,1480,5476,6658,5486,15309,8632,8,44,44,169,133,259,213137,213856,1507,336,4280,94473,28328,5058,1296,8817,5286,662,4059,3497,1270,386,91,4071,3045,5972,3084,2991,946,156,946,4217,18,21283,3045,3766,11448,27542,15958,11,1,4,10,5,1,8,17,0,0,10,0,10,0,9,4,1,2,0,21,55,2,2,3,4,0,0,0,1,0,4,1,1,2,2,192,192,9,1,6,6,0,2,2,50,0,3,12,2,1,1,2,3,9,9,367,316,12500,8927,23,37,395,395,763,62895,38,23,631,0,21,76857,4194,166,17,228,449,240,651,2017,1856,29,7,1,1,0,43,43,43,43,1,8,8,0,15,32,32,32,0,15,1,20,4,1,1,0,30,9,62,171,338,200,50,201,201,201,4,178,15,10,17,11,165,4232,262,17181,0,28,1533,714,11392,33,1782,303,2428,13519,1,0,0,2,81,15,4184,1386,164,50,146,694,10,887,646,2322,8,25,32413,158,1081,193939,1838,9853,2269,6412,14719,0,278,1590,7838,124,5040,6012,6372,5,9394,206,4752,975,97,8,24,53,1716,3,60,336,9,254,126,15,12,8235,482,2372,200,42483,1,315,261,1,6,39,2,4,5,19,19,52,4,29,2,14,282,12,951,664,73,3,49,5,0,1,1,0,2,2,26,10,52,52,52,4,7,5746,39,893,7,2,97,25,17,13,415,0,2,0,4,1,3,71,2,0,1,207,1,0,353,0,2,1,1,0,1,39,115,2549,0,0,1,22,16,16,0,1,2,1 |
Note: the “mature_counts.csv” needs to be transposed prior running the statistical analysis. This can be done either user the R script or using a script called “transpose_csv.py”.
Let’s copy the transpose_csv.py script to the working folder:
...
Code Block |
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cat mature_counts.txt |
Code Block |
---|
microRNA ERR409882ERR409886 ERR409879ERR409894 ERR409881ERR409882 ERR409884ERR409895 ERR409889 ERR409894ERR409899 ERR409887ERR409879 ERR409880ERR409885 ERR409890ERR409878ERR409881ERR409884 ERR409885ERR409887 ERR409886ERR409896 ERR409891 ERR409899ERR409880 ERR409893ERR409878 ERR409896ERR409898 ERR409895ERR409897 ERR409888ERR409893 ERR409892ERR409898ERR409890ERR409892 ERR409897ERR409888 ERR409883 ERR409900 hsaHsa-letLet-7a7-P1b_5p 36460818482 30565125295 71288029486 18217851987 56826944172 31405326036 17820123604 31812146550 33257968044 43295013902 54604915724 20828433998 35158629525 28992624585 41769529935 42139515501 53141719495 32022939737 24935431807 18691020070 24277420686 28720950124 1258946114606 hsaHsa-letLet-7a7-3pP1c_5p 34147783 18474145 16568342 111118227 257100021 13766085 4858426 136128501 105162724 28839989 20541506 8584952 10075858 4765606 11469995 10241283 10646267 16786159 8873537 8562698 10153365 262117559 439271460 hsaHsa-letLet-7a-2-3p 16 6 9 3 13 9 4 3 7 17 12 4 7 2 5 9 9 123 13 hsa-let-7b-5p 59417 52115 83857 27892 92339 44708 25678 46347 40131 61357 59795 27498 37230 43602 62467 45870 75630 56350 28694 25897 28396 100340 174494 hsa-let-7b-3p 1998 1476 2335 913 2239 1220 733 1260 955 2535 1771 894 1118 999 1404 1294 1670 2293 1343 764 793 1180 4682 hsa-let-7c-5p 68342 58425 162724 39989 100021 74145 41506 65606 73537 69994 128501 47783 75857 66085 86159 84951 118227 53364 62697 41282 46267 117557 271459 hsa-let-7c-3p 44 30 83 21 45 74 27 39 38 41 70 33 34 38 54 55 77 290 23 28 108 155 hsa-let-7d-5p 14861 12397 30556 7751 20819 12313 7833 11095 13528 15326 22746 7913 14405 14122 19831 17317 27318 10690 9305 8698 10109 9076 55680 hsa-let-7d-3p 3790 2659 4503 1886 3511 2827 1613 2269 2029 3311 3875 1999 2370 2978 3305 2460 5372 3015 2857 1747 1800 3443 8451 hsa-let-7e-5p 29486 23604 68044 13902 44172 25295 15724 24585 31807 29935 46550 18482 29525 26036 39737 33998 51987 20686 20070 15501 19495 50124 114605 hsa-let-7e-3p 207 201 385 159 207 196 121 200 158 229 393 195 198 150 248 154 285 199 185 141 168 512 686 hsa-let-7f-5p 211184 198778 456864 127386 276474 196866 123391 191072 207846 250192 376484 129113 231751 223462 288225 276677 425085 154352 133796 126870 155630 150954 802971 hsa-let-7f-1-3p 228 151 348 132 259 158 98 194 175 233 261 116 156 118 187 174 243 159 192 124 103 226 560 hsa-let-7f-2-3p 1462 1013 1818 743 1376 896 497 1118 962 1387 1999 783 1062 701 1100 1127 1215 642 1024 578 799 1847 3221 hsa-miR-15a-5p 7002 5486 9893 3651 12407 4681 3288 5599 5146 9213 7931 3166 4055 5151 5804 5614 12518 4751 4126 3567 3704 4998 16596 hsa-miR-15a-3p 2 1 0 3 5 3 0 2 0 6 0 0 1 0 1 0 1 09 hsa-miR-16-5p 49664 48381 111712 40311 83908 43677 39434 67420 42402 73300 73543 36662 45433 50446 54609 55368 106992 56124 49628 34812 35133 42637 177920 hsa-miR-16-1-3p 1 4 5 0 5 1 1 3 0 3 1 2 1 1 3 1 3 011 15 hsa-miR-17-5p 1091 945 1495 629 1971 806 445 1242 659 1301 1079 662 666 548 805 681 822 934 590 537 561 1311 2793 hsa-miR-17-3p 174 202 259 117 467 138 97 155 149 247 216 153 110 157 161 134 311 132 113 136 133 380 420 hsa-miR-18a-5p 326 194 174 97 403 131 65 168 102 327 137 104 104 76 115 98 101 222 69 85 74 649 455 hsa-miR-18a-3p 43 40 48 21 70 22 15 22 20 38 44 23 18 25 40 22 62 421 24 34 17 86 hsa-miR-19a-5p 6 7 6 11 30 7 3 2 4 12 3 4 7 2 4 2 6 010 hsa-miR-19a-3p 468 368 318 305 1082 296 150 505 219 542 473 399 298 232 247 237 307 358 346 253 259 817 772 hsa-miR-19b-1-5p 7 3 2 2 7 3 2 6 3 5 2 3 1 0 1 1 113 10 hsa-miR-19b-3p 1482 1097 1466 1147 3082 1181 539 1708 964 1773 1656 1216 1054 766 884 878 1046 1284 1312 788 912 5402 3276 hsa-miR-20a-5p 1615 1317 2220 902 3172 1169 461 1836 1086 2163 1632 884 1199 855 1156 1097 1036 1176 649 673 869 1269 4785 hsa-miR-20a-3p 9 6 4 2 14 5 3 3 4 6 6 7 3 1 2 5 7 96 hsa-miR-21-5p 17256 12662 17865 8313 24112 11145 5837 11293 11957 21365 20088 14302 13403 11423 12353 15500 17497 10842 8743 7668 9397 21234 33370 hsa-miR-21-3p 534 561 466 368 819 611 186 482 423 803 398 595 296 540 464 376 510 470 306 261 267 490 1435 hsa-miR-22-5p 573 372 551 242 421 360 161 359 385 483 562 219 293 160 357 346 231 406 363 229 229 998 1543 hsa-miR-22-3p 6526 3693 10360 2276 6428 3742 2958 3652 6017 4830 7321 4210 4172 4826 6177 5011 9282 3041 5602 3335 2297 10176 16041 hsa-miR-23a-5p 0 2 6 0 7 5 2 1 4 1 1 2 1 9 4 1 7 012 10 hsa-miR-23a-3p 1785 1388 3082 1146 2153 1286 847 2136 1556 1966 2835 2553 1797 1339 1637 1648 2208 1208 2269 894 1054 4353 5098 hsa-miR-24-1-5p 24 15 11 4 23 2 3 11 7 25 14 6 7 2 9 6 8 111 7 2 60 36 hsa-miR-24-3p 5206 4549 6172 2715 6773 3471 1544 4085 3320 5937 4608 3329 2943 2039 3436 2830 2510 3465 3630 3148 1886 23971 13975 hsa-miR-24-2-5p 1 0 9 3 2 3 2 3 1 3 7 6 3 3 11 2 1 114 7 hsa-miR-25-5p 6 2 5 1 6 5 2 1 1 4 1 2 0 2 1 1 4 07 hsa-miR-25-3p 10678 8254 14145 4943 16696 7599 4914 9122 7057 11815 10600 5989 5872 7239 8869 7667 14988 8566 5127 3997 5421 12219 27213 hsa-miR-26a-5p 942607 674879 1353549 460648 1173421 1104148 481683 1026301 905383 1514327 1284627 1028272 954763 588897 719907 838025 918553 861348 1194165 539098 578238 1940621 2160732 hsa-miR-26a-1-3p 33 13 38 11 23 15 5 13 19 12 19 21 11 7 26 15 114 4 11 92 67 hsa-miR-26b-5p 8873 8470 12404 6004 16179 7036 4039 10340 7269 13698 16293 6699 6824 5658 6723 8201 10241 8101 6964 5297 5465 12834 21565 hsa-miR-26b-3p 117 120 161 55 191 64 47 86 88 139 165 86 73 81 85 74 176 886 52 62 93 260 hsa-miR-27a-5p 10 5 6 3 3 47 3 6 4 13 5 12 4 5 12 2 7 347 5 3 15 22 hsa-miR-27a-3p 6316 6048 11563 4314 8880 4538 3946 7333 7578 8045 10429 11134 5353 7110 7001 7213 11208 4270 8606 4711 4313 23050 18861 hsa-miR-28-5p 1189 1003 2766 714 2114 963 798 1139 1316 1423 2938 1438 1285 1523 1462 1706 3236 894 1527 826 943 1703 3740 hsa-miR-28-3p 9931 8512 22673 5850 17423 10445 6004 12452 11139 12577 20995 14581 12398 12654 12736 12438 25137 8456 9078 4997 7356 19199 36389 hsa-miR-29a-5p 139 119 221 78 197 133 48 154 137 129 278 95 129 56 115 114 136 6165 76 76 402 302 hsa-miR-29a-3p 47851 40318 86030 31781 67338 40611 24682 43362 52719 43606 87923 43894 39369 32490 41001 40846 60529 26618 64033 30538 27862 171798 127958 hsa-miR-30a-5p 53741 58354 125902 46942 92089 61011 33253 92094 76030 69153 138612 76104 54456 41981 58085 62219 82200 31718 61622 27745 49837 268845 163743 hsa-miR-30a-3p 5559 4462 11786 3361 6961 6289 3173 7023 5990 6561 12540 4597 5335 4929 6342 5095 9863 3229 6463 2249 3918 16800 17563 hsa-miR-31-5p 203 200 445 273 239 161 134 182 235 193 407 107 191 189 205 135 240 9180 210 140 572 859 hsa-miR-31-3p 16 9 19 1 5 5 3 5 6 3 7 1 6 0 10 4 6 153 15 hsa-miR-32-5p 824 539 651 344 1123 336 205 575 356 895 663 293 333 324 431 450 604 354 267 305 247 491 1286 hsa-miR-32-3p 45 34 52 21 61 21 17 29 28 51 45 19 34 27 28 46 37 321 12 13 22 146 hsa-miR-33a-5p 652 573 664 327 1196 541 185 494 498 841 478 339 222 276 526 325 525 181 341 285 309 3858 1399 hsa-miR-33a-3p 114 83 116 44 123 62 31 67 70 109 109 31 39 38 83 57 72 753 34 49 115 233 hsa-miR-92a-1-5p 13 2 13 4 4 14 1 3 3 2 5 2 5 3 4 4 711 2 2 3 31 hsa-miR-92a-3p 42246 38723 50223 20238 68324 35052 19661 34443 24237 42942 41887 22290 22354 41671 37906 29984 79714 41615 17825 19775 19460 39084 108578 hsa-miR-93-5p 6901 5416 7821 3750 9831 4443 2768 5608 3821 7290 5275 3226 3474 3914 5811 4263 8262 6879 2346 2739 2781 10365 19463 hsa-miR-93-3p 28 10 38 8 42 9 6 15 18 19 20 22 15 6 25 10 19 122 12 9 47 47 hsa-miR-95-5p 84 53 122 46 126 58 26 68 88 83 113 62 76 39 65 82 77 386 32 48 546 217 hsa-miR-95-3p 1110 969 2741 778 1742 1128 644 1520 1625 1217 2296 994 1364 889 1325 1264 1222 735 1296 818 824 3110 4329 hsa-miR-96-5p 26 9 41 12 23 9 47 35 36 17 18 217 27 37 16 24 97 119 9 9 56 58 hsa-miR-98-5p 50824 30986 80693 21549 45532 38319 21471 33600 39626 48053 58479 21535 42277 31044 46855 45473 54780 35260 25804 22597 25577 51970 142624 hsa-miR-98-3p 719 484 911 349 492 393 221 427 478 485 1016 320 645 568 656 668 1103 258 449 299 332 292 1828 hsa-miR-99a-5p 15965 13513 33096 12728 25485 14486 9571 20179 18562 13461 23895 22426 15968 14763 15562 12327 16006 11674 24577 8407 8378 64336 54743 hsa-miR-99a-3p 302 365 621 291 422 335 185 376 358 436 591 258 303 210 318 287 439 240 294 178 251 1491 1198 hsa-miR-100-5p 79481 37070 63987 30825 107620 30986 18025 44661 40955 44899 60082 52166 39781 40535 41072 28735 28319 53908 38033 20461 14628 91004 131887 hsa-miR-100-3p 154 89 184 37 166 144 36 62 62 180 168 40 89 68 93 111 101 101 86 29 48 65 319 hsa-miR-101-5p 449 636 966 420 894 557 310 586 529 627 901 538 456 481 574 496 829 243 728 374 412 753 1422 hsa-miR-101-3p 19431 18440 29284 14575 31144 18471 7449 17823 18165 24323 34198 9800 13607 10769 15929 17565 21584 9448 9053 8167 13225 57684 46489 hsa-miR-29b-1-5p 126 99 298 100 157 143 45 118 143 112 198 62 135 94 151 129 119 83 119 80 62 417 520 hsa-miR-29b-3p 9231 10383 16612 7804 18075 9233 3548 12501 11360 9461 18227 6548 9338 4033 8918 6990 7204 3688 7076 5152 6062 35669 28289 hsa-miR-29b-2-5p 43 33 86 31 59 46 23 61 47 34 48 29 46 31 53 27 223 41 26 21 180 164 hsa-miR-103a-2-5p 47 32 74 21 36 45 22 46 53 36 64 26 25 20 25 30 218 56 21 18 244 149 hsa-miR-103a-3p 57341 56545 120575 45558 74052 60887 33067 65870 58842 65720 82673 35489 52492 42411 73148 55872 72334 50436 50157 29897 36824 208477 252692 hsa-miR-103a-1-5p 6 2 4 0 1 4 2 3 4 4 0 0 1 0 3 4 222 4 hsa-miR-105-5p 94 67 195 23 93 96 64 50 103 74 177 43 95 93 129 124 188 3109 59 41 370 360 hsa-miR-105-3p 7 5 16 4 14 6 7 5 11 13 12 5 7 2 8 5 11 650 44 hsa-miR-106a-5p 99 71 304 88 191 114 43 249 146 128 125 164 83 83 130 104 159 682 63 128 292 575 hsa-miR-106a-3p 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 00 hsa-miR-107 12864 12924 25287 10703 16544 12143 8198 13385 13381 13838 20856 7270 10120 10615 15478 12161 22185 9413 10800 6737 8071 37333 47477 hsa-miR-16-2-3p 13 13 23 3 28 11 11 22 15 22 19 11 8 21 15 14 68 110 10 32 hsa-miR-192-5p 10850 10721 16893 7812 16012 8565 5717 11078 9463 14552 16540 8147 7275 8285 9508 10099 11859 7911 7783 5007 6835 23833 26345 hsa-miR-192-3p 3 1 5 1 1 1 1 3 2 7 5 4 1 2 1 1 1 24 hsa-miR-196a-5p 0 0 19 3 11 11 0 9 6 0 5 12 1 8 0 0 30 011 0 1 hsa-miR-196a-1-3p 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 00 hsa-miR-197-5p 2 7 6 3 2 5 4 1 2 1 5 4 2 4 3 4 2 112 14 hsa-miR-197-3p 4641 5186 9789 4043 6037 4628 3665 6083 4062 5562 7040 6654 4797 5322 6538 4461 8605 6048 7292 3844 2793 15747 20189 hsa-miR-199a-5p 140 82 1008 145 269 206 165 646 153 249 885 715 383 207 241 300 643 9596 93 173 723 520 hsa-miR-199a-3p 939 837 5648 918 1410 1120 1047 3302 915 1580 6687 3161 2028 1693 1651 2319 4909 433 2284 496 1079 2042 3434 hsa-miR-208a-3p 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 1 01 hsa-miR-129-5p 6973 6508 13303 3986 6530 7258 3774 5453 7559 7194 7962 3709 6279 4931 10167 6221 6809 4274 4919 3070 4283 64162 33485 hsa-miR-129-1-3p 1734 1327 2143 840 1159 857 773 1283 1321 1454 1387 546 1278 486 1733 870 749 1014 1408 642 784 4986 4616 hsa-miR-148a-5p 89 66 372 67 142 114 63 176 85 120 403 132 115 70 100 135 181 576 41 72 266 286 hsa-miR-148a-3p 6130 5176 25339 4577 8570 6976 5268 12690 6384 7454 37987 11049 9217 4590 5783 8804 11497 2906 10277 2773 5167 16279 19534 hsa-miR-30c-5p 8513 6090 11549 4502 9475 6710 3768 8687 7097 7538 13893 6697 6948 4477 6579 5918 6878 5295 9006 3720 4738 18333 20643 hsa-miR-30c-2-3p 361 296 668 213 521 294 199 357 322 374 798 339 353 324 535 380 823 241 238 149 293 2099 11167-P1d_5p 208285 314056 364624 531423 568283 289927 305660 546059 712891 182180 178203 421398 351589 318124 432959 186915 242780 417695 332584 249356 320237 287216 1258967 Hsa-Let-7-P2a1_5p 208285 314056 364624 531423 568283 289927 305660 546059 712891 182180 178203 421398 351589 318124 432959 186915 242780 417695 332584 249356 320237 287216 1258967 Hsa-Let-7-P2a2_5p 208285 314056 364624 531423 568283 289927 305660 546059 712891 182180 178203 421398 351589 318124 432959 186915 242780 417695 332584 249356 320237 287216 1258967 Hsa-Let-7-P2a3_5p 129115 196868 211190 425095 276482 223463 198784 376491 456871 127391 123392 276681 231752 191076 250199 126873 155636 288225 207846 133797 154352 150966 802974 Hsa-Let-7-P2b1_5p 129115 196868 211190 425095 276482 223463 198784 376491 456871 127391 123392 276681 231752 191076 250199 126873 155636 288225 207846 133797 154352 150966 802974 Hsa-Let-7-P2b2_5p 27498 44708 59417 75630 92339 43602 52115 59795 83857 27892 25678 45870 37230 46347 61357 25897 28396 62467 40131 28694 56350 100340 174495 Hsa-Let-7-P2b3_5p 21535 38319 50824 54780 45533 31044 30986 58479 80694 21549 21471 45473 42277 33601 48053 22597 25577 46855 39626 25804 35260 51970 142624 Hsa-Let-7-P2c1_5p 7913 12313 14861 27318 20819 14122 12397 22746 30556 7751 7833 17317 14405 11095 15326 8698 10109 19831 13528 9305 10690 9076 55680 Hsa-Let-7-P2c2_5p 16405 25733 35925 46007 40731 26046 31814 52245 48422 22131 16863 28264 28404 30137 36839 16318 21184 38978 27316 15145 24807 78984 97566 Hsa-Let-7-P2c3_5p 45477 73578 72845 123354 109175 74340 71170 128485 173832 46596 39681 98399 83319 68711 96580 47999 55668 104358 82526 41838 53362 50759 310818 Hsa-Mir-1-P1_3p 89 80 74 94 90 52 118 226 236 66 47 190 181 97 118 57 79 187 123 24 33 302 449 Hsa-Mir-1-P2_3p 1 0 0 0 2 0 0 0 4 2 0 0 1 0 0 0 0 22 Hsa-Mir-1-P3_3p 89 80 74 94 90 52 118 226 236 66 47 190 181 97 118 57 79 187 123 24 33 302 449 Hsa-Mir-7-P1_5p 1932 2544 2622 2601 3681 1065 2172 3395 7532 1447 851 3483 3044 2989 3100 1450 1927 4548 4122 1976 1368 40367 20439 Hsa-Mir-7-P2_5p 1932 2544 2622 2601 3681 1065 2172 3395 7532 1447 851 3483 3044 2989 3100 1450 1927 4548 4122 1976 1368 40367 20439 Hsa-Mir-7-P4_5p 1932 2544 2622 2601 3681 1065 2172 3395 7532 1447 851 3483 3044 2989 3100 1450 1927 4548 4122 1976 1368 40367 20439 Hsa-Mir-8-P1a_3p 381 60 131 86 128 64 50 98 111 35 49 64 51 47 121 46 462 86 139 66 181 164 Hsa-Mir-8-P1b_3p 46 12 9 29 27 21 11 26 38 7 5 26 21 25 18 16 115 16 25 6 26 45 Hsa-Mir-8-P2a_3p 389 52 77 46 182 48 77 67 68 36 39 23 39 36 117 43 347 51 44 44 225 140 Hsa-Mir-8-P2b_3p 349 47 40 64 73 33 45 93 83 34 25 40 48 50 56 20 435 49 81 21 201 90 Hsa-Mir-8-P3a_3p 466 23 61 25 63 23 32 38 29 16 19 25 19 44 76 20 126 40 27 16 59 82 Hsa-Mir-9-P1_5p 162369 296685 325973 351690 348083 202181 244049 538146 505079 196178 145191 338071 320620 290747 375141 143367 221771 352483 313212 190994 160209 1119735 1160019 Hsa-Mir-9-P1_3p 8029 5669 8439 8239 12697 5564 6070 13606 11707 4898 4103 7300 7883 8820 7685 4557 5025 7405 9454 10681 4621 27361 26481 Hsa-Mir-9-P2_5p 162369 296685 325973 351690 348083 202181 244049 538146 505079 196178 145191 338071 320620 290747 375141 143367 221771 352483 313212 190994 160209 1119735 1160019 Hsa-Mir-9-P2_3p 8029 5669 8439 8239 12697 5564 6070 13606 11707 4898 4103 7300 7883 8820 7685 4557 5025 7405 9454 10681 4621 27361 26481 Hsa-Mir-9-P3_5p 162369 296685 325973 351690 348083 202181 244049 538146 505079 196178 145191 338071 320620 290747 375141 143367 221771 352483 313212 190994 160209 1119735 1160019 Hsa-Mir-9-P3_3p 8029 5669 8439 8239 12697 5564 6070 13606 11707 4898 4103 7300 7883 8820 7685 4557 5025 7405 9454 10681 4621 27361 26481 Hsa-Mir-10-P1b-v1_5p 33274 61620 590 20151 10343 7551 745 6828 33515 6965 653 1120 1043 46880 1104 315 30186 937 12711 12178 603 5018 1784 Hsa-Mir-10-P1b-v2_5p 2402 4875 39 1621 815 621 53 446 2722 504 47 90 75 3480 84 26 2067 70 916 810 38 316 136 Hsa-Mir-10-P1c-v1_5p 3269 1558 257 1767 896 405 556 6232 33628 726 1175 1313 599 2808 1498 287 686 1232 1025 3019 773 3471 2827 Hsa-Mir-10-P1c-v2_5p 551 331 40 374 173 69 81 906 6418 106 194 246 98 551 288 45 125 230 192 549 135 687 530 Hsa-Mir-10-P2b_5p 84391 41100 76456 45448 114204 53057 39073 64175 83922 43204 32872 38187 55062 69417 39121 25110 22826 65593 70976 58992 55847 468097 223093 Hsa-Mir-10-P2c_5p 22426 14486 15965 16006 25485 14763 13513 23895 33096 12728 9571 12327 15968 20179 13461 8407 8378 15562 18562 24577 11674 64336 54743 Hsa-Mir-10-P2d_5p 52166 30986 79481 28319 107620 40535 37070 60082 63987 30825 18025 28735 39781 44661 44899 20461 14628 41072 40955 38033 53908 91004 131887 Hsa-Mir-10-P3b_5p 181833 81252 138889 126317 224474 111938 83880 192590 206640 68002 66334 106078 137101 131928 88529 64913 62802 124192 140567 180845 87696 268350 378490 Hsa-Mir-10-P3c_5p 85271 66568 79205 77580 124928 63693 61766 105925 140562 44846 40183 57630 69745 78369 66116 41947 36981 73506 80308 103672 61217 354990 235292 Hsa-Mir-10-P3d_5p 85271 66568 79205 77580 124928 63693 61766 105925 140562 44846 40183 57630 69745 78369 66116 41947 36981 73506 80308 103672 61217 354990 235292 Hsa-Mir-15-P1a_5p 3166 4681 7002 12518 12407 5151 5486 7931 9893 3651 3288 5614 4055 5599 9213 3567 3704 5804 5146 4126 4751 4998 16596 Hsa-Mir-15-P1b_5p 363 473 516 719 857 312 563 822 1007 471 295 474 465 715 823 300 306 478 376 418 527 284 1905 Hsa-Mir-15-P1c_5p 352 316 560 205 511 120 250 567 557 282 115 277 305 289 572 111 197 282 297 354 386 895 1287 Hsa-Mir-15-P1d_5p 2111 3132 2437 6701 3326 3637 2450 3479 7965 2261 2204 3698 2989 3168 2864 1994 2213 4398 3161 3333 1869 4963 13171 Hsa-Mir-15-P2a_5p 36647 43675 49659 106970 83889 50438 48372 73527 111687 40310 39428 55347 45421 67394 73290 34801 35131 54599 42388 49614 56121 42614 177881 Hsa-Mir-15-P2b_5p 37811 45066 51704 108410 86937 51359 49837 76507 114249 41613 40251 57207 47166 69275 76485 35712 36475 55968 43780 51047 57923 44550 182861 Hsa-Mir-15-P2c_5p 20 17 8 17 22 5 10 22 34 13 3 9 17 17 17 10 911 20 16 18 96 44 Hsa-Mir-15-P2d_5p 5760 4206 4855 8138 6641 3753 4989 8525 12105 6397 3595 6472 6607 8438 7082 3257 4859 5490 5432 6714 4529 13652 23195 Hsa-Mir-17-P1a_5p 662 806 1091 822 1971 548 945 1079 1495 629 445 681 666 1242 1301 537 561 805 659 590 934 1311 2793 Hsa-Mir-17-P1c_5p 164 114 99 159 191 83 71 125 304 88 43 104 83 249 128 63 128 131 146 82 62 292 575 Hsa-Mir-17-P1d_5p 473 446 857 1033 1318 436 573 866 850 412 400 554 355 731 853 413 358 549 559 439 510 2499 1619 Hsa-Mir-17-P1d_3p 254 364 419 814 579 381 324 428 490 226 277 302 229 350 391 218 262 349 299 189 403 2068 997 Hsa-Mir-17-P2a_5p 104 131 326 101 403 76 194 137 174 97 65 98 104 168 327 85 7115 102 69 222 649 455 Hsa-Mir-17-P2c_5p 28 17 29 18 48 18 13 20 34 13 11 20 18 41 27 7 112 30 16 15 105 66 Hsa-Mir-17-P4a_5p 884 1169 1615 1036 3172 855 1317 1632 2220 902 461 1097 1199 1836 2163 673 869 1156 1086 649 1176 1269 4785 Hsa-Mir-17-P4c_5p 163 170 144 215 257 111 84 168 469 124 62 173 136 309 189 67 158 214 209 88 93 469 876 Hsa-Mir-17-P4d_5p 3226 4443 6901 8262 9831 3914 5416 5275 7821 3750 2768 4263 3474 5608 7290 2739 2781 5811 3821 2346 6879 10365 19463 Hsa-Mir-19-P1a_3p 399 296 468 307 1082 232 368 473 318 305 150 237 298 505 542 253 259 247 219 346 358 817 772 Hsa-Mir-19-P2a_3p 1216 1181 1482 1046 3082 766 1097 1656 1466 1147 539 878 1054 1708 1773 788 912 884 964 1312 1284 5402 3276 Hsa-Mir-19-P2c_3p 1216 1181 1482 1046 3082 766 1097 1656 1466 1147 539 878 1054 1708 1773 788 912 884 964 1312 1284 5402 3276 Hsa-Mir-21_5p 21918 16810 24378 23678 33803 20854 17441 28742 25992 11326 7940 22008 20342 16238 29409 10725 13724 17677 18528 13654 14586 33324 49412 Hsa-Mir-22-P1b_3p 4210 3742 6526 9282 6428 4826 3693 7321 10360 2276 2958 5011 4172 3652 4830 3335 2297 6177 6017 5602 3041 10176 16041 Hsa-Mir-23-P2_3p 9845 11247 17222 11499 14994 6013 11852 14345 16971 10756 9108 12375 14864 12411 28226 9190 7116 12957 8092 18031 28252 13571 39170 Hsa-Mir-23-P3_3p 3637 2053 2551 3093 2989 1923 1912 4189 4722 1657 1310 2482 2937 3303 3081 1396 1721 2606 2176 3275 2087 5281 8280 Hsa-Mir-24-P2_3p 3329 3471 5206 2510 6773 2039 4549 4608 6172 2715 1544 2830 2943 4085 5937 3148 1886 3436 3320 3630 3465 23971 13975 Hsa-Mir-24-P3_3p 3329 3471 5206 2510 6773 2039 4549 4608 6172 2715 1544 2830 2943 4085 5937 3148 1886 3436 3320 3630 3465 23971 13975 Hsa-Mir-26-P1_5p 1006516 1077711 912248 890275 1126662 568618 648819 1234738 1306207 444239 468744 808800 928138 992232 1475541 523073 559600 692502 880724 1170207 839104 1911607 2066195 Hsa-Mir-26-P2_5p 30890 36069 41809 42091 67728 28058 37424 71349 64732 24388 18438 40245 36161 47704 56249 22951 26013 36812 34280 33901 33080 44636 124098 Hsa-Mir-26-P4_5p 1006516 1077711 912248 890275 1126662 568618 648819 1234738 1306207 444239 468744 808800 928138 992232 1475541 523073 559600 692502 880724 1170207 839104 1911607 2066195 Hsa-Mir-27-P2_3p 163575 251199 483786 330699 646255 237548 386589 340718 456521 233163 136266 283426 222559 251724 638569 177823 176044 336033 248387 172564 422947 407620 999775 Hsa-Mir-27-P3_3p 11134 4538 6316 11208 8880 7110 6048 10429 11564 4314 3946 7213 5353 7333 8045 4711 4313 7001 7578 8606 4270 23050 18861 Hsa-Mir-28-P1_5p 1438 962 1189 3235 2113 1522 1002 2937 2762 713 798 1705 1285 1138 1421 826 943 1459 1316 1527 894 1703 3739 Hsa-Mir-28-P1_3p 14574 10434 9908 25120 17403 12641 8493 20984 22652 5836 5997 12424 12393 12443 12565 4986 7353 12725 11128 9062 8432 19193 36351 Hsa-Mir-28-P2_5p 29328 38256 69875 55300 108618 47514 51180 55486 74781 29302 26416 44621 34429 37379 72979 34109 26047 51962 42063 38068 57885 33314 153639 Hsa-Mir-28-P2_3p 6468 15234 25710 14939 35513 11334 17850 19264 18176 9379 6398 13050 9831 11713 24988 6739 9175 15407 12966 7155 20470 46720 45029 Hsa-Mir-28-P3_5p 1337 1483 1943 1113 1909 763 1537 2643 2515 1419 1089 1245 1553 1502 1909 1048 848 1801 1498 2654 1302 8424 5772 Hsa-Mir-29-P1b-v1_3p 6548 9233 9231 7204 18075 4033 10383 18227 16612 7804 3548 6990 9338 12501 9461 5152 6062 8918 11360 7076 3688 35669 28289 Hsa-Mir-29-P1b-v2_3p 2989 3091 3800 3802 5576 2351 3578 7360 6025 2854 1926 2931 3390 4447 3581 2432 2387 2846 4032 4117 2158 11189 10093 Hsa-Mir-29-P1d-v1_3p 6548 9233 9231 7204 18075 4033 10383 18227 16612 7804 3548 6990 9338 12501 9461 5152 6062 8918 11360 7076 3688 35669 28289 Hsa-Mir-29-P1d-v2_3p 2989 3091 3800 3802 5576 2351 3578 7360 6025 2854 1926 2931 3390 4447 3581 2432 2387 2846 4032 4117 2158 11189 10093 Hsa-Mir-29-P2b_3p 43894 40611 47851 60529 67338 32490 40318 87923 86030 31781 24682 40846 39369 43362 43606 30538 27862 41001 52719 64033 26618 171798 127958 Hsa-Mir-29-P2d_3p 11586 13395 16570 19337 23043 9869 13317 28764 27061 10062 7965 14105 14032 14217 14330 9693 9690 13547 16568 18645 8055 57777 41609 Hsa-Mir-30-P1a_5p 79701 112919 97895 141169 120517 88055 76955 157223 225215 57601 63546 110045 110091 100389 115458 56006 65757 124821 105362 101044 77062 349596 403791 Hsa-Mir-30-P1b_5p 187929 181079 154770 275225 282422 133689 153308 400714 388430 128120 98963 196102 201672 262121 206834 76514 156644 202675 219067 139165 101046 563598 585382 Hsa-Mir-30-P1d_5p 81149 77627 94091 119188 152861 69828 75424 156264 183906 64357 51187 96291 103617 103390 104392 53593 67159 95959 104021 77035 55954 335059 311134 Hsa-Mir-30-P2a_5p 14185 20833 19681 21785 22050 12162 16435 37164 40028 12170 10449 20531 20408 22148 21349 9002 13257 18881 22854 19332 13633 32911 71196 Hsa-Mir-30-P2b_5p 36070 38564 46605 79221 61147 44997 34395 89158 95562 23331 24714 50059 51940 48346 45494 23380 32108 54920 47955 44324 26101 69221 161776 Hsa-Mir-30-P2d_5p 36070 38564 46605 79221 61147 44997 34395 89158 95562 23331 24714 50059 51940 48346 45494 23380 32108 54920 47955 44324 26101 69221 161776 Hsa-Mir-31_5p 949 1215 1564 2112 1607 1396 1339 2686 3318 1531 1199 1243 1547 1283 1492 1219 1063 1899 1369 1313 873 2883 6805 Hsa-Mir-32_5p 293 336 824 604 1123 324 539 663 651 344 205 450 333 575 895 305 247 431 356 267 354 491 1286 Hsa-Mir-33-P1_5p 433 1173 2449 1384 4399 927 1858 985 1114 737 446 775 350 793 2830 949 653 1175 893 337 1031 1586 3451 Hsa-Mir-33-P3_5p 323 523 616 493 1112 253 521 462 632 298 179 310 209 458 787 263 294 494 481 332 166 3812 1312 Hsa-Mir-34-P1_5p 967 1588 1556 1645 2428 1377 1840 2643 4042 1174 910 1797 1995 1732 1737 1376 924 2212 1860 1222 683 4965 7548 Hsa-Mir-34-P2a_5p 79 102 253 82 238 73 206 145 102 90 49 106 73 77 373 61 6136 58 52 177 74 408 Hsa-Mir-34-P2a_3p 17 15 56 16 34 21 44 14 34 16 10 18 12 15 54 13 739 9 17 56 21 84 Hsa-Mir-34-P2b_5p 589 992 1597 611 1228 475 1403 678 751 520 417 807 405 310 2047 509 305 1064 275 390 1336 802 2460 Hsa-Mir-34-P3a-v1_5p 7 11 6 5 16 12 8 17 13 14 6 11 11 13 5 7 811 20 Hsa-Mir-34-P3a-v2_5p 8 20 14 23 19 24 12 31 28 26 15 18 25 16 6 10 221 20 6 14 34 Hsa-Mir-34-P3b_5p 7 2 2 10 16 7 25 5 7 7 11 7 10 7 3 1 912 2 11 14 Hsa-Mir-34-P3b_3p 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 |