Sequence summaries

Read mapping summary

Summary of minimap2 mapping from seqkit seqkit bam -s

PrimAlnPerc MultimapPerc PrimAln SecAln SupAln Unmapped TotalReads TotalRecords File sample_id
100.0 0.0 218 0 0 0 218 218 - sample01
100.0 0.0 229 0 0 0 229 229 - sample02
100.0 0.0 206 0 0 0 206 206 - sample03
100.0 0.0 193 0 0 0 193 193 - sample04
100.0 0.0 168 0 0 0 168 168 - sample05
100.0 0.0 195 0 0 0 195 195 - sample06

Transcriptome summary

Annotation summary

The following plots summarize some of the output from gffcompare

Query transfrag classes

The classes that are assigned by gffcompare, which describe the relationship between query transfrag and the most similar reference transcript.

This diagram illustrates the different classes.

Read coverage by gffcompare transfrag class

Isoforms table

Table interactivity can be slow if too many isoforms are loaded.
The number of isoform rows to load in this table can be set with isoform_table_nrows. It is currently set to 5000

ref_gene_id ref_id class_code qry_id num_exons cov len sample_id parent gene iso num
TARDBPP1 ENST00000442013.1 x sample04_batch_1.2.1 2 4 2611 sample04 3.0
TARDBPP1 ENST00000442013.1 = sample01_batch_1.2.2 1 0 1203 sample01 3.0
TARDBPP1 ENST00000442013.1 x sample01_batch_1.3.1 2 5 2589 sample01 3.0
TARDBPP1 ENST00000442013.1 k sample02_batch_1.2.1 2 8 2610 sample02 3.0
TARDBPP1 ENST00000442013.1 o sample04_batch_1.3.1 4 1 1903 sample04 3.0
TARDBPP1 ENST00000442013.1 k sample01_batch_1.2.1 2 8 2610 sample01 3.0
TARDBPP1 ENST00000442013.1 x sample04_batch_1.2.2 2 3 2613 sample04 3.0
TARDBPP1 ENST00000442013.1 k sample03_batch_1.2.1 2 8 2610 sample03 3.0
TARDBPP1 ENST00000442013.1 = sample02_batch_1.2.2 1 0 1203 sample02 3.0
TARDBPP1 ENST00000442013.1 x sample03_batch_1.3.1 2 4 2601 sample03 3.0
TARDBPP1 ENST00000442013.1 = sample03_batch_1.2.2 1 0 1203 sample03 3.0
TARDBPP1 ENST00000442013.1 x sample02_batch_1.3.1 2 6 2589 sample02 3.0
TARDBPP1 ENST00000442013.1 k sample05_batch_1.2.1 2 3 2611 sample05 2.0
TPM3P2 ENST00000397772.2 k sample03_batch_1.9.1 3 3 2058 sample03 2.0
TARDBPP1 ENST00000442013.1 k sample06_batch_1.2.1 2 3 2611 sample06 2.0
NCOA5 ENST00000290231.9 i sample01_batch_1.12.1 2 3 360 sample01 2.0
NCOA5 ENST00000290231.9 i sample04_batch_1.12.1 2 3 329 sample04 2.0
RPS4XP2 ENST00000458402.1 o sample01_batch_1.1.1 2 3 814 sample01 2.0
NCOA5 ENST00000290231.9 i sample06_batch_1.12.1 2 2 329 sample06 2.0
RPS4XP2 ENST00000458402.1 o sample02_batch_1.1.1 2 2 814 sample02 2.0
TARDBPP1 ENST00000442013.1 o sample05_batch_1.2.2 4 2 1903 sample05 2.0
TPM3P2 ENST00000397772.2 s sample05_batch_1.7.1 3 2 2066 sample05 2.0
TPM3P2 ENST00000397772.2 s sample05_batch_1.7.2 3 2 2067 sample05 2.0
RPS4XP2 ENST00000458402.1 o sample03_batch_1.1.1 2 1 814 sample03 2.0
CDC42P1 ENST00000456658.1 = sample04_batch_1.10.1 1 0 548 sample04 2.0
TARDBPP1 ENST00000442013.1 = sample06_batch_1.2.2 1 0 1203 sample06 2.0
CDC42P1 ENST00000456658.1 = sample05_batch_1.12.1 1 0 548 sample05 2.0
RPS4XP2 ENST00000458402.1 = sample01_batch_1.1.2 1 0 793 sample01 2.0
RPS4XP2 ENST00000458402.1 = sample03_batch_1.1.2 1 0 793 sample03 2.0
NCOA5 ENST00000290231.9 i sample05_batch_1.10.1 2 2 329 sample05 2.0
RPS4XP2 ENST00000458402.1 = sample02_batch_1.1.2 1 0 793 sample02 2.0
TPM3P2 ENST00000397772.2 s sample02_batch_1.8.1 3 12 2066 sample02 2.0
NCOA5 ENST00000290231.9 i sample06_batch_1.11.1 2 24 357 sample06 2.0
TPM3P2 ENST00000397772.2 s sample03_batch_1.8.1 3 14 2066 sample03 2.0
TPM3P2 ENST00000397772.2 s sample01_batch_1.8.1 3 12 2067 sample01 2.0
TPM3P2 ENST00000397772.2 k sample02_batch_1.9.1 3 8 2058 sample02 2.0
NCOA5 ENST00000290231.9 i sample03_batch_1.12.1 2 8 360 sample03 2.0
NCOA5 ENST00000290231.9 i sample04_batch_1.11.1 2 20 357 sample04 2.0
NCOA5 ENST00000290231.9 i sample05_batch_1.9.1 2 22 357 sample05 2.0
TPM3P2 ENST00000397772.2 k sample01_batch_1.9.1 3 8 2058 sample01 2.0
CDC42P1 ENST00000456658.1 k sample05_batch_1.11.1 1 29 1406 sample05 2.0
CDC42P1 ENST00000456658.1 x sample04_batch_1.9.1 1 32 1406 sample04 2.0
NCOA5 ENST00000290231.9 i sample03_batch_1.13.1 2 42 326 sample03 2.0
NCOA5 ENST00000290231.9 i sample02_batch_1.12.1 2 6 360 sample02 2.0
NCOA5 ENST00000290231.9 i sample01_batch_1.13.1 2 44 326 sample01 2.0
NCOA5 ENST00000290231.9 i sample02_batch_1.13.1 2 50 326 sample02 2.0
LINC00851 ENST00000423033.1 x sample05_batch_1.5.1 3 2 2253 sample05 1.0
MACROD2 ENST00000217246.7 i sample06_batch_1.15.1 2 2 2058 sample06 1.0
RP5-836E8.1 ENST00000400616.2 x sample01_batch_1.4.1 1 12 1308 sample01 1.0
RPL21P3 ENST00000395517.2 s sample06_batch_1.5.1 2 2 543 sample06 1.0
ADA ENST00000372874.7 x sample06_batch_1.14.1 3 2 634 sample06 1.0
RP5-836E8.1 ENST00000400616.2 x sample05_batch_1.4.1 1 12 1899 sample05 1.0
CDC42P1 ENST00000456658.1 = sample06_batch_1.10.1 1 4 548 sample06 1.0
RP5-836E8.1 ENST00000400616.2 x sample04_batch_1.4.1 1 13 1899 sample04 1.0
RPL15P1 ENST00000439981.1 = sample02_batch_1.5.1 1 1 600 sample02 1.0
FTLP3 ENST00000427242.1 = sample06_batch_1.1.1 1 1 528 sample06 1.0
CBFA2T2 ENST00000375279.5 i sample06_batch_1.9.1 2 2 345 sample06 1.0
RPL12P4 ENST00000432629.1 = sample02_batch_1.11.1 1 1 497 sample02 1.0
ITCH ENST00000374864.7 i sample03_batch_1.10.1 1 62 571 sample03 1.0
RP5-836E8.1 ENST00000400616.2 x sample02_batch_1.4.1 1 16 1308 sample02 1.0
FTLP3 ENST00000427242.1 = sample05_batch_1.1.1 1 2 528 sample05 1.0
ADA ENST00000372874.7 x sample04_batch_1.13.1 3 2 634 sample04 1.0
TPM3P2 ENST00000397772.2 s sample06_batch_1.7.1 3 5 2066 sample06 1.0
RPL12P4 ENST00000432629.1 = sample03_batch_1.11.1 1 4 497 sample03 1.0
RPL15P1 ENST00000439981.1 = sample03_batch_1.5.1 1 4 600 sample03 1.0
SF3A3P1 ENST00000446317.1 x sample02_batch_1.6.1 2 4 362 sample02 1.0
TPM3P2 ENST00000397772.2 s sample04_batch_1.6.1 3 7 2066 sample04 1.0
ZNF337-AS1 ENST00000428254.4 i sample03_batch_1.7.1 2 3 1457 sample03 1.0
SF3A3P1 ENST00000446317.1 x sample03_batch_1.6.1 2 3 362 sample03 1.0
CFAP61 ENST00000245957.8 x sample05_batch_1.6.1 3 3 852 sample05 1.0
ITCH ENST00000374864.7 i sample01_batch_1.11.1 1 69 571 sample01 1.0
ZNF337-AS1 ENST00000428254.4 i sample02_batch_1.7.1 2 3 1457 sample02 1.0
DDX27 ENST00000622530.3 s sample06_batch_1.13.1 3 3 315 sample06 1.0
CBFA2T2 ENST00000375279.5 i sample04_batch_1.8.1 2 3 345 sample04 1.0
RPL12P4 ENST00000432629.1 = sample01_batch_1.10.1 1 3 497 sample01 1.0
ZNF337-AS1 ENST00000428254.4 i sample01_batch_1.7.1 2 3 1457 sample01 1.0
SF3A3P1 ENST00000446317.1 x sample01_batch_1.6.1 2 3 362 sample01 1.0
RPL15P1 ENST00000439981.1 = sample01_batch_1.5.1 1 3 600 sample01 1.0
RP5-836E8.1 ENST00000400616.2 x sample03_batch_1.4.1 1 10 1308 sample03 1.0
RP5-836E8.1 ENST00000400616.2 x sample06_batch_1.4.1 1 12 1899 sample06 1.0
MACROD2 ENST00000217246.7 i sample05_batch_1.15.1 2 2 1713 sample05 1.0
FTLP3 ENST00000427242.1 = sample04_batch_1.1.1 1 2 528 sample04 1.0
DDX27 ENST00000622530.3 s sample05_batch_1.13.1 3 2 315 sample05 1.0
PTGIS ENST00000244043.4 i sample05_batch_1.14.1 2 2 677 sample05 1.0
ITCH ENST00000374864.7 i sample02_batch_1.10.1 1 69 571 sample02 1.0
- - u sample04_batch_1.5.1 4 2 2582 sample04 NaN
- - u sample04_batch_1.7.1 2 2 1323 sample04 NaN
- - u sample06_batch_1.3.1 2 2 713 sample06 NaN
- - u sample06_batch_1.6.1 4 2 2582 sample06 NaN
- - u sample06_batch_1.8.1 2 2 1323 sample06 NaN
- - u sample05_batch_1.3.1 2 2 713 sample05 NaN
- - u sample05_batch_1.8.1 2 2 1323 sample05 NaN

Differential expression.

This section shows differential gene expression and differential isoform usage. Salmon was used to assign reads to individual annotated isoforms defined by the GTF-format annotation. These counts were used to perform a statistical analysis to identify the genes and isoforms that show differences in abundance between the experimental conditions. Any novel genes or transcripts that do not have relevant gene or transcript IDs are prefixed with MSTRG for use in differential expression analysis. Find the full sequences of any transcripts in the final_non_redundant_transcriptome.fasta file.

Alignment summary stats

fname sample01 sample02 sample03 sample04 sample05 sample06
Read mappings 4193 4487 4319 4266 4077 4084
Primary 1093 1157 1104 1048 1010 995
Secondary 3050 3275 3161 3151 3010 3021
Supplementary 50 55 54 67 57 68
Median Qscore 8 8 8 8 8 8
Median MAPQ 0 0 0 0 0 0

Transcripts Per Million

Table showing the annotated Transcripts Per Million identified by Minimap2 mapping and Salmon transcript detection with the highest number of mapped reads

sample05 sample03 sample01 sample04 sample02 sample06
Reference
MSTRG.83.1 786039 732982 744714 798213 722246 775346
MSTRG.82.3 156410 221016 208267 141974 230780 156128
MSTRG.10.1 6873 3080 3214 8839 3035 7162
ENST00000372291.3 4254 6056 5711 3861 6321 4246
MSTRG.63.1 2922 6287 6123 4209 6195 3480
ENST00000290231.9 3355 4776 4504 3045 4985 3348
ENST00000427242.1 5096 0 0 5243 0 6069
ENST00000432629.1 0 4113 4292 0 4053 0
ENST00000400616.2 0 3694 3855 0 3640 0
MSTRG.12.1 2490 0 0 4269 0 3953
MSTRG.44.1 4699 0 0 0 0 5596
ENST00000439981.1 0 2902 3029 0 2860 0
MSTRG.65.1 2532 0 0 2605 0 3015
MSTRG.8.1 1170 1259 1752 1204 2068 697
ENST00000486883.4 1377 826 967 1330 854 1171
MSTRG.89.1 1925 0 0 1980 0 2292
MSTRG.64.1 585 1260 1314 602 1241 697
ENST00000458402.1 0 1824 1903 0 1797 0
ENST00000256654.8 0 0 0 2539 0 2939
ENST00000446317.1 1154 0 0 1187 0 1375
ENST00000397772.2 0 1203 1256 0 1186 0
ENST00000431775.1 0 1175 1227 0 1158 0
ENST00000543500.2 1099 0 0 1130 0 1308
ENST00000598007.2 1013 0 0 1042 0 1206
ENST00000613361.1 559 400 418 575 395 665
ENST00000535650.4 603 354 415 583 366 517
ENST00000262650.9 498 288 337 483 297 422
ENST00000374864.7 488 288 336 473 297 422
ENST00000496085.1 661 0 0 680 0 787
ENST00000457644.1 736 0 0 757 0 438
MSTRG.48.1 0 591 617 0 582 0
ENST00000376312.3 0 524 547 0 517 0
MSTRG.43.1 662 0 0 0 0 788
MSTRG.85.1 427 0 0 439 0 508
ENST00000352551.8 351 0 0 361 0 418
ENST00000243893.9 349 0 0 359 0 416
ENST00000335046.6 347 0 0 357 0 414
ENST00000405520.4 343 0 0 353 0 408
ENST00000356455.7 342 0 0 352 0 408
MSTRG.1.1 54 232 242 55 267 64
ENST00000609285.4 248 0 0 313 0 329
ENST00000466532.1 406 0 0 0 0 483
ENST00000446423.1 242 0 0 305 0 321
ENST00000609470.4 240 0 0 302 0 317
ENST00000421216.1 177 63 66 182 62 211
ENST00000324384.3 132 0 0 204 0 236
MSTRG.62.1 202 0 0 104 0 241
ENST00000381253.4 168 0 0 173 0 200
ENST00000456249.4 0 177 185 0 175 0
ENST00000481560.1 164 0 0 168 0 195
ENST00000466099.1 0 159 166 0 157 0
ENST00000446916.2 39 98 87 50 110 46
ENST00000348616.7 130 0 0 133 0 154
ENST00000202017.5 0 135 141 0 133 0
ENST00000429853.1 125 0 0 129 0 149
ENST00000468420.4 122 0 0 126 0 146
MSTRG.68.1 69 0 0 143 0 166
ENST00000624666.1 0 125 130 0 123 0
ENST00000491682.4 43 93 97 44 91 0
ENST00000493252.2 0 119 124 0 117 0
ENST00000356562.5 66 0 0 135 0 157
ENST00000262919.8 31 79 70 40 89 37
ENST00000300403.9 113 0 0 93 0 135
ENST00000278772.7 104 0 0 107 0 124
ENST00000482133.1 104 0 0 107 0 123
ENST00000623732.2 0 106 111 0 105 0
ENST00000344103.7 99 0 0 102 0 119
ENST00000375730.3 0 103 108 0 102 0
ENST00000462062.4 141 0 0 0 0 168
MSTRG.16.1 105 0 0 108 0 93
ENST00000379070.3 94 0 0 97 0 112
ENST00000413823.1 94 0 0 97 0 112
ENST00000484893.1 0 99 103 0 98 0
ENST00000412241.1 80 0 0 123 0 95
ENST00000377873.6 38 27 28 78 26 90
ENST00000482423.1 0 94 98 0 93 0
ENST00000371856.5 37 67 42 38 93 0
ENST00000360672.2 85 0 0 88 0 101
ENST00000609252.1 0 90 94 0 89 0
ENST00000449988.1 85 0 0 87 0 101
ENST00000262866.7 84 0 0 86 0 100
ENST00000481196.4 0 88 92 0 87 0
ENST00000435014.1 82 0 0 84 0 98
ENST00000372420.4 0 0 0 122 0 141
ENST00000584356.1 83 12 12 86 11 59
ENST00000617804.1 95 0 0 97 0 67
ENST00000618770.1 94 0 0 96 0 67
ENST00000619859.1 78 0 0 80 0 93
ENST00000621390.1 0 0 0 115 0 134
ENST00000450129.1 0 82 85 0 81 0
ENST00000618797.3 77 0 0 79 0 91
ENST00000339946.6 245 0 0 0 0 0
ENST00000457508.1 0 81 84 0 80 0
ENST00000558738.1 0 79 83 0 78 0
ENST00000344256.9 74 0 0 76 0 88
ENST00000456939.4 74 0 0 76 0 88
ENST00000372622.6 73 0 0 75 0 87
ENST00000445484.4 70 0 0 73 0 84
ENST00000449270.1 68 0 0 70 0 81
ENST00000461710.4 99 0 0 0 0 118

Differential gene expression

Table showing the genes from the edgeR analysis. Information shown includes the log2 fold change between experimental conditions, the log-scaled counts per million measure of abundance and the false discovery corrected p-value (FDR). This table has not been filtered for genes that satisfy statistical or magnitudinal thresholds

logFC logCPM F PValue FDR
ENSG00000171984.13 5.95 12.26 2049028.00 6.308693e-08 0.000012
ENSG00000101052.11 5.54 12.00 5325262.84 1.529904e-06 0.000074
ENSG00000124215.15 5.54 12.00 5325262.84 1.529904e-06 0.000074
ENSG00000175063.15 5.54 12.00 5325262.84 1.529904e-06 0.000074
ENSG00000174306.20 5.29 11.84 9739431.02 1.141694e-05 0.000441
ENSG00000089123.14 -7.18 13.07 6279.71 5.070401e-05 0.000515
ENSG00000131061.12 -6.68 12.67 6369.57 4.987841e-05 0.000515
ENSG00000088876.10 2.71 12.37 42486.47 4.971045e-05 0.000515
ENSG00000101104.11 -6.10 12.26 6411.92 4.949789e-05 0.000515
ENSG00000182463.14 -5.91 12.13 6417.72 4.944625e-05 0.000515
ENSG00000149646.11 -5.69 12.00 6421.81 4.940983e-05 0.000515
ENSG00000126005.14 -5.69 12.00 6421.81 4.940983e-05 0.000515
ENSG00000259723.1 -5.12 11.67 6425.93 4.937325e-05 0.000515
ENSG00000204548.3 -5.12 11.67 6425.93 4.937325e-05 0.000515
ENSG00000125850.9 -5.12 11.67 6425.93 4.937325e-05 0.000515
ENSG00000100991.10 -5.12 11.67 6425.93 4.937325e-05 0.000515
ENSG00000054793.12 2.93 12.52 302.95 3.692540e-05 0.000515
ENSG00000196090.11 2.90 14.35 397.79 2.065170e-05 0.000515
ENSG00000124226.9 -5.43 11.84 6424.45 4.938638e-05 0.000515
ENSG00000185052.10 4.97 11.67 19936803.01 8.668099e-05 0.000697
ENSG00000125851.8 4.97 11.67 19936803.01 8.668099e-05 0.000697
ENSG00000124207.15 4.97 11.67 19936803.01 8.668099e-05 0.000697
ENSG00000101146.11 4.97 11.67 19936803.01 8.668099e-05 0.000697
ENSG00000101082.12 4.97 11.67 19936803.01 8.668099e-05 0.000697
MSTRG.1 -2.66 12.18 961.56 1.249517e-04 0.000965
MSTRG.82 -1.26 17.88 166.60 1.312772e-04 0.000974
ENSG00000125821.10 2.59 12.30 679.61 1.492201e-04 0.001067
ENSG00000101079.19 -2.59 12.13 6015.78 2.356767e-04 0.001579
ENSG00000089177.16 -4.72 11.48 6426.52 2.452637e-04 0.001579
MSTRG.63 -1.50 13.28 122.60 2.501341e-04 0.001579
ENSG00000088812.16 -1.83 14.02 121.78 2.536764e-04 0.001579
ENSG00000025293.14 1.99 13.04 100.24 3.808528e-04 0.002297
ENSG00000234684.5 7.87 13.79 652.58 6.923554e-04 0.003426
ENSG00000221328.1 4.57 11.48 44380338.87 6.756675e-04 0.003426
ENSG00000188559.12 4.57 11.48 44380338.87 6.756675e-04 0.003426
ENSG00000089012.13 4.57 11.48 44380338.87 6.756675e-04 0.003426
ENSG00000101457.11 4.57 11.48 44380338.87 6.756675e-04 0.003426
ENSG00000101144.11 4.57 11.48 44380338.87 6.756675e-04 0.003426
ENSG00000185019.15 4.57 11.48 44380338.87 6.756675e-04 0.003426
ENSG00000124214.18 -2.67 13.02 73.43 7.250872e-04 0.003499
ENSG00000228340.4 1.73 12.87 70.44 7.895885e-04 0.003717
ENSG00000175170.13 3.79 13.13 58.92 1.137112e-03 0.005225
ENSG00000227906.6 2.15 12.70 56.38 1.243413e-03 0.005581
MSTRG.83 -0.61 17.71 51.75 1.478171e-03 0.006484
ENSG00000089101.16 1.55 12.76 8323.14 1.717977e-03 0.007368
ENSG00000088325.14 5.19 11.79 283.40 1.808167e-03 0.007586
ENSG00000100997.17 -3.20 12.79 43.47 2.096273e-03 0.008608
ENSG00000101350.7 -4.16 11.26 6426.45 2.751477e-03 0.010621
ENSG00000170471.13 -4.16 11.26 6426.45 2.751477e-03 0.010621
ENSG00000196700.6 -4.16 11.26 6426.45 2.751477e-03 0.010621
MSTRG.16 4.85 11.61 173.54 3.172802e-03 0.012007
MSTRG.65 4.02 11.26 74008418.38 5.511864e-03 0.018663
ENSG00000229876.1 4.02 11.26 74008418.38 5.511864e-03 0.018663
ENSG00000225458.1 4.02 11.26 74008418.38 5.511864e-03 0.018663
ENSG00000125772.11 4.02 11.26 74008418.38 5.511864e-03 0.018663
ENSG00000088826.16 4.02 11.26 74008418.38 5.511864e-03 0.018663
ENSG00000149633.10 4.02 11.26 74008418.38 5.511864e-03 0.018663
ENSG00000118705.15 2.05 12.00 19981.91 6.098944e-03 0.020295
ENSG00000180083.9 5.38 11.90 90.42 6.669161e-03 0.020866
ENSG00000130584.9 4.41 11.41 90.41 6.670272e-03 0.020866
ENSG00000232271.1 4.41 11.41 90.41 6.670272e-03 0.020866
ENSG00000198646.12 -2.52 11.79 23.87 6.702959e-03 0.020866
ENSG00000230010.1 4.97 11.67 70.49 8.837202e-03 0.026650
MSTRG.12 4.97 11.67 70.49 8.837202e-03 0.026650
ENSG00000271774.1 -2.02 11.84 4523.21 9.268694e-03 0.026699
ENSG00000214200.2 -2.02 11.84 4523.21 9.268694e-03 0.026699
ENSG00000064787.11 5.76 12.13 68.64 9.105808e-03 0.026699
ENSG00000064655.17 1.53 12.34 268.94 1.047338e-02 0.029726
ENSG00000274322.1 6.06 12.34 58.87 1.082263e-02 0.030272
ENSG00000124151.17 -2.25 12.58 14.80 1.594747e-02 0.043969
ENSG00000132669.11 6.27 12.48 39.07 1.709442e-02 0.046468
ENSG00000226344.1 3.77 11.18 33.97 1.994457e-02 0.051324
ENSG00000149488.12 3.77 11.18 33.97 1.994457e-02 0.051324
MSTRG.62 3.77 11.18 33.97 1.994457e-02 0.051324
MSTRG.68 3.77 11.18 33.97 1.994457e-02 0.051324
ENSG00000158296.12 6.49 12.64 30.06 2.279846e-02 0.057896
ENSG00000020256.18 -1.28 12.34 80.25 2.433477e-02 0.060995
ENSG00000149531.13 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000166948.8 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000215388.3 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000234139.2 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000235958.4 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000185834.10 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000227343.1 -3.24 11.00 6425.51 3.424008e-02 0.064159
MSTRG.48 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000226948.1 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000124228.13 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000215586.2 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000131069.18 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000238282.1 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101363.11 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101134.10 4.41 11.41 25.20 2.761407e-02 0.064159
ENSG00000124191.16 4.97 11.67 21.07 3.346428e-02 0.064159
ENSG00000088340.14 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000088356.5 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101003.9 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000087586.16 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101181.16 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101191.15 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101247.16 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101337.14 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000101346.10 -3.24 11.00 6425.51 3.424008e-02 0.064159
ENSG00000125966.9 -3.24 11.00 6425.51 3.424008e-02 0.064159
MSTRG.13 1.30 12.22 153.35 3.616879e-02 0.067121
ENSG00000244005.11 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000204663.8 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000226648.1 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000228888.1 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000229262.1 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000243961.2 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000256222.2 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000226608.3 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000268628.2 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000274863.1 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000279082.2 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000230568.1 3.10 11.00 34475670.24 4.969645e-02 0.068024
MSTRG.56 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000158445.7 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000168734.12 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000260202.2 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000132623.14 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101353.13 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000124177.13 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101109.10 4.23 11.34 15.73 4.556737e-02 0.068024
ENSG00000101349.15 4.23 11.34 15.73 4.556737e-02 0.068024
ENSG00000022277.11 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000080845.16 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000088888.16 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101152.9 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101224.16 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000125804.12 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101290.12 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101311.14 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101323.4 3.10 11.00 34475670.24 4.969645e-02 0.068024
MSTRG.85 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101400.5 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101444.11 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000124103.8 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000124143.9 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000101294.15 3.10 11.00 34475670.24 4.969645e-02 0.068024
MSTRG.89 3.10 11.00 34475670.24 4.969645e-02 0.068024
ENSG00000233402.1 -1.35 11.95 19.31 5.271140e-02 0.071643
ENSG00000270792.4 1.48 11.73 72.13 7.028824e-02 0.094865
ENSG00000125864.10 2.22 12.09 5.36 7.687824e-02 0.103038
ENSG00000172264.15 -0.37 15.64 5.06 8.283462e-02 0.110256
ENSG00000101425.11 1.33 11.67 6787.89 1.108789e-01 0.146573
ENSG00000234948.1 1.03 12.09 72.07 1.134674e-01 0.148974
ENSG00000132792.17 4.23 11.34 4.91 1.397293e-01 0.182215
MSTRG.43 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000274469.1 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000254995.4 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000240849.9 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000225069.3 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000130703.14 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000125844.14 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000101440.8 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000101407.11 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000213742.5 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000100979.13 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000101333.15 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000101391.19 4.97 11.67 3.66 1.784157e-01 0.204980
ENSG00000171456.15 4.41 11.41 3.66 1.784206e-01 0.204980
ENSG00000172296.11 4.41 11.41 3.66 1.784206e-01 0.204980
ENSG00000101019.20 5.83 12.18 3.66 1.784034e-01 0.204980
MSTRG.44 3.48 11.09 3.66 1.784256e-01 0.204980
ENSG00000042062.10 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000092758.14 2.60 10.90 3.66 1.784281e-01 0.204980
ENSG00000089057.13 4.02 11.26 3.66 1.784231e-01 0.204980
ENSG00000089063.13 -1.56 11.41 2.49 1.848706e-01 0.211124
ENSG00000215529.11 -0.95 11.79 15.79 2.033290e-01 0.230838
MSTRG.10 0.57 12.79 12.20 2.079570e-01 0.234712
ENSG00000101443.16 3.48 11.09 2.77 2.211093e-01 0.248105
ENSG00000280350.1 -1.06 11.48 1817.67 2.435773e-01 0.271736
ENSG00000101236.15 0.99 11.55 4.08 2.630516e-01 0.291776
ENSG00000179242.14 -0.66 12.18 3.81 2.707770e-01 0.298628
ENSG00000088970.14 1.17 11.61 1.24 3.240567e-01 0.355358
ENSG00000080839.10 -0.55 12.13 535.56 3.700244e-01 0.403473
ENSG00000088854.12 0.78 11.48 1947.80 3.932835e-01 0.421687
ENSG00000124198.8 0.78 11.48 1947.80 3.932835e-01 0.421687
ENSG00000130699.15 0.78 11.48 1947.80 3.932835e-01 0.421687
ENSG00000078747.11 -0.12 17.16 0.68 4.517540e-01 0.481705
ENSG00000087495.15 0.78 11.48 0.65 4.636703e-01 0.491694
ENSG00000149636.14 -0.91 11.00 0.51 5.120851e-01 0.540068
ENSG00000226995.6 -0.64 11.18 0.85 5.714025e-01 0.599352
ENSG00000182621.15 0.07 14.86 1.43 7.177802e-01 0.748819
ENSG00000078699.20 -0.15 12.67 0.40 7.524355e-01 0.780753
ENSG00000062598.16 -0.13 11.26 44.33 8.975368e-01 0.897537
ENSG00000101463.5 -0.13 11.26 44.33 8.975368e-01 0.897537
ENSG00000125885.12 -0.13 11.26 44.33 8.975368e-01 0.897537
ENSG00000132670.19 -0.13 11.26 44.33 8.975368e-01 0.897537
ENSG00000154930.13 -0.13 11.26 44.33 8.975368e-01 0.897537
ENSG00000227195.7 -0.13 11.26 44.33 8.975368e-01 0.897537
ENSG00000277938.1 -0.13 11.26 44.33 8.975368e-01 0.897537

This plot visualises differences in measurements between the two experimental conditions. M is the log2 ratio of gene expression calculated between the conditions. A is a log2 transformed mean expression value. The figure below presents the MA figure from this edgeR analysis. Genes that satisfy the logFC and FDR corrected p-value thresholds defined are shaded as 'Up-' or 'Down-' regulated.

Results of the edgeR Analysis.

Differential Isoform usage

Table showing gene isoforms, ranked by adjusted p-value, from the DEXSeq analysis. Information shown includes the log2 fold change between experimental conditions, the log-scaled transcript abundance and the false discovery corrected p-value (FDR). This table has not been filtered for genes that satisfy statistical or magnitudinal thresholds

Log2MeanExon Log2FC pvalue padj
gene_id:trancript_id
ENSG00000182621.15:ENST00000626161.1 0.864615 1.163817e+01 0.000133 0.007045
ENSG00000182621.15:ENST00000626114.1 2.119933 -1.786014e+00 0.000652 0.017265
ENSG00000196090.11:ENST00000373198.7 1.351070 -1.299798e+00 0.001777 0.031402
ENSG00000172264.15:ENST00000402914.4 3.388680 -9.686638e-01 0.005670 0.075124
ENSG00000175170.13:ENST00000584356.1 1.310923 -5.537456e-01 0.010020 0.106216
ENSG00000182621.15:ENST00000338037.9 3.031855 -6.339971e-01 0.024995 0.220793
ENSG00000196090.11:ENST00000617474.1 1.740537 1.379207e+01 0.039040 0.263659
ENSG00000196090.11:ENST00000373201.4 1.672484 1.372496e+01 0.045681 0.263659
ENSG00000196090.11:ENST00000373190.4 1.672484 1.372496e+01 0.045681 0.263659
ENSG00000182621.15:ENST00000378637.5 1.790900 1.365995e+00 0.049747 0.263659
ENSG00000025293.14:ENST00000374000.7 0.736175 1.071824e+01 0.103373 0.498071
ENSG00000182621.15:ENST00000629992.1 0.911328 1.535917e+00 0.113531 0.501426
ENSG00000196090.11:ENST00000618610.1 0.911328 -4.518046e-01 0.133416 0.543927
ENSG00000025293.14:ENST00000374012.6 0.787161 -5.005226e-01 0.151945 0.546403
ENSG00000124214.18:ENST00000371856.5 1.667107 2.521320e-01 0.154642 0.546403
ENSG00000172264.15:ENST00000490428.4 3.014501 4.687502e-01 0.210065 0.653209
ENSG00000025293.14:ENST00000461122.4 0.275651 1.025882e+01 0.219600 0.653209
ENSG00000172264.15:ENST00000494602.4 2.829944 4.845179e-01 0.229344 0.653209
ENSG00000182621.15:ENST00000378641.6 1.511531 9.509549e-01 0.234169 0.653209
ENSG00000124214.18:ENST00000340954.10 0.627986 -1.132337e+01 0.292516 0.738255
ENSG00000124214.18:ENST00000371828.6 0.627986 -1.132340e+01 0.292516 0.738255
ENSG00000025293.14:ENST00000339089.9 1.124916 -4.108992e-02 0.318009 0.766112
ENSG00000196090.11:ENST00000612229.3 0.277001 1.233267e+01 0.388490 0.874231
ENSG00000196090.11:ENST00000373193.6 1.481473 2.851627e-01 0.395878 0.874231
ENSG00000124214.18:ENST00000437404.2 0.884027 -1.090062e-02 0.486360 0.941801
ENSG00000172264.15:ENST00000477147.4 2.734494 2.828842e-01 0.499391 0.941801
ENSG00000089123.14:ENST00000480436.4 0.627986 5.312093e-01 0.512854 0.941801
ENSG00000131061.12:ENST00000483118.4 0.627986 -6.563246e-06 0.550865 0.941801
ENSG00000131061.12:ENST00000497876.4 0.627986 -6.563246e-06 0.550865 0.941801
ENSG00000131061.12:ENST00000375200.4 0.627986 -6.563246e-06 0.550865 0.941801
ENSG00000131061.12:ENST00000342427.5 0.627986 1.968956e-05 0.550865 0.941801
ENSG00000175170.13:ENST00000582267.4 0.595172 1.129626e+01 0.633647 0.980614
ENSG00000175170.13:ENST00000478164.1 0.595172 1.129626e+01 0.633647 0.980614
ENSG00000175170.13:ENST00000376403.4 0.595172 1.129619e+01 0.633647 0.980614
ENSG00000234684.5:ENST00000446423.1 2.189020 -2.194078e-05 0.711459 0.980614
ENSG00000234684.5:ENST00000609285.4 2.189020 1.097051e-05 0.711459 0.980614
ENSG00000234684.5:ENST00000609470.4 2.189020 1.097052e-05 0.711459 0.980614
ENSG00000182621.15:ENST00000625874.1 1.956576 -4.904556e-02 0.711974 0.980614
ENSG00000182621.15:ENST00000630495.1 1.751147 3.659921e-01 0.722990 0.980614
ENSG00000196090.11:ENST00000356100.5 1.888161 7.705886e-01 0.740086 0.980614
ENSG00000089123.14:ENST00000465381.4 1.364952 -2.057492e-01 0.800547 1.000000
ENSG00000089123.14:ENST00000337743.7 1.364952 -2.057200e-01 0.800547 1.000000
ENSG00000078747.11:ENST00000486883.4 5.391616 -2.985110e-02 0.848443 1.000000
ENSG00000078747.11:ENST00000262650.9 5.449735 2.337941e-02 0.877814 1.000000
ENSG00000175170.13:ENST00000584071.1 0.275651 1.097435e+01 0.931487 1.000000
MSTRG.82:MSTRG.82.3 6.587912 7.249677e-03 0.945340 1.000000
MSTRG.82:ENST00000372291.3 6.595617 -3.611366e-03 0.972683 1.000000
MSTRG.82:ENST00000290231.9 6.595617 -3.611366e-03 0.972683 1.000000
ENSG00000172264.15:ENST00000217246.7 4.384766 -9.318355e-03 0.973355 1.000000
ENSG00000078747.11:ENST00000535650.4 5.407176 3.058134e-03 0.984268 1.000000
ENSG00000078747.11:ENST00000374864.7 5.439794 2.319498e-03 0.987838 1.000000
ENSG00000088812.16:ENST00000262919.8 3.199529 1.384537e-11 1.000000 1.000000
ENSG00000088812.16:ENST00000446916.2 3.199529 -1.384537e-11 1.000000 1.000000

The figure below presents the MA plot from the DEXSeq analysis. M is the log2 ratio of isoform transcript abundance between conditions. A is the log2 transformed mean abundance value. Transcripts that satisfy the logFC and FDR corrected p-value thresholds defined are shaded as 'Up-' or 'Down-' regulated.

Dexseq results

Table showing gene and transcript identifiers and their FDR corrected probabilities for the genes and their isoforms that have been identified as showing DTU using the R packages DEXSeq and StageR. This list has been shortened requiring that both gene and transcript must satisfy the p-value threshold

geneID txID gene transcript gene_name
ENSG00000182621.15 ENST00000630495.1 0.007043 1.000000 PLCB1
ENSG00000182621.15 ENST00000626114.1 0.007043 0.015636 PLCB1
ENSG00000182621.15 ENST00000629992.1 0.007043 1.000000 PLCB1
ENSG00000182621.15 ENST00000378641.6 0.007043 1.000000 PLCB1
ENSG00000182621.15 ENST00000626161.1 0.007043 0.003190 PLCB1
ENSG00000182621.15 ENST00000625874.1 0.007043 1.000000 PLCB1
ENSG00000182621.15 ENST00000378637.5 0.007043 0.994940 PLCB1
ENSG00000182621.15 ENST00000338037.9 0.007043 0.599889 PLCB1
ENSG00000196090.11 ENST00000618610.1 0.046929 1.000000 PTPRT
ENSG00000196090.11 ENST00000612229.3 0.046929 1.000000 PTPRT
ENSG00000196090.11 ENST00000373198.7 0.046929 0.042659 PTPRT
ENSG00000196090.11 ENST00000356100.5 0.046929 1.000000 PTPRT
ENSG00000196090.11 ENST00000373190.4 0.046929 1.000000 PTPRT
ENSG00000196090.11 ENST00000373201.4 0.046929 1.000000 PTPRT
ENSG00000196090.11 ENST00000617474.1 0.046929 0.936949 PTPRT
ENSG00000196090.11 ENST00000373193.6 0.046929 1.000000 PTPRT
ENSG00000172264.15 ENST00000477147.4 0.098996 1.000000 MACROD2
ENSG00000172264.15 ENST00000402914.4 0.098996 0.068037 MACROD2
ENSG00000172264.15 ENST00000494602.4 0.098996 1.000000 MACROD2
ENSG00000172264.15 ENST00000490428.4 0.098996 1.000000 MACROD2
ENSG00000172264.15 ENST00000217246.7 0.098996 1.000000 MACROD2
ENSG00000175170.13 ENST00000584071.1 0.130046 NaN FAM182B
ENSG00000175170.13 ENST00000376403.4 0.130046 NaN FAM182B
ENSG00000175170.13 ENST00000582267.4 0.130046 NaN FAM182B
ENSG00000175170.13 ENST00000478164.1 0.130046 NaN FAM182B
ENSG00000175170.13 ENST00000584356.1 0.130046 NaN FAM182B
ENSG00000025293.14 ENST00000461122.4 0.890763 NaN PHF20
ENSG00000025293.14 ENST00000339089.9 0.890763 NaN PHF20
ENSG00000025293.14 ENST00000374012.6 0.890763 NaN PHF20
ENSG00000025293.14 ENST00000374000.7 0.890763 NaN PHF20
ENSG00000124214.18 ENST00000437404.2 1.000000 NaN STAU1
ENSG00000131061.12 ENST00000483118.4 1.000000 NaN ZNF341
ENSG00000089123.14 ENST00000480436.4 1.000000 NaN TASP1
ENSG00000124214.18 ENST00000371856.5 1.000000 NaN STAU1
ENSG00000088812.16 ENST00000446916.2 1.000000 NaN ATRN
ENSG00000089123.14 ENST00000337743.7 1.000000 NaN TASP1
ENSG00000124214.18 ENST00000371828.6 1.000000 NaN STAU1
ENSG00000124214.18 ENST00000340954.10 1.000000 NaN STAU1
ENSG00000131061.12 ENST00000497876.4 1.000000 NaN ZNF341
ENSG00000089123.14 ENST00000465381.4 1.000000 NaN TASP1
MSTRG.82 ENST00000290231.9 1.000000 NaN NCOA5
ENSG00000131061.12 ENST00000375200.4 1.000000 NaN ZNF341
ENSG00000234684.5 ENST00000609470.4 1.000000 NaN SDCBP2-AS1
ENSG00000234684.5 ENST00000446423.1 1.000000 NaN SDCBP2-AS1
ENSG00000234684.5 ENST00000609285.4 1.000000 NaN SDCBP2-AS1
ENSG00000078747.11 ENST00000486883.4 1.000000 NaN ITCH
ENSG00000078747.11 ENST00000535650.4 1.000000 NaN ITCH
ENSG00000078747.11 ENST00000374864.7 1.000000 NaN ITCH
ENSG00000078747.11 ENST00000262650.9 1.000000 NaN ITCH
MSTRG.82 MSTRG.82.3 1.000000 NaN MSTRG.82
MSTRG.82 ENST00000372291.3 1.000000 NaN NCOA5
ENSG00000088812.16 ENST00000262919.8 1.000000 NaN ATRN
ENSG00000131061.12 ENST00000342427.5 1.000000 NaN ZNF341

View dtu_plots.pdf file to see plots of differential isoform usage

Software versions

The table below highlights versions of key software used within the analysis.

Name Version
pysam 0.21.0
aplanat 0.6.20
pandas 1.3.5
scikit-learn 1.0.2
fastcat 0.10.2
minimap2 2.24-r1122
samtools 1.17
bedtools v2.30.0
pychopper 2.7.10
gffread 0.12.7
seqkit v2.2.0
stringtie 2.1.1

Workflow parameters

The table below highlights values of the main parameters used in this analysis.

Key Value
fastq wf-transcriptomes/data/differential_expression/differential_expression_fastq
bam None
ref_genome wf-transcriptomes/data/differential_expression/hg38_chr20.fa
ref_annotation wf-transcriptomes/data/differential_expression/gencode.v22.annotation.chr20.gtf
transcriptome_source reference-guided
threads 4
isoform_table_nrows 5000
out_dir wf-transcriptomes
sample None
sample_sheet wf-transcriptomes/data/differential_expression/sample_sheet.csv
analyse_unclassified False
igv False
direct_rna True
pychopper_opts None
pychopper_backend edlib
cdna_kit SQK-PCS109
minimap2_index_opts -k 15
minimap2_opts -uf
minimum_mapping_quality 40
poly_context 24
max_poly_run 8
bundle_min_reads 50000
stringtie_opts --conservative
gffcompare_opts -R
plot_gffcmp_stats True
de_analysis True
ref_transcriptome None
min_samps_gene_expr 3
min_samps_feature_expr 1
min_gene_expr 10
min_feature_expr 3
store_dir wf-transcriptomes/store_dir
transcriptome-source wf-transcriptomes/data/reference-guided
transcriptomeSource wf-transcriptomes/data/reference-guided

About

This report was produced using the epi2me-labs/wf-transcriptomes. The workflow can be run using nextflow epi2me-labs/wf-transcriptomes --help

Version details Revision: unknown Git Commit: unknown

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