This pipeline computes the correlation between significant arm-level copy number variations (cnvs) and selected clinical features.
Testing the association between copy number variation 79 arm-level events and 13 clinical features across 604 patients, 28 significant findings detected with Q value < 0.25.
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6q gain cnv correlated to 'RADIATIONS.RADIATION.REGIMENINDICATION'.
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7p gain cnv correlated to 'NEOPLASM.DISEASESTAGE', 'PATHOLOGY.N.STAGE', and 'NUMBER.OF.LYMPH.NODES'.
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7q gain cnv correlated to 'NEOPLASM.DISEASESTAGE'.
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11q gain cnv correlated to 'AGE'.
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13q gain cnv correlated to 'HISTOLOGICAL.TYPE'.
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20p gain cnv correlated to 'NEOPLASM.DISEASESTAGE' and 'HISTOLOGICAL.TYPE'.
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20q gain cnv correlated to 'PRIMARY.SITE.OF.DISEASE' and 'HISTOLOGICAL.TYPE'.
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8p loss cnv correlated to 'NUMBER.OF.LYMPH.NODES'.
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14q loss cnv correlated to 'HISTOLOGICAL.TYPE'.
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17p loss cnv correlated to 'HISTOLOGICAL.TYPE' and 'NUMBER.OF.LYMPH.NODES'.
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18p loss cnv correlated to 'PRIMARY.SITE.OF.DISEASE', 'NEOPLASM.DISEASESTAGE', 'PATHOLOGY.M.STAGE', and 'HISTOLOGICAL.TYPE'.
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18q loss cnv correlated to 'PRIMARY.SITE.OF.DISEASE', 'NEOPLASM.DISEASESTAGE', 'PATHOLOGY.N.STAGE', 'PATHOLOGY.M.STAGE', 'HISTOLOGICAL.TYPE', and 'NUMBER.OF.LYMPH.NODES'.
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19p loss cnv correlated to 'NUMBER.OF.LYMPH.NODES'.
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22q loss cnv correlated to 'PATHOLOGY.N.STAGE' and 'NUMBER.OF.LYMPH.NODES'.
Clinical Features |
Time to Death |
AGE |
PRIMARY SITE OF DISEASE |
NEOPLASM DISEASESTAGE |
PATHOLOGY T STAGE |
PATHOLOGY N STAGE |
PATHOLOGY M STAGE |
GENDER |
HISTOLOGICAL TYPE |
RADIATIONS RADIATION REGIMENINDICATION |
COMPLETENESS OF RESECTION |
NUMBER OF LYMPH NODES |
RACE | ||
nCNV (%) | nWild-Type | logrank test | Wilcoxon-test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Wilcoxon-test | Fisher's exact test | |
18q loss | 401 (66%) | 203 |
0.976 (1.00) |
0.0109 (1.00) |
1.14e-08 (1.17e-05) |
3e-05 (0.0304) |
0.421 (1.00) |
8e-05 (0.0806) |
9e-05 (0.0905) |
0.546 (1.00) |
1e-05 (0.0102) |
0.285 (1.00) |
0.0224 (1.00) |
7.95e-05 (0.0802) |
0.566 (1.00) |
18p loss | 372 (62%) | 232 |
0.82 (1.00) |
0.0167 (1.00) |
4.54e-07 (0.000465) |
0.00014 (0.14) |
0.828 (1.00) |
0.00319 (1.00) |
0.00012 (0.12) |
0.615 (1.00) |
1e-05 (0.0102) |
0.164 (1.00) |
0.0237 (1.00) |
0.00141 (1.00) |
0.773 (1.00) |
7p gain | 345 (57%) | 259 |
0.665 (1.00) |
0.15 (1.00) |
0.0943 (1.00) |
0.00022 (0.22) |
0.92 (1.00) |
2e-05 (0.0203) |
0.0879 (1.00) |
0.681 (1.00) |
0.00078 (0.762) |
0.313 (1.00) |
0.377 (1.00) |
4.94e-05 (0.05) |
0.504 (1.00) |
20p gain | 347 (57%) | 257 |
0.184 (1.00) |
0.563 (1.00) |
0.00689 (1.00) |
0.00022 (0.22) |
0.55 (1.00) |
0.057 (1.00) |
0.00394 (1.00) |
0.118 (1.00) |
2e-05 (0.0203) |
0.314 (1.00) |
0.0834 (1.00) |
0.0283 (1.00) |
0.579 (1.00) |
20q gain | 455 (75%) | 149 |
0.509 (1.00) |
0.224 (1.00) |
1.21e-06 (0.00124) |
0.00031 (0.308) |
0.295 (1.00) |
0.00051 (0.502) |
0.00428 (1.00) |
0.257 (1.00) |
1e-05 (0.0102) |
0.464 (1.00) |
0.018 (1.00) |
0.00226 (1.00) |
0.14 (1.00) |
17p loss | 334 (55%) | 270 |
0.168 (1.00) |
0.264 (1.00) |
0.0207 (1.00) |
0.00356 (1.00) |
0.443 (1.00) |
0.00087 (0.849) |
0.0199 (1.00) |
0.251 (1.00) |
1e-05 (0.0102) |
0.311 (1.00) |
0.0777 (1.00) |
0.0002 (0.2) |
0.654 (1.00) |
22q loss | 196 (32%) | 408 |
0.0218 (1.00) |
0.782 (1.00) |
0.624 (1.00) |
0.00797 (1.00) |
0.289 (1.00) |
4e-05 (0.0405) |
0.0168 (1.00) |
0.794 (1.00) |
0.0196 (1.00) |
0.481 (1.00) |
0.398 (1.00) |
0.000114 (0.115) |
0.537 (1.00) |
6q gain | 109 (18%) | 495 |
0.52 (1.00) |
0.455 (1.00) |
0.231 (1.00) |
0.0147 (1.00) |
0.599 (1.00) |
0.00214 (1.00) |
0.0397 (1.00) |
0.399 (1.00) |
0.0693 (1.00) |
0.000138 (0.139) |
0.384 (1.00) |
0.00317 (1.00) |
0.698 (1.00) |
7q gain | 309 (51%) | 295 |
0.899 (1.00) |
0.116 (1.00) |
0.582 (1.00) |
0.00018 (0.18) |
0.648 (1.00) |
0.00054 (0.53) |
0.0274 (1.00) |
0.684 (1.00) |
0.00678 (1.00) |
1 (1.00) |
0.478 (1.00) |
0.00145 (1.00) |
0.202 (1.00) |
11q gain | 75 (12%) | 529 |
0.438 (1.00) |
8.33e-05 (0.0839) |
0.126 (1.00) |
0.211 (1.00) |
0.551 (1.00) |
0.215 (1.00) |
0.0855 (1.00) |
1 (1.00) |
0.00047 (0.463) |
0.31 (1.00) |
0.703 (1.00) |
0.171 (1.00) |
0.498 (1.00) |
13q gain | 362 (60%) | 242 |
0.779 (1.00) |
0.596 (1.00) |
0.0147 (1.00) |
0.00123 (1.00) |
0.769 (1.00) |
0.00027 (0.269) |
0.0141 (1.00) |
0.28 (1.00) |
1e-05 (0.0102) |
0.327 (1.00) |
0.0878 (1.00) |
0.00139 (1.00) |
0.0503 (1.00) |
8p loss | 213 (35%) | 391 |
0.684 (1.00) |
0.787 (1.00) |
0.00276 (1.00) |
0.0335 (1.00) |
0.167 (1.00) |
0.00027 (0.269) |
0.0617 (1.00) |
0.105 (1.00) |
0.00293 (1.00) |
0.291 (1.00) |
0.11 (1.00) |
7.63e-05 (0.0771) |
0.489 (1.00) |
14q loss | 201 (33%) | 403 |
0.724 (1.00) |
0.241 (1.00) |
0.0191 (1.00) |
0.422 (1.00) |
0.366 (1.00) |
0.0451 (1.00) |
0.0859 (1.00) |
0.604 (1.00) |
1e-05 (0.0102) |
1 (1.00) |
0.946 (1.00) |
0.186 (1.00) |
0.98 (1.00) |
19p loss | 63 (10%) | 541 |
0.0415 (1.00) |
0.255 (1.00) |
0.13 (1.00) |
0.00272 (1.00) |
0.797 (1.00) |
0.00054 (0.53) |
0.0112 (1.00) |
0.895 (1.00) |
0.143 (1.00) |
0.24 (1.00) |
0.477 (1.00) |
3.72e-06 (0.0038) |
1 (1.00) |
1p gain | 49 (8%) | 555 |
0.104 (1.00) |
0.836 (1.00) |
1 (1.00) |
0.272 (1.00) |
0.5 (1.00) |
0.253 (1.00) |
0.112 (1.00) |
0.456 (1.00) |
0.0937 (1.00) |
0.535 (1.00) |
0.187 (1.00) |
0.0468 (1.00) |
0.668 (1.00) |
1q gain | 116 (19%) | 488 |
0.401 (1.00) |
0.461 (1.00) |
0.349 (1.00) |
0.119 (1.00) |
0.0353 (1.00) |
0.0176 (1.00) |
0.0528 (1.00) |
0.408 (1.00) |
0.183 (1.00) |
0.385 (1.00) |
0.295 (1.00) |
0.00118 (1.00) |
0.857 (1.00) |
2p gain | 119 (20%) | 485 |
0.407 (1.00) |
0.934 (1.00) |
0.0496 (1.00) |
0.263 (1.00) |
0.52 (1.00) |
0.0771 (1.00) |
0.197 (1.00) |
0.413 (1.00) |
0.00208 (1.00) |
0.39 (1.00) |
0.0257 (1.00) |
0.142 (1.00) |
0.845 (1.00) |
2q gain | 117 (19%) | 487 |
0.233 (1.00) |
0.518 (1.00) |
0.0105 (1.00) |
0.197 (1.00) |
0.579 (1.00) |
0.0352 (1.00) |
0.176 (1.00) |
0.303 (1.00) |
0.00062 (0.607) |
0.076 (1.00) |
0.339 (1.00) |
0.0652 (1.00) |
0.327 (1.00) |
3p gain | 72 (12%) | 532 |
0.425 (1.00) |
0.0875 (1.00) |
0.0323 (1.00) |
0.0181 (1.00) |
0.982 (1.00) |
0.166 (1.00) |
0.00109 (1.00) |
0.315 (1.00) |
0.0963 (1.00) |
1 (1.00) |
0.973 (1.00) |
0.0815 (1.00) |
0.228 (1.00) |
3q gain | 97 (16%) | 507 |
0.235 (1.00) |
0.253 (1.00) |
0.0456 (1.00) |
0.0397 (1.00) |
0.893 (1.00) |
0.0574 (1.00) |
0.00063 (0.616) |
0.32 (1.00) |
0.079 (1.00) |
0.642 (1.00) |
0.574 (1.00) |
0.0584 (1.00) |
0.273 (1.00) |
4p gain | 20 (3%) | 584 |
0.889 (1.00) |
0.378 (1.00) |
0.075 (1.00) |
0.371 (1.00) |
0.372 (1.00) |
0.778 (1.00) |
0.199 (1.00) |
0.171 (1.00) |
0.133 (1.00) |
1 (1.00) |
0.68 (1.00) |
0.819 (1.00) |
0.155 (1.00) |
4q gain | 21 (3%) | 583 |
0.355 (1.00) |
0.631 (1.00) |
1 (1.00) |
0.674 (1.00) |
0.969 (1.00) |
0.116 (1.00) |
0.228 (1.00) |
0.118 (1.00) |
0.437 (1.00) |
1 (1.00) |
0.62 (1.00) |
0.0986 (1.00) |
0.365 (1.00) |
5p gain | 103 (17%) | 501 |
0.559 (1.00) |
0.0808 (1.00) |
0.0513 (1.00) |
0.208 (1.00) |
0.447 (1.00) |
0.0167 (1.00) |
0.331 (1.00) |
1 (1.00) |
0.0266 (1.00) |
0.186 (1.00) |
0.232 (1.00) |
0.0126 (1.00) |
0.0772 (1.00) |
5q gain | 65 (11%) | 539 |
0.48 (1.00) |
0.718 (1.00) |
0.0747 (1.00) |
0.421 (1.00) |
0.258 (1.00) |
0.298 (1.00) |
0.41 (1.00) |
1 (1.00) |
0.075 (1.00) |
1 (1.00) |
0.369 (1.00) |
0.42 (1.00) |
0.213 (1.00) |
6p gain | 122 (20%) | 482 |
0.479 (1.00) |
0.434 (1.00) |
0.136 (1.00) |
0.0393 (1.00) |
0.472 (1.00) |
0.00044 (0.435) |
0.145 (1.00) |
0.224 (1.00) |
0.165 (1.00) |
0.000297 (0.295) |
0.294 (1.00) |
0.000906 (0.883) |
0.255 (1.00) |
8p gain | 167 (28%) | 437 |
0.421 (1.00) |
0.35 (1.00) |
0.307 (1.00) |
0.58 (1.00) |
0.951 (1.00) |
0.317 (1.00) |
0.772 (1.00) |
0.927 (1.00) |
0.575 (1.00) |
0.713 (1.00) |
0.0511 (1.00) |
0.304 (1.00) |
1 (1.00) |
8q gain | 310 (51%) | 294 |
0.443 (1.00) |
0.108 (1.00) |
0.521 (1.00) |
0.0604 (1.00) |
0.242 (1.00) |
0.0826 (1.00) |
0.0359 (1.00) |
0.871 (1.00) |
0.0434 (1.00) |
0.0383 (1.00) |
0.0277 (1.00) |
0.122 (1.00) |
0.871 (1.00) |
9p gain | 120 (20%) | 484 |
0.00812 (1.00) |
0.697 (1.00) |
0.0295 (1.00) |
0.0096 (1.00) |
0.458 (1.00) |
0.217 (1.00) |
0.268 (1.00) |
0.759 (1.00) |
0.00402 (1.00) |
1 (1.00) |
0.384 (1.00) |
0.223 (1.00) |
0.0678 (1.00) |
9q gain | 101 (17%) | 503 |
0.00804 (1.00) |
0.931 (1.00) |
0.269 (1.00) |
0.0398 (1.00) |
0.408 (1.00) |
0.462 (1.00) |
0.42 (1.00) |
0.663 (1.00) |
0.0271 (1.00) |
1 (1.00) |
0.729 (1.00) |
0.523 (1.00) |
0.171 (1.00) |
10p gain | 46 (8%) | 558 |
0.0351 (1.00) |
0.478 (1.00) |
0.731 (1.00) |
0.581 (1.00) |
0.139 (1.00) |
0.0234 (1.00) |
0.462 (1.00) |
1 (1.00) |
0.927 (1.00) |
0.512 (1.00) |
0.575 (1.00) |
0.1 (1.00) |
0.166 (1.00) |
10q gain | 26 (4%) | 578 |
0.643 (1.00) |
0.0237 (1.00) |
0.822 (1.00) |
0.607 (1.00) |
0.405 (1.00) |
0.0368 (1.00) |
0.386 (1.00) |
0.842 (1.00) |
0.768 (1.00) |
0.329 (1.00) |
0.824 (1.00) |
0.022 (1.00) |
0.0414 (1.00) |
11p gain | 83 (14%) | 521 |
0.807 (1.00) |
0.00763 (1.00) |
0.0225 (1.00) |
0.145 (1.00) |
0.174 (1.00) |
0.221 (1.00) |
0.133 (1.00) |
0.906 (1.00) |
0.0004 (0.396) |
0.114 (1.00) |
0.535 (1.00) |
0.162 (1.00) |
0.519 (1.00) |
12p gain | 127 (21%) | 477 |
0.295 (1.00) |
0.151 (1.00) |
0.822 (1.00) |
0.186 (1.00) |
0.337 (1.00) |
0.163 (1.00) |
0.127 (1.00) |
0.921 (1.00) |
0.665 (1.00) |
0.406 (1.00) |
0.783 (1.00) |
0.143 (1.00) |
0.904 (1.00) |
12q gain | 111 (18%) | 493 |
0.587 (1.00) |
0.0499 (1.00) |
0.192 (1.00) |
0.023 (1.00) |
0.485 (1.00) |
0.0276 (1.00) |
0.0261 (1.00) |
0.53 (1.00) |
0.301 (1.00) |
1 (1.00) |
0.564 (1.00) |
0.0116 (1.00) |
0.826 (1.00) |
14q gain | 42 (7%) | 562 |
0.395 (1.00) |
0.977 (1.00) |
0.281 (1.00) |
0.639 (1.00) |
0.942 (1.00) |
0.78 (1.00) |
0.0187 (1.00) |
0.874 (1.00) |
0.211 (1.00) |
0.48 (1.00) |
0.671 (1.00) |
0.382 (1.00) |
0.012 (1.00) |
15q gain | 15 (2%) | 589 |
0.959 (1.00) |
0.357 (1.00) |
1 (1.00) |
0.603 (1.00) |
0.0782 (1.00) |
0.72 (1.00) |
0.181 (1.00) |
0.0632 (1.00) |
0.0785 (1.00) |
0.204 (1.00) |
0.704 (1.00) |
0.417 (1.00) |
0.393 (1.00) |
16p gain | 145 (24%) | 459 |
0.277 (1.00) |
0.123 (1.00) |
0.83 (1.00) |
0.0123 (1.00) |
0.985 (1.00) |
0.00144 (1.00) |
0.35 (1.00) |
0.849 (1.00) |
0.00426 (1.00) |
0.229 (1.00) |
0.745 (1.00) |
0.00236 (1.00) |
0.429 (1.00) |
16q gain | 143 (24%) | 461 |
0.476 (1.00) |
0.0831 (1.00) |
0.589 (1.00) |
0.00415 (1.00) |
0.965 (1.00) |
0.00033 (0.327) |
0.298 (1.00) |
0.849 (1.00) |
0.00377 (1.00) |
0.227 (1.00) |
0.747 (1.00) |
0.00148 (1.00) |
0.429 (1.00) |
17p gain | 36 (6%) | 568 |
0.0559 (1.00) |
0.766 (1.00) |
0.849 (1.00) |
0.574 (1.00) |
0.311 (1.00) |
0.891 (1.00) |
0.202 (1.00) |
1 (1.00) |
0.886 (1.00) |
1 (1.00) |
0.935 (1.00) |
0.699 (1.00) |
0.0678 (1.00) |
17q gain | 110 (18%) | 494 |
0.1 (1.00) |
0.258 (1.00) |
1 (1.00) |
0.409 (1.00) |
0.65 (1.00) |
0.55 (1.00) |
0.0233 (1.00) |
0.916 (1.00) |
0.457 (1.00) |
1 (1.00) |
0.161 (1.00) |
0.958 (1.00) |
0.774 (1.00) |
18p gain | 33 (5%) | 571 |
0.455 (1.00) |
0.515 (1.00) |
0.841 (1.00) |
0.0169 (1.00) |
0.697 (1.00) |
0.0143 (1.00) |
0.243 (1.00) |
0.15 (1.00) |
0.0438 (1.00) |
0.399 (1.00) |
1 (1.00) |
0.0133 (1.00) |
0.812 (1.00) |
18q gain | 20 (3%) | 584 |
0.98 (1.00) |
0.132 (1.00) |
1 (1.00) |
0.0776 (1.00) |
0.475 (1.00) |
0.154 (1.00) |
0.698 (1.00) |
0.171 (1.00) |
0.0792 (1.00) |
0.263 (1.00) |
0.74 (1.00) |
0.25 (1.00) |
0.177 (1.00) |
19p gain | 102 (17%) | 502 |
0.548 (1.00) |
0.724 (1.00) |
0.273 (1.00) |
0.883 (1.00) |
0.876 (1.00) |
0.268 (1.00) |
0.296 (1.00) |
0.232 (1.00) |
0.0723 (1.00) |
1 (1.00) |
0.29 (1.00) |
0.499 (1.00) |
0.794 (1.00) |
19q gain | 111 (18%) | 493 |
0.362 (1.00) |
0.697 (1.00) |
0.637 (1.00) |
0.824 (1.00) |
0.997 (1.00) |
0.24 (1.00) |
0.12 (1.00) |
0.461 (1.00) |
0.25 (1.00) |
1 (1.00) |
0.418 (1.00) |
0.661 (1.00) |
0.595 (1.00) |
21q gain | 32 (5%) | 572 |
0.749 (1.00) |
0.0122 (1.00) |
0.534 (1.00) |
0.681 (1.00) |
0.233 (1.00) |
0.607 (1.00) |
0.513 (1.00) |
0.72 (1.00) |
0.557 (1.00) |
1 (1.00) |
0.826 (1.00) |
0.285 (1.00) |
0.804 (1.00) |
22q gain | 23 (4%) | 581 |
0.701 (1.00) |
0.314 (1.00) |
0.0912 (1.00) |
0.605 (1.00) |
0.117 (1.00) |
0.25 (1.00) |
0.513 (1.00) |
0.833 (1.00) |
0.113 (1.00) |
0.297 (1.00) |
0.328 (1.00) |
0.113 (1.00) |
0.816 (1.00) |
xq gain | 104 (17%) | 500 |
0.843 (1.00) |
0.478 (1.00) |
0.626 (1.00) |
0.204 (1.00) |
0.597 (1.00) |
0.283 (1.00) |
0.412 (1.00) |
0.281 (1.00) |
0.284 (1.00) |
1 (1.00) |
0.985 (1.00) |
0.424 (1.00) |
0.556 (1.00) |
1p loss | 134 (22%) | 470 |
0.319 (1.00) |
0.353 (1.00) |
0.0975 (1.00) |
0.192 (1.00) |
0.847 (1.00) |
0.00603 (1.00) |
0.0656 (1.00) |
0.493 (1.00) |
0.0171 (1.00) |
0.423 (1.00) |
0.879 (1.00) |
0.00126 (1.00) |
0.332 (1.00) |
1q loss | 77 (13%) | 527 |
0.206 (1.00) |
0.19 (1.00) |
0.272 (1.00) |
0.549 (1.00) |
0.931 (1.00) |
0.165 (1.00) |
0.133 (1.00) |
0.0882 (1.00) |
0.23 (1.00) |
0.322 (1.00) |
0.567 (1.00) |
0.0915 (1.00) |
0.0643 (1.00) |
2p loss | 17 (3%) | 587 |
0.862 (1.00) |
0.206 (1.00) |
0.00107 (1.00) |
0.648 (1.00) |
0.881 (1.00) |
0.797 (1.00) |
0.832 (1.00) |
0.806 (1.00) |
0.0107 (1.00) |
0.228 (1.00) |
1 (1.00) |
0.687 (1.00) |
0.15 (1.00) |
2q loss | 14 (2%) | 590 |
0.437 (1.00) |
0.505 (1.00) |
0.0657 (1.00) |
0.32 (1.00) |
1 (1.00) |
0.705 (1.00) |
0.327 (1.00) |
0.432 (1.00) |
0.303 (1.00) |
1 (1.00) |
0.845 (1.00) |
0.44 (1.00) |
|
3p loss | 67 (11%) | 537 |
0.101 (1.00) |
0.678 (1.00) |
0.305 (1.00) |
0.0597 (1.00) |
0.037 (1.00) |
0.0272 (1.00) |
0.021 (1.00) |
0.436 (1.00) |
0.0672 (1.00) |
0.263 (1.00) |
0.18 (1.00) |
0.0224 (1.00) |
0.351 (1.00) |
3q loss | 43 (7%) | 561 |
0.216 (1.00) |
0.537 (1.00) |
0.474 (1.00) |
0.17 (1.00) |
0.13 (1.00) |
0.386 (1.00) |
0.111 (1.00) |
0.207 (1.00) |
0.00737 (1.00) |
0.13 (1.00) |
0.483 (1.00) |
0.527 (1.00) |
0.333 (1.00) |
4p loss | 188 (31%) | 416 |
0.251 (1.00) |
0.947 (1.00) |
0.136 (1.00) |
0.0143 (1.00) |
0.752 (1.00) |
0.00198 (1.00) |
0.00545 (1.00) |
0.725 (1.00) |
0.0162 (1.00) |
0.000523 (0.514) |
0.15 (1.00) |
0.000449 (0.443) |
0.809 (1.00) |
4q loss | 182 (30%) | 422 |
0.609 (1.00) |
0.503 (1.00) |
0.00646 (1.00) |
0.0929 (1.00) |
0.643 (1.00) |
0.00455 (1.00) |
0.195 (1.00) |
0.723 (1.00) |
0.00572 (1.00) |
0.000406 (0.402) |
0.942 (1.00) |
0.00196 (1.00) |
0.729 (1.00) |
5p loss | 82 (14%) | 522 |
0.448 (1.00) |
0.43 (1.00) |
0.228 (1.00) |
0.0151 (1.00) |
0.818 (1.00) |
0.0202 (1.00) |
0.191 (1.00) |
0.554 (1.00) |
0.315 (1.00) |
0.0233 (1.00) |
0.713 (1.00) |
0.0162 (1.00) |
0.428 (1.00) |
5q loss | 116 (19%) | 488 |
0.0678 (1.00) |
0.572 (1.00) |
0.0272 (1.00) |
0.0724 (1.00) |
0.65 (1.00) |
0.00421 (1.00) |
0.066 (1.00) |
0.535 (1.00) |
0.0397 (1.00) |
0.00227 (1.00) |
0.494 (1.00) |
0.00225 (1.00) |
0.398 (1.00) |
6p loss | 45 (7%) | 559 |
0.00453 (1.00) |
0.329 (1.00) |
0.861 (1.00) |
0.362 (1.00) |
0.536 (1.00) |
0.265 (1.00) |
0.472 (1.00) |
0.539 (1.00) |
0.148 (1.00) |
0.504 (1.00) |
0.0527 (1.00) |
0.352 (1.00) |
0.00852 (1.00) |
6q loss | 68 (11%) | 536 |
0.0279 (1.00) |
0.756 (1.00) |
0.378 (1.00) |
0.337 (1.00) |
0.341 (1.00) |
0.111 (1.00) |
0.162 (1.00) |
0.246 (1.00) |
0.0396 (1.00) |
1 (1.00) |
0.191 (1.00) |
0.053 (1.00) |
0.00465 (1.00) |
7q loss | 4 (1%) | 600 |
0.512 (1.00) |
0.963 (1.00) |
0.296 (1.00) |
0.637 (1.00) |
0.311 (1.00) |
1 (1.00) |
1 (1.00) |
0.345 (1.00) |
0.142 (1.00) |
1 (1.00) |
1 (1.00) |
0.298 (1.00) |
|
8q loss | 35 (6%) | 569 |
0.792 (1.00) |
0.902 (1.00) |
0.329 (1.00) |
0.359 (1.00) |
0.56 (1.00) |
0.259 (1.00) |
0.305 (1.00) |
0.0135 (1.00) |
0.48 (1.00) |
1 (1.00) |
0.618 (1.00) |
0.782 (1.00) |
0.0713 (1.00) |
9p loss | 74 (12%) | 530 |
0.659 (1.00) |
0.209 (1.00) |
0.574 (1.00) |
0.769 (1.00) |
0.0718 (1.00) |
0.329 (1.00) |
0.183 (1.00) |
0.173 (1.00) |
0.112 (1.00) |
1 (1.00) |
0.0466 (1.00) |
0.0778 (1.00) |
0.809 (1.00) |
9q loss | 74 (12%) | 530 |
0.432 (1.00) |
0.0379 (1.00) |
0.481 (1.00) |
0.517 (1.00) |
0.103 (1.00) |
0.297 (1.00) |
0.0853 (1.00) |
0.536 (1.00) |
0.115 (1.00) |
1 (1.00) |
0.0538 (1.00) |
0.165 (1.00) |
0.778 (1.00) |
10p loss | 100 (17%) | 504 |
0.293 (1.00) |
0.00501 (1.00) |
0.137 (1.00) |
0.369 (1.00) |
0.818 (1.00) |
0.0967 (1.00) |
0.368 (1.00) |
0.913 (1.00) |
0.0242 (1.00) |
0.00819 (1.00) |
0.985 (1.00) |
0.0192 (1.00) |
0.762 (1.00) |
10q loss | 109 (18%) | 495 |
0.27 (1.00) |
0.0124 (1.00) |
0.0723 (1.00) |
0.577 (1.00) |
0.986 (1.00) |
0.242 (1.00) |
0.647 (1.00) |
0.833 (1.00) |
0.0197 (1.00) |
0.012 (1.00) |
1 (1.00) |
0.109 (1.00) |
0.876 (1.00) |
11p loss | 74 (12%) | 530 |
0.612 (1.00) |
0.34 (1.00) |
0.399 (1.00) |
0.203 (1.00) |
0.398 (1.00) |
0.0199 (1.00) |
0.0326 (1.00) |
0.902 (1.00) |
0.226 (1.00) |
0.304 (1.00) |
0.93 (1.00) |
0.00041 (0.406) |
0.27 (1.00) |
11q loss | 91 (15%) | 513 |
0.225 (1.00) |
0.591 (1.00) |
0.363 (1.00) |
0.505 (1.00) |
0.717 (1.00) |
0.0895 (1.00) |
0.208 (1.00) |
0.649 (1.00) |
0.136 (1.00) |
0.141 (1.00) |
0.981 (1.00) |
0.0432 (1.00) |
0.187 (1.00) |
12p loss | 70 (12%) | 534 |
0.145 (1.00) |
0.572 (1.00) |
0.248 (1.00) |
0.528 (1.00) |
0.257 (1.00) |
0.0409 (1.00) |
0.344 (1.00) |
0.8 (1.00) |
0.0122 (1.00) |
0.075 (1.00) |
0.905 (1.00) |
0.0465 (1.00) |
0.863 (1.00) |
12q loss | 69 (11%) | 535 |
0.248 (1.00) |
0.964 (1.00) |
0.664 (1.00) |
0.21 (1.00) |
0.465 (1.00) |
0.0283 (1.00) |
0.231 (1.00) |
1 (1.00) |
0.0881 (1.00) |
0.275 (1.00) |
1 (1.00) |
0.0211 (1.00) |
0.339 (1.00) |
13q loss | 20 (3%) | 584 |
0.517 (1.00) |
0.912 (1.00) |
0.202 (1.00) |
0.628 (1.00) |
0.592 (1.00) |
0.068 (1.00) |
0.0599 (1.00) |
1 (1.00) |
0.0337 (1.00) |
1 (1.00) |
1 (1.00) |
0.007 (1.00) |
0.0149 (1.00) |
15q loss | 222 (37%) | 382 |
0.746 (1.00) |
0.407 (1.00) |
0.0448 (1.00) |
0.0385 (1.00) |
0.265 (1.00) |
0.00919 (1.00) |
0.0585 (1.00) |
0.399 (1.00) |
0.00628 (1.00) |
0.0144 (1.00) |
0.832 (1.00) |
0.00332 (1.00) |
0.107 (1.00) |
16p loss | 40 (7%) | 564 |
0.0845 (1.00) |
0.216 (1.00) |
0.855 (1.00) |
0.123 (1.00) |
0.417 (1.00) |
0.333 (1.00) |
0.368 (1.00) |
0.513 (1.00) |
0.534 (1.00) |
1 (1.00) |
0.149 (1.00) |
0.428 (1.00) |
0.24 (1.00) |
16q loss | 42 (7%) | 562 |
0.287 (1.00) |
0.113 (1.00) |
0.368 (1.00) |
0.38 (1.00) |
0.769 (1.00) |
0.173 (1.00) |
0.337 (1.00) |
0.749 (1.00) |
0.635 (1.00) |
0.48 (1.00) |
0.39 (1.00) |
0.476 (1.00) |
0.185 (1.00) |
17q loss | 93 (15%) | 511 |
0.0435 (1.00) |
0.899 (1.00) |
0.444 (1.00) |
0.0447 (1.00) |
0.0635 (1.00) |
0.0129 (1.00) |
0.0651 (1.00) |
0.432 (1.00) |
0.792 (1.00) |
0.635 (1.00) |
0.601 (1.00) |
0.000475 (0.468) |
0.151 (1.00) |
19q loss | 55 (9%) | 549 |
0.19 (1.00) |
0.606 (1.00) |
0.198 (1.00) |
0.0327 (1.00) |
0.777 (1.00) |
0.00426 (1.00) |
0.128 (1.00) |
0.397 (1.00) |
0.231 (1.00) |
0.194 (1.00) |
0.832 (1.00) |
0.000614 (0.601) |
0.142 (1.00) |
20p loss | 65 (11%) | 539 |
0.734 (1.00) |
0.511 (1.00) |
0.18 (1.00) |
0.538 (1.00) |
0.442 (1.00) |
0.489 (1.00) |
0.86 (1.00) |
0.514 (1.00) |
0.372 (1.00) |
0.607 (1.00) |
0.579 (1.00) |
0.877 (1.00) |
0.592 (1.00) |
20q loss | 6 (1%) | 598 |
0.399 (1.00) |
0.168 (1.00) |
0.198 (1.00) |
0.653 (1.00) |
0.717 (1.00) |
0.729 (1.00) |
0.823 (1.00) |
1 (1.00) |
0.354 (1.00) |
1 (1.00) |
1 (1.00) |
0.685 (1.00) |
0.244 (1.00) |
21q loss | 190 (31%) | 414 |
0.953 (1.00) |
0.463 (1.00) |
0.0021 (1.00) |
0.499 (1.00) |
0.921 (1.00) |
0.0186 (1.00) |
0.707 (1.00) |
0.661 (1.00) |
0.00027 (0.269) |
0.473 (1.00) |
0.668 (1.00) |
0.00389 (1.00) |
0.431 (1.00) |
xq loss | 77 (13%) | 527 |
0.725 (1.00) |
0.82 (1.00) |
0.0962 (1.00) |
0.307 (1.00) |
0.838 (1.00) |
0.204 (1.00) |
0.0661 (1.00) |
1 (1.00) |
0.113 (1.00) |
1 (1.00) |
0.429 (1.00) |
0.108 (1.00) |
0.537 (1.00) |
P value = 0.000138 (Fisher's exact test), Q value = 0.14
nPatients | NO | YES |
---|---|---|
ALL | 9 | 595 |
6Q GAIN MUTATED | 7 | 102 |
6Q GAIN WILD-TYPE | 2 | 493 |
P value = 0.00022 (Fisher's exact test), Q value = 0.22
nPatients | STAGE I | STAGE IA | STAGE II | STAGE IIA | STAGE IIB | STAGE IIC | STAGE III | STAGE IIIA | STAGE IIIB | STAGE IIIC | STAGE IV | STAGE IVA | STAGE IVB |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ALL | 102 | 1 | 36 | 171 | 10 | 3 | 26 | 21 | 78 | 53 | 61 | 27 | 2 |
7P GAIN MUTATED | 56 | 1 | 18 | 74 | 3 | 2 | 13 | 15 | 56 | 37 | 41 | 19 | 1 |
7P GAIN WILD-TYPE | 46 | 0 | 18 | 97 | 7 | 1 | 13 | 6 | 22 | 16 | 20 | 8 | 1 |
P value = 2e-05 (Fisher's exact test), Q value = 0.02
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 341 | 148 | 112 |
7P GAIN MUTATED | 166 | 101 | 75 |
7P GAIN WILD-TYPE | 175 | 47 | 37 |
P value = 4.94e-05 (Wilcoxon-test), Q value = 0.05
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 570 | 2.2 (4.7) |
7P GAIN MUTATED | 329 | 2.6 (5.2) |
7P GAIN WILD-TYPE | 241 | 1.7 (3.9) |
P value = 0.00018 (Fisher's exact test), Q value = 0.18
nPatients | STAGE I | STAGE IA | STAGE II | STAGE IIA | STAGE IIB | STAGE IIC | STAGE III | STAGE IIIA | STAGE IIIB | STAGE IIIC | STAGE IV | STAGE IVA | STAGE IVB |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ALL | 102 | 1 | 36 | 171 | 10 | 3 | 26 | 21 | 78 | 53 | 61 | 27 | 2 |
7Q GAIN MUTATED | 53 | 1 | 16 | 63 | 3 | 1 | 12 | 10 | 54 | 32 | 37 | 18 | 1 |
7Q GAIN WILD-TYPE | 49 | 0 | 20 | 108 | 7 | 2 | 14 | 11 | 24 | 21 | 24 | 9 | 1 |
P value = 8.33e-05 (Wilcoxon-test), Q value = 0.084
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 602 | 66.3 (12.7) |
11Q GAIN MUTATED | 75 | 60.9 (12.3) |
11Q GAIN WILD-TYPE | 527 | 67.0 (12.6) |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
13Q GAIN MUTATED | 232 | 16 | 106 | 3 |
13Q GAIN WILD-TYPE | 146 | 43 | 40 | 10 |
P value = 0.00022 (Fisher's exact test), Q value = 0.22
nPatients | STAGE I | STAGE IA | STAGE II | STAGE IIA | STAGE IIB | STAGE IIC | STAGE III | STAGE IIIA | STAGE IIIB | STAGE IIIC | STAGE IV | STAGE IVA | STAGE IVB |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ALL | 102 | 1 | 36 | 171 | 10 | 3 | 26 | 21 | 78 | 53 | 61 | 27 | 2 |
20P GAIN MUTATED | 61 | 1 | 13 | 87 | 4 | 2 | 13 | 19 | 40 | 31 | 47 | 18 | 1 |
20P GAIN WILD-TYPE | 41 | 0 | 23 | 84 | 6 | 1 | 13 | 2 | 38 | 22 | 14 | 9 | 1 |
P value = 2e-05 (Fisher's exact test), Q value = 0.02
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
20P GAIN MUTATED | 217 | 19 | 101 | 5 |
20P GAIN WILD-TYPE | 161 | 40 | 45 | 8 |
P value = 1.21e-06 (Fisher's exact test), Q value = 0.0012
nPatients | COLON | RECTUM |
---|---|---|
ALL | 438 | 162 |
20Q GAIN MUTATED | 308 | 144 |
20Q GAIN WILD-TYPE | 130 | 18 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
20Q GAIN MUTATED | 283 | 24 | 135 | 7 |
20Q GAIN WILD-TYPE | 95 | 35 | 11 | 6 |
P value = 7.63e-05 (Wilcoxon-test), Q value = 0.077
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 570 | 2.2 (4.7) |
8P LOSS MUTATED | 205 | 3.2 (6.2) |
8P LOSS WILD-TYPE | 365 | 1.7 (3.5) |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
14Q LOSS MUTATED | 128 | 4 | 64 | 1 |
14Q LOSS WILD-TYPE | 250 | 55 | 82 | 12 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
17P LOSS MUTATED | 212 | 15 | 95 | 6 |
17P LOSS WILD-TYPE | 166 | 44 | 51 | 7 |
P value = 2e-04 (Wilcoxon-test), Q value = 0.2
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 570 | 2.2 (4.7) |
17P LOSS MUTATED | 315 | 2.7 (5.3) |
17P LOSS WILD-TYPE | 255 | 1.6 (3.7) |
P value = 4.54e-07 (Fisher's exact test), Q value = 0.00047
nPatients | COLON | RECTUM |
---|---|---|
ALL | 438 | 162 |
18P LOSS MUTATED | 243 | 126 |
18P LOSS WILD-TYPE | 195 | 36 |
P value = 0.00014 (Fisher's exact test), Q value = 0.14
nPatients | STAGE I | STAGE IA | STAGE II | STAGE IIA | STAGE IIB | STAGE IIC | STAGE III | STAGE IIIA | STAGE IIIB | STAGE IIIC | STAGE IV | STAGE IVA | STAGE IVB |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ALL | 102 | 1 | 36 | 171 | 10 | 3 | 26 | 21 | 78 | 53 | 61 | 27 | 2 |
18P LOSS MUTATED | 56 | 0 | 16 | 97 | 4 | 3 | 11 | 14 | 53 | 37 | 49 | 23 | 1 |
18P LOSS WILD-TYPE | 46 | 1 | 20 | 74 | 6 | 0 | 15 | 7 | 25 | 16 | 12 | 4 | 1 |
P value = 0.00012 (Fisher's exact test), Q value = 0.12
nPatients | M0 | M1 | M1A | M1B | MX |
---|---|---|---|---|---|
ALL | 446 | 74 | 10 | 2 | 63 |
18P LOSS MUTATED | 260 | 62 | 9 | 1 | 36 |
18P LOSS WILD-TYPE | 186 | 12 | 1 | 1 | 27 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
18P LOSS MUTATED | 230 | 12 | 119 | 7 |
18P LOSS WILD-TYPE | 148 | 47 | 27 | 6 |
P value = 1.14e-08 (Fisher's exact test), Q value = 1.2e-05
nPatients | COLON | RECTUM |
---|---|---|
ALL | 438 | 162 |
18Q LOSS MUTATED | 262 | 136 |
18Q LOSS WILD-TYPE | 176 | 26 |
P value = 3e-05 (Fisher's exact test), Q value = 0.03
nPatients | STAGE I | STAGE IA | STAGE II | STAGE IIA | STAGE IIB | STAGE IIC | STAGE III | STAGE IIIA | STAGE IIIB | STAGE IIIC | STAGE IV | STAGE IVA | STAGE IVB |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ALL | 102 | 1 | 36 | 171 | 10 | 3 | 26 | 21 | 78 | 53 | 61 | 27 | 2 |
18Q LOSS MUTATED | 57 | 0 | 20 | 104 | 4 | 3 | 13 | 16 | 57 | 41 | 52 | 24 | 1 |
18Q LOSS WILD-TYPE | 45 | 1 | 16 | 67 | 6 | 0 | 13 | 5 | 21 | 12 | 9 | 3 | 1 |
P value = 8e-05 (Fisher's exact test), Q value = 0.081
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 341 | 148 | 112 |
18Q LOSS MUTATED | 201 | 111 | 86 |
18Q LOSS WILD-TYPE | 140 | 37 | 26 |
P value = 9e-05 (Fisher's exact test), Q value = 0.091
nPatients | M0 | M1 | M1A | M1B | MX |
---|---|---|---|---|---|
ALL | 446 | 74 | 10 | 2 | 63 |
18Q LOSS MUTATED | 283 | 65 | 9 | 1 | 39 |
18Q LOSS WILD-TYPE | 163 | 9 | 1 | 1 | 24 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 378 | 59 | 146 | 13 |
18Q LOSS MUTATED | 246 | 15 | 125 | 10 |
18Q LOSS WILD-TYPE | 132 | 44 | 21 | 3 |
P value = 7.95e-05 (Wilcoxon-test), Q value = 0.08
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 570 | 2.2 (4.7) |
18Q LOSS MUTATED | 380 | 2.5 (4.8) |
18Q LOSS WILD-TYPE | 190 | 1.7 (4.5) |
P value = 3.72e-06 (Wilcoxon-test), Q value = 0.0038
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 570 | 2.2 (4.7) |
19P LOSS MUTATED | 59 | 4.5 (5.9) |
19P LOSS WILD-TYPE | 511 | 2.0 (4.5) |
P value = 4e-05 (Fisher's exact test), Q value = 0.04
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 341 | 148 | 112 |
22Q LOSS MUTATED | 85 | 66 | 44 |
22Q LOSS WILD-TYPE | 256 | 82 | 68 |
P value = 0.000114 (Wilcoxon-test), Q value = 0.11
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 570 | 2.2 (4.7) |
22Q LOSS MUTATED | 185 | 2.9 (5.1) |
22Q LOSS WILD-TYPE | 385 | 1.9 (4.5) |
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Copy number data file = transformed.cor.cli.txt
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Clinical data file = COADREAD-TP.merged_data.txt
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Number of patients = 604
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Number of significantly arm-level cnvs = 79
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Number of selected clinical features = 13
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Exclude regions that fewer than K tumors have mutations, K = 3
For survival clinical features, the Kaplan-Meier survival curves of tumors with and without gene mutations were plotted and the statistical significance P values were estimated by logrank test (Bland and Altman 2004) using the 'survdiff' function in R
For binary or multi-class clinical features (nominal or ordinal), two-tailed Fisher's exact tests (Fisher 1922) were used to estimate the P values using the 'fisher.test' function in R
For multiple hypothesis correction, Q value is the False Discovery Rate (FDR) analogue of the P value (Benjamini and Hochberg 1995), defined as the minimum FDR at which the test may be called significant. We used the 'Benjamini and Hochberg' method of 'p.adjust' function in R to convert P values into Q values.
In addition to the links below, the full results of the analysis summarized in this report can also be downloaded programmatically using firehose_get, or interactively from either the Broad GDAC website or TCGA Data Coordination Center Portal.