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 592 patients, 27 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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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', 'NEOPLASM.DISEASESTAGE', 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'.
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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 | 390 (66%) | 202 |
0.912 (1.00) |
0.021 (1.00) |
1.01e-08 (1.03e-05) |
1e-05 (0.0102) |
0.458 (1.00) |
0.00019 (0.19) |
0.0001 (0.1) |
0.602 (1.00) |
1e-05 (0.0102) |
0.177 (1.00) |
0.0228 (1.00) |
0.000136 (0.137) |
0.385 (1.00) |
18p loss | 361 (61%) | 231 |
0.718 (1.00) |
0.0334 (1.00) |
4.02e-07 (0.000412) |
6e-05 (0.0606) |
0.861 (1.00) |
0.00504 (1.00) |
5e-05 (0.0505) |
0.673 (1.00) |
1e-05 (0.0102) |
0.098 (1.00) |
0.0236 (1.00) |
0.00232 (1.00) |
0.466 (1.00) |
7p gain | 336 (57%) | 256 |
0.457 (1.00) |
0.199 (1.00) |
0.0753 (1.00) |
0.00016 (0.16) |
0.878 (1.00) |
2e-05 (0.0203) |
0.0332 (1.00) |
0.618 (1.00) |
0.00026 (0.259) |
0.312 (1.00) |
0.256 (1.00) |
6.23e-05 (0.0628) |
0.683 (1.00) |
20q gain | 447 (76%) | 145 |
0.479 (1.00) |
0.165 (1.00) |
2.77e-06 (0.00283) |
0.00017 (0.17) |
0.304 (1.00) |
0.0013 (1.00) |
0.00104 (1.00) |
0.339 (1.00) |
1e-05 (0.0102) |
0.696 (1.00) |
0.0248 (1.00) |
0.00705 (1.00) |
0.0956 (1.00) |
20p gain | 340 (57%) | 252 |
0.138 (1.00) |
0.598 (1.00) |
0.00647 (1.00) |
0.00013 (0.13) |
0.524 (1.00) |
0.0665 (1.00) |
0.00633 (1.00) |
0.135 (1.00) |
3e-05 (0.0304) |
0.314 (1.00) |
0.0801 (1.00) |
0.0362 (1.00) |
0.819 (1.00) |
22q loss | 194 (33%) | 398 |
0.0355 (1.00) |
0.8 (1.00) |
0.693 (1.00) |
0.00623 (1.00) |
0.274 (1.00) |
4e-05 (0.0405) |
0.00915 (1.00) |
0.793 (1.00) |
0.0152 (1.00) |
0.484 (1.00) |
0.476 (1.00) |
8.35e-05 (0.0841) |
0.358 (1.00) |
6q gain | 105 (18%) | 487 |
0.509 (1.00) |
0.633 (1.00) |
0.223 (1.00) |
0.057 (1.00) |
0.787 (1.00) |
0.00409 (1.00) |
0.111 (1.00) |
0.39 (1.00) |
0.0359 (1.00) |
0.000122 (0.123) |
0.277 (1.00) |
0.00658 (1.00) |
0.829 (1.00) |
7q gain | 300 (51%) | 292 |
0.663 (1.00) |
0.171 (1.00) |
0.578 (1.00) |
9e-05 (0.0905) |
0.567 (1.00) |
0.00061 (0.601) |
0.0121 (1.00) |
0.621 (1.00) |
0.0036 (1.00) |
1 (1.00) |
0.372 (1.00) |
0.0019 (1.00) |
0.441 (1.00) |
13q gain | 355 (60%) | 237 |
0.504 (1.00) |
0.404 (1.00) |
0.0233 (1.00) |
0.00282 (1.00) |
0.809 (1.00) |
0.00037 (0.367) |
0.039 (1.00) |
0.24 (1.00) |
1e-05 (0.0102) |
0.327 (1.00) |
0.0896 (1.00) |
0.00197 (1.00) |
0.0444 (1.00) |
8p loss | 209 (35%) | 383 |
0.745 (1.00) |
0.74 (1.00) |
0.00472 (1.00) |
0.0222 (1.00) |
0.231 (1.00) |
0.00035 (0.348) |
0.027 (1.00) |
0.196 (1.00) |
0.00419 (1.00) |
0.291 (1.00) |
0.107 (1.00) |
6.9e-05 (0.0696) |
0.469 (1.00) |
14q loss | 195 (33%) | 397 |
0.663 (1.00) |
0.326 (1.00) |
0.0229 (1.00) |
0.412 (1.00) |
0.39 (1.00) |
0.0217 (1.00) |
0.142 (1.00) |
0.6 (1.00) |
1e-05 (0.0102) |
1 (1.00) |
0.942 (1.00) |
0.304 (1.00) |
0.956 (1.00) |
17p loss | 325 (55%) | 267 |
0.221 (1.00) |
0.301 (1.00) |
0.0253 (1.00) |
0.00394 (1.00) |
0.528 (1.00) |
0.00127 (1.00) |
0.0157 (1.00) |
0.248 (1.00) |
1e-05 (0.0102) |
0.195 (1.00) |
0.0745 (1.00) |
0.000289 (0.287) |
0.334 (1.00) |
19p loss | 61 (10%) | 531 |
0.127 (1.00) |
0.36 (1.00) |
0.091 (1.00) |
0.0011 (1.00) |
0.861 (1.00) |
0.0006 (0.592) |
0.0101 (1.00) |
0.787 (1.00) |
0.129 (1.00) |
0.235 (1.00) |
0.431 (1.00) |
2.74e-06 (0.0028) |
0.861 (1.00) |
1p gain | 47 (8%) | 545 |
0.164 (1.00) |
0.736 (1.00) |
1 (1.00) |
0.298 (1.00) |
0.38 (1.00) |
0.345 (1.00) |
0.231 (1.00) |
0.648 (1.00) |
0.12 (1.00) |
0.528 (1.00) |
0.137 (1.00) |
0.0732 (1.00) |
0.636 (1.00) |
1q gain | 115 (19%) | 477 |
0.373 (1.00) |
0.409 (1.00) |
0.292 (1.00) |
0.0936 (1.00) |
0.0214 (1.00) |
0.0224 (1.00) |
0.0298 (1.00) |
0.467 (1.00) |
0.246 (1.00) |
0.387 (1.00) |
0.333 (1.00) |
0.0014 (1.00) |
1 (1.00) |
2p gain | 114 (19%) | 478 |
0.288 (1.00) |
0.456 (1.00) |
0.0606 (1.00) |
0.441 (1.00) |
0.539 (1.00) |
0.186 (1.00) |
0.387 (1.00) |
0.348 (1.00) |
0.00507 (1.00) |
0.385 (1.00) |
0.0286 (1.00) |
0.289 (1.00) |
0.939 (1.00) |
2q gain | 112 (19%) | 480 |
0.149 (1.00) |
0.185 (1.00) |
0.0132 (1.00) |
0.307 (1.00) |
0.603 (1.00) |
0.0913 (1.00) |
0.402 (1.00) |
0.249 (1.00) |
0.0015 (1.00) |
0.0705 (1.00) |
0.347 (1.00) |
0.149 (1.00) |
0.608 (1.00) |
3p gain | 69 (12%) | 523 |
0.359 (1.00) |
0.11 (1.00) |
0.0302 (1.00) |
0.0832 (1.00) |
0.971 (1.00) |
0.201 (1.00) |
0.0154 (1.00) |
0.37 (1.00) |
0.0661 (1.00) |
1 (1.00) |
0.971 (1.00) |
0.109 (1.00) |
0.24 (1.00) |
3q gain | 95 (16%) | 497 |
0.205 (1.00) |
0.256 (1.00) |
0.042 (1.00) |
0.0916 (1.00) |
0.885 (1.00) |
0.0559 (1.00) |
0.00178 (1.00) |
0.434 (1.00) |
0.0278 (1.00) |
0.642 (1.00) |
0.575 (1.00) |
0.0497 (1.00) |
0.27 (1.00) |
4p gain | 18 (3%) | 574 |
0.754 (1.00) |
0.73 (1.00) |
0.0328 (1.00) |
0.636 (1.00) |
0.357 (1.00) |
0.605 (1.00) |
0.254 (1.00) |
0.338 (1.00) |
0.0919 (1.00) |
1 (1.00) |
0.738 (1.00) |
0.665 (1.00) |
0.396 (1.00) |
4q gain | 19 (3%) | 573 |
0.259 (1.00) |
0.278 (1.00) |
1 (1.00) |
0.842 (1.00) |
1 (1.00) |
0.403 (1.00) |
0.321 (1.00) |
0.243 (1.00) |
0.599 (1.00) |
1 (1.00) |
0.566 (1.00) |
0.269 (1.00) |
0.763 (1.00) |
5p gain | 98 (17%) | 494 |
0.43 (1.00) |
0.178 (1.00) |
0.0805 (1.00) |
0.437 (1.00) |
0.681 (1.00) |
0.0658 (1.00) |
0.541 (1.00) |
1 (1.00) |
0.0352 (1.00) |
0.174 (1.00) |
0.117 (1.00) |
0.0605 (1.00) |
0.258 (1.00) |
5q gain | 62 (10%) | 530 |
0.5 (1.00) |
0.908 (1.00) |
0.0695 (1.00) |
0.682 (1.00) |
0.662 (1.00) |
0.535 (1.00) |
0.846 (1.00) |
0.687 (1.00) |
0.0669 (1.00) |
1 (1.00) |
0.151 (1.00) |
0.711 (1.00) |
0.372 (1.00) |
6p gain | 118 (20%) | 474 |
0.47 (1.00) |
0.582 (1.00) |
0.13 (1.00) |
0.118 (1.00) |
0.503 (1.00) |
0.00094 (0.923) |
0.357 (1.00) |
0.217 (1.00) |
0.112 (1.00) |
0.000271 (0.27) |
0.223 (1.00) |
0.0019 (1.00) |
0.283 (1.00) |
8p gain | 162 (27%) | 430 |
0.355 (1.00) |
0.371 (1.00) |
0.468 (1.00) |
0.461 (1.00) |
0.797 (1.00) |
0.28 (1.00) |
0.921 (1.00) |
1 (1.00) |
0.576 (1.00) |
0.711 (1.00) |
0.231 (1.00) |
0.165 (1.00) |
1 (1.00) |
8q gain | 302 (51%) | 290 |
0.473 (1.00) |
0.117 (1.00) |
0.405 (1.00) |
0.145 (1.00) |
0.21 (1.00) |
0.148 (1.00) |
0.156 (1.00) |
0.869 (1.00) |
0.0392 (1.00) |
0.038 (1.00) |
0.173 (1.00) |
0.246 (1.00) |
0.846 (1.00) |
9p gain | 116 (20%) | 476 |
0.00788 (1.00) |
0.773 (1.00) |
0.0192 (1.00) |
0.017 (1.00) |
0.585 (1.00) |
0.12 (1.00) |
0.745 (1.00) |
0.918 (1.00) |
0.00846 (1.00) |
1 (1.00) |
0.247 (1.00) |
0.143 (1.00) |
0.108 (1.00) |
9q gain | 98 (17%) | 494 |
0.0093 (1.00) |
0.903 (1.00) |
0.173 (1.00) |
0.088 (1.00) |
0.483 (1.00) |
0.326 (1.00) |
0.899 (1.00) |
0.58 (1.00) |
0.0912 (1.00) |
1 (1.00) |
0.552 (1.00) |
0.319 (1.00) |
0.361 (1.00) |
10p gain | 44 (7%) | 548 |
0.0279 (1.00) |
0.727 (1.00) |
0.861 (1.00) |
0.6 (1.00) |
0.176 (1.00) |
0.0325 (1.00) |
0.406 (1.00) |
1 (1.00) |
0.871 (1.00) |
0.503 (1.00) |
0.575 (1.00) |
0.105 (1.00) |
0.153 (1.00) |
10q gain | 24 (4%) | 568 |
0.586 (1.00) |
0.0741 (1.00) |
1 (1.00) |
0.589 (1.00) |
0.513 (1.00) |
0.0401 (1.00) |
0.409 (1.00) |
0.836 (1.00) |
0.912 (1.00) |
0.313 (1.00) |
0.672 (1.00) |
0.0226 (1.00) |
0.0441 (1.00) |
11p gain | 80 (14%) | 512 |
0.991 (1.00) |
0.0169 (1.00) |
0.0211 (1.00) |
0.225 (1.00) |
0.222 (1.00) |
0.462 (1.00) |
0.113 (1.00) |
1 (1.00) |
0.00094 (0.923) |
0.109 (1.00) |
0.338 (1.00) |
0.357 (1.00) |
0.481 (1.00) |
11q gain | 72 (12%) | 520 |
0.596 (1.00) |
0.000256 (0.256) |
0.121 (1.00) |
0.36 (1.00) |
0.604 (1.00) |
0.424 (1.00) |
0.0549 (1.00) |
1 (1.00) |
0.00109 (1.00) |
0.301 (1.00) |
0.474 (1.00) |
0.386 (1.00) |
0.639 (1.00) |
12p gain | 125 (21%) | 467 |
0.261 (1.00) |
0.119 (1.00) |
0.91 (1.00) |
0.232 (1.00) |
0.312 (1.00) |
0.21 (1.00) |
0.266 (1.00) |
0.92 (1.00) |
0.775 (1.00) |
0.407 (1.00) |
0.784 (1.00) |
0.211 (1.00) |
0.895 (1.00) |
12q gain | 109 (18%) | 483 |
0.536 (1.00) |
0.0334 (1.00) |
0.232 (1.00) |
0.051 (1.00) |
0.467 (1.00) |
0.0451 (1.00) |
0.0593 (1.00) |
0.526 (1.00) |
0.458 (1.00) |
1 (1.00) |
0.616 (1.00) |
0.0207 (1.00) |
0.957 (1.00) |
14q gain | 41 (7%) | 551 |
0.4 (1.00) |
0.914 (1.00) |
0.361 (1.00) |
0.914 (1.00) |
0.964 (1.00) |
0.816 (1.00) |
0.0539 (1.00) |
0.748 (1.00) |
0.302 (1.00) |
0.478 (1.00) |
0.606 (1.00) |
0.453 (1.00) |
0.0065 (1.00) |
15q gain | 15 (3%) | 577 |
0.967 (1.00) |
0.328 (1.00) |
1 (1.00) |
0.555 (1.00) |
0.0719 (1.00) |
0.718 (1.00) |
0.167 (1.00) |
0.0631 (1.00) |
0.0808 (1.00) |
0.208 (1.00) |
0.698 (1.00) |
0.401 (1.00) |
0.452 (1.00) |
16p gain | 141 (24%) | 451 |
0.459 (1.00) |
0.161 (1.00) |
1 (1.00) |
0.0197 (1.00) |
0.99 (1.00) |
0.00225 (1.00) |
0.321 (1.00) |
0.847 (1.00) |
0.00326 (1.00) |
0.227 (1.00) |
0.737 (1.00) |
0.00445 (1.00) |
0.439 (1.00) |
16q gain | 139 (23%) | 453 |
0.726 (1.00) |
0.111 (1.00) |
0.743 (1.00) |
0.00663 (1.00) |
0.977 (1.00) |
0.00047 (0.466) |
0.268 (1.00) |
0.923 (1.00) |
0.0038 (1.00) |
0.225 (1.00) |
0.685 (1.00) |
0.00285 (1.00) |
0.409 (1.00) |
17p gain | 35 (6%) | 557 |
0.0578 (1.00) |
0.901 (1.00) |
1 (1.00) |
0.516 (1.00) |
0.299 (1.00) |
0.862 (1.00) |
0.197 (1.00) |
1 (1.00) |
0.952 (1.00) |
1 (1.00) |
0.871 (1.00) |
0.835 (1.00) |
0.0745 (1.00) |
17q gain | 105 (18%) | 487 |
0.175 (1.00) |
0.576 (1.00) |
1 (1.00) |
0.135 (1.00) |
0.761 (1.00) |
0.381 (1.00) |
0.00545 (1.00) |
1 (1.00) |
0.457 (1.00) |
1 (1.00) |
0.169 (1.00) |
0.815 (1.00) |
0.629 (1.00) |
18p gain | 33 (6%) | 559 |
0.455 (1.00) |
0.573 (1.00) |
0.841 (1.00) |
0.012 (1.00) |
0.664 (1.00) |
0.0121 (1.00) |
0.129 (1.00) |
0.15 (1.00) |
0.0356 (1.00) |
0.405 (1.00) |
1 (1.00) |
0.0118 (1.00) |
0.805 (1.00) |
18q gain | 20 (3%) | 572 |
0.965 (1.00) |
0.148 (1.00) |
1 (1.00) |
0.088 (1.00) |
0.476 (1.00) |
0.154 (1.00) |
0.671 (1.00) |
0.171 (1.00) |
0.0611 (1.00) |
0.268 (1.00) |
0.634 (1.00) |
0.241 (1.00) |
0.22 (1.00) |
19p gain | 99 (17%) | 493 |
0.744 (1.00) |
0.998 (1.00) |
0.321 (1.00) |
0.864 (1.00) |
0.946 (1.00) |
0.134 (1.00) |
0.361 (1.00) |
0.186 (1.00) |
0.0638 (1.00) |
1 (1.00) |
0.365 (1.00) |
0.689 (1.00) |
1 (1.00) |
19q gain | 109 (18%) | 483 |
0.502 (1.00) |
0.833 (1.00) |
0.552 (1.00) |
0.71 (1.00) |
0.946 (1.00) |
0.085 (1.00) |
0.143 (1.00) |
0.457 (1.00) |
0.209 (1.00) |
1 (1.00) |
0.497 (1.00) |
0.912 (1.00) |
0.933 (1.00) |
21q gain | 30 (5%) | 562 |
0.643 (1.00) |
0.0299 (1.00) |
0.392 (1.00) |
0.591 (1.00) |
0.205 (1.00) |
0.589 (1.00) |
0.466 (1.00) |
0.851 (1.00) |
0.539 (1.00) |
1 (1.00) |
0.672 (1.00) |
0.298 (1.00) |
0.44 (1.00) |
22q gain | 22 (4%) | 570 |
0.608 (1.00) |
0.397 (1.00) |
0.0828 (1.00) |
0.62 (1.00) |
0.134 (1.00) |
0.397 (1.00) |
0.243 (1.00) |
1 (1.00) |
0.0997 (1.00) |
0.291 (1.00) |
0.336 (1.00) |
0.177 (1.00) |
0.61 (1.00) |
xq gain | 101 (17%) | 491 |
0.561 (1.00) |
0.354 (1.00) |
0.623 (1.00) |
0.133 (1.00) |
0.703 (1.00) |
0.232 (1.00) |
0.206 (1.00) |
0.229 (1.00) |
0.198 (1.00) |
1 (1.00) |
0.969 (1.00) |
0.367 (1.00) |
0.786 (1.00) |
1p loss | 131 (22%) | 461 |
0.218 (1.00) |
0.472 (1.00) |
0.148 (1.00) |
0.295 (1.00) |
0.835 (1.00) |
0.00552 (1.00) |
0.0651 (1.00) |
0.428 (1.00) |
0.024 (1.00) |
0.422 (1.00) |
0.781 (1.00) |
0.00136 (1.00) |
0.395 (1.00) |
1q loss | 73 (12%) | 519 |
0.19 (1.00) |
0.272 (1.00) |
0.398 (1.00) |
0.653 (1.00) |
0.712 (1.00) |
0.179 (1.00) |
0.0964 (1.00) |
0.08 (1.00) |
0.295 (1.00) |
0.307 (1.00) |
0.462 (1.00) |
0.121 (1.00) |
0.159 (1.00) |
2p loss | 17 (3%) | 575 |
0.879 (1.00) |
0.232 (1.00) |
0.00108 (1.00) |
0.635 (1.00) |
0.85 (1.00) |
0.893 (1.00) |
0.87 (1.00) |
0.806 (1.00) |
0.0119 (1.00) |
0.232 (1.00) |
1 (1.00) |
0.705 (1.00) |
0.215 (1.00) |
2q loss | 13 (2%) | 579 |
0.551 (1.00) |
0.719 (1.00) |
0.124 (1.00) |
0.143 (1.00) |
0.833 (1.00) |
0.798 (1.00) |
0.36 (1.00) |
0.587 (1.00) |
0.463 (1.00) |
1 (1.00) |
0.825 (1.00) |
0.589 (1.00) |
|
3p loss | 66 (11%) | 526 |
0.0731 (1.00) |
0.682 (1.00) |
0.374 (1.00) |
0.0445 (1.00) |
0.0335 (1.00) |
0.0357 (1.00) |
0.0101 (1.00) |
0.513 (1.00) |
0.0944 (1.00) |
0.265 (1.00) |
0.165 (1.00) |
0.0295 (1.00) |
0.354 (1.00) |
3q loss | 42 (7%) | 550 |
0.163 (1.00) |
0.475 (1.00) |
0.585 (1.00) |
0.13 (1.00) |
0.126 (1.00) |
0.523 (1.00) |
0.0818 (1.00) |
0.265 (1.00) |
0.00888 (1.00) |
0.129 (1.00) |
0.453 (1.00) |
0.652 (1.00) |
0.293 (1.00) |
4p loss | 185 (31%) | 407 |
0.346 (1.00) |
0.853 (1.00) |
0.134 (1.00) |
0.0129 (1.00) |
0.815 (1.00) |
0.002 (1.00) |
0.00486 (1.00) |
0.791 (1.00) |
0.0144 (1.00) |
0.000538 (0.531) |
0.121 (1.00) |
0.000657 (0.646) |
0.746 (1.00) |
4q loss | 179 (30%) | 413 |
0.776 (1.00) |
0.428 (1.00) |
0.00619 (1.00) |
0.118 (1.00) |
0.724 (1.00) |
0.00568 (1.00) |
0.229 (1.00) |
0.788 (1.00) |
0.00574 (1.00) |
0.000416 (0.413) |
0.846 (1.00) |
0.00285 (1.00) |
0.677 (1.00) |
5p loss | 80 (14%) | 512 |
0.578 (1.00) |
0.399 (1.00) |
0.175 (1.00) |
0.0253 (1.00) |
0.898 (1.00) |
0.00965 (1.00) |
0.338 (1.00) |
0.402 (1.00) |
0.2 (1.00) |
0.0229 (1.00) |
0.747 (1.00) |
0.00681 (1.00) |
0.48 (1.00) |
5q loss | 113 (19%) | 479 |
0.0627 (1.00) |
0.581 (1.00) |
0.0335 (1.00) |
0.0818 (1.00) |
0.589 (1.00) |
0.00319 (1.00) |
0.106 (1.00) |
0.917 (1.00) |
0.0373 (1.00) |
0.00219 (1.00) |
0.519 (1.00) |
0.00135 (1.00) |
0.398 (1.00) |
6p loss | 45 (8%) | 547 |
0.0137 (1.00) |
0.384 (1.00) |
0.861 (1.00) |
0.492 (1.00) |
0.499 (1.00) |
0.27 (1.00) |
0.377 (1.00) |
0.539 (1.00) |
0.142 (1.00) |
0.512 (1.00) |
0.0432 (1.00) |
0.374 (1.00) |
0.0163 (1.00) |
6q loss | 68 (11%) | 524 |
0.0569 (1.00) |
0.646 (1.00) |
0.378 (1.00) |
0.269 (1.00) |
0.329 (1.00) |
0.0907 (1.00) |
0.0594 (1.00) |
0.245 (1.00) |
0.0405 (1.00) |
1 (1.00) |
0.163 (1.00) |
0.0462 (1.00) |
0.00791 (1.00) |
7q loss | 4 (1%) | 588 |
0.516 (1.00) |
0.989 (1.00) |
0.296 (1.00) |
0.665 (1.00) |
0.315 (1.00) |
1 (1.00) |
1 (1.00) |
0.345 (1.00) |
0.139 (1.00) |
1 (1.00) |
1 (1.00) |
0.302 (1.00) |
|
8q loss | 33 (6%) | 559 |
0.678 (1.00) |
0.694 (1.00) |
0.422 (1.00) |
0.341 (1.00) |
0.53 (1.00) |
0.354 (1.00) |
0.342 (1.00) |
0.0298 (1.00) |
0.631 (1.00) |
1 (1.00) |
0.645 (1.00) |
0.853 (1.00) |
0.116 (1.00) |
9p loss | 72 (12%) | 520 |
0.491 (1.00) |
0.159 (1.00) |
0.669 (1.00) |
0.879 (1.00) |
0.095 (1.00) |
0.542 (1.00) |
0.223 (1.00) |
0.167 (1.00) |
0.166 (1.00) |
1 (1.00) |
0.0429 (1.00) |
0.164 (1.00) |
0.702 (1.00) |
9q loss | 71 (12%) | 521 |
0.275 (1.00) |
0.0406 (1.00) |
0.564 (1.00) |
0.651 (1.00) |
0.106 (1.00) |
0.487 (1.00) |
0.0915 (1.00) |
0.448 (1.00) |
0.182 (1.00) |
1 (1.00) |
0.0431 (1.00) |
0.379 (1.00) |
0.707 (1.00) |
10p loss | 96 (16%) | 496 |
0.411 (1.00) |
0.00925 (1.00) |
0.13 (1.00) |
0.53 (1.00) |
0.792 (1.00) |
0.143 (1.00) |
0.514 (1.00) |
0.738 (1.00) |
0.0193 (1.00) |
0.00745 (1.00) |
0.984 (1.00) |
0.037 (1.00) |
0.499 (1.00) |
10q loss | 104 (18%) | 488 |
0.483 (1.00) |
0.0153 (1.00) |
0.0511 (1.00) |
0.737 (1.00) |
0.967 (1.00) |
0.304 (1.00) |
0.77 (1.00) |
0.59 (1.00) |
0.0136 (1.00) |
0.0106 (1.00) |
0.958 (1.00) |
0.149 (1.00) |
0.618 (1.00) |
11p loss | 73 (12%) | 519 |
0.827 (1.00) |
0.271 (1.00) |
0.323 (1.00) |
0.28 (1.00) |
0.522 (1.00) |
0.0239 (1.00) |
0.0494 (1.00) |
0.803 (1.00) |
0.24 (1.00) |
0.307 (1.00) |
0.889 (1.00) |
0.000474 (0.47) |
0.266 (1.00) |
11q loss | 90 (15%) | 502 |
0.336 (1.00) |
0.484 (1.00) |
0.358 (1.00) |
0.621 (1.00) |
0.8 (1.00) |
0.124 (1.00) |
0.325 (1.00) |
0.731 (1.00) |
0.138 (1.00) |
0.144 (1.00) |
0.963 (1.00) |
0.0471 (1.00) |
0.221 (1.00) |
12p loss | 68 (11%) | 524 |
0.114 (1.00) |
0.676 (1.00) |
0.188 (1.00) |
0.437 (1.00) |
0.33 (1.00) |
0.0364 (1.00) |
0.384 (1.00) |
0.797 (1.00) |
0.0149 (1.00) |
0.0734 (1.00) |
0.924 (1.00) |
0.0441 (1.00) |
0.758 (1.00) |
12q loss | 68 (11%) | 524 |
0.202 (1.00) |
0.952 (1.00) |
0.562 (1.00) |
0.196 (1.00) |
0.521 (1.00) |
0.0353 (1.00) |
0.226 (1.00) |
1 (1.00) |
0.114 (1.00) |
0.277 (1.00) |
1 (1.00) |
0.0274 (1.00) |
0.37 (1.00) |
13q loss | 19 (3%) | 573 |
0.933 (1.00) |
0.962 (1.00) |
0.186 (1.00) |
0.342 (1.00) |
0.568 (1.00) |
0.0283 (1.00) |
0.0598 (1.00) |
1 (1.00) |
0.0215 (1.00) |
1 (1.00) |
1 (1.00) |
0.0112 (1.00) |
0.011 (1.00) |
15q loss | 217 (37%) | 375 |
0.771 (1.00) |
0.514 (1.00) |
0.0341 (1.00) |
0.0598 (1.00) |
0.227 (1.00) |
0.0181 (1.00) |
0.0955 (1.00) |
0.443 (1.00) |
0.0026 (1.00) |
0.0142 (1.00) |
0.786 (1.00) |
0.00758 (1.00) |
0.0512 (1.00) |
16p loss | 38 (6%) | 554 |
0.136 (1.00) |
0.361 (1.00) |
1 (1.00) |
0.139 (1.00) |
0.462 (1.00) |
0.448 (1.00) |
0.71 (1.00) |
0.315 (1.00) |
0.649 (1.00) |
1 (1.00) |
0.161 (1.00) |
0.446 (1.00) |
0.283 (1.00) |
16q loss | 40 (7%) | 552 |
0.42 (1.00) |
0.2 (1.00) |
0.269 (1.00) |
0.38 (1.00) |
0.854 (1.00) |
0.233 (1.00) |
0.671 (1.00) |
0.513 (1.00) |
0.613 (1.00) |
0.47 (1.00) |
0.407 (1.00) |
0.499 (1.00) |
0.251 (1.00) |
17q loss | 88 (15%) | 504 |
0.134 (1.00) |
0.994 (1.00) |
0.515 (1.00) |
0.223 (1.00) |
0.158 (1.00) |
0.0183 (1.00) |
0.254 (1.00) |
0.356 (1.00) |
0.872 (1.00) |
0.629 (1.00) |
0.673 (1.00) |
0.000495 (0.489) |
0.148 (1.00) |
19q loss | 52 (9%) | 540 |
0.427 (1.00) |
0.958 (1.00) |
0.187 (1.00) |
0.0107 (1.00) |
0.808 (1.00) |
0.00382 (1.00) |
0.107 (1.00) |
0.31 (1.00) |
0.294 (1.00) |
0.183 (1.00) |
0.761 (1.00) |
0.000617 (0.608) |
0.0994 (1.00) |
20p loss | 62 (10%) | 530 |
0.947 (1.00) |
0.808 (1.00) |
0.173 (1.00) |
0.513 (1.00) |
0.434 (1.00) |
0.369 (1.00) |
0.961 (1.00) |
0.594 (1.00) |
0.429 (1.00) |
0.608 (1.00) |
0.584 (1.00) |
0.8 (1.00) |
0.722 (1.00) |
20q loss | 5 (1%) | 587 |
0.332 (1.00) |
0.0851 (1.00) |
0.331 (1.00) |
0.604 (1.00) |
0.807 (1.00) |
0.385 (1.00) |
1 (1.00) |
1 (1.00) |
0.517 (1.00) |
1 (1.00) |
1 (1.00) |
0.401 (1.00) |
0.0751 (1.00) |
21q loss | 186 (31%) | 406 |
0.932 (1.00) |
0.486 (1.00) |
0.00366 (1.00) |
0.308 (1.00) |
0.986 (1.00) |
0.00482 (1.00) |
0.567 (1.00) |
0.657 (1.00) |
0.00105 (1.00) |
0.472 (1.00) |
0.77 (1.00) |
0.000866 (0.852) |
0.505 (1.00) |
xq loss | 74 (12%) | 518 |
0.893 (1.00) |
0.758 (1.00) |
0.0908 (1.00) |
0.341 (1.00) |
0.849 (1.00) |
0.21 (1.00) |
0.124 (1.00) |
1 (1.00) |
0.108 (1.00) |
1 (1.00) |
0.356 (1.00) |
0.0924 (1.00) |
0.721 (1.00) |
P value = 0.000122 (Fisher's exact test), Q value = 0.12
nPatients | NO | YES |
---|---|---|
ALL | 9 | 583 |
6Q GAIN MUTATED | 7 | 98 |
6Q GAIN WILD-TYPE | 2 | 485 |
P value = 0.00016 (Fisher's exact test), Q value = 0.16
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 | 165 | 10 | 3 | 26 | 22 | 76 | 52 | 60 | 25 | 1 |
7P GAIN MUTATED | 56 | 1 | 18 | 70 | 3 | 2 | 13 | 15 | 54 | 36 | 41 | 18 | 0 |
7P GAIN WILD-TYPE | 46 | 0 | 18 | 95 | 7 | 1 | 13 | 7 | 22 | 16 | 19 | 7 | 1 |
P value = 2e-05 (Fisher's exact test), Q value = 0.02
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 335 | 146 | 108 |
7P GAIN MUTATED | 162 | 99 | 72 |
7P GAIN WILD-TYPE | 173 | 47 | 36 |
P value = 6.23e-05 (Wilcoxon-test), Q value = 0.063
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 558 | 2.2 (4.7) |
7P GAIN MUTATED | 320 | 2.6 (5.2) |
7P GAIN WILD-TYPE | 238 | 1.6 (3.8) |
P value = 9e-05 (Fisher's exact test), Q value = 0.091
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 | 165 | 10 | 3 | 26 | 22 | 76 | 52 | 60 | 25 | 1 |
7Q GAIN MUTATED | 53 | 1 | 16 | 59 | 3 | 1 | 12 | 10 | 52 | 31 | 37 | 17 | 0 |
7Q GAIN WILD-TYPE | 49 | 0 | 20 | 106 | 7 | 2 | 14 | 12 | 24 | 21 | 23 | 8 | 1 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 373 | 55 | 143 | 13 |
13Q GAIN MUTATED | 229 | 15 | 103 | 3 |
13Q GAIN WILD-TYPE | 144 | 40 | 40 | 10 |
P value = 0.00013 (Fisher's exact test), Q value = 0.13
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 | 165 | 10 | 3 | 26 | 22 | 76 | 52 | 60 | 25 | 1 |
20P GAIN MUTATED | 61 | 1 | 13 | 84 | 4 | 2 | 13 | 20 | 40 | 30 | 46 | 16 | 0 |
20P GAIN WILD-TYPE | 41 | 0 | 23 | 81 | 6 | 1 | 13 | 2 | 36 | 22 | 14 | 9 | 1 |
P value = 3e-05 (Fisher's exact test), Q value = 0.03
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 373 | 55 | 143 | 13 |
20P GAIN MUTATED | 213 | 18 | 99 | 5 |
20P GAIN WILD-TYPE | 160 | 37 | 44 | 8 |
P value = 2.77e-06 (Fisher's exact test), Q value = 0.0028
nPatients | COLON | RECTUM |
---|---|---|
ALL | 429 | 159 |
20Q GAIN MUTATED | 303 | 141 |
20Q GAIN WILD-TYPE | 126 | 18 |
P value = 0.00017 (Fisher's exact test), Q value = 0.17
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 | 165 | 10 | 3 | 26 | 22 | 76 | 52 | 60 | 25 | 1 |
20Q GAIN MUTATED | 77 | 1 | 21 | 112 | 5 | 3 | 18 | 21 | 59 | 42 | 54 | 23 | 0 |
20Q GAIN WILD-TYPE | 25 | 0 | 15 | 53 | 5 | 0 | 8 | 1 | 17 | 10 | 6 | 2 | 1 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 373 | 55 | 143 | 13 |
20Q GAIN MUTATED | 278 | 24 | 132 | 7 |
20Q GAIN WILD-TYPE | 95 | 31 | 11 | 6 |
P value = 6.9e-05 (Wilcoxon-test), Q value = 0.07
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 558 | 2.2 (4.7) |
8P LOSS MUTATED | 202 | 3.2 (6.2) |
8P LOSS WILD-TYPE | 356 | 1.6 (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 | 373 | 55 | 143 | 13 |
14Q LOSS MUTATED | 124 | 4 | 62 | 1 |
14Q LOSS WILD-TYPE | 249 | 51 | 81 | 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 | 373 | 55 | 143 | 13 |
17P LOSS MUTATED | 208 | 13 | 92 | 6 |
17P LOSS WILD-TYPE | 165 | 42 | 51 | 7 |
P value = 4.02e-07 (Fisher's exact test), Q value = 0.00041
nPatients | COLON | RECTUM |
---|---|---|
ALL | 429 | 159 |
18P LOSS MUTATED | 235 | 123 |
18P LOSS WILD-TYPE | 194 | 36 |
P value = 6e-05 (Fisher's exact test), Q value = 0.061
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 | 165 | 10 | 3 | 26 | 22 | 76 | 52 | 60 | 25 | 1 |
18P LOSS MUTATED | 56 | 0 | 16 | 92 | 4 | 3 | 11 | 15 | 51 | 36 | 48 | 21 | 0 |
18P LOSS WILD-TYPE | 46 | 1 | 20 | 73 | 6 | 0 | 15 | 7 | 25 | 16 | 12 | 4 | 1 |
P value = 5e-05 (Fisher's exact test), Q value = 0.051
nPatients | M0 | M1 | M1A | M1B | MX |
---|---|---|---|---|---|
ALL | 443 | 72 | 9 | 1 | 58 |
18P LOSS MUTATED | 257 | 60 | 8 | 0 | 32 |
18P LOSS WILD-TYPE | 186 | 12 | 1 | 1 | 26 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 373 | 55 | 143 | 13 |
18P LOSS MUTATED | 225 | 9 | 116 | 7 |
18P LOSS WILD-TYPE | 148 | 46 | 27 | 6 |
P value = 1.01e-08 (Fisher's exact test), Q value = 1e-05
nPatients | COLON | RECTUM |
---|---|---|
ALL | 429 | 159 |
18Q LOSS MUTATED | 254 | 133 |
18Q LOSS WILD-TYPE | 175 | 26 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
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 | 165 | 10 | 3 | 26 | 22 | 76 | 52 | 60 | 25 | 1 |
18Q LOSS MUTATED | 57 | 0 | 20 | 99 | 4 | 3 | 13 | 17 | 55 | 40 | 51 | 22 | 0 |
18Q LOSS WILD-TYPE | 45 | 1 | 16 | 66 | 6 | 0 | 13 | 5 | 21 | 12 | 9 | 3 | 1 |
P value = 0.00019 (Fisher's exact test), Q value = 0.19
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 335 | 146 | 108 |
18Q LOSS MUTATED | 196 | 109 | 82 |
18Q LOSS WILD-TYPE | 139 | 37 | 26 |
P value = 1e-04 (Fisher's exact test), Q value = 0.1
nPatients | M0 | M1 | M1A | M1B | MX |
---|---|---|---|---|---|
ALL | 443 | 72 | 9 | 1 | 58 |
18Q LOSS MUTATED | 280 | 63 | 8 | 0 | 35 |
18Q LOSS WILD-TYPE | 163 | 9 | 1 | 1 | 23 |
P value = 1e-05 (Fisher's exact test), Q value = 0.01
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA | RECTAL ADENOCARCINOMA | RECTAL MUCINOUS ADENOCARCINOMA |
---|---|---|---|---|
ALL | 373 | 55 | 143 | 13 |
18Q LOSS MUTATED | 241 | 12 | 122 | 10 |
18Q LOSS WILD-TYPE | 132 | 43 | 21 | 3 |
P value = 0.000136 (Wilcoxon-test), Q value = 0.14
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 558 | 2.2 (4.7) |
18Q LOSS MUTATED | 369 | 2.4 (4.8) |
18Q LOSS WILD-TYPE | 189 | 1.7 (4.5) |
P value = 2.74e-06 (Wilcoxon-test), Q value = 0.0028
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 558 | 2.2 (4.7) |
19P LOSS MUTATED | 57 | 4.5 (6.0) |
19P LOSS WILD-TYPE | 501 | 1.9 (4.5) |
P value = 4e-05 (Fisher's exact test), Q value = 0.04
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 335 | 146 | 108 |
22Q LOSS MUTATED | 84 | 66 | 43 |
22Q LOSS WILD-TYPE | 251 | 80 | 65 |
P value = 8.35e-05 (Wilcoxon-test), Q value = 0.084
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 558 | 2.2 (4.7) |
22Q LOSS MUTATED | 183 | 2.8 (5.1) |
22Q LOSS WILD-TYPE | 375 | 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 = 592
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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.