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 12 clinical features across 430 patients, 21 significant findings detected with Q value < 0.25.
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7p gain cnv correlated to 'NEOPLASM.DISEASESTAGE' and 'PATHOLOGY.N.STAGE'.
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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 'HISTOLOGICAL.TYPE'.
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4p loss cnv correlated to 'PATHOLOGY.M.STAGE'.
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5q 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 'NEOPLASM.DISEASESTAGE', 'PATHOLOGY.N.STAGE', 'HISTOLOGICAL.TYPE', and 'NUMBER.OF.LYMPH.NODES'.
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17q loss cnv correlated to 'NUMBER.OF.LYMPH.NODES'.
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18p loss cnv correlated to 'HISTOLOGICAL.TYPE'.
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18q loss cnv correlated to 'NEOPLASM.DISEASESTAGE', '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 |
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 | Wilcoxon-test | Fisher's exact test | |
17p loss | 224 (52%) | 206 |
0.18 (1.00) |
0.0474 (1.00) |
7e-05 (0.0654) |
0.725 (1.00) |
0.00016 (0.148) |
0.00455 (1.00) |
0.0664 (1.00) |
9.15e-06 (0.00862) |
0.25 (1.00) |
0.0504 (1.00) |
1.46e-05 (0.0137) |
0.863 (1.00) |
18q loss | 256 (60%) | 174 |
0.914 (1.00) |
0.0189 (1.00) |
3e-05 (0.0281) |
0.883 (1.00) |
0.0005 (0.459) |
0.00171 (1.00) |
0.376 (1.00) |
1.71e-09 (1.61e-06) |
0.276 (1.00) |
0.145 (1.00) |
0.000233 (0.216) |
0.868 (1.00) |
7p gain | 235 (55%) | 195 |
0.806 (1.00) |
0.122 (1.00) |
7e-05 (0.0654) |
0.334 (1.00) |
0.00016 (0.148) |
0.0136 (1.00) |
0.923 (1.00) |
0.0207 (1.00) |
0.255 (1.00) |
0.206 (1.00) |
0.00033 (0.304) |
0.626 (1.00) |
20p gain | 233 (54%) | 197 |
0.255 (1.00) |
0.544 (1.00) |
9e-05 (0.0838) |
0.761 (1.00) |
0.262 (1.00) |
0.00074 (0.676) |
0.146 (1.00) |
0.000263 (0.243) |
0.254 (1.00) |
0.0869 (1.00) |
0.135 (1.00) |
0.983 (1.00) |
22q loss | 138 (32%) | 292 |
0.125 (1.00) |
0.544 (1.00) |
0.00091 (0.829) |
0.433 (1.00) |
7e-05 (0.0654) |
0.00541 (1.00) |
1 (1.00) |
0.00195 (1.00) |
1 (1.00) |
0.387 (1.00) |
6.56e-05 (0.0614) |
0.302 (1.00) |
13q gain | 246 (57%) | 184 |
0.865 (1.00) |
0.465 (1.00) |
0.00183 (1.00) |
0.976 (1.00) |
0.00382 (1.00) |
0.00133 (1.00) |
0.33 (1.00) |
1.85e-06 (0.00174) |
0.264 (1.00) |
0.0426 (1.00) |
0.0182 (1.00) |
0.186 (1.00) |
20q gain | 305 (71%) | 125 |
0.737 (1.00) |
0.153 (1.00) |
0.00069 (0.631) |
0.296 (1.00) |
0.0371 (1.00) |
0.00435 (1.00) |
0.338 (1.00) |
9.73e-06 (0.00916) |
0.56 (1.00) |
0.131 (1.00) |
0.0419 (1.00) |
0.461 (1.00) |
4p loss | 127 (30%) | 303 |
0.057 (1.00) |
0.678 (1.00) |
0.00166 (1.00) |
0.456 (1.00) |
0.00237 (1.00) |
0.00013 (0.121) |
0.833 (1.00) |
0.0106 (1.00) |
0.0253 (1.00) |
0.0316 (1.00) |
0.000471 (0.433) |
0.873 (1.00) |
5q loss | 72 (17%) | 358 |
0.0279 (1.00) |
0.233 (1.00) |
0.0322 (1.00) |
0.586 (1.00) |
0.00047 (0.432) |
0.0394 (1.00) |
0.365 (1.00) |
0.25 (1.00) |
0.0741 (1.00) |
0.604 (1.00) |
4.77e-05 (0.0447) |
0.295 (1.00) |
14q loss | 130 (30%) | 300 |
0.628 (1.00) |
0.368 (1.00) |
0.251 (1.00) |
0.328 (1.00) |
0.116 (1.00) |
0.0414 (1.00) |
0.917 (1.00) |
2.73e-05 (0.0256) |
0.557 (1.00) |
0.608 (1.00) |
0.319 (1.00) |
0.897 (1.00) |
17q loss | 61 (14%) | 369 |
0.175 (1.00) |
0.996 (1.00) |
0.0945 (1.00) |
0.424 (1.00) |
0.00724 (1.00) |
0.0775 (1.00) |
0.679 (1.00) |
0.838 (1.00) |
1 (1.00) |
0.708 (1.00) |
0.000112 (0.104) |
0.19 (1.00) |
18p loss | 239 (56%) | 191 |
0.843 (1.00) |
0.0292 (1.00) |
0.00058 (0.532) |
0.946 (1.00) |
0.00758 (1.00) |
0.00044 (0.405) |
0.496 (1.00) |
3.65e-10 (3.45e-07) |
0.258 (1.00) |
0.0312 (1.00) |
0.00248 (1.00) |
0.946 (1.00) |
19p loss | 38 (9%) | 392 |
0.15 (1.00) |
0.339 (1.00) |
0.00375 (1.00) |
1 (1.00) |
0.0016 (1.00) |
0.00401 (1.00) |
0.737 (1.00) |
0.605 (1.00) |
0.243 (1.00) |
0.268 (1.00) |
1.82e-05 (0.017) |
0.718 (1.00) |
1p gain | 31 (7%) | 399 |
0.605 (1.00) |
0.354 (1.00) |
0.728 (1.00) |
0.981 (1.00) |
0.63 (1.00) |
0.209 (1.00) |
0.854 (1.00) |
0.783 (1.00) |
0.201 (1.00) |
0.119 (1.00) |
0.183 (1.00) |
0.449 (1.00) |
1q gain | 78 (18%) | 352 |
0.302 (1.00) |
0.642 (1.00) |
0.134 (1.00) |
0.353 (1.00) |
0.0847 (1.00) |
0.00839 (1.00) |
0.168 (1.00) |
0.349 (1.00) |
0.452 (1.00) |
0.261 (1.00) |
0.0133 (1.00) |
0.959 (1.00) |
2p gain | 74 (17%) | 356 |
0.317 (1.00) |
0.576 (1.00) |
0.508 (1.00) |
0.562 (1.00) |
0.383 (1.00) |
0.485 (1.00) |
0.701 (1.00) |
0.0355 (1.00) |
0.433 (1.00) |
0.0499 (1.00) |
0.189 (1.00) |
0.763 (1.00) |
2q gain | 70 (16%) | 360 |
0.176 (1.00) |
0.198 (1.00) |
0.212 (1.00) |
0.418 (1.00) |
0.155 (1.00) |
0.384 (1.00) |
0.795 (1.00) |
0.0519 (1.00) |
0.414 (1.00) |
0.109 (1.00) |
0.0688 (1.00) |
0.917 (1.00) |
3p gain | 43 (10%) | 387 |
0.122 (1.00) |
0.0972 (1.00) |
0.0119 (1.00) |
0.844 (1.00) |
0.181 (1.00) |
0.00532 (1.00) |
0.873 (1.00) |
0.333 (1.00) |
1 (1.00) |
0.944 (1.00) |
0.112 (1.00) |
0.194 (1.00) |
3q gain | 62 (14%) | 368 |
0.129 (1.00) |
0.254 (1.00) |
0.0538 (1.00) |
0.612 (1.00) |
0.0658 (1.00) |
0.0102 (1.00) |
0.681 (1.00) |
0.147 (1.00) |
1 (1.00) |
0.898 (1.00) |
0.105 (1.00) |
0.228 (1.00) |
4p gain | 10 (2%) | 420 |
0.475 (1.00) |
0.686 (1.00) |
0.44 (1.00) |
0.821 (1.00) |
0.114 (1.00) |
0.125 (1.00) |
0.755 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
0.0793 (1.00) |
0.0082 (1.00) |
4q gain | 15 (3%) | 415 |
0.166 (1.00) |
0.346 (1.00) |
0.478 (1.00) |
0.896 (1.00) |
0.0453 (1.00) |
0.263 (1.00) |
0.61 (1.00) |
0.705 (1.00) |
1 (1.00) |
0.459 (1.00) |
0.0286 (1.00) |
0.0505 (1.00) |
5p gain | 64 (15%) | 366 |
0.624 (1.00) |
0.0912 (1.00) |
0.307 (1.00) |
0.977 (1.00) |
0.0906 (1.00) |
0.684 (1.00) |
0.222 (1.00) |
0.839 (1.00) |
1 (1.00) |
0.341 (1.00) |
0.0635 (1.00) |
0.278 (1.00) |
5q gain | 40 (9%) | 390 |
0.491 (1.00) |
0.828 (1.00) |
0.533 (1.00) |
0.825 (1.00) |
0.573 (1.00) |
0.787 (1.00) |
0.509 (1.00) |
0.454 (1.00) |
1 (1.00) |
0.377 (1.00) |
0.792 (1.00) |
0.247 (1.00) |
6p gain | 79 (18%) | 351 |
0.83 (1.00) |
0.933 (1.00) |
0.299 (1.00) |
0.799 (1.00) |
0.0381 (1.00) |
0.576 (1.00) |
0.319 (1.00) |
0.189 (1.00) |
0.00601 (1.00) |
0.713 (1.00) |
0.0561 (1.00) |
0.226 (1.00) |
6q gain | 71 (17%) | 359 |
0.482 (1.00) |
0.689 (1.00) |
0.163 (1.00) |
1 (1.00) |
0.0494 (1.00) |
0.418 (1.00) |
0.699 (1.00) |
0.17 (1.00) |
0.00434 (1.00) |
0.855 (1.00) |
0.0899 (1.00) |
0.595 (1.00) |
7q gain | 213 (50%) | 217 |
0.995 (1.00) |
0.0701 (1.00) |
0.00712 (1.00) |
0.177 (1.00) |
0.00925 (1.00) |
0.00897 (1.00) |
0.923 (1.00) |
0.043 (1.00) |
0.621 (1.00) |
0.348 (1.00) |
0.00942 (1.00) |
0.416 (1.00) |
8p gain | 124 (29%) | 306 |
0.42 (1.00) |
0.18 (1.00) |
0.614 (1.00) |
0.705 (1.00) |
0.5 (1.00) |
0.996 (1.00) |
0.831 (1.00) |
0.151 (1.00) |
0.201 (1.00) |
0.584 (1.00) |
0.291 (1.00) |
0.883 (1.00) |
8q gain | 213 (50%) | 217 |
0.839 (1.00) |
0.0321 (1.00) |
0.8 (1.00) |
0.228 (1.00) |
0.713 (1.00) |
0.528 (1.00) |
0.63 (1.00) |
0.0205 (1.00) |
0.121 (1.00) |
0.529 (1.00) |
0.616 (1.00) |
0.967 (1.00) |
9p gain | 74 (17%) | 356 |
0.00882 (1.00) |
0.403 (1.00) |
0.0292 (1.00) |
0.52 (1.00) |
0.073 (1.00) |
0.231 (1.00) |
1 (1.00) |
0.0539 (1.00) |
1 (1.00) |
0.775 (1.00) |
0.0771 (1.00) |
0.0771 (1.00) |
9q gain | 65 (15%) | 365 |
0.00938 (1.00) |
0.56 (1.00) |
0.235 (1.00) |
0.424 (1.00) |
0.267 (1.00) |
0.584 (1.00) |
0.687 (1.00) |
0.0705 (1.00) |
1 (1.00) |
0.879 (1.00) |
0.25 (1.00) |
0.31 (1.00) |
10p gain | 32 (7%) | 398 |
0.0125 (1.00) |
0.511 (1.00) |
0.45 (1.00) |
0.258 (1.00) |
0.044 (1.00) |
0.249 (1.00) |
0.717 (1.00) |
0.784 (1.00) |
1 (1.00) |
0.288 (1.00) |
0.0353 (1.00) |
0.157 (1.00) |
10q gain | 18 (4%) | 412 |
0.506 (1.00) |
0.0495 (1.00) |
0.438 (1.00) |
0.88 (1.00) |
0.0535 (1.00) |
0.272 (1.00) |
0.631 (1.00) |
0.715 (1.00) |
1 (1.00) |
0.541 (1.00) |
0.0129 (1.00) |
0.0486 (1.00) |
11p gain | 50 (12%) | 380 |
0.727 (1.00) |
0.0265 (1.00) |
0.0311 (1.00) |
0.126 (1.00) |
0.0514 (1.00) |
0.0463 (1.00) |
1 (1.00) |
0.0116 (1.00) |
0.0369 (1.00) |
0.224 (1.00) |
0.0448 (1.00) |
0.4 (1.00) |
11q gain | 47 (11%) | 383 |
0.878 (1.00) |
0.00087 (0.794) |
0.0219 (1.00) |
0.43 (1.00) |
0.0203 (1.00) |
0.126 (1.00) |
0.877 (1.00) |
0.0019 (1.00) |
0.0327 (1.00) |
0.449 (1.00) |
0.0417 (1.00) |
0.492 (1.00) |
12p gain | 89 (21%) | 341 |
0.498 (1.00) |
0.151 (1.00) |
0.161 (1.00) |
0.39 (1.00) |
0.289 (1.00) |
0.0806 (1.00) |
0.905 (1.00) |
0.859 (1.00) |
1 (1.00) |
0.562 (1.00) |
0.136 (1.00) |
1 (1.00) |
12q gain | 82 (19%) | 348 |
0.713 (1.00) |
0.0585 (1.00) |
0.0224 (1.00) |
0.484 (1.00) |
0.0693 (1.00) |
0.0082 (1.00) |
0.806 (1.00) |
0.362 (1.00) |
1 (1.00) |
0.372 (1.00) |
0.0329 (1.00) |
0.789 (1.00) |
14q gain | 33 (8%) | 397 |
0.736 (1.00) |
0.897 (1.00) |
0.879 (1.00) |
0.903 (1.00) |
0.534 (1.00) |
0.0373 (1.00) |
0.37 (1.00) |
0.17 (1.00) |
1 (1.00) |
0.707 (1.00) |
0.553 (1.00) |
0.00473 (1.00) |
15q gain | 12 (3%) | 418 |
0.596 (1.00) |
0.269 (1.00) |
0.702 (1.00) |
0.472 (1.00) |
0.718 (1.00) |
0.0983 (1.00) |
0.0757 (1.00) |
1 (1.00) |
1 (1.00) |
0.0513 (1.00) |
0.302 (1.00) |
0.275 (1.00) |
16p gain | 103 (24%) | 327 |
0.425 (1.00) |
0.107 (1.00) |
0.00888 (1.00) |
0.914 (1.00) |
0.003 (1.00) |
0.374 (1.00) |
1 (1.00) |
0.00601 (1.00) |
0.561 (1.00) |
0.938 (1.00) |
0.00274 (1.00) |
0.409 (1.00) |
16q gain | 101 (23%) | 329 |
0.382 (1.00) |
0.0758 (1.00) |
0.00264 (1.00) |
0.936 (1.00) |
0.00168 (1.00) |
0.457 (1.00) |
0.82 (1.00) |
0.00597 (1.00) |
0.553 (1.00) |
0.752 (1.00) |
0.00266 (1.00) |
0.456 (1.00) |
17p gain | 25 (6%) | 405 |
0.132 (1.00) |
0.894 (1.00) |
0.564 (1.00) |
0.837 (1.00) |
0.303 (1.00) |
0.109 (1.00) |
0.682 (1.00) |
1 (1.00) |
1 (1.00) |
0.895 (1.00) |
0.823 (1.00) |
0.0891 (1.00) |
17q gain | 78 (18%) | 352 |
0.244 (1.00) |
0.433 (1.00) |
0.0952 (1.00) |
0.428 (1.00) |
0.135 (1.00) |
0.00994 (1.00) |
1 (1.00) |
0.187 (1.00) |
0.452 (1.00) |
0.323 (1.00) |
0.923 (1.00) |
0.712 (1.00) |
18p gain | 22 (5%) | 408 |
0.453 (1.00) |
0.552 (1.00) |
0.0646 (1.00) |
0.935 (1.00) |
0.0244 (1.00) |
0.14 (1.00) |
0.382 (1.00) |
0.0144 (1.00) |
1 (1.00) |
0.535 (1.00) |
0.048 (1.00) |
1 (1.00) |
18q gain | 13 (3%) | 417 |
0.762 (1.00) |
0.0958 (1.00) |
0.472 (1.00) |
0.763 (1.00) |
0.296 (1.00) |
1 (1.00) |
0.583 (1.00) |
0.0168 (1.00) |
1 (1.00) |
1 (1.00) |
0.858 (1.00) |
0.583 (1.00) |
19p gain | 67 (16%) | 363 |
0.768 (1.00) |
0.636 (1.00) |
0.567 (1.00) |
0.668 (1.00) |
0.0472 (1.00) |
0.0549 (1.00) |
0.0462 (1.00) |
0.169 (1.00) |
0.399 (1.00) |
0.265 (1.00) |
0.634 (1.00) |
0.959 (1.00) |
19q gain | 76 (18%) | 354 |
0.733 (1.00) |
0.904 (1.00) |
0.893 (1.00) |
0.976 (1.00) |
0.201 (1.00) |
0.0356 (1.00) |
0.164 (1.00) |
0.852 (1.00) |
0.443 (1.00) |
0.325 (1.00) |
0.97 (1.00) |
1 (1.00) |
21q gain | 20 (5%) | 410 |
0.353 (1.00) |
0.00301 (1.00) |
0.338 (1.00) |
0.119 (1.00) |
0.406 (1.00) |
0.393 (1.00) |
0.822 (1.00) |
0.723 (1.00) |
1 (1.00) |
0.462 (1.00) |
0.188 (1.00) |
0.425 (1.00) |
22q gain | 11 (3%) | 419 |
0.966 (1.00) |
0.744 (1.00) |
0.493 (1.00) |
0.298 (1.00) |
0.833 (1.00) |
0.348 (1.00) |
1 (1.00) |
0.373 (1.00) |
1 (1.00) |
0.33 (1.00) |
0.865 (1.00) |
0.712 (1.00) |
xq gain | 71 (17%) | 359 |
0.302 (1.00) |
0.406 (1.00) |
0.0817 (1.00) |
0.0232 (1.00) |
0.477 (1.00) |
0.227 (1.00) |
0.603 (1.00) |
0.33 (1.00) |
0.419 (1.00) |
0.917 (1.00) |
0.494 (1.00) |
0.834 (1.00) |
1p loss | 92 (21%) | 338 |
0.0728 (1.00) |
0.885 (1.00) |
0.0754 (1.00) |
0.708 (1.00) |
0.00151 (1.00) |
0.00986 (1.00) |
0.48 (1.00) |
0.219 (1.00) |
1 (1.00) |
0.484 (1.00) |
0.000832 (0.76) |
0.44 (1.00) |
1q loss | 51 (12%) | 379 |
0.341 (1.00) |
0.407 (1.00) |
0.322 (1.00) |
0.708 (1.00) |
0.134 (1.00) |
0.164 (1.00) |
0.374 (1.00) |
0.656 (1.00) |
1 (1.00) |
0.494 (1.00) |
0.108 (1.00) |
0.233 (1.00) |
2p loss | 6 (1%) | 424 |
0.731 (1.00) |
0.653 (1.00) |
0.244 (1.00) |
0.838 (1.00) |
0.848 (1.00) |
1 (1.00) |
0.22 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
0.499 (1.00) |
|
2q loss | 7 (2%) | 423 |
0.978 (1.00) |
0.624 (1.00) |
0.297 (1.00) |
0.873 (1.00) |
1 (1.00) |
0.705 (1.00) |
0.126 (1.00) |
0.602 (1.00) |
1 (1.00) |
1 (1.00) |
0.777 (1.00) |
|
3p loss | 51 (12%) | 379 |
0.386 (1.00) |
0.444 (1.00) |
0.214 (1.00) |
0.125 (1.00) |
0.0938 (1.00) |
0.0646 (1.00) |
0.881 (1.00) |
0.371 (1.00) |
1 (1.00) |
0.853 (1.00) |
0.123 (1.00) |
0.722 (1.00) |
3q loss | 31 (7%) | 399 |
0.379 (1.00) |
0.512 (1.00) |
0.583 (1.00) |
0.507 (1.00) |
0.964 (1.00) |
0.187 (1.00) |
0.58 (1.00) |
0.783 (1.00) |
1 (1.00) |
1 (1.00) |
0.678 (1.00) |
0.554 (1.00) |
4q loss | 115 (27%) | 315 |
0.106 (1.00) |
0.672 (1.00) |
0.0259 (1.00) |
0.45 (1.00) |
0.00249 (1.00) |
0.0472 (1.00) |
0.586 (1.00) |
0.0727 (1.00) |
0.0188 (1.00) |
0.563 (1.00) |
0.000927 (0.843) |
0.751 (1.00) |
5p loss | 53 (12%) | 377 |
0.241 (1.00) |
0.384 (1.00) |
0.0123 (1.00) |
0.52 (1.00) |
0.00922 (1.00) |
0.112 (1.00) |
1 (1.00) |
0.276 (1.00) |
0.0413 (1.00) |
0.363 (1.00) |
0.00933 (1.00) |
0.576 (1.00) |
6p loss | 33 (8%) | 397 |
0.0177 (1.00) |
0.22 (1.00) |
0.75 (1.00) |
0.104 (1.00) |
0.747 (1.00) |
0.205 (1.00) |
0.37 (1.00) |
0.596 (1.00) |
1 (1.00) |
0.115 (1.00) |
0.901 (1.00) |
0.0705 (1.00) |
6q loss | 45 (10%) | 385 |
0.0272 (1.00) |
0.888 (1.00) |
0.536 (1.00) |
0.206 (1.00) |
0.0949 (1.00) |
0.0172 (1.00) |
0.53 (1.00) |
0.636 (1.00) |
1 (1.00) |
0.171 (1.00) |
0.0054 (1.00) |
0.022 (1.00) |
7q loss | 3 (1%) | 427 |
0.498 (1.00) |
0.147 (1.00) |
0.401 (1.00) |
0.679 (1.00) |
1 (1.00) |
1 (1.00) |
0.604 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
0.515 (1.00) |
1 (1.00) |
8p loss | 134 (31%) | 296 |
0.992 (1.00) |
0.525 (1.00) |
0.00868 (1.00) |
0.153 (1.00) |
0.00059 (0.54) |
0.00372 (1.00) |
0.211 (1.00) |
0.121 (1.00) |
1 (1.00) |
0.0727 (1.00) |
0.000282 (0.26) |
0.334 (1.00) |
8q loss | 24 (6%) | 406 |
0.973 (1.00) |
0.775 (1.00) |
0.0446 (1.00) |
0.0465 (1.00) |
0.0589 (1.00) |
0.0277 (1.00) |
0.676 (1.00) |
0.531 (1.00) |
1 (1.00) |
0.725 (1.00) |
0.441 (1.00) |
0.053 (1.00) |
9p loss | 50 (12%) | 380 |
0.896 (1.00) |
0.137 (1.00) |
0.956 (1.00) |
0.123 (1.00) |
0.352 (1.00) |
0.435 (1.00) |
0.295 (1.00) |
0.0443 (1.00) |
1 (1.00) |
0.502 (1.00) |
0.14 (1.00) |
0.772 (1.00) |
9q loss | 50 (12%) | 380 |
0.786 (1.00) |
0.0187 (1.00) |
0.728 (1.00) |
0.174 (1.00) |
0.133 (1.00) |
0.194 (1.00) |
0.881 (1.00) |
0.0663 (1.00) |
1 (1.00) |
0.502 (1.00) |
0.109 (1.00) |
0.698 (1.00) |
10p loss | 64 (15%) | 366 |
0.889 (1.00) |
0.272 (1.00) |
0.0453 (1.00) |
0.896 (1.00) |
0.0897 (1.00) |
0.0944 (1.00) |
0.892 (1.00) |
0.228 (1.00) |
0.0592 (1.00) |
0.476 (1.00) |
0.0396 (1.00) |
0.409 (1.00) |
10q loss | 68 (16%) | 362 |
0.828 (1.00) |
0.182 (1.00) |
0.175 (1.00) |
0.926 (1.00) |
0.221 (1.00) |
0.197 (1.00) |
0.895 (1.00) |
0.168 (1.00) |
0.0665 (1.00) |
0.213 (1.00) |
0.15 (1.00) |
0.556 (1.00) |
11p loss | 49 (11%) | 381 |
0.455 (1.00) |
0.42 (1.00) |
0.653 (1.00) |
0.893 (1.00) |
0.0946 (1.00) |
0.0646 (1.00) |
0.763 (1.00) |
1 (1.00) |
1 (1.00) |
0.462 (1.00) |
0.0111 (1.00) |
0.556 (1.00) |
11q loss | 60 (14%) | 370 |
0.356 (1.00) |
0.428 (1.00) |
0.4 (1.00) |
0.227 (1.00) |
0.0865 (1.00) |
0.0448 (1.00) |
0.677 (1.00) |
1 (1.00) |
1 (1.00) |
0.411 (1.00) |
0.0347 (1.00) |
0.441 (1.00) |
12p loss | 44 (10%) | 386 |
0.162 (1.00) |
0.467 (1.00) |
0.288 (1.00) |
0.547 (1.00) |
0.0746 (1.00) |
0.313 (1.00) |
1 (1.00) |
0.0291 (1.00) |
0.277 (1.00) |
0.947 (1.00) |
0.0359 (1.00) |
0.813 (1.00) |
12q loss | 47 (11%) | 383 |
0.293 (1.00) |
0.497 (1.00) |
0.152 (1.00) |
0.551 (1.00) |
0.0478 (1.00) |
0.254 (1.00) |
0.643 (1.00) |
0.0657 (1.00) |
1 (1.00) |
0.866 (1.00) |
0.0188 (1.00) |
0.445 (1.00) |
13q loss | 11 (3%) | 419 |
0.686 (1.00) |
0.892 (1.00) |
0.568 (1.00) |
0.463 (1.00) |
0.0209 (1.00) |
0.368 (1.00) |
1 (1.00) |
0.125 (1.00) |
1 (1.00) |
0.792 (1.00) |
0.0235 (1.00) |
0.0143 (1.00) |
15q loss | 145 (34%) | 285 |
0.395 (1.00) |
0.604 (1.00) |
0.0618 (1.00) |
0.482 (1.00) |
0.0403 (1.00) |
0.00935 (1.00) |
1 (1.00) |
0.00937 (1.00) |
0.0378 (1.00) |
0.386 (1.00) |
0.0289 (1.00) |
0.0182 (1.00) |
16p loss | 28 (7%) | 402 |
0.146 (1.00) |
0.167 (1.00) |
0.578 (1.00) |
0.666 (1.00) |
0.584 (1.00) |
0.407 (1.00) |
0.329 (1.00) |
0.385 (1.00) |
1 (1.00) |
0.203 (1.00) |
0.459 (1.00) |
0.356 (1.00) |
16q loss | 25 (6%) | 405 |
0.269 (1.00) |
0.0628 (1.00) |
0.76 (1.00) |
0.897 (1.00) |
0.744 (1.00) |
0.356 (1.00) |
0.413 (1.00) |
0.546 (1.00) |
1 (1.00) |
0.231 (1.00) |
0.649 (1.00) |
0.393 (1.00) |
19q loss | 34 (8%) | 396 |
0.252 (1.00) |
0.771 (1.00) |
0.00986 (1.00) |
0.984 (1.00) |
0.00832 (1.00) |
0.00733 (1.00) |
0.592 (1.00) |
0.596 (1.00) |
0.219 (1.00) |
0.2 (1.00) |
0.000323 (0.298) |
0.0529 (1.00) |
20p loss | 41 (10%) | 389 |
0.797 (1.00) |
0.8 (1.00) |
0.572 (1.00) |
0.914 (1.00) |
0.419 (1.00) |
0.964 (1.00) |
0.624 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
0.728 (1.00) |
0.724 (1.00) |
20q loss | 4 (1%) | 426 |
0.197 (1.00) |
0.256 (1.00) |
0.469 (1.00) |
0.773 (1.00) |
0.123 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
1 (1.00) |
0.153 (1.00) |
|
21q loss | 119 (28%) | 311 |
0.918 (1.00) |
0.989 (1.00) |
0.494 (1.00) |
0.478 (1.00) |
0.0174 (1.00) |
0.0681 (1.00) |
0.914 (1.00) |
0.023 (1.00) |
1 (1.00) |
0.842 (1.00) |
0.0104 (1.00) |
0.43 (1.00) |
xq loss | 47 (11%) | 383 |
0.905 (1.00) |
0.889 (1.00) |
0.277 (1.00) |
0.467 (1.00) |
0.0306 (1.00) |
0.104 (1.00) |
0.538 (1.00) |
0.818 (1.00) |
1 (1.00) |
0.575 (1.00) |
0.0048 (1.00) |
0.855 (1.00) |
P value = 7e-05 (Fisher's exact test), Q value = 0.065
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 | 72 | 1 | 28 | 127 | 8 | 1 | 21 | 13 | 53 | 38 | 42 | 16 | 1 |
7P GAIN MUTATED | 39 | 1 | 14 | 49 | 2 | 0 | 12 | 12 | 34 | 25 | 29 | 12 | 0 |
7P GAIN WILD-TYPE | 33 | 0 | 14 | 78 | 6 | 1 | 9 | 1 | 19 | 13 | 13 | 4 | 1 |
P value = 0.00016 (Fisher's exact test), Q value = 0.15
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 252 | 101 | 76 |
7P GAIN MUTATED | 116 | 68 | 50 |
7P GAIN WILD-TYPE | 136 | 33 | 26 |
P value = 1.85e-06 (Fisher's exact test), Q value = 0.0017
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
13Q GAIN MUTATED | 230 | 15 |
13Q GAIN WILD-TYPE | 143 | 40 |
P value = 9e-05 (Fisher's exact test), Q value = 0.084
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 | 72 | 1 | 28 | 127 | 8 | 1 | 21 | 13 | 53 | 38 | 42 | 16 | 1 |
20P GAIN MUTATED | 40 | 1 | 13 | 59 | 3 | 0 | 9 | 13 | 24 | 20 | 32 | 13 | 0 |
20P GAIN WILD-TYPE | 32 | 0 | 15 | 68 | 5 | 1 | 12 | 0 | 29 | 18 | 10 | 3 | 1 |
P value = 0.000263 (Fisher's exact test), Q value = 0.24
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
20P GAIN MUTATED | 214 | 17 |
20P GAIN WILD-TYPE | 159 | 38 |
P value = 9.73e-06 (Fisher's exact test), Q value = 0.0092
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
20Q GAIN MUTATED | 279 | 24 |
20Q GAIN WILD-TYPE | 94 | 31 |
P value = 0.00013 (Fisher's exact test), Q value = 0.12
nPatients | M0 | M1 | M1A | M1B | MX |
---|---|---|---|---|---|
ALL | 320 | 50 | 7 | 1 | 45 |
4P LOSS MUTATED | 78 | 27 | 3 | 1 | 14 |
4P LOSS WILD-TYPE | 242 | 23 | 4 | 0 | 31 |
P value = 4.77e-05 (Wilcoxon-test), Q value = 0.045
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 406 | 2.0 (4.4) |
5Q LOSS MUTATED | 68 | 3.9 (5.8) |
5Q LOSS WILD-TYPE | 338 | 1.7 (4.0) |
P value = 2.73e-05 (Fisher's exact test), Q value = 0.026
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
14Q LOSS MUTATED | 124 | 4 |
14Q LOSS WILD-TYPE | 249 | 51 |
P value = 7e-05 (Fisher's exact test), Q value = 0.065
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 | 72 | 1 | 28 | 127 | 8 | 1 | 21 | 13 | 53 | 38 | 42 | 16 | 1 |
17P LOSS MUTATED | 31 | 0 | 13 | 52 | 1 | 1 | 11 | 11 | 28 | 27 | 31 | 11 | 1 |
17P LOSS WILD-TYPE | 41 | 1 | 15 | 75 | 7 | 0 | 10 | 2 | 25 | 11 | 11 | 5 | 0 |
P value = 0.00016 (Fisher's exact test), Q value = 0.15
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 252 | 101 | 76 |
17P LOSS MUTATED | 110 | 61 | 52 |
17P LOSS WILD-TYPE | 142 | 40 | 24 |
P value = 9.15e-06 (Fisher's exact test), Q value = 0.0086
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
17P LOSS MUTATED | 209 | 13 |
17P LOSS WILD-TYPE | 164 | 42 |
P value = 1.46e-05 (Wilcoxon-test), Q value = 0.014
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 406 | 2.0 (4.4) |
17P LOSS MUTATED | 212 | 2.8 (5.5) |
17P LOSS WILD-TYPE | 194 | 1.2 (2.6) |
P value = 0.000112 (Wilcoxon-test), Q value = 0.1
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 406 | 2.0 (4.4) |
17Q LOSS MUTATED | 57 | 3.9 (7.4) |
17Q LOSS WILD-TYPE | 349 | 1.7 (3.7) |
P value = 3.65e-10 (Fisher's exact test), Q value = 3.4e-07
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
18P LOSS MUTATED | 228 | 9 |
18P LOSS WILD-TYPE | 145 | 46 |
P value = 3e-05 (Fisher's exact test), Q value = 0.028
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 | 72 | 1 | 28 | 127 | 8 | 1 | 21 | 13 | 53 | 38 | 42 | 16 | 1 |
18Q LOSS MUTATED | 36 | 0 | 14 | 65 | 2 | 1 | 10 | 12 | 34 | 29 | 34 | 13 | 0 |
18Q LOSS WILD-TYPE | 36 | 1 | 14 | 62 | 6 | 0 | 11 | 1 | 19 | 9 | 8 | 3 | 1 |
P value = 1.71e-09 (Fisher's exact test), Q value = 1.6e-06
nPatients | COLON ADENOCARCINOMA | COLON MUCINOUS ADENOCARCINOMA |
---|---|---|
ALL | 373 | 55 |
18Q LOSS MUTATED | 243 | 12 |
18Q LOSS WILD-TYPE | 130 | 43 |
P value = 0.000233 (Wilcoxon-test), Q value = 0.22
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 406 | 2.0 (4.4) |
18Q LOSS MUTATED | 243 | 2.4 (4.7) |
18Q LOSS WILD-TYPE | 163 | 1.6 (4.1) |
P value = 1.82e-05 (Wilcoxon-test), Q value = 0.017
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 406 | 2.0 (4.4) |
19P LOSS MUTATED | 36 | 4.8 (5.4) |
19P LOSS WILD-TYPE | 370 | 1.8 (4.2) |
P value = 7e-05 (Fisher's exact test), Q value = 0.065
nPatients | N0 | N1 | N2 |
---|---|---|---|
ALL | 252 | 101 | 76 |
22Q LOSS MUTATED | 61 | 42 | 35 |
22Q LOSS WILD-TYPE | 191 | 59 | 41 |
P value = 6.56e-05 (Wilcoxon-test), Q value = 0.061
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 406 | 2.0 (4.4) |
22Q LOSS MUTATED | 131 | 2.9 (5.0) |
22Q LOSS WILD-TYPE | 275 | 1.6 (4.1) |
-
Copy number data file = transformed.cor.cli.txt
-
Clinical data file = COAD-TP.merged_data.txt
-
Number of patients = 430
-
Number of significantly arm-level cnvs = 79
-
Number of selected clinical features = 12
-
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.