This pipeline computes the correlation between significant arm-level copy number variations (cnvs) and selected clinical features.
Testing the association between copy number variation 82 arm-level events and 15 clinical features across 184 patients, 23 significant findings detected with Q value < 0.25.
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3q gain cnv correlated to 'YEARS_TO_BIRTH'.
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12p gain cnv correlated to 'HISTOLOGICAL_TYPE'.
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13q gain cnv correlated to 'HISTOLOGICAL_TYPE'.
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20q gain cnv correlated to 'HISTOLOGICAL_TYPE'.
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22q gain cnv correlated to 'HISTOLOGICAL_TYPE' and 'RACE'.
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3p loss cnv correlated to 'HISTOLOGICAL_TYPE' and 'RACE'.
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5p loss cnv correlated to 'PATHOLOGIC_STAGE' and 'HISTOLOGICAL_TYPE'.
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7q loss cnv correlated to 'PATHOLOGY_T_STAGE'.
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10p loss cnv correlated to 'HISTOLOGICAL_TYPE' and 'RACE'.
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10q loss cnv correlated to 'HISTOLOGICAL_TYPE' and 'RACE'.
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12p loss cnv correlated to 'HISTOLOGICAL_TYPE'.
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12q loss cnv correlated to 'RACE'.
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13q loss cnv correlated to 'RACE'.
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16p loss cnv correlated to 'HISTOLOGICAL_TYPE'.
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16q 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 'HISTOLOGICAL_TYPE'.
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22q loss cnv correlated to 'HISTOLOGICAL_TYPE'.
Clinical Features |
Time to Death |
YEARS TO BIRTH |
PATHOLOGIC STAGE |
PATHOLOGY T STAGE |
PATHOLOGY N STAGE |
PATHOLOGY M STAGE |
GENDER |
RADIATION THERAPY |
KARNOFSKY PERFORMANCE SCORE |
HISTOLOGICAL TYPE |
NUMBER PACK YEARS SMOKED |
RESIDUAL TUMOR |
NUMBER OF LYMPH NODES |
RACE | ETHNICITY | ||
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 | Wilcoxon-test | Fisher's exact test | Wilcoxon-test | Fisher's exact test | Wilcoxon-test | Fisher's exact test | Fisher's exact test | |
22q gain | 31 (17%) | 153 |
0.682 (0.996) |
0.0356 (0.456) |
0.348 (0.89) |
0.185 (0.745) |
0.00618 (0.268) |
0.665 (0.996) |
0.578 (0.984) |
0.818 (1.00) |
0.239 (0.815) |
2.07e-06 (0.000635) |
0.931 (1.00) |
0.684 (0.996) |
0.739 (1.00) |
0.00195 (0.147) |
1 (1.00) |
3p loss | 92 (50%) | 92 |
0.145 (0.722) |
0.0346 (0.456) |
0.111 (0.66) |
0.545 (0.974) |
0.125 (0.69) |
0.505 (0.962) |
0.211 (0.769) |
1 (1.00) |
0.875 (1.00) |
8.52e-07 (0.000635) |
0.682 (0.996) |
0.0206 (0.417) |
0.0116 (0.325) |
0.00078 (0.0738) |
0.199 (0.768) |
5p loss | 46 (25%) | 138 |
0.798 (1.00) |
0.297 (0.862) |
0.00292 (0.18) |
0.0484 (0.485) |
0.446 (0.939) |
0.685 (0.996) |
0.478 (0.945) |
0.313 (0.863) |
0.606 (0.989) |
6.76e-05 (0.0119) |
0.765 (1.00) |
0.888 (1.00) |
0.468 (0.945) |
0.443 (0.939) |
0.622 (0.996) |
10p loss | 51 (28%) | 133 |
0.499 (0.962) |
0.331 (0.881) |
0.483 (0.952) |
0.0949 (0.63) |
0.0475 (0.485) |
0.467 (0.945) |
0.818 (1.00) |
0.556 (0.978) |
0.0415 (0.479) |
0.00281 (0.18) |
0.569 (0.984) |
0.0188 (0.417) |
0.392 (0.91) |
0.00055 (0.0615) |
1 (1.00) |
10q loss | 50 (27%) | 134 |
0.925 (1.00) |
0.148 (0.722) |
0.773 (1.00) |
0.0969 (0.63) |
0.967 (1.00) |
0.719 (1.00) |
1 (1.00) |
1 (1.00) |
0.522 (0.962) |
0.000429 (0.0528) |
0.38 (0.909) |
0.0767 (0.59) |
0.282 (0.851) |
3e-05 (0.00615) |
1 (1.00) |
3q gain | 77 (42%) | 107 |
0.858 (1.00) |
0.00307 (0.18) |
0.923 (1.00) |
0.457 (0.943) |
0.828 (1.00) |
0.495 (0.961) |
1 (1.00) |
0.048 (0.485) |
0.884 (1.00) |
0.1 (0.634) |
0.172 (0.744) |
0.825 (1.00) |
0.531 (0.966) |
0.324 (0.874) |
1 (1.00) |
12p gain | 57 (31%) | 127 |
0.359 (0.897) |
0.0974 (0.63) |
0.0947 (0.63) |
0.163 (0.742) |
0.873 (1.00) |
0.0237 (0.417) |
0.0697 (0.563) |
0.0518 (0.493) |
0.0518 (0.493) |
0.00134 (0.11) |
0.273 (0.845) |
0.89 (1.00) |
0.203 (0.769) |
0.00943 (0.325) |
1 (1.00) |
13q gain | 44 (24%) | 140 |
0.204 (0.769) |
0.823 (1.00) |
0.156 (0.73) |
0.0534 (0.493) |
0.257 (0.837) |
0.37 (0.902) |
1 (1.00) |
0.0967 (0.63) |
0.73 (1.00) |
1.63e-06 (0.000635) |
0.081 (0.596) |
0.895 (1.00) |
0.186 (0.746) |
0.149 (0.722) |
0.082 (0.598) |
20q gain | 114 (62%) | 70 |
0.0335 (0.453) |
0.224 (0.786) |
0.65 (0.996) |
0.0301 (0.441) |
0.101 (0.636) |
0.309 (0.863) |
0.0536 (0.493) |
0.467 (0.945) |
0.291 (0.86) |
0.000769 (0.0738) |
0.637 (0.996) |
0.449 (0.941) |
0.0309 (0.441) |
0.288 (0.857) |
1 (1.00) |
7q loss | 23 (12%) | 161 |
0.78 (1.00) |
0.196 (0.767) |
0.225 (0.786) |
0.00455 (0.243) |
0.367 (0.9) |
0.357 (0.897) |
1 (1.00) |
1 (1.00) |
0.786 (1.00) |
1 (1.00) |
0.349 (0.89) |
0.123 (0.69) |
0.0544 (0.495) |
1 (1.00) |
1 (1.00) |
12p loss | 34 (18%) | 150 |
0.267 (0.845) |
0.463 (0.945) |
0.488 (0.954) |
0.509 (0.962) |
0.484 (0.952) |
1 (1.00) |
0.595 (0.984) |
0.00587 (0.267) |
0.867 (1.00) |
0.00109 (0.0962) |
0.204 (0.769) |
0.301 (0.862) |
0.418 (0.926) |
0.174 (0.744) |
0.587 (0.984) |
12q loss | 32 (17%) | 152 |
0.468 (0.945) |
0.498 (0.961) |
0.0305 (0.441) |
0.101 (0.636) |
0.586 (0.984) |
0.636 (0.996) |
0.268 (0.845) |
0.0572 (0.506) |
0.0378 (0.465) |
0.0112 (0.325) |
0.0839 (0.6) |
0.609 (0.99) |
0.0554 (0.497) |
0.00203 (0.147) |
1 (1.00) |
13q loss | 67 (36%) | 117 |
0.235 (0.808) |
0.0789 (0.592) |
0.728 (1.00) |
0.705 (1.00) |
0.706 (1.00) |
0.483 (0.952) |
0.05 (0.489) |
0.0454 (0.485) |
0.121 (0.69) |
0.0331 (0.452) |
0.864 (1.00) |
0.413 (0.917) |
0.7 (1.00) |
0.00288 (0.18) |
1 (1.00) |
16p loss | 54 (29%) | 130 |
0.578 (0.984) |
0.477 (0.945) |
0.464 (0.945) |
0.244 (0.815) |
0.18 (0.745) |
1 (1.00) |
0.82 (1.00) |
0.241 (0.815) |
0.976 (1.00) |
9.24e-05 (0.0142) |
0.585 (0.984) |
0.674 (0.996) |
0.788 (1.00) |
0.182 (0.745) |
0.171 (0.744) |
16q loss | 53 (29%) | 131 |
0.751 (1.00) |
0.346 (0.89) |
0.731 (1.00) |
0.496 (0.961) |
0.287 (0.857) |
1 (1.00) |
1 (1.00) |
0.435 (0.934) |
0.828 (1.00) |
1.79e-06 (0.000635) |
0.548 (0.976) |
0.412 (0.917) |
0.141 (0.722) |
0.0695 (0.563) |
0.0353 (0.456) |
17p loss | 72 (39%) | 112 |
0.758 (1.00) |
0.107 (0.654) |
0.225 (0.786) |
0.177 (0.745) |
0.456 (0.943) |
1 (1.00) |
0.67 (0.996) |
1 (1.00) |
0.0953 (0.63) |
0.000161 (0.0221) |
0.592 (0.984) |
0.567 (0.984) |
0.0681 (0.563) |
0.108 (0.654) |
0.179 (0.745) |
18p loss | 69 (38%) | 115 |
0.841 (1.00) |
0.0901 (0.623) |
0.633 (0.996) |
0.0348 (0.456) |
0.64 (0.996) |
0.719 (1.00) |
0.519 (0.962) |
0.0428 (0.479) |
0.891 (1.00) |
0.00363 (0.203) |
0.128 (0.691) |
0.0918 (0.624) |
0.748 (1.00) |
0.0229 (0.417) |
0.662 (0.996) |
22q loss | 73 (40%) | 111 |
0.0932 (0.63) |
0.243 (0.815) |
0.0446 (0.485) |
0.00935 (0.325) |
0.037 (0.459) |
0.164 (0.742) |
0.834 (1.00) |
0.471 (0.945) |
0.475 (0.945) |
2.37e-05 (0.00584) |
0.953 (1.00) |
0.42 (0.926) |
0.0822 (0.598) |
0.342 (0.887) |
1 (1.00) |
1p gain | 38 (21%) | 146 |
0.191 (0.755) |
0.255 (0.837) |
0.581 (0.984) |
0.709 (1.00) |
0.941 (1.00) |
0.676 (0.996) |
0.607 (0.99) |
0.827 (1.00) |
0.752 (1.00) |
0.856 (1.00) |
0.996 (1.00) |
0.213 (0.773) |
0.627 (0.996) |
0.12 (0.69) |
0.643 (0.996) |
1q gain | 64 (35%) | 120 |
0.0709 (0.563) |
0.277 (0.845) |
0.884 (1.00) |
0.676 (0.996) |
0.776 (1.00) |
0.284 (0.851) |
0.0786 (0.592) |
0.457 (0.943) |
0.818 (1.00) |
0.282 (0.851) |
0.534 (0.966) |
0.0426 (0.479) |
0.641 (0.996) |
0.294 (0.861) |
1 (1.00) |
2p gain | 61 (33%) | 123 |
0.531 (0.966) |
0.143 (0.722) |
0.206 (0.769) |
0.378 (0.906) |
0.94 (1.00) |
0.703 (1.00) |
0.826 (1.00) |
0.263 (0.839) |
0.305 (0.863) |
0.212 (0.772) |
0.271 (0.845) |
0.0464 (0.485) |
0.781 (1.00) |
0.0118 (0.325) |
1 (1.00) |
2q gain | 47 (26%) | 137 |
0.996 (1.00) |
0.186 (0.746) |
0.441 (0.937) |
0.144 (0.722) |
0.887 (1.00) |
1 (1.00) |
0.813 (1.00) |
0.686 (0.997) |
0.703 (1.00) |
0.867 (1.00) |
0.955 (1.00) |
0.204 (0.769) |
0.829 (1.00) |
0.112 (0.66) |
1 (1.00) |
3p gain | 31 (17%) | 153 |
0.391 (0.91) |
0.242 (0.815) |
0.171 (0.744) |
0.251 (0.829) |
0.122 (0.69) |
0.126 (0.69) |
0.578 (0.984) |
0.109 (0.658) |
0.929 (1.00) |
0.434 (0.934) |
0.875 (1.00) |
0.151 (0.725) |
0.13 (0.696) |
0.148 (0.722) |
0.243 (0.815) |
4p gain | 17 (9%) | 167 |
0.209 (0.769) |
0.655 (0.996) |
0.677 (0.996) |
0.746 (1.00) |
0.643 (0.996) |
0.487 (0.954) |
0.475 (0.945) |
1 (1.00) |
0.389 (0.91) |
1 (1.00) |
0.638 (0.996) |
0.0996 (0.634) |
0.0538 (0.493) |
0.0362 (0.457) |
0.501 (0.962) |
4q gain | 17 (9%) | 167 |
0.295 (0.861) |
0.505 (0.962) |
1 (1.00) |
0.609 (0.99) |
0.917 (1.00) |
1 (1.00) |
0.475 (0.945) |
0.764 (1.00) |
0.672 (0.996) |
0.317 (0.865) |
0.653 (0.996) |
1 (1.00) |
0.0227 (0.417) |
0.136 (0.711) |
1 (1.00) |
5p gain | 75 (41%) | 109 |
0.344 (0.888) |
0.62 (0.996) |
0.387 (0.91) |
0.181 (0.745) |
0.62 (0.996) |
1 (1.00) |
0.405 (0.917) |
0.859 (1.00) |
0.817 (1.00) |
0.0105 (0.325) |
0.889 (1.00) |
0.154 (0.727) |
0.883 (1.00) |
0.172 (0.744) |
1 (1.00) |
5q gain | 20 (11%) | 164 |
0.866 (1.00) |
0.366 (0.9) |
0.335 (0.884) |
0.44 (0.937) |
0.0534 (0.493) |
1 (1.00) |
1 (1.00) |
0.783 (1.00) |
0.068 (0.563) |
0.817 (1.00) |
0.817 (1.00) |
0.11 (0.66) |
0.505 (0.962) |
0.533 (0.966) |
1 (1.00) |
6p gain | 39 (21%) | 145 |
0.522 (0.962) |
0.673 (0.996) |
0.337 (0.884) |
0.923 (1.00) |
0.96 (1.00) |
0.111 (0.66) |
1 (1.00) |
1 (1.00) |
0.22 (0.78) |
0.0706 (0.563) |
0.393 (0.91) |
0.721 (1.00) |
0.958 (1.00) |
1 (1.00) |
0.585 (0.984) |
6q gain | 33 (18%) | 151 |
0.513 (0.962) |
0.422 (0.926) |
0.0959 (0.63) |
0.609 (0.99) |
0.837 (1.00) |
0.012 (0.325) |
0.79 (1.00) |
1 (1.00) |
0.0849 (0.6) |
0.125 (0.69) |
0.218 (0.779) |
0.072 (0.565) |
0.383 (0.909) |
0.852 (1.00) |
0.587 (0.984) |
7p gain | 109 (59%) | 75 |
0.723 (1.00) |
0.557 (0.978) |
0.55 (0.976) |
0.0259 (0.425) |
0.193 (0.757) |
0.185 (0.745) |
0.0548 (0.495) |
0.595 (0.984) |
0.797 (1.00) |
0.177 (0.745) |
0.191 (0.755) |
0.74 (1.00) |
0.639 (0.996) |
0.198 (0.768) |
0.401 (0.911) |
7q gain | 87 (47%) | 97 |
0.817 (1.00) |
0.665 (0.996) |
0.596 (0.984) |
0.0288 (0.438) |
0.411 (0.917) |
0.174 (0.744) |
0.021 (0.417) |
0.723 (1.00) |
0.345 (0.888) |
0.555 (0.978) |
0.695 (1.00) |
0.33 (0.881) |
0.307 (0.863) |
0.466 (0.945) |
0.677 (0.996) |
8p gain | 67 (36%) | 117 |
0.0364 (0.457) |
0.984 (1.00) |
0.843 (1.00) |
0.259 (0.837) |
0.467 (0.945) |
0.719 (1.00) |
1 (1.00) |
0.854 (1.00) |
0.722 (1.00) |
1 (1.00) |
0.122 (0.69) |
0.289 (0.857) |
0.172 (0.744) |
1 (1.00) |
0.661 (0.996) |
8q gain | 102 (55%) | 82 |
0.361 (0.898) |
0.949 (1.00) |
0.244 (0.815) |
0.0287 (0.438) |
0.0597 (0.513) |
0.732 (1.00) |
0.682 (0.996) |
0.154 (0.727) |
0.707 (1.00) |
0.657 (0.996) |
0.786 (1.00) |
0.528 (0.964) |
0.0206 (0.417) |
0.385 (0.909) |
0.398 (0.911) |
9p gain | 17 (9%) | 167 |
0.259 (0.837) |
0.571 (0.984) |
0.667 (0.996) |
0.35 (0.89) |
0.0236 (0.417) |
0.6 (0.984) |
0.475 (0.945) |
0.0253 (0.425) |
0.309 (0.863) |
0.317 (0.865) |
0.117 (0.686) |
0.736 (1.00) |
0.401 (0.911) |
0.125 (0.69) |
1 (1.00) |
9q gain | 34 (18%) | 150 |
0.491 (0.956) |
0.343 (0.888) |
0.769 (1.00) |
0.242 (0.815) |
0.521 (0.962) |
1 (1.00) |
0.0318 (0.444) |
0.0595 (0.513) |
0.0527 (0.493) |
0.256 (0.837) |
0.0423 (0.479) |
0.314 (0.863) |
0.396 (0.911) |
0.00493 (0.253) |
1 (1.00) |
10p gain | 40 (22%) | 144 |
0.516 (0.962) |
0.924 (1.00) |
0.0179 (0.416) |
0.0826 (0.598) |
0.129 (0.696) |
0.0808 (0.596) |
0.207 (0.769) |
1 (1.00) |
0.175 (0.744) |
0.0485 (0.485) |
0.274 (0.845) |
0.933 (1.00) |
0.506 (0.962) |
0.274 (0.845) |
0.336 (0.884) |
10q gain | 31 (17%) | 153 |
0.873 (1.00) |
0.84 (1.00) |
0.0353 (0.456) |
0.0396 (0.473) |
0.329 (0.881) |
0.141 (0.722) |
0.263 (0.839) |
0.35 (0.89) |
0.538 (0.967) |
0.0494 (0.489) |
0.0475 (0.485) |
0.912 (1.00) |
0.312 (0.863) |
0.305 (0.863) |
0.587 (0.984) |
11p gain | 39 (21%) | 145 |
0.377 (0.906) |
0.533 (0.966) |
0.843 (1.00) |
0.389 (0.91) |
0.217 (0.778) |
0.395 (0.911) |
1 (1.00) |
0.394 (0.911) |
0.76 (1.00) |
0.719 (1.00) |
0.16 (0.742) |
0.0283 (0.438) |
0.264 (0.842) |
0.755 (1.00) |
0.592 (0.984) |
11q gain | 29 (16%) | 155 |
0.905 (1.00) |
0.0678 (0.563) |
0.605 (0.989) |
0.409 (0.917) |
0.0916 (0.624) |
1 (1.00) |
1 (1.00) |
0.088 (0.612) |
0.581 (0.984) |
0.108 (0.654) |
0.6 (0.984) |
0.0158 (0.406) |
0.602 (0.986) |
0.852 (1.00) |
0.585 (0.984) |
12q gain | 37 (20%) | 147 |
0.514 (0.962) |
0.332 (0.881) |
0.0176 (0.416) |
0.441 (0.937) |
0.569 (0.984) |
0.0167 (0.411) |
0.299 (0.862) |
0.371 (0.902) |
0.0245 (0.425) |
0.361 (0.898) |
0.0469 (0.485) |
0.56 (0.979) |
0.0124 (0.325) |
0.019 (0.417) |
1 (1.00) |
14q gain | 49 (27%) | 135 |
0.738 (1.00) |
0.126 (0.69) |
0.983 (1.00) |
0.012 (0.325) |
0.547 (0.976) |
0.445 (0.939) |
0.0167 (0.411) |
0.432 (0.934) |
0.73 (1.00) |
0.00721 (0.286) |
0.75 (1.00) |
0.375 (0.903) |
0.864 (1.00) |
0.0707 (0.563) |
0.66 (0.996) |
15q gain | 31 (17%) | 153 |
0.595 (0.984) |
0.679 (0.996) |
0.584 (0.984) |
0.457 (0.943) |
0.979 (1.00) |
0.355 (0.897) |
0.578 (0.984) |
1 (1.00) |
0.524 (0.963) |
0.434 (0.934) |
0.0999 (0.634) |
0.429 (0.934) |
0.732 (1.00) |
0.303 (0.863) |
0.218 (0.778) |
16p gain | 40 (22%) | 144 |
0.711 (1.00) |
0.921 (1.00) |
0.141 (0.722) |
0.275 (0.845) |
0.249 (0.826) |
0.428 (0.934) |
0.0111 (0.325) |
0.521 (0.962) |
0.235 (0.809) |
0.0124 (0.325) |
0.929 (1.00) |
0.541 (0.969) |
0.634 (0.996) |
0.00653 (0.268) |
1 (1.00) |
16q gain | 38 (21%) | 146 |
0.103 (0.642) |
0.807 (1.00) |
0.0693 (0.563) |
0.338 (0.884) |
0.318 (0.865) |
0.0226 (0.417) |
0.0744 (0.579) |
0.662 (0.996) |
0.786 (1.00) |
0.0106 (0.325) |
0.843 (1.00) |
0.834 (1.00) |
0.359 (0.897) |
0.0419 (0.479) |
1 (1.00) |
17p gain | 32 (17%) | 152 |
0.778 (1.00) |
0.456 (0.943) |
0.792 (1.00) |
0.82 (1.00) |
0.311 (0.863) |
1 (1.00) |
0.424 (0.929) |
0.0973 (0.63) |
0.957 (1.00) |
0.244 (0.815) |
0.923 (1.00) |
0.133 (0.71) |
0.439 (0.937) |
0.858 (1.00) |
0.585 (0.984) |
17q gain | 44 (24%) | 140 |
0.559 (0.978) |
0.526 (0.964) |
0.781 (1.00) |
0.987 (1.00) |
0.474 (0.945) |
1 (1.00) |
0.329 (0.881) |
0.00534 (0.263) |
0.661 (0.996) |
1 (1.00) |
0.339 (0.884) |
0.223 (0.786) |
0.539 (0.968) |
0.693 (1.00) |
0.33 (0.881) |
18p gain | 50 (27%) | 134 |
0.413 (0.917) |
0.505 (0.962) |
0.549 (0.976) |
0.639 (0.996) |
0.876 (1.00) |
0.253 (0.833) |
0.16 (0.742) |
0.163 (0.742) |
0.76 (1.00) |
0.407 (0.917) |
0.87 (1.00) |
0.453 (0.943) |
0.272 (0.845) |
0.187 (0.746) |
0.632 (0.996) |
18q gain | 24 (13%) | 160 |
0.689 (1) |
0.855 (1.00) |
0.233 (0.806) |
0.698 (1.00) |
0.774 (1.00) |
1 (1.00) |
0.538 (0.967) |
0.445 (0.939) |
0.349 (0.89) |
1 (1.00) |
0.612 (0.992) |
0.91 (1.00) |
0.962 (1.00) |
1 (1.00) |
1 (1.00) |
19p gain | 28 (15%) | 156 |
0.399 (0.911) |
0.353 (0.894) |
0.754 (1.00) |
0.809 (1.00) |
0.0796 (0.593) |
1 (1.00) |
0.0844 (0.6) |
0.636 (0.996) |
0.722 (1.00) |
1 (1.00) |
0.514 (0.962) |
0.91 (1.00) |
0.364 (0.9) |
0.126 (0.69) |
1 (1.00) |
19q gain | 40 (22%) | 144 |
0.839 (1.00) |
0.269 (0.845) |
0.431 (0.934) |
1 (1.00) |
0.454 (0.943) |
0.665 (0.996) |
0.0111 (0.325) |
0.14 (0.722) |
0.931 (1.00) |
0.211 (0.769) |
0.934 (1.00) |
0.489 (0.954) |
0.37 (0.902) |
0.382 (0.909) |
1 (1.00) |
20p gain | 107 (58%) | 77 |
0.0463 (0.485) |
0.432 (0.934) |
0.515 (0.962) |
0.595 (0.984) |
0.411 (0.917) |
0.299 (0.862) |
0.141 (0.722) |
0.476 (0.945) |
0.079 (0.592) |
0.1 (0.634) |
0.614 (0.994) |
0.934 (1.00) |
0.106 (0.65) |
0.313 (0.863) |
0.693 (1.00) |
21q gain | 16 (9%) | 168 |
0.34 (0.884) |
0.916 (1.00) |
0.858 (1.00) |
0.767 (1.00) |
0.595 (0.984) |
1 (1.00) |
1 (1.00) |
0.198 (0.768) |
0.392 (0.91) |
0.197 (0.768) |
0.772 (1.00) |
0.793 (1.00) |
0.837 (1.00) |
0.163 (0.742) |
1 (1.00) |
xp gain | 25 (14%) | 159 |
0.654 (0.996) |
0.884 (1.00) |
0.498 (0.961) |
0.954 (1.00) |
0.0231 (0.417) |
0.598 (0.984) |
0.541 (0.969) |
0.311 (0.863) |
0.973 (1.00) |
0.519 (0.962) |
0.553 (0.978) |
0.292 (0.86) |
0.715 (1.00) |
0.165 (0.743) |
0.587 (0.984) |
xq gain | 41 (22%) | 143 |
0.725 (1.00) |
0.215 (0.776) |
0.362 (0.899) |
0.622 (0.996) |
0.183 (0.745) |
0.684 (0.996) |
0.209 (0.769) |
0.531 (0.966) |
0.686 (0.997) |
0.0216 (0.417) |
0.636 (0.996) |
0.173 (0.744) |
0.227 (0.788) |
0.0308 (0.441) |
1 (1.00) |
1p loss | 38 (21%) | 146 |
0.836 (1.00) |
1 (1.00) |
0.515 (0.962) |
1 (1.00) |
0.407 (0.917) |
0.207 (0.769) |
1 (1.00) |
0.658 (0.996) |
0.312 (0.863) |
0.0173 (0.416) |
0.791 (1.00) |
0.0277 (0.438) |
0.774 (1.00) |
0.386 (0.91) |
1 (1.00) |
1q loss | 22 (12%) | 162 |
0.0324 (0.448) |
0.15 (0.722) |
0.177 (0.745) |
0.557 (0.978) |
0.248 (0.824) |
0.142 (0.722) |
1 (1.00) |
0.784 (1.00) |
0.321 (0.871) |
0.0669 (0.563) |
0.359 (0.897) |
0.0124 (0.325) |
0.189 (0.751) |
0.324 (0.874) |
1 (1.00) |
2p loss | 10 (5%) | 174 |
0.0707 (0.563) |
0.327 (0.88) |
0.436 (0.934) |
0.475 (0.945) |
1 (1.00) |
1 (1.00) |
0.643 (0.996) |
0.24 (0.815) |
0.729 (1.00) |
0.103 (0.642) |
0.629 (0.996) |
0.734 (1.00) |
0.181 (0.745) |
0.799 (1.00) |
1 (1.00) |
2q loss | 18 (10%) | 166 |
0.527 (0.964) |
0.339 (0.884) |
0.857 (1.00) |
0.452 (0.943) |
0.694 (1.00) |
0.599 (0.984) |
0.732 (1.00) |
0.384 (0.909) |
0.294 (0.861) |
0.0258 (0.425) |
0.453 (0.943) |
0.752 (1.00) |
0.284 (0.851) |
1 (1.00) |
1 (1.00) |
3q loss | 33 (18%) | 151 |
0.803 (1.00) |
0.809 (1.00) |
0.192 (0.757) |
0.766 (1.00) |
0.78 (1.00) |
1 (1.00) |
0.421 (0.926) |
0.496 (0.961) |
0.364 (0.9) |
0.566 (0.984) |
0.665 (0.996) |
0.505 (0.962) |
0.95 (1.00) |
0.289 (0.857) |
1 (1.00) |
4p loss | 105 (57%) | 79 |
0.0849 (0.6) |
0.149 (0.722) |
0.591 (0.984) |
0.127 (0.69) |
0.366 (0.9) |
1 (1.00) |
0.4 (0.911) |
0.475 (0.945) |
0.947 (1.00) |
0.373 (0.903) |
0.221 (0.78) |
0.227 (0.788) |
0.04 (0.473) |
0.0196 (0.417) |
0.677 (0.996) |
4q loss | 88 (48%) | 96 |
0.0568 (0.506) |
0.181 (0.745) |
0.148 (0.722) |
0.31 (0.863) |
0.704 (1.00) |
0.312 (0.863) |
0.144 (0.722) |
0.375 (0.903) |
0.558 (0.978) |
0.184 (0.745) |
0.565 (0.984) |
0.446 (0.939) |
0.0086 (0.325) |
0.146 (0.722) |
1 (1.00) |
5q loss | 87 (47%) | 97 |
0.433 (0.934) |
0.923 (1.00) |
0.174 (0.744) |
0.47 (0.945) |
0.217 (0.778) |
0.735 (1.00) |
0.534 (0.966) |
0.859 (1.00) |
0.303 (0.863) |
0.076 (0.588) |
0.901 (1.00) |
0.745 (1.00) |
0.283 (0.851) |
1 (1.00) |
1 (1.00) |
6p loss | 38 (21%) | 146 |
0.372 (0.902) |
0.668 (0.996) |
0.706 (1.00) |
0.64 (0.996) |
0.0453 (0.485) |
0.209 (0.769) |
1 (1.00) |
0.657 (0.996) |
0.891 (1.00) |
0.278 (0.845) |
0.178 (0.745) |
0.76 (1.00) |
0.272 (0.845) |
0.18 (0.745) |
0.622 (0.996) |
6q loss | 40 (22%) | 144 |
0.581 (0.984) |
0.868 (1.00) |
0.716 (1.00) |
0.317 (0.865) |
0.487 (0.954) |
1 (1.00) |
0.207 (0.769) |
1 (1.00) |
0.838 (1.00) |
0.723 (1.00) |
0.162 (0.742) |
0.625 (0.996) |
0.241 (0.815) |
0.276 (0.845) |
0.622 (0.996) |
7p loss | 13 (7%) | 171 |
0.591 (0.984) |
0.808 (1.00) |
0.967 (1.00) |
0.446 (0.939) |
0.666 (0.996) |
1 (1.00) |
0.411 (0.917) |
1 (1.00) |
0.644 (0.996) |
0.572 (0.984) |
0.0236 (0.417) |
0.555 (0.978) |
0.151 (0.725) |
0.827 (1.00) |
1 (1.00) |
8p loss | 62 (34%) | 122 |
0.806 (1.00) |
0.971 (1.00) |
0.517 (0.962) |
0.633 (0.996) |
0.201 (0.769) |
0.486 (0.954) |
1 (1.00) |
0.454 (0.943) |
0.77 (1.00) |
0.438 (0.937) |
0.128 (0.691) |
0.577 (0.984) |
0.492 (0.958) |
0.643 (0.996) |
0.664 (0.996) |
8q loss | 21 (11%) | 163 |
0.174 (0.744) |
0.944 (1.00) |
0.298 (0.862) |
0.782 (1.00) |
0.644 (0.996) |
1 (1.00) |
1 (1.00) |
0.027 (0.436) |
0.844 (1.00) |
0.817 (1.00) |
0.858 (1.00) |
0.677 (0.996) |
0.807 (1.00) |
0.136 (0.711) |
0.423 (0.926) |
9p loss | 100 (54%) | 84 |
0.624 (0.996) |
0.401 (0.911) |
0.277 (0.845) |
0.51 (0.962) |
0.148 (0.722) |
1 (1.00) |
0.0608 (0.519) |
0.214 (0.773) |
0.375 (0.903) |
0.555 (0.978) |
0.923 (1.00) |
0.0881 (0.612) |
0.261 (0.837) |
0.0579 (0.509) |
0.398 (0.911) |
9q loss | 65 (35%) | 119 |
0.535 (0.966) |
0.417 (0.925) |
0.0415 (0.479) |
0.537 (0.967) |
0.9 (1.00) |
0.276 (0.845) |
0.383 (0.909) |
0.855 (1.00) |
0.301 (0.862) |
0.358 (0.897) |
0.164 (0.742) |
0.844 (1.00) |
0.932 (1.00) |
0.259 (0.837) |
0.396 (0.911) |
11p loss | 52 (28%) | 132 |
0.665 (0.996) |
0.581 (0.984) |
0.135 (0.711) |
0.73 (1.00) |
0.126 (0.69) |
0.448 (0.939) |
0.257 (0.837) |
0.0501 (0.489) |
0.169 (0.744) |
1 (1.00) |
0.893 (1.00) |
0.839 (1.00) |
0.823 (1.00) |
0.135 (0.711) |
0.368 (0.902) |
11q loss | 60 (33%) | 124 |
0.526 (0.964) |
0.267 (0.845) |
0.174 (0.744) |
0.704 (1.00) |
0.0398 (0.473) |
1 (1.00) |
0.826 (1.00) |
0.0386 (0.47) |
0.661 (0.996) |
0.0184 (0.417) |
0.476 (0.945) |
0.517 (0.962) |
0.766 (1.00) |
0.0531 (0.493) |
0.184 (0.745) |
14q loss | 45 (24%) | 139 |
0.682 (0.996) |
0.158 (0.738) |
0.204 (0.769) |
0.318 (0.865) |
0.303 (0.863) |
0.428 (0.934) |
0.812 (1.00) |
0.413 (0.917) |
0.477 (0.945) |
0.00566 (0.267) |
0.41 (0.917) |
0.697 (1.00) |
0.94 (1.00) |
0.173 (0.744) |
1 (1.00) |
15q loss | 56 (30%) | 128 |
0.333 (0.882) |
0.371 (0.902) |
0.939 (1.00) |
0.293 (0.861) |
0.716 (1.00) |
0.152 (0.725) |
0.657 (0.996) |
0.703 (1.00) |
0.955 (1.00) |
0.0249 (0.425) |
0.757 (1.00) |
0.163 (0.742) |
0.858 (1.00) |
0.847 (1.00) |
0.67 (0.996) |
17q loss | 26 (14%) | 158 |
0.123 (0.69) |
0.828 (1.00) |
0.632 (0.996) |
0.612 (0.992) |
0.348 (0.89) |
1 (1.00) |
0.772 (1.00) |
0.799 (1.00) |
0.105 (0.65) |
0.835 (1.00) |
0.721 (1.00) |
0.799 (1.00) |
0.462 (0.945) |
0.706 (1.00) |
0.0595 (0.513) |
18q loss | 103 (56%) | 81 |
0.621 (0.996) |
0.205 (0.769) |
0.599 (0.984) |
0.434 (0.934) |
0.388 (0.91) |
0.513 (0.962) |
0.834 (1.00) |
0.86 (1.00) |
0.505 (0.962) |
0.0115 (0.325) |
0.319 (0.867) |
0.26 (0.837) |
0.51 (0.962) |
0.749 (1.00) |
0.681 (0.996) |
19p loss | 64 (35%) | 120 |
0.775 (1.00) |
0.143 (0.722) |
0.515 (0.962) |
0.282 (0.851) |
0.0874 (0.612) |
0.728 (1.00) |
0.383 (0.909) |
1 (1.00) |
0.518 (0.962) |
0.757 (1.00) |
0.0221 (0.417) |
0.617 (0.996) |
0.17 (0.744) |
0.27 (0.845) |
1 (1.00) |
19q loss | 52 (28%) | 132 |
0.476 (0.945) |
0.0919 (0.624) |
0.887 (1.00) |
0.335 (0.884) |
0.297 (0.862) |
1 (1.00) |
0.644 (0.996) |
0.55 (0.976) |
0.74 (1.00) |
0.252 (0.83) |
0.0789 (0.592) |
0.279 (0.846) |
0.988 (1.00) |
0.047 (0.485) |
0.667 (0.996) |
20p loss | 19 (10%) | 165 |
0.0317 (0.444) |
0.884 (1.00) |
0.896 (1.00) |
0.883 (1.00) |
0.969 (1.00) |
0.598 (0.984) |
0.744 (1.00) |
1 (1.00) |
0.392 (0.91) |
0.809 (1.00) |
0.704 (1.00) |
0.502 (0.962) |
0.339 (0.884) |
0.22 (0.78) |
0.423 (0.926) |
20q loss | 6 (3%) | 178 |
0.632 (0.996) |
0.734 (1.00) |
0.722 (1.00) |
0.153 (0.725) |
0.567 (0.984) |
1 (1.00) |
1 (1.00) |
0.65 (0.996) |
0.684 (0.996) |
0.353 (0.894) |
0.366 (0.9) |
0.265 (0.844) |
1 (1.00) |
||
21q loss | 108 (59%) | 76 |
0.226 (0.787) |
0.295 (0.861) |
0.679 (0.996) |
0.709 (1.00) |
0.794 (1.00) |
1 (1.00) |
0.677 (0.996) |
0.858 (1.00) |
0.117 (0.686) |
0.0721 (0.565) |
0.149 (0.722) |
0.0288 (0.438) |
0.883 (1.00) |
0.308 (0.863) |
0.209 (0.769) |
xp loss | 60 (33%) | 124 |
0.787 (1.00) |
0.583 (0.984) |
0.385 (0.909) |
0.559 (0.978) |
0.122 (0.69) |
0.167 (0.744) |
0.044 (0.485) |
0.704 (1.00) |
0.917 (1.00) |
1 (1.00) |
0.00634 (0.268) |
0.93 (1.00) |
0.94 (1.00) |
0.122 (0.69) |
0.664 (0.996) |
xq loss | 39 (21%) | 145 |
0.888 (1.00) |
0.566 (0.984) |
0.753 (1.00) |
0.905 (1.00) |
0.665 (0.996) |
0.209 (0.769) |
0.208 (0.769) |
1 (1.00) |
0.511 (0.962) |
0.0297 (0.441) |
0.0197 (0.417) |
0.821 (1.00) |
0.872 (1.00) |
0.478 (0.945) |
0.597 (0.984) |
P value = 0.00307 (Wilcoxon-test), Q value = 0.18
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 184 | 62.4 (11.9) |
3Q GAIN MUTATED | 77 | 59.4 (11.5) |
3Q GAIN WILD-TYPE | 107 | 64.6 (11.8) |
P value = 0.00134 (Fisher's exact test), Q value = 0.11
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
12P GAIN MUTATED | 17 | 40 |
12P GAIN WILD-TYPE | 71 | 56 |
P value = 1.63e-06 (Fisher's exact test), Q value = 0.00064
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
13Q GAIN MUTATED | 35 | 9 |
13Q GAIN WILD-TYPE | 53 | 87 |
P value = 0.000769 (Fisher's exact test), Q value = 0.074
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
20Q GAIN MUTATED | 66 | 48 |
20Q GAIN WILD-TYPE | 22 | 48 |
P value = 2.07e-06 (Fisher's exact test), Q value = 0.00064
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
22Q GAIN MUTATED | 3 | 28 |
22Q GAIN WILD-TYPE | 85 | 68 |
P value = 0.00195 (Fisher's exact test), Q value = 0.15
nPatients | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|
ALL | 46 | 5 | 114 |
22Q GAIN MUTATED | 16 | 1 | 13 |
22Q GAIN WILD-TYPE | 30 | 4 | 101 |
P value = 8.52e-07 (Fisher's exact test), Q value = 0.00064
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
3P LOSS MUTATED | 27 | 65 |
3P LOSS WILD-TYPE | 61 | 31 |
P value = 0.00078 (Fisher's exact test), Q value = 0.074
nPatients | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|
ALL | 46 | 5 | 114 |
3P LOSS MUTATED | 34 | 2 | 49 |
3P LOSS WILD-TYPE | 12 | 3 | 65 |
P value = 0.00292 (Fisher's exact test), Q value = 0.18
nPatients | STAGE I | STAGE IA | STAGE IB | STAGE II | STAGE IIA | STAGE IIB | STAGE III | STAGE IIIA | STAGE IIIB | STAGE IIIC | STAGE IV | STAGE IVA |
---|---|---|---|---|---|---|---|---|---|---|---|---|
ALL | 8 | 5 | 6 | 1 | 47 | 31 | 25 | 14 | 9 | 7 | 5 | 4 |
5P LOSS MUTATED | 7 | 0 | 0 | 0 | 8 | 6 | 9 | 2 | 3 | 0 | 0 | 1 |
5P LOSS WILD-TYPE | 1 | 5 | 6 | 1 | 39 | 25 | 16 | 12 | 6 | 7 | 5 | 3 |
P value = 6.76e-05 (Fisher's exact test), Q value = 0.012
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
5P LOSS MUTATED | 34 | 12 |
5P LOSS WILD-TYPE | 54 | 84 |
P value = 0.00455 (Fisher's exact test), Q value = 0.24
nPatients | T0+T1 | T2 | T3 | T4 |
---|---|---|---|---|
ALL | 32 | 43 | 87 | 5 |
7Q LOSS MUTATED | 0 | 3 | 16 | 2 |
7Q LOSS WILD-TYPE | 32 | 40 | 71 | 3 |
P value = 0.00281 (Fisher's exact test), Q value = 0.18
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
10P LOSS MUTATED | 15 | 36 |
10P LOSS WILD-TYPE | 73 | 60 |
P value = 0.00055 (Fisher's exact test), Q value = 0.061
nPatients | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|
ALL | 46 | 5 | 114 |
10P LOSS MUTATED | 19 | 4 | 22 |
10P LOSS WILD-TYPE | 27 | 1 | 92 |
P value = 0.000429 (Fisher's exact test), Q value = 0.053
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
10Q LOSS MUTATED | 13 | 37 |
10Q LOSS WILD-TYPE | 75 | 59 |
P value = 3e-05 (Fisher's exact test), Q value = 0.0061
nPatients | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|
ALL | 46 | 5 | 114 |
10Q LOSS MUTATED | 21 | 4 | 20 |
10Q LOSS WILD-TYPE | 25 | 1 | 94 |
P value = 0.00109 (Fisher's exact test), Q value = 0.096
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
12P LOSS MUTATED | 25 | 9 |
12P LOSS WILD-TYPE | 63 | 87 |
P value = 0.00203 (Fisher's exact test), Q value = 0.15
nPatients | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|
ALL | 46 | 5 | 114 |
12Q LOSS MUTATED | 2 | 3 | 23 |
12Q LOSS WILD-TYPE | 44 | 2 | 91 |
P value = 0.00288 (Fisher's exact test), Q value = 0.18
nPatients | ASIAN | BLACK OR AFRICAN AMERICAN | WHITE |
---|---|---|---|
ALL | 46 | 5 | 114 |
13Q LOSS MUTATED | 26 | 2 | 33 |
13Q LOSS WILD-TYPE | 20 | 3 | 81 |
P value = 9.24e-05 (Fisher's exact test), Q value = 0.014
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
16P LOSS MUTATED | 38 | 16 |
16P LOSS WILD-TYPE | 50 | 80 |
P value = 1.79e-06 (Fisher's exact test), Q value = 0.00064
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
16Q LOSS MUTATED | 40 | 13 |
16Q LOSS WILD-TYPE | 48 | 83 |
P value = 0.000161 (Fisher's exact test), Q value = 0.022
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
17P LOSS MUTATED | 47 | 25 |
17P LOSS WILD-TYPE | 41 | 71 |
P value = 0.00363 (Fisher's exact test), Q value = 0.2
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
18P LOSS MUTATED | 43 | 26 |
18P LOSS WILD-TYPE | 45 | 70 |
P value = 2.37e-05 (Fisher's exact test), Q value = 0.0058
nPatients | ESOPHAGUS ADENOCARCINOMA, NOS | ESOPHAGUS SQUAMOUS CELL CARCINOMA |
---|---|---|
ALL | 88 | 96 |
22Q LOSS MUTATED | 49 | 24 |
22Q LOSS WILD-TYPE | 39 | 72 |
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Copy number data file = broad_values_by_arm.txt from GISTIC pipeline
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Processed Copy number data file = /xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_Correlate_Genomic_Events_Preprocess/ESCA-TP/22519067/transformed.cor.cli.txt
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Clinical data file = /xchip/cga/gdac-prod/tcga-gdac/jobResults/Append_Data/ESCA-TP/22506419/ESCA-TP.merged_data.txt
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Number of patients = 184
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Number of significantly arm-level cnvs = 82
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Number of selected clinical features = 15
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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.