This pipeline computes the correlation between significant arm-level copy number variations (cnvs) and molecular subtypes.
Testing the association between copy number variation 80 arm-level events and 10 molecular subtypes across 250 patients, 35 significant findings detected with P value < 0.05 and Q value < 0.25.
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1p gain cnv correlated to 'CN_CNMF'.
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2p gain cnv correlated to 'CN_CNMF'.
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3p gain cnv correlated to 'CN_CNMF'.
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3q gain cnv correlated to 'CN_CNMF'.
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5p gain cnv correlated to 'CN_CNMF'.
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7p gain cnv correlated to 'CN_CNMF'.
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8p gain cnv correlated to 'CN_CNMF'.
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9p gain cnv correlated to 'CN_CNMF'.
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10p gain cnv correlated to 'CN_CNMF'.
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17p gain cnv correlated to 'MIRSEQ_CHIERARCHICAL'.
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18p gain cnv correlated to 'CN_CNMF'.
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18q gain cnv correlated to 'CN_CNMF'.
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21q gain cnv correlated to 'CN_CNMF' and 'MIRSEQ_CHIERARCHICAL'.
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22q gain cnv correlated to 'CN_CNMF'.
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2q loss cnv correlated to 'CN_CNMF'.
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3p loss cnv correlated to 'MRNASEQ_CNMF' and 'MRNASEQ_CHIERARCHICAL'.
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4p loss cnv correlated to 'CN_CNMF'.
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4q loss cnv correlated to 'CN_CNMF'.
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6q loss cnv correlated to 'CN_CNMF'.
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8p loss cnv correlated to 'CN_CNMF'.
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9p loss cnv correlated to 'CN_CNMF'.
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9q loss cnv correlated to 'MRNASEQ_CHIERARCHICAL'.
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10q loss cnv correlated to 'CN_CNMF'.
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11p loss cnv correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.
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11q loss cnv correlated to 'CN_CNMF' and 'METHLYATION_CNMF'.
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13q loss cnv correlated to 'CN_CNMF'.
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14q loss cnv correlated to 'CN_CNMF'.
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15q loss cnv correlated to 'CN_CNMF'.
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16p loss cnv correlated to 'CN_CNMF'.
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16q loss cnv correlated to 'CN_CNMF'.
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22q loss cnv correlated to 'CN_CNMF'.
Clinical Features |
CN CNMF |
METHLYATION CNMF |
RPPA CNMF |
RPPA CHIERARCHICAL |
MRNASEQ CNMF |
MRNASEQ CHIERARCHICAL |
MIRSEQ CNMF |
MIRSEQ CHIERARCHICAL |
MIRSEQ MATURE CNMF |
MIRSEQ MATURE CHIERARCHICAL |
||
nCNV (%) | nWild-Type | Chi-square test | Fisher's exact test | Chi-square 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 | |
21q gain | 75 (30%) | 175 |
5.05e-05 (0.0392) |
0.024 (1.00) |
0.614 (1.00) |
0.568 (1.00) |
0.0964 (1.00) |
0.0652 (1.00) |
0.00041 (0.314) |
0.000199 (0.153) |
0.0176 (1.00) |
0.00259 (1.00) |
3p loss | 29 (12%) | 221 |
0.00237 (1.00) |
0.0615 (1.00) |
0.0523 (1.00) |
0.0175 (1.00) |
2.13e-06 (0.00169) |
1.33e-05 (0.0105) |
0.671 (1.00) |
0.454 (1.00) |
0.268 (1.00) |
0.0117 (1.00) |
11p loss | 104 (42%) | 146 |
2.39e-06 (0.00189) |
3.55e-07 (0.000282) |
0.25 (1.00) |
0.516 (1.00) |
0.014 (1.00) |
0.00118 (0.887) |
0.0383 (1.00) |
0.0904 (1.00) |
0.00469 (1.00) |
0.0311 (1.00) |
11q loss | 77 (31%) | 173 |
8.57e-06 (0.00674) |
2.93e-05 (0.0229) |
0.0686 (1.00) |
0.0698 (1.00) |
0.0414 (1.00) |
0.0373 (1.00) |
0.33 (1.00) |
0.21 (1.00) |
0.0849 (1.00) |
0.0705 (1.00) |
1p gain | 53 (21%) | 197 |
0.000196 (0.151) |
0.0539 (1.00) |
0.51 (1.00) |
0.511 (1.00) |
0.611 (1.00) |
1 (1.00) |
0.869 (1.00) |
0.941 (1.00) |
0.751 (1.00) |
0.931 (1.00) |
2p gain | 73 (29%) | 177 |
4.13e-05 (0.0321) |
0.000882 (0.667) |
0.394 (1.00) |
0.783 (1.00) |
0.319 (1.00) |
0.262 (1.00) |
0.129 (1.00) |
0.127 (1.00) |
0.32 (1.00) |
0.00439 (1.00) |
3p gain | 89 (36%) | 161 |
5.51e-06 (0.00435) |
0.112 (1.00) |
0.105 (1.00) |
0.311 (1.00) |
0.00849 (1.00) |
0.0452 (1.00) |
0.00137 (1.00) |
0.0278 (1.00) |
0.00326 (1.00) |
0.00874 (1.00) |
3q gain | 112 (45%) | 138 |
0.000274 (0.21) |
0.712 (1.00) |
0.431 (1.00) |
0.926 (1.00) |
0.147 (1.00) |
0.0824 (1.00) |
0.0019 (1.00) |
0.00327 (1.00) |
0.00135 (1.00) |
0.00102 (0.773) |
5p gain | 103 (41%) | 147 |
2.73e-05 (0.0213) |
0.599 (1.00) |
0.0422 (1.00) |
0.237 (1.00) |
0.29 (1.00) |
0.0183 (1.00) |
0.138 (1.00) |
0.0312 (1.00) |
0.263 (1.00) |
0.0313 (1.00) |
7p gain | 108 (43%) | 142 |
0.000213 (0.164) |
0.0234 (1.00) |
0.0232 (1.00) |
0.858 (1.00) |
0.84 (1.00) |
0.411 (1.00) |
0.0699 (1.00) |
0.0811 (1.00) |
0.377 (1.00) |
0.385 (1.00) |
8p gain | 51 (20%) | 199 |
1.43e-06 (0.00113) |
0.0347 (1.00) |
0.0529 (1.00) |
0.0601 (1.00) |
0.493 (1.00) |
0.324 (1.00) |
0.733 (1.00) |
0.333 (1.00) |
0.527 (1.00) |
0.216 (1.00) |
9p gain | 37 (15%) | 213 |
1.86e-05 (0.0146) |
0.791 (1.00) |
0.631 (1.00) |
0.614 (1.00) |
0.129 (1.00) |
0.0199 (1.00) |
0.346 (1.00) |
1 (1.00) |
0.939 (1.00) |
0.528 (1.00) |
10p gain | 74 (30%) | 176 |
1.2e-09 (9.62e-07) |
0.591 (1.00) |
0.804 (1.00) |
0.586 (1.00) |
0.905 (1.00) |
0.216 (1.00) |
0.524 (1.00) |
0.527 (1.00) |
0.966 (1.00) |
0.902 (1.00) |
17p gain | 34 (14%) | 216 |
0.0212 (1.00) |
0.0659 (1.00) |
0.475 (1.00) |
0.714 (1.00) |
0.853 (1.00) |
0.425 (1.00) |
0.00125 (0.939) |
0.000187 (0.144) |
0.00321 (1.00) |
0.000505 (0.385) |
18p gain | 76 (30%) | 174 |
5.83e-09 (4.66e-06) |
0.00386 (1.00) |
0.935 (1.00) |
0.824 (1.00) |
0.102 (1.00) |
0.0591 (1.00) |
0.688 (1.00) |
0.0349 (1.00) |
0.611 (1.00) |
0.979 (1.00) |
18q gain | 39 (16%) | 211 |
0.000306 (0.234) |
0.00648 (1.00) |
0.44 (1.00) |
0.236 (1.00) |
0.606 (1.00) |
0.214 (1.00) |
0.679 (1.00) |
0.251 (1.00) |
0.507 (1.00) |
0.886 (1.00) |
22q gain | 35 (14%) | 215 |
7.92e-05 (0.0613) |
0.00312 (1.00) |
0.475 (1.00) |
0.62 (1.00) |
0.0416 (1.00) |
0.15 (1.00) |
0.2 (1.00) |
0.232 (1.00) |
0.581 (1.00) |
0.358 (1.00) |
2q loss | 57 (23%) | 193 |
2.4e-05 (0.0188) |
0.0381 (1.00) |
0.602 (1.00) |
0.308 (1.00) |
0.185 (1.00) |
0.069 (1.00) |
0.653 (1.00) |
0.328 (1.00) |
0.168 (1.00) |
0.0341 (1.00) |
4p loss | 84 (34%) | 166 |
0.000114 (0.0883) |
0.45 (1.00) |
0.571 (1.00) |
0.447 (1.00) |
0.072 (1.00) |
0.039 (1.00) |
0.119 (1.00) |
0.706 (1.00) |
0.16 (1.00) |
0.0433 (1.00) |
4q loss | 86 (34%) | 164 |
6.13e-06 (0.00483) |
0.175 (1.00) |
0.194 (1.00) |
0.25 (1.00) |
0.0692 (1.00) |
0.0533 (1.00) |
0.222 (1.00) |
0.434 (1.00) |
0.0926 (1.00) |
0.0326 (1.00) |
6q loss | 93 (37%) | 157 |
1.86e-06 (0.00147) |
0.000421 (0.322) |
0.837 (1.00) |
0.559 (1.00) |
0.545 (1.00) |
0.0121 (1.00) |
0.799 (1.00) |
0.711 (1.00) |
0.896 (1.00) |
0.399 (1.00) |
8p loss | 113 (45%) | 137 |
1.49e-07 (0.000118) |
0.104 (1.00) |
0.136 (1.00) |
0.0727 (1.00) |
0.0387 (1.00) |
0.0187 (1.00) |
0.00831 (1.00) |
0.0355 (1.00) |
0.0504 (1.00) |
0.00595 (1.00) |
9p loss | 109 (44%) | 141 |
3.3e-05 (0.0257) |
0.201 (1.00) |
0.283 (1.00) |
0.0752 (1.00) |
0.69 (1.00) |
0.0218 (1.00) |
0.835 (1.00) |
0.202 (1.00) |
0.782 (1.00) |
0.947 (1.00) |
9q loss | 99 (40%) | 151 |
0.161 (1.00) |
0.00635 (1.00) |
0.0319 (1.00) |
0.00701 (1.00) |
0.0298 (1.00) |
2.39e-05 (0.0187) |
1 (1.00) |
0.756 (1.00) |
0.471 (1.00) |
0.509 (1.00) |
10q loss | 83 (33%) | 167 |
6.47e-06 (0.00509) |
0.00222 (1.00) |
0.479 (1.00) |
0.792 (1.00) |
0.112 (1.00) |
0.222 (1.00) |
0.29 (1.00) |
0.322 (1.00) |
0.291 (1.00) |
0.432 (1.00) |
13q loss | 53 (21%) | 197 |
0.000271 (0.208) |
0.412 (1.00) |
0.00573 (1.00) |
0.0292 (1.00) |
0.0878 (1.00) |
0.565 (1.00) |
0.901 (1.00) |
0.36 (1.00) |
0.971 (1.00) |
0.259 (1.00) |
14q loss | 74 (30%) | 176 |
3.93e-07 (0.000312) |
0.112 (1.00) |
0.118 (1.00) |
0.048 (1.00) |
0.0683 (1.00) |
0.000468 (0.357) |
0.00888 (1.00) |
0.0739 (1.00) |
0.0109 (1.00) |
0.406 (1.00) |
15q loss | 85 (34%) | 165 |
7.1e-05 (0.055) |
0.0033 (1.00) |
0.0999 (1.00) |
0.289 (1.00) |
0.139 (1.00) |
0.0152 (1.00) |
0.0853 (1.00) |
0.0524 (1.00) |
0.0468 (1.00) |
0.44 (1.00) |
16p loss | 64 (26%) | 186 |
5.46e-08 (4.35e-05) |
0.0927 (1.00) |
0.575 (1.00) |
0.393 (1.00) |
0.251 (1.00) |
0.831 (1.00) |
0.935 (1.00) |
0.537 (1.00) |
0.469 (1.00) |
0.916 (1.00) |
16q loss | 58 (23%) | 192 |
9.06e-09 (7.23e-06) |
0.0342 (1.00) |
0.237 (1.00) |
0.912 (1.00) |
0.867 (1.00) |
0.915 (1.00) |
0.731 (1.00) |
0.447 (1.00) |
0.739 (1.00) |
0.372 (1.00) |
22q loss | 97 (39%) | 153 |
1.6e-05 (0.0125) |
0.0067 (1.00) |
0.548 (1.00) |
0.0155 (1.00) |
0.00676 (1.00) |
0.0131 (1.00) |
0.716 (1.00) |
0.556 (1.00) |
0.0608 (1.00) |
0.0586 (1.00) |
1q gain | 78 (31%) | 172 |
0.00237 (1.00) |
0.319 (1.00) |
0.57 (1.00) |
0.714 (1.00) |
0.753 (1.00) |
0.938 (1.00) |
0.826 (1.00) |
0.627 (1.00) |
0.466 (1.00) |
0.971 (1.00) |
2q gain | 34 (14%) | 216 |
0.0372 (1.00) |
0.0739 (1.00) |
0.529 (1.00) |
0.702 (1.00) |
0.862 (1.00) |
0.752 (1.00) |
0.631 (1.00) |
0.463 (1.00) |
0.945 (1.00) |
0.349 (1.00) |
4p gain | 31 (12%) | 219 |
0.0615 (1.00) |
0.0109 (1.00) |
0.478 (1.00) |
0.655 (1.00) |
0.0374 (1.00) |
0.0266 (1.00) |
0.178 (1.00) |
0.238 (1.00) |
0.181 (1.00) |
0.00603 (1.00) |
4q gain | 18 (7%) | 232 |
0.0566 (1.00) |
0.0514 (1.00) |
0.569 (1.00) |
0.161 (1.00) |
0.048 (1.00) |
0.0602 (1.00) |
0.253 (1.00) |
0.336 (1.00) |
0.468 (1.00) |
0.42 (1.00) |
5q gain | 36 (14%) | 214 |
0.00433 (1.00) |
0.207 (1.00) |
0.0172 (1.00) |
0.659 (1.00) |
0.64 (1.00) |
0.673 (1.00) |
0.115 (1.00) |
0.0549 (1.00) |
0.0319 (1.00) |
0.29 (1.00) |
6p gain | 40 (16%) | 210 |
0.0695 (1.00) |
0.76 (1.00) |
0.786 (1.00) |
0.177 (1.00) |
0.349 (1.00) |
0.503 (1.00) |
0.53 (1.00) |
0.0536 (1.00) |
0.696 (1.00) |
0.659 (1.00) |
6q gain | 22 (9%) | 228 |
0.346 (1.00) |
0.674 (1.00) |
0.934 (1.00) |
0.101 (1.00) |
0.138 (1.00) |
0.288 (1.00) |
0.3 (1.00) |
0.0952 (1.00) |
0.513 (1.00) |
0.707 (1.00) |
7q gain | 96 (38%) | 154 |
0.00125 (0.942) |
0.0388 (1.00) |
0.183 (1.00) |
0.917 (1.00) |
0.678 (1.00) |
0.374 (1.00) |
0.144 (1.00) |
0.0447 (1.00) |
0.308 (1.00) |
0.303 (1.00) |
8q gain | 111 (44%) | 139 |
0.00742 (1.00) |
0.108 (1.00) |
0.0504 (1.00) |
0.159 (1.00) |
0.752 (1.00) |
0.759 (1.00) |
0.695 (1.00) |
0.862 (1.00) |
0.436 (1.00) |
0.144 (1.00) |
9q gain | 32 (13%) | 218 |
0.0575 (1.00) |
0.0353 (1.00) |
0.776 (1.00) |
0.0315 (1.00) |
0.00473 (1.00) |
0.00369 (1.00) |
0.909 (1.00) |
0.532 (1.00) |
0.52 (1.00) |
0.0845 (1.00) |
10q gain | 23 (9%) | 227 |
0.0238 (1.00) |
0.442 (1.00) |
0.436 (1.00) |
0.322 (1.00) |
0.802 (1.00) |
0.146 (1.00) |
0.266 (1.00) |
1 (1.00) |
0.564 (1.00) |
0.871 (1.00) |
11p gain | 23 (9%) | 227 |
0.0275 (1.00) |
0.167 (1.00) |
0.181 (1.00) |
0.0947 (1.00) |
0.057 (1.00) |
0.0362 (1.00) |
0.661 (1.00) |
0.304 (1.00) |
0.495 (1.00) |
0.0529 (1.00) |
11q gain | 33 (13%) | 217 |
0.0243 (1.00) |
0.136 (1.00) |
0.152 (1.00) |
0.0161 (1.00) |
0.148 (1.00) |
0.0331 (1.00) |
0.927 (1.00) |
0.463 (1.00) |
0.43 (1.00) |
0.0392 (1.00) |
12p gain | 73 (29%) | 177 |
0.00269 (1.00) |
0.169 (1.00) |
0.677 (1.00) |
0.413 (1.00) |
0.934 (1.00) |
1 (1.00) |
1 (1.00) |
0.0144 (1.00) |
0.975 (1.00) |
0.216 (1.00) |
12q gain | 52 (21%) | 198 |
0.00745 (1.00) |
0.0459 (1.00) |
0.0991 (1.00) |
0.0241 (1.00) |
0.19 (1.00) |
0.264 (1.00) |
0.406 (1.00) |
0.118 (1.00) |
0.482 (1.00) |
0.0819 (1.00) |
13q gain | 64 (26%) | 186 |
0.101 (1.00) |
0.739 (1.00) |
0.966 (1.00) |
0.85 (1.00) |
0.14 (1.00) |
0.901 (1.00) |
0.669 (1.00) |
0.523 (1.00) |
1 (1.00) |
0.538 (1.00) |
14q gain | 41 (16%) | 209 |
0.00434 (1.00) |
0.08 (1.00) |
0.364 (1.00) |
0.525 (1.00) |
0.0433 (1.00) |
0.0266 (1.00) |
0.901 (1.00) |
0.43 (1.00) |
0.518 (1.00) |
0.962 (1.00) |
15q gain | 23 (9%) | 227 |
0.501 (1.00) |
0.0119 (1.00) |
0.576 (1.00) |
0.396 (1.00) |
0.93 (1.00) |
0.231 (1.00) |
0.373 (1.00) |
0.821 (1.00) |
1 (1.00) |
1 (1.00) |
16p gain | 42 (17%) | 208 |
0.00603 (1.00) |
0.901 (1.00) |
0.281 (1.00) |
0.636 (1.00) |
0.894 (1.00) |
0.404 (1.00) |
0.446 (1.00) |
0.73 (1.00) |
0.528 (1.00) |
1 (1.00) |
16q gain | 51 (20%) | 199 |
0.00988 (1.00) |
0.441 (1.00) |
0.0986 (1.00) |
0.438 (1.00) |
0.447 (1.00) |
0.0809 (1.00) |
0.324 (1.00) |
1 (1.00) |
0.169 (1.00) |
0.534 (1.00) |
17q gain | 84 (34%) | 166 |
0.0181 (1.00) |
0.00854 (1.00) |
0.451 (1.00) |
0.528 (1.00) |
0.243 (1.00) |
0.195 (1.00) |
0.0748 (1.00) |
0.0105 (1.00) |
0.00486 (1.00) |
0.014 (1.00) |
19p gain | 49 (20%) | 201 |
0.269 (1.00) |
0.121 (1.00) |
0.286 (1.00) |
0.565 (1.00) |
0.0575 (1.00) |
0.15 (1.00) |
0.197 (1.00) |
0.0405 (1.00) |
0.577 (1.00) |
0.194 (1.00) |
19q gain | 84 (34%) | 166 |
0.000852 (0.646) |
0.0486 (1.00) |
0.294 (1.00) |
0.666 (1.00) |
0.39 (1.00) |
0.211 (1.00) |
0.334 (1.00) |
0.0439 (1.00) |
0.796 (1.00) |
0.375 (1.00) |
20p gain | 126 (50%) | 124 |
0.00483 (1.00) |
0.0309 (1.00) |
0.516 (1.00) |
0.0433 (1.00) |
0.834 (1.00) |
0.0908 (1.00) |
0.0883 (1.00) |
0.14 (1.00) |
0.00878 (1.00) |
0.11 (1.00) |
20q gain | 140 (56%) | 110 |
0.000799 (0.607) |
0.0579 (1.00) |
0.374 (1.00) |
0.153 (1.00) |
1 (1.00) |
0.208 (1.00) |
0.0607 (1.00) |
0.0288 (1.00) |
0.043 (1.00) |
0.302 (1.00) |
xq gain | 30 (12%) | 220 |
0.103 (1.00) |
0.0848 (1.00) |
0.401 (1.00) |
0.848 (1.00) |
0.738 (1.00) |
0.434 (1.00) |
0.445 (1.00) |
1 (1.00) |
0.623 (1.00) |
0.6 (1.00) |
1p loss | 20 (8%) | 230 |
0.0203 (1.00) |
1 (1.00) |
0.139 (1.00) |
0.118 (1.00) |
0.802 (1.00) |
0.146 (1.00) |
0.437 (1.00) |
0.157 (1.00) |
0.921 (1.00) |
0.694 (1.00) |
1q loss | 22 (9%) | 228 |
0.00332 (1.00) |
0.915 (1.00) |
0.569 (1.00) |
1 (1.00) |
0.64 (1.00) |
0.145 (1.00) |
0.601 (1.00) |
0.541 (1.00) |
0.827 (1.00) |
0.919 (1.00) |
2p loss | 25 (10%) | 225 |
0.00518 (1.00) |
0.123 (1.00) |
0.841 (1.00) |
0.759 (1.00) |
0.77 (1.00) |
0.202 (1.00) |
0.203 (1.00) |
0.572 (1.00) |
0.463 (1.00) |
0.284 (1.00) |
3q loss | 13 (5%) | 237 |
0.126 (1.00) |
0.308 (1.00) |
0.00159 (1.00) |
0.0123 (1.00) |
0.0262 (1.00) |
0.0205 (1.00) |
1 (1.00) |
1 (1.00) |
0.901 (1.00) |
0.185 (1.00) |
5p loss | 39 (16%) | 211 |
0.642 (1.00) |
0.716 (1.00) |
0.391 (1.00) |
0.602 (1.00) |
0.874 (1.00) |
0.191 (1.00) |
0.849 (1.00) |
0.86 (1.00) |
0.541 (1.00) |
0.752 (1.00) |
5q loss | 100 (40%) | 150 |
0.00104 (0.786) |
0.192 (1.00) |
0.824 (1.00) |
0.292 (1.00) |
0.0986 (1.00) |
0.00386 (1.00) |
0.935 (1.00) |
0.54 (1.00) |
0.493 (1.00) |
0.321 (1.00) |
6p loss | 61 (24%) | 189 |
0.0964 (1.00) |
0.000629 (0.478) |
0.766 (1.00) |
0.835 (1.00) |
0.239 (1.00) |
0.00738 (1.00) |
0.625 (1.00) |
0.757 (1.00) |
0.703 (1.00) |
0.115 (1.00) |
7p loss | 10 (4%) | 240 |
0.688 (1.00) |
0.772 (1.00) |
0.385 (1.00) |
0.924 (1.00) |
1 (1.00) |
0.645 (1.00) |
0.417 (1.00) |
0.0138 (1.00) |
0.279 (1.00) |
0.83 (1.00) |
7q loss | 15 (6%) | 235 |
0.245 (1.00) |
0.8 (1.00) |
0.312 (1.00) |
0.833 (1.00) |
0.943 (1.00) |
0.901 (1.00) |
0.388 (1.00) |
0.00127 (0.957) |
1 (1.00) |
0.938 (1.00) |
8q loss | 27 (11%) | 223 |
0.424 (1.00) |
0.27 (1.00) |
0.333 (1.00) |
0.0167 (1.00) |
0.0542 (1.00) |
0.0429 (1.00) |
0.00881 (1.00) |
0.426 (1.00) |
0.00971 (1.00) |
0.00322 (1.00) |
10p loss | 46 (18%) | 204 |
0.000492 (0.375) |
0.016 (1.00) |
0.788 (1.00) |
0.51 (1.00) |
0.04 (1.00) |
0.0925 (1.00) |
0.0838 (1.00) |
0.0416 (1.00) |
0.286 (1.00) |
0.12 (1.00) |
12p loss | 25 (10%) | 225 |
0.0573 (1.00) |
0.157 (1.00) |
0.87 (1.00) |
0.41 (1.00) |
0.577 (1.00) |
0.654 (1.00) |
0.407 (1.00) |
0.614 (1.00) |
0.752 (1.00) |
0.942 (1.00) |
12q loss | 32 (13%) | 218 |
0.0477 (1.00) |
0.838 (1.00) |
0.333 (1.00) |
0.542 (1.00) |
0.721 (1.00) |
0.296 (1.00) |
0.723 (1.00) |
0.691 (1.00) |
0.856 (1.00) |
0.818 (1.00) |
17p loss | 109 (44%) | 141 |
0.0622 (1.00) |
0.259 (1.00) |
0.947 (1.00) |
0.362 (1.00) |
0.263 (1.00) |
0.697 (1.00) |
0.381 (1.00) |
0.436 (1.00) |
0.291 (1.00) |
0.0779 (1.00) |
17q loss | 27 (11%) | 223 |
0.683 (1.00) |
0.165 (1.00) |
0.896 (1.00) |
0.783 (1.00) |
0.681 (1.00) |
0.748 (1.00) |
0.791 (1.00) |
0.339 (1.00) |
0.814 (1.00) |
0.606 (1.00) |
18p loss | 57 (23%) | 193 |
0.0193 (1.00) |
0.569 (1.00) |
0.46 (1.00) |
0.274 (1.00) |
0.836 (1.00) |
0.255 (1.00) |
0.517 (1.00) |
0.162 (1.00) |
0.619 (1.00) |
0.318 (1.00) |
18q loss | 86 (34%) | 164 |
0.00365 (1.00) |
0.737 (1.00) |
0.548 (1.00) |
0.84 (1.00) |
0.75 (1.00) |
0.932 (1.00) |
0.0429 (1.00) |
0.0172 (1.00) |
0.0405 (1.00) |
0.348 (1.00) |
19p loss | 64 (26%) | 186 |
0.0433 (1.00) |
0.424 (1.00) |
0.68 (1.00) |
0.404 (1.00) |
0.019 (1.00) |
0.0688 (1.00) |
1 (1.00) |
0.498 (1.00) |
0.672 (1.00) |
0.299 (1.00) |
19q loss | 39 (16%) | 211 |
0.208 (1.00) |
0.884 (1.00) |
0.208 (1.00) |
0.101 (1.00) |
0.251 (1.00) |
0.448 (1.00) |
0.228 (1.00) |
0.678 (1.00) |
0.291 (1.00) |
0.169 (1.00) |
20p loss | 20 (8%) | 230 |
0.144 (1.00) |
0.154 (1.00) |
0.259 (1.00) |
0.0352 (1.00) |
0.918 (1.00) |
0.437 (1.00) |
0.839 (1.00) |
1 (1.00) |
0.286 (1.00) |
0.483 (1.00) |
20q loss | 8 (3%) | 242 |
0.41 (1.00) |
0.716 (1.00) |
0.331 (1.00) |
0.287 (1.00) |
0.557 (1.00) |
0.791 (1.00) |
0.593 (1.00) |
0.809 (1.00) |
1 (1.00) |
0.44 (1.00) |
21q loss | 41 (16%) | 209 |
0.479 (1.00) |
0.527 (1.00) |
0.114 (1.00) |
0.189 (1.00) |
0.00936 (1.00) |
0.116 (1.00) |
0.567 (1.00) |
0.244 (1.00) |
0.653 (1.00) |
0.181 (1.00) |
xq loss | 48 (19%) | 202 |
0.00175 (1.00) |
0.0255 (1.00) |
0.981 (1.00) |
1 (1.00) |
0.155 (1.00) |
0.471 (1.00) |
0.0822 (1.00) |
0.729 (1.00) |
0.0361 (1.00) |
0.167 (1.00) |
P value = 0.000196 (Chi-square test), Q value = 0.15
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
1P GAIN MUTATED | 1 | 7 | 7 | 5 | 9 | 11 | 11 | 2 |
1P GAIN WILD-TYPE | 14 | 81 | 10 | 15 | 29 | 21 | 13 | 14 |
P value = 4.13e-05 (Chi-square test), Q value = 0.032
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
2P GAIN MUTATED | 6 | 7 | 6 | 9 | 16 | 12 | 12 | 5 |
2P GAIN WILD-TYPE | 9 | 81 | 11 | 11 | 22 | 20 | 12 | 11 |
P value = 5.51e-06 (Chi-square test), Q value = 0.0043
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
3P GAIN MUTATED | 9 | 20 | 11 | 8 | 10 | 10 | 18 | 3 |
3P GAIN WILD-TYPE | 6 | 68 | 6 | 12 | 28 | 22 | 6 | 13 |
P value = 0.000274 (Chi-square test), Q value = 0.21
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
3Q GAIN MUTATED | 11 | 24 | 11 | 10 | 17 | 17 | 17 | 5 |
3Q GAIN WILD-TYPE | 4 | 64 | 6 | 10 | 21 | 15 | 7 | 11 |
P value = 2.73e-05 (Chi-square test), Q value = 0.021
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
5P GAIN MUTATED | 7 | 19 | 8 | 6 | 21 | 18 | 18 | 6 |
5P GAIN WILD-TYPE | 8 | 69 | 9 | 14 | 17 | 14 | 6 | 10 |
P value = 0.000213 (Chi-square test), Q value = 0.16
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
7P GAIN MUTATED | 7 | 21 | 10 | 9 | 21 | 22 | 13 | 5 |
7P GAIN WILD-TYPE | 8 | 67 | 7 | 11 | 17 | 10 | 11 | 11 |
P value = 1.43e-06 (Chi-square test), Q value = 0.0011
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
8P GAIN MUTATED | 5 | 14 | 12 | 7 | 8 | 2 | 2 | 1 |
8P GAIN WILD-TYPE | 10 | 74 | 5 | 13 | 30 | 30 | 22 | 15 |
P value = 1.86e-05 (Chi-square test), Q value = 0.015
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
9P GAIN MUTATED | 3 | 3 | 4 | 2 | 2 | 12 | 5 | 6 |
9P GAIN WILD-TYPE | 12 | 85 | 13 | 18 | 36 | 20 | 19 | 10 |
P value = 1.2e-09 (Chi-square test), Q value = 9.6e-07
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
10P GAIN MUTATED | 8 | 5 | 5 | 14 | 10 | 13 | 14 | 5 |
10P GAIN WILD-TYPE | 7 | 83 | 12 | 6 | 28 | 19 | 10 | 11 |
P value = 0.000187 (Fisher's exact test), Q value = 0.14
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 176 | 15 | 58 |
17P GAIN MUTATED | 15 | 1 | 18 |
17P GAIN WILD-TYPE | 161 | 14 | 40 |
P value = 5.83e-09 (Chi-square test), Q value = 4.7e-06
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
18P GAIN MUTATED | 2 | 5 | 7 | 7 | 18 | 13 | 14 | 10 |
18P GAIN WILD-TYPE | 13 | 83 | 10 | 13 | 20 | 19 | 10 | 6 |
P value = 0.000306 (Chi-square test), Q value = 0.23
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
18Q GAIN MUTATED | 2 | 4 | 5 | 4 | 6 | 4 | 6 | 8 |
18Q GAIN WILD-TYPE | 13 | 84 | 12 | 16 | 32 | 28 | 18 | 8 |
P value = 5.05e-05 (Chi-square test), Q value = 0.039
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
21Q GAIN MUTATED | 5 | 8 | 6 | 9 | 13 | 16 | 11 | 7 |
21Q GAIN WILD-TYPE | 10 | 80 | 11 | 11 | 25 | 16 | 13 | 9 |
P value = 0.000199 (Fisher's exact test), Q value = 0.15
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 176 | 15 | 58 |
21Q GAIN MUTATED | 40 | 4 | 30 |
21Q GAIN WILD-TYPE | 136 | 11 | 28 |
P value = 7.92e-05 (Chi-square test), Q value = 0.061
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
22Q GAIN MUTATED | 6 | 6 | 7 | 0 | 3 | 7 | 5 | 1 |
22Q GAIN WILD-TYPE | 9 | 82 | 10 | 20 | 35 | 25 | 19 | 15 |
P value = 2.4e-05 (Chi-square test), Q value = 0.019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
2Q LOSS MUTATED | 2 | 6 | 6 | 7 | 11 | 6 | 13 | 6 |
2Q LOSS WILD-TYPE | 13 | 82 | 11 | 13 | 27 | 26 | 11 | 10 |
P value = 2.13e-06 (Fisher's exact test), Q value = 0.0017
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 104 | 70 | 64 |
3P LOSS MUTATED | 6 | 3 | 20 |
3P LOSS WILD-TYPE | 98 | 67 | 44 |
P value = 1.33e-05 (Fisher's exact test), Q value = 0.01
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 98 | 48 | 92 |
3P LOSS MUTATED | 23 | 0 | 6 |
3P LOSS WILD-TYPE | 75 | 48 | 86 |
P value = 0.000114 (Chi-square test), Q value = 0.088
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
4P LOSS MUTATED | 3 | 13 | 8 | 8 | 21 | 16 | 10 | 5 |
4P LOSS WILD-TYPE | 12 | 75 | 9 | 12 | 17 | 16 | 14 | 11 |
P value = 6.13e-06 (Chi-square test), Q value = 0.0048
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
4Q LOSS MUTATED | 3 | 12 | 8 | 6 | 23 | 15 | 11 | 8 |
4Q LOSS WILD-TYPE | 12 | 76 | 9 | 14 | 15 | 17 | 13 | 8 |
P value = 1.86e-06 (Chi-square test), Q value = 0.0015
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
6Q LOSS MUTATED | 10 | 12 | 9 | 9 | 21 | 11 | 14 | 7 |
6Q LOSS WILD-TYPE | 5 | 76 | 8 | 11 | 17 | 21 | 10 | 9 |
P value = 1.49e-07 (Chi-square test), Q value = 0.00012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
8P LOSS MUTATED | 7 | 24 | 1 | 9 | 20 | 22 | 17 | 13 |
8P LOSS WILD-TYPE | 8 | 64 | 16 | 11 | 18 | 10 | 7 | 3 |
P value = 3.3e-05 (Chi-square test), Q value = 0.026
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
9P LOSS MUTATED | 5 | 36 | 7 | 10 | 29 | 8 | 13 | 1 |
9P LOSS WILD-TYPE | 10 | 52 | 10 | 10 | 9 | 24 | 11 | 15 |
P value = 2.39e-05 (Fisher's exact test), Q value = 0.019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 98 | 48 | 92 |
9Q LOSS MUTATED | 23 | 28 | 45 |
9Q LOSS WILD-TYPE | 75 | 20 | 47 |
P value = 6.47e-06 (Chi-square test), Q value = 0.0051
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
10Q LOSS MUTATED | 5 | 9 | 7 | 7 | 21 | 15 | 11 | 8 |
10Q LOSS WILD-TYPE | 10 | 79 | 10 | 13 | 17 | 17 | 13 | 8 |
P value = 2.39e-06 (Chi-square test), Q value = 0.0019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
11P LOSS MUTATED | 9 | 18 | 9 | 13 | 26 | 12 | 13 | 4 |
11P LOSS WILD-TYPE | 6 | 70 | 8 | 7 | 12 | 20 | 11 | 12 |
P value = 3.55e-07 (Fisher's exact test), Q value = 0.00028
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 98 | 103 | 49 |
11P LOSS MUTATED | 58 | 23 | 23 |
11P LOSS WILD-TYPE | 40 | 80 | 26 |
P value = 8.57e-06 (Chi-square test), Q value = 0.0067
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
11Q LOSS MUTATED | 7 | 10 | 8 | 9 | 20 | 8 | 12 | 3 |
11Q LOSS WILD-TYPE | 8 | 78 | 9 | 11 | 18 | 24 | 12 | 13 |
P value = 2.93e-05 (Fisher's exact test), Q value = 0.023
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 98 | 103 | 49 |
11Q LOSS MUTATED | 46 | 18 | 13 |
11Q LOSS WILD-TYPE | 52 | 85 | 36 |
P value = 0.000271 (Chi-square test), Q value = 0.21
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
13Q LOSS MUTATED | 4 | 5 | 7 | 4 | 15 | 10 | 6 | 2 |
13Q LOSS WILD-TYPE | 11 | 83 | 10 | 16 | 23 | 22 | 18 | 14 |
P value = 3.93e-07 (Chi-square test), Q value = 0.00031
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
14Q LOSS MUTATED | 7 | 16 | 2 | 12 | 6 | 16 | 14 | 1 |
14Q LOSS WILD-TYPE | 8 | 72 | 15 | 8 | 32 | 16 | 10 | 15 |
P value = 7.1e-05 (Chi-square test), Q value = 0.055
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
15Q LOSS MUTATED | 6 | 13 | 3 | 9 | 21 | 13 | 12 | 8 |
15Q LOSS WILD-TYPE | 9 | 75 | 14 | 11 | 17 | 19 | 12 | 8 |
P value = 5.46e-08 (Chi-square test), Q value = 4.3e-05
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
16P LOSS MUTATED | 4 | 5 | 5 | 2 | 17 | 11 | 9 | 11 |
16P LOSS WILD-TYPE | 11 | 83 | 12 | 18 | 21 | 21 | 15 | 5 |
P value = 9.06e-09 (Chi-square test), Q value = 7.2e-06
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
16Q LOSS MUTATED | 4 | 3 | 7 | 0 | 16 | 9 | 10 | 9 |
16Q LOSS WILD-TYPE | 11 | 85 | 10 | 20 | 22 | 23 | 14 | 7 |
P value = 1.6e-05 (Chi-square test), Q value = 0.013
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 | CLUS_7 | CLUS_8 |
---|---|---|---|---|---|---|---|---|
ALL | 15 | 88 | 17 | 20 | 38 | 32 | 24 | 16 |
22Q LOSS MUTATED | 5 | 15 | 6 | 12 | 21 | 16 | 11 | 11 |
22Q LOSS WILD-TYPE | 10 | 73 | 11 | 8 | 17 | 16 | 13 | 5 |
-
Copy number data file = transformed.cor.cli.txt
-
Molecular subtypes file = BLCA-TP.transferedmergedcluster.txt
-
Number of patients = 250
-
Number of significantly arm-level cnvs = 80
-
Number of molecular subtypes = 10
-
Exclude genes that fewer than K tumors have mutations, K = 3
For multi-class clinical features (nominal or ordinal), Chi-square tests (Greenwood and Nikulin 1996) were used to estimate the P values using the 'chisq.test' 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.