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 8 molecular subtypes across 90 patients, 48 significant findings detected with P value < 0.05 and Q value < 0.25.
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2p gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CHIERARCHICAL'.
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4p gain cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.
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4q gain cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.
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5p gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CHIERARCHICAL'.
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5q gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CHIERARCHICAL'.
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7p gain cnv correlated to 'MRNASEQ_CNMF'.
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7q gain cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.
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9p gain cnv correlated to 'CN_CNMF'.
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9q gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CHIERARCHICAL'.
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10p gain cnv correlated to 'MRNASEQ_CNMF'.
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10q gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.
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12p gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.
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12q gain cnv correlated to 'CN_CNMF'.
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14q gain cnv correlated to 'MRNASEQ_CHIERARCHICAL', 'MIRSEQ_CNMF', 'MIRSEQ_CHIERARCHICAL', 'MIRSEQ_MATURE_CNMF', and 'MIRSEQ_MATURE_CHIERARCHICAL'.
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16p gain cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.
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16q gain cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MRNASEQ_CHIERARCHICAL'.
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19q gain cnv correlated to 'MRNASEQ_CNMF'.
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20p gain cnv correlated to 'CN_CNMF', 'MRNASEQ_CNMF', and 'MIRSEQ_MATURE_CNMF'.
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20q gain cnv correlated to 'CN_CNMF' and 'MRNASEQ_CNMF'.
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xq gain cnv correlated to 'CN_CNMF'.
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2q loss cnv correlated to 'CN_CNMF'.
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9p loss cnv correlated to 'MRNASEQ_CNMF'.
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11q loss cnv correlated to 'CN_CNMF'.
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17p loss cnv correlated to 'METHLYATION_CNMF'.
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17q loss cnv correlated to 'CN_CNMF'.
Clinical Features |
CN CNMF |
METHLYATION CNMF |
MRNASEQ CNMF |
MRNASEQ CHIERARCHICAL |
MIRSEQ CNMF |
MIRSEQ CHIERARCHICAL |
MIRSEQ MATURE CNMF |
MIRSEQ MATURE CHIERARCHICAL |
||
nCNV (%) | nWild-Type | Chi-square 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 | |
14q gain | 21 (23%) | 69 |
0.00718 (1.00) |
0.0562 (1.00) |
0.000508 (0.278) |
0.000113 (0.0638) |
9.9e-06 (0.00583) |
1.31e-05 (0.00768) |
9.64e-06 (0.00569) |
3.57e-06 (0.00211) |
4p gain | 37 (41%) | 53 |
7.8e-05 (0.0444) |
0.0432 (1.00) |
4.79e-05 (0.0276) |
0.00035 (0.193) |
0.272 (1.00) |
0.394 (1.00) |
0.635 (1.00) |
0.572 (1.00) |
4q gain | 33 (37%) | 57 |
0.000236 (0.132) |
0.042 (1.00) |
1.76e-05 (0.0103) |
7.26e-05 (0.0415) |
0.528 (1.00) |
0.657 (1.00) |
0.566 (1.00) |
0.771 (1.00) |
7q gain | 48 (53%) | 42 |
6.72e-05 (0.0385) |
0.113 (1.00) |
3.54e-06 (0.0021) |
0.000192 (0.108) |
0.865 (1.00) |
0.474 (1.00) |
1 (1.00) |
0.31 (1.00) |
16p gain | 49 (54%) | 41 |
9.86e-08 (5.9e-05) |
0.0124 (1.00) |
8.74e-06 (0.00517) |
1.01e-05 (0.00595) |
0.0468 (1.00) |
0.25 (1.00) |
0.0111 (1.00) |
0.531 (1.00) |
16q gain | 47 (52%) | 43 |
2.98e-07 (0.000178) |
0.0093 (1.00) |
0.000115 (0.065) |
3.05e-05 (0.0177) |
0.024 (1.00) |
0.25 (1.00) |
0.0111 (1.00) |
0.531 (1.00) |
20p gain | 46 (51%) | 44 |
1.95e-06 (0.00116) |
0.226 (1.00) |
0.00012 (0.0676) |
0.00738 (1.00) |
0.0049 (1.00) |
0.00264 (1.00) |
0.000147 (0.0825) |
0.0128 (1.00) |
2p gain | 13 (14%) | 77 |
0.000224 (0.125) |
0.00127 (0.686) |
0.0119 (1.00) |
0.000281 (0.156) |
0.373 (1.00) |
0.121 (1.00) |
0.0803 (1.00) |
0.0598 (1.00) |
5p gain | 57 (63%) | 33 |
3.25e-06 (0.00193) |
0.031 (1.00) |
0.000603 (0.329) |
5.59e-05 (0.0321) |
0.237 (1.00) |
0.376 (1.00) |
0.0653 (1.00) |
0.385 (1.00) |
5q gain | 53 (59%) | 37 |
2.9e-05 (0.0168) |
0.00943 (1.00) |
0.000687 (0.374) |
1.34e-05 (0.00787) |
0.328 (1.00) |
0.202 (1.00) |
0.346 (1.00) |
0.21 (1.00) |
9q gain | 29 (32%) | 61 |
0.000186 (0.105) |
0.00407 (1.00) |
0.0266 (1.00) |
0.000264 (0.147) |
0.0331 (1.00) |
0.279 (1.00) |
0.0188 (1.00) |
0.183 (1.00) |
10q gain | 26 (29%) | 64 |
0.000352 (0.194) |
0.0763 (1.00) |
3.39e-05 (0.0196) |
0.00111 (0.6) |
0.0195 (1.00) |
0.919 (1.00) |
0.0704 (1.00) |
0.88 (1.00) |
12p gain | 64 (71%) | 26 |
1.66e-05 (0.00972) |
0.199 (1.00) |
0.000214 (0.12) |
0.00476 (1.00) |
0.235 (1.00) |
0.471 (1.00) |
0.0704 (1.00) |
0.532 (1.00) |
20q gain | 49 (54%) | 41 |
1.99e-05 (0.0116) |
0.0627 (1.00) |
7.02e-05 (0.0402) |
0.00301 (1.00) |
0.0186 (1.00) |
0.0162 (1.00) |
0.000824 (0.447) |
0.0225 (1.00) |
7p gain | 48 (53%) | 42 |
0.000544 (0.297) |
0.113 (1.00) |
0.000144 (0.0813) |
0.00231 (1.00) |
0.865 (1.00) |
0.685 (1.00) |
0.859 (1.00) |
0.457 (1.00) |
9p gain | 20 (22%) | 70 |
2.38e-05 (0.0138) |
0.00402 (1.00) |
0.0102 (1.00) |
0.00161 (0.857) |
0.375 (1.00) |
0.427 (1.00) |
0.233 (1.00) |
0.336 (1.00) |
10p gain | 25 (28%) | 65 |
0.000467 (0.257) |
0.0632 (1.00) |
4.69e-05 (0.027) |
0.000483 (0.265) |
0.0331 (1.00) |
0.643 (1.00) |
0.104 (1.00) |
0.532 (1.00) |
12q gain | 64 (71%) | 26 |
1.58e-06 (0.000939) |
0.298 (1.00) |
0.000713 (0.387) |
0.0129 (1.00) |
0.226 (1.00) |
0.802 (1.00) |
0.0389 (1.00) |
0.918 (1.00) |
19q gain | 52 (58%) | 38 |
0.00202 (1.00) |
0.0524 (1.00) |
0.000378 (0.208) |
0.00236 (1.00) |
0.141 (1.00) |
0.431 (1.00) |
0.0956 (1.00) |
0.185 (1.00) |
xq gain | 40 (44%) | 50 |
1.51e-05 (0.00881) |
0.167 (1.00) |
0.00164 (0.873) |
0.0148 (1.00) |
0.784 (1.00) |
0.354 (1.00) |
0.617 (1.00) |
0.237 (1.00) |
2q loss | 15 (17%) | 75 |
7.75e-05 (0.0442) |
0.0024 (1.00) |
0.115 (1.00) |
0.0875 (1.00) |
0.0283 (1.00) |
0.17 (1.00) |
0.115 (1.00) |
0.275 (1.00) |
9p loss | 20 (22%) | 70 |
0.000929 (0.502) |
0.038 (1.00) |
9.39e-05 (0.0533) |
0.00231 (1.00) |
0.00872 (1.00) |
0.532 (1.00) |
0.0594 (1.00) |
0.512 (1.00) |
11q loss | 23 (26%) | 67 |
4.81e-05 (0.0276) |
0.00266 (1.00) |
0.143 (1.00) |
0.352 (1.00) |
0.0975 (1.00) |
0.392 (1.00) |
0.208 (1.00) |
0.447 (1.00) |
17p loss | 32 (36%) | 58 |
0.00141 (0.753) |
0.000305 (0.169) |
0.0119 (1.00) |
0.02 (1.00) |
0.0735 (1.00) |
0.0922 (1.00) |
0.0514 (1.00) |
0.0437 (1.00) |
17q loss | 24 (27%) | 66 |
0.000199 (0.111) |
0.00447 (1.00) |
0.119 (1.00) |
0.0372 (1.00) |
0.0667 (1.00) |
0.118 (1.00) |
0.0777 (1.00) |
0.0631 (1.00) |
1p gain | 4 (4%) | 86 |
0.0853 (1.00) |
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1q gain | 8 (9%) | 82 |
0.157 (1.00) |
0.508 (1.00) |
0.0461 (1.00) |
0.167 (1.00) |
0.0645 (1.00) |
0.855 (1.00) |
0.299 (1.00) |
0.851 (1.00) |
2q gain | 12 (13%) | 78 |
0.00376 (1.00) |
0.00156 (0.834) |
0.0183 (1.00) |
0.00415 (1.00) |
0.0553 (1.00) |
0.031 (1.00) |
0.019 (1.00) |
0.028 (1.00) |
3p gain | 13 (14%) | 77 |
0.0606 (1.00) |
0.112 (1.00) |
0.331 (1.00) |
0.274 (1.00) |
0.407 (1.00) |
0.139 (1.00) |
0.311 (1.00) |
0.227 (1.00) |
3q gain | 15 (17%) | 75 |
0.0539 (1.00) |
0.0862 (1.00) |
0.0528 (1.00) |
0.623 (1.00) |
0.653 (1.00) |
0.545 (1.00) |
0.558 (1.00) |
0.56 (1.00) |
6p gain | 18 (20%) | 72 |
0.0583 (1.00) |
0.653 (1.00) |
0.0686 (1.00) |
0.937 (1.00) |
0.149 (1.00) |
0.102 (1.00) |
0.197 (1.00) |
0.257 (1.00) |
6q gain | 16 (18%) | 74 |
0.00189 (1.00) |
0.453 (1.00) |
0.192 (1.00) |
0.527 (1.00) |
0.289 (1.00) |
0.225 (1.00) |
0.259 (1.00) |
0.501 (1.00) |
8p gain | 32 (36%) | 58 |
0.00226 (1.00) |
0.137 (1.00) |
0.165 (1.00) |
0.246 (1.00) |
0.117 (1.00) |
0.307 (1.00) |
0.0267 (1.00) |
0.515 (1.00) |
8q gain | 38 (42%) | 52 |
0.0191 (1.00) |
0.286 (1.00) |
0.401 (1.00) |
0.502 (1.00) |
0.471 (1.00) |
0.552 (1.00) |
0.0857 (1.00) |
0.778 (1.00) |
11p gain | 5 (6%) | 85 |
0.0478 (1.00) |
|||||||
11q gain | 6 (7%) | 84 |
0.126 (1.00) |
0.126 (1.00) |
0.0446 (1.00) |
0.172 (1.00) |
0.187 (1.00) |
1 (1.00) |
0.445 (1.00) |
0.808 (1.00) |
13q gain | 6 (7%) | 84 |
0.919 (1.00) |
0.478 (1.00) |
0.0392 (1.00) |
0.363 (1.00) |
0.141 (1.00) |
0.855 (1.00) |
0.299 (1.00) |
0.851 (1.00) |
15q gain | 11 (12%) | 79 |
0.221 (1.00) |
0.0563 (1.00) |
0.0106 (1.00) |
0.0116 (1.00) |
0.362 (1.00) |
0.163 (1.00) |
0.248 (1.00) |
0.114 (1.00) |
17p gain | 5 (6%) | 85 |
0.113 (1.00) |
0.509 (1.00) |
0.687 (1.00) |
0.113 (1.00) |
0.208 (1.00) |
0.375 (1.00) |
0.14 (1.00) |
0.14 (1.00) |
17q gain | 7 (8%) | 83 |
0.00981 (1.00) |
0.509 (1.00) |
0.687 (1.00) |
0.113 (1.00) |
0.208 (1.00) |
0.375 (1.00) |
0.14 (1.00) |
0.14 (1.00) |
18p gain | 6 (7%) | 84 |
0.422 (1.00) |
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18q gain | 5 (6%) | 85 |
0.598 (1.00) |
|||||||
19p gain | 56 (62%) | 34 |
0.0118 (1.00) |
0.0496 (1.00) |
0.00129 (0.691) |
0.00128 (0.687) |
0.438 (1.00) |
0.729 (1.00) |
0.366 (1.00) |
0.393 (1.00) |
21q gain | 31 (34%) | 59 |
0.0331 (1.00) |
0.00842 (1.00) |
0.0203 (1.00) |
0.00137 (0.733) |
0.0122 (1.00) |
0.0557 (1.00) |
0.0264 (1.00) |
0.0327 (1.00) |
22q gain | 3 (3%) | 87 |
0.496 (1.00) |
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1p loss | 29 (32%) | 61 |
0.215 (1.00) |
0.168 (1.00) |
0.414 (1.00) |
0.0904 (1.00) |
0.471 (1.00) |
0.501 (1.00) |
0.717 (1.00) |
0.677 (1.00) |
1q loss | 20 (22%) | 70 |
0.546 (1.00) |
0.0989 (1.00) |
0.944 (1.00) |
0.798 (1.00) |
0.364 (1.00) |
0.271 (1.00) |
0.58 (1.00) |
0.363 (1.00) |
2p loss | 17 (19%) | 73 |
0.000508 (0.278) |
0.0255 (1.00) |
0.588 (1.00) |
0.468 (1.00) |
0.0357 (1.00) |
0.275 (1.00) |
0.127 (1.00) |
0.336 (1.00) |
3p loss | 20 (22%) | 70 |
0.0363 (1.00) |
0.109 (1.00) |
0.115 (1.00) |
0.214 (1.00) |
0.484 (1.00) |
0.36 (1.00) |
0.204 (1.00) |
0.229 (1.00) |
3q loss | 20 (22%) | 70 |
0.0117 (1.00) |
0.127 (1.00) |
0.0241 (1.00) |
0.0655 (1.00) |
0.197 (1.00) |
0.118 (1.00) |
0.04 (1.00) |
0.0724 (1.00) |
4p loss | 10 (11%) | 80 |
0.0345 (1.00) |
0.181 (1.00) |
0.0232 (1.00) |
0.0537 (1.00) |
0.308 (1.00) |
0.547 (1.00) |
0.423 (1.00) |
0.556 (1.00) |
4q loss | 11 (12%) | 79 |
0.0916 (1.00) |
0.0612 (1.00) |
0.00728 (1.00) |
0.0187 (1.00) |
0.25 (1.00) |
0.642 (1.00) |
0.38 (1.00) |
0.466 (1.00) |
5p loss | 8 (9%) | 82 |
0.168 (1.00) |
0.0597 (1.00) |
0.229 (1.00) |
0.00181 (0.959) |
0.772 (1.00) |
1 (1.00) |
0.454 (1.00) |
1 (1.00) |
5q loss | 7 (8%) | 83 |
0.621 (1.00) |
0.508 (1.00) |
0.276 (1.00) |
0.167 (1.00) |
0.658 (1.00) |
0.597 (1.00) |
0.862 (1.00) |
0.614 (1.00) |
6p loss | 19 (21%) | 71 |
0.0438 (1.00) |
0.833 (1.00) |
0.594 (1.00) |
0.39 (1.00) |
0.607 (1.00) |
0.737 (1.00) |
0.816 (1.00) |
0.586 (1.00) |
6q loss | 22 (24%) | 68 |
0.0116 (1.00) |
0.881 (1.00) |
0.607 (1.00) |
0.615 (1.00) |
0.72 (1.00) |
0.852 (1.00) |
0.724 (1.00) |
0.682 (1.00) |
7p loss | 5 (6%) | 85 |
0.394 (1.00) |
0.517 (1.00) |
0.91 (1.00) |
0.815 (1.00) |
0.816 (1.00) |
0.072 (1.00) |
0.681 (1.00) |
0.0865 (1.00) |
7q loss | 6 (7%) | 84 |
0.287 (1.00) |
0.254 (1.00) |
0.62 (1.00) |
0.442 (1.00) |
1 (1.00) |
0.0538 (1.00) |
0.593 (1.00) |
0.0647 (1.00) |
8p loss | 16 (18%) | 74 |
0.00963 (1.00) |
0.206 (1.00) |
0.18 (1.00) |
0.0702 (1.00) |
0.192 (1.00) |
0.0561 (1.00) |
0.0175 (1.00) |
0.0309 (1.00) |
8q loss | 12 (13%) | 78 |
0.00206 (1.00) |
0.0829 (1.00) |
0.033 (1.00) |
0.0283 (1.00) |
0.0777 (1.00) |
0.068 (1.00) |
0.034 (1.00) |
0.0344 (1.00) |
9q loss | 11 (12%) | 79 |
0.135 (1.00) |
0.932 (1.00) |
0.0807 (1.00) |
0.432 (1.00) |
0.558 (1.00) |
1 (1.00) |
0.83 (1.00) |
0.899 (1.00) |
10p loss | 12 (13%) | 78 |
0.82 (1.00) |
0.418 (1.00) |
0.265 (1.00) |
0.822 (1.00) |
0.683 (1.00) |
0.642 (1.00) |
0.616 (1.00) |
0.466 (1.00) |
10q loss | 10 (11%) | 80 |
0.484 (1.00) |
0.567 (1.00) |
0.536 (1.00) |
0.9 (1.00) |
1 (1.00) |
0.518 (1.00) |
0.891 (1.00) |
0.528 (1.00) |
11p loss | 24 (27%) | 66 |
0.00129 (0.692) |
0.0149 (1.00) |
0.223 (1.00) |
0.548 (1.00) |
0.277 (1.00) |
0.567 (1.00) |
0.419 (1.00) |
0.585 (1.00) |
12p loss | 5 (6%) | 85 |
0.189 (1.00) |
0.262 (1.00) |
0.62 (1.00) |
1 (1.00) |
0.103 (1.00) |
1 (1.00) |
0.0107 (1.00) |
1 (1.00) |
12q loss | 4 (4%) | 86 |
0.108 (1.00) |
0.0982 (1.00) |
0.441 (1.00) |
0.557 (1.00) |
0.331 (1.00) |
0.791 (1.00) |
0.0427 (1.00) |
1 (1.00) |
13q loss | 39 (43%) | 51 |
0.0104 (1.00) |
0.0838 (1.00) |
0.6 (1.00) |
0.768 (1.00) |
0.761 (1.00) |
0.9 (1.00) |
0.915 (1.00) |
0.766 (1.00) |
14q loss | 18 (20%) | 72 |
0.0232 (1.00) |
0.447 (1.00) |
0.0184 (1.00) |
0.00406 (1.00) |
0.377 (1.00) |
0.332 (1.00) |
0.277 (1.00) |
0.174 (1.00) |
15q loss | 21 (23%) | 69 |
0.0299 (1.00) |
0.36 (1.00) |
0.11 (1.00) |
0.172 (1.00) |
0.571 (1.00) |
0.843 (1.00) |
0.331 (1.00) |
0.912 (1.00) |
16p loss | 6 (7%) | 84 |
0.126 (1.00) |
0.0575 (1.00) |
0.00215 (1.00) |
0.0801 (1.00) |
0.0128 (1.00) |
0.258 (1.00) |
0.0315 (1.00) |
0.226 (1.00) |
16q loss | 5 (6%) | 85 |
0.272 (1.00) |
0.0356 (1.00) |
0.0575 (1.00) |
0.0214 (1.00) |
0.169 (1.00) |
1 (1.00) |
0.36 (1.00) |
1 (1.00) |
18p loss | 37 (41%) | 53 |
0.0264 (1.00) |
0.242 (1.00) |
0.771 (1.00) |
0.756 (1.00) |
0.684 (1.00) |
0.492 (1.00) |
0.85 (1.00) |
0.593 (1.00) |
18q loss | 35 (39%) | 55 |
0.0444 (1.00) |
0.399 (1.00) |
0.811 (1.00) |
0.927 (1.00) |
0.471 (1.00) |
0.472 (1.00) |
0.732 (1.00) |
0.63 (1.00) |
19p loss | 5 (6%) | 85 |
0.0478 (1.00) |
0.356 (1.00) |
0.157 (1.00) |
0.779 (1.00) |
0.139 (1.00) |
0.706 (1.00) |
0.215 (1.00) |
0.723 (1.00) |
19q loss | 4 (4%) | 86 |
0.108 (1.00) |
0.673 (1.00) |
0.774 (1.00) |
0.474 (1.00) |
0.785 (1.00) |
1 (1.00) |
0.215 (1.00) |
1 (1.00) |
20p loss | 9 (10%) | 81 |
0.00774 (1.00) |
0.282 (1.00) |
0.213 (1.00) |
0.028 (1.00) |
0.0678 (1.00) |
0.639 (1.00) |
0.169 (1.00) |
0.645 (1.00) |
20q loss | 3 (3%) | 87 |
0.551 (1.00) |
|||||||
21q loss | 15 (17%) | 75 |
0.0147 (1.00) |
0.366 (1.00) |
0.256 (1.00) |
0.234 (1.00) |
0.224 (1.00) |
0.245 (1.00) |
0.233 (1.00) |
0.107 (1.00) |
22q loss | 48 (53%) | 42 |
0.0781 (1.00) |
0.0753 (1.00) |
0.604 (1.00) |
0.584 (1.00) |
0.859 (1.00) |
0.725 (1.00) |
0.794 (1.00) |
0.68 (1.00) |
xq loss | 17 (19%) | 73 |
0.00216 (1.00) |
0.255 (1.00) |
0.0335 (1.00) |
0.0207 (1.00) |
0.707 (1.00) |
0.851 (1.00) |
0.138 (1.00) |
0.672 (1.00) |
P value = 0.000224 (Chi-square test), Q value = 0.12
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
2P GAIN MUTATED | 12 | 0 | 1 | 0 | 0 |
2P GAIN WILD-TYPE | 20 | 24 | 14 | 10 | 9 |
P value = 0.000281 (Fisher's exact test), Q value = 0.16
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
2P GAIN MUTATED | 8 | 1 | 0 |
2P GAIN WILD-TYPE | 15 | 31 | 22 |
P value = 7.8e-05 (Chi-square test), Q value = 0.044
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
4P GAIN MUTATED | 3 | 13 | 10 | 4 | 7 |
4P GAIN WILD-TYPE | 29 | 11 | 5 | 6 | 2 |
P value = 4.79e-05 (Fisher's exact test), Q value = 0.028
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
4P GAIN MUTATED | 1 | 8 | 11 | 10 |
4P GAIN WILD-TYPE | 23 | 5 | 6 | 13 |
P value = 0.00035 (Fisher's exact test), Q value = 0.19
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
4P GAIN MUTATED | 2 | 14 | 14 |
4P GAIN WILD-TYPE | 21 | 18 | 8 |
P value = 0.000236 (Chi-square test), Q value = 0.13
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
4Q GAIN MUTATED | 2 | 12 | 9 | 4 | 6 |
4Q GAIN WILD-TYPE | 30 | 12 | 6 | 6 | 3 |
P value = 1.76e-05 (Fisher's exact test), Q value = 0.01
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
4Q GAIN MUTATED | 0 | 8 | 9 | 10 |
4Q GAIN WILD-TYPE | 24 | 5 | 8 | 13 |
P value = 7.26e-05 (Fisher's exact test), Q value = 0.041
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
4Q GAIN MUTATED | 1 | 12 | 14 |
4Q GAIN WILD-TYPE | 22 | 20 | 8 |
P value = 3.25e-06 (Chi-square test), Q value = 0.0019
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
5P GAIN MUTATED | 10 | 22 | 13 | 4 | 8 |
5P GAIN WILD-TYPE | 22 | 2 | 2 | 6 | 1 |
P value = 5.59e-05 (Fisher's exact test), Q value = 0.032
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
5P GAIN MUTATED | 6 | 26 | 17 |
5P GAIN WILD-TYPE | 17 | 6 | 5 |
P value = 2.9e-05 (Chi-square test), Q value = 0.017
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
5Q GAIN MUTATED | 9 | 19 | 13 | 4 | 8 |
5Q GAIN WILD-TYPE | 23 | 5 | 2 | 6 | 1 |
P value = 1.34e-05 (Fisher's exact test), Q value = 0.0079
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
5Q GAIN MUTATED | 5 | 23 | 19 |
5Q GAIN WILD-TYPE | 18 | 9 | 3 |
P value = 0.000144 (Fisher's exact test), Q value = 0.081
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
7P GAIN MUTATED | 6 | 12 | 13 | 11 |
7P GAIN WILD-TYPE | 18 | 1 | 4 | 12 |
P value = 6.72e-05 (Chi-square test), Q value = 0.038
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
7Q GAIN MUTATED | 8 | 18 | 13 | 3 | 6 |
7Q GAIN WILD-TYPE | 24 | 6 | 2 | 7 | 3 |
P value = 3.54e-06 (Fisher's exact test), Q value = 0.0021
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
7Q GAIN MUTATED | 5 | 13 | 13 | 11 |
7Q GAIN WILD-TYPE | 19 | 0 | 4 | 12 |
P value = 0.000192 (Fisher's exact test), Q value = 0.11
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
7Q GAIN MUTATED | 6 | 17 | 19 |
7Q GAIN WILD-TYPE | 17 | 15 | 3 |
P value = 2.38e-05 (Chi-square test), Q value = 0.014
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
9P GAIN MUTATED | 2 | 3 | 10 | 1 | 4 |
9P GAIN WILD-TYPE | 30 | 21 | 5 | 9 | 5 |
P value = 0.000186 (Chi-square test), Q value = 0.1
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
9Q GAIN MUTATED | 7 | 3 | 12 | 3 | 4 |
9Q GAIN WILD-TYPE | 25 | 21 | 3 | 7 | 5 |
P value = 0.000264 (Fisher's exact test), Q value = 0.15
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
9Q GAIN MUTATED | 8 | 2 | 12 |
9Q GAIN WILD-TYPE | 15 | 30 | 10 |
P value = 4.69e-05 (Fisher's exact test), Q value = 0.027
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
10P GAIN MUTATED | 6 | 11 | 4 | 2 |
10P GAIN WILD-TYPE | 18 | 2 | 13 | 21 |
P value = 0.000352 (Chi-square test), Q value = 0.19
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
10Q GAIN MUTATED | 10 | 3 | 11 | 1 | 1 |
10Q GAIN WILD-TYPE | 22 | 21 | 4 | 9 | 8 |
P value = 3.39e-05 (Fisher's exact test), Q value = 0.02
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
10Q GAIN MUTATED | 7 | 11 | 3 | 2 |
10Q GAIN WILD-TYPE | 17 | 2 | 14 | 21 |
P value = 1.66e-05 (Chi-square test), Q value = 0.0097
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
12P GAIN MUTATED | 14 | 24 | 14 | 5 | 7 |
12P GAIN WILD-TYPE | 18 | 0 | 1 | 5 | 2 |
P value = 0.000214 (Fisher's exact test), Q value = 0.12
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
12P GAIN MUTATED | 9 | 13 | 14 | 18 |
12P GAIN WILD-TYPE | 15 | 0 | 3 | 5 |
P value = 1.58e-06 (Chi-square test), Q value = 0.00094
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
12Q GAIN MUTATED | 14 | 24 | 15 | 4 | 7 |
12Q GAIN WILD-TYPE | 18 | 0 | 0 | 6 | 2 |
P value = 0.000113 (Fisher's exact test), Q value = 0.064
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
14Q GAIN MUTATED | 3 | 2 | 12 |
14Q GAIN WILD-TYPE | 20 | 30 | 10 |
P value = 9.9e-06 (Fisher's exact test), Q value = 0.0058
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 36 | 16 | 26 |
14Q GAIN MUTATED | 17 | 0 | 1 |
14Q GAIN WILD-TYPE | 19 | 16 | 25 |
P value = 1.31e-05 (Fisher's exact test), Q value = 0.0077
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 26 | 10 | 42 |
14Q GAIN MUTATED | 0 | 0 | 18 |
14Q GAIN WILD-TYPE | 26 | 10 | 24 |
P value = 9.64e-06 (Fisher's exact test), Q value = 0.0057
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 18 | 23 |
14Q GAIN MUTATED | 17 | 1 | 0 |
14Q GAIN WILD-TYPE | 20 | 17 | 23 |
P value = 3.57e-06 (Fisher's exact test), Q value = 0.0021
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 40 | 11 | 27 |
14Q GAIN MUTATED | 18 | 0 | 0 |
14Q GAIN WILD-TYPE | 22 | 11 | 27 |
P value = 9.86e-08 (Chi-square test), Q value = 5.9e-05
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
16P GAIN MUTATED | 6 | 24 | 10 | 4 | 5 |
16P GAIN WILD-TYPE | 26 | 0 | 5 | 6 | 4 |
P value = 8.74e-06 (Fisher's exact test), Q value = 0.0052
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
16P GAIN MUTATED | 3 | 10 | 13 | 16 |
16P GAIN WILD-TYPE | 21 | 3 | 4 | 7 |
P value = 1.01e-05 (Fisher's exact test), Q value = 0.0059
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
16P GAIN MUTATED | 4 | 19 | 19 |
16P GAIN WILD-TYPE | 19 | 13 | 3 |
P value = 2.98e-07 (Chi-square test), Q value = 0.00018
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
16Q GAIN MUTATED | 6 | 23 | 10 | 3 | 5 |
16Q GAIN WILD-TYPE | 26 | 1 | 5 | 7 | 4 |
P value = 0.000115 (Fisher's exact test), Q value = 0.065
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
16Q GAIN MUTATED | 4 | 9 | 13 | 16 |
16Q GAIN WILD-TYPE | 20 | 4 | 4 | 7 |
P value = 3.05e-05 (Fisher's exact test), Q value = 0.018
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 23 | 32 | 22 |
16Q GAIN MUTATED | 4 | 20 | 18 |
16Q GAIN WILD-TYPE | 19 | 12 | 4 |
P value = 0.000378 (Fisher's exact test), Q value = 0.21
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
19Q GAIN MUTATED | 10 | 13 | 12 | 9 |
19Q GAIN WILD-TYPE | 14 | 0 | 5 | 14 |
P value = 1.95e-06 (Chi-square test), Q value = 0.0012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
20P GAIN MUTATED | 7 | 22 | 9 | 2 | 6 |
20P GAIN WILD-TYPE | 25 | 2 | 6 | 8 | 3 |
P value = 0.00012 (Fisher's exact test), Q value = 0.068
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
20P GAIN MUTATED | 4 | 9 | 8 | 18 |
20P GAIN WILD-TYPE | 20 | 4 | 9 | 5 |
P value = 0.000147 (Fisher's exact test), Q value = 0.083
nPatients | CLUS_1 | CLUS_2 | CLUS_3 |
---|---|---|---|
ALL | 37 | 18 | 23 |
20P GAIN MUTATED | 13 | 7 | 20 |
20P GAIN WILD-TYPE | 24 | 11 | 3 |
P value = 1.99e-05 (Chi-square test), Q value = 0.012
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
20Q GAIN MUTATED | 9 | 21 | 11 | 2 | 6 |
20Q GAIN WILD-TYPE | 23 | 3 | 4 | 8 | 3 |
P value = 7.02e-05 (Fisher's exact test), Q value = 0.04
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
20Q GAIN MUTATED | 5 | 11 | 8 | 18 |
20Q GAIN WILD-TYPE | 19 | 2 | 9 | 5 |
P value = 1.51e-05 (Chi-square test), Q value = 0.0088
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
XQ GAIN MUTATED | 6 | 20 | 9 | 2 | 3 |
XQ GAIN WILD-TYPE | 26 | 4 | 6 | 8 | 6 |
P value = 7.75e-05 (Chi-square test), Q value = 0.044
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
2Q LOSS MUTATED | 1 | 2 | 2 | 6 | 4 |
2Q LOSS WILD-TYPE | 31 | 22 | 13 | 4 | 5 |
P value = 9.39e-05 (Fisher's exact test), Q value = 0.053
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 |
---|---|---|---|---|
ALL | 24 | 13 | 17 | 23 |
9P LOSS MUTATED | 14 | 1 | 3 | 1 |
9P LOSS WILD-TYPE | 10 | 12 | 14 | 22 |
P value = 4.81e-05 (Chi-square test), Q value = 0.028
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
11Q LOSS MUTATED | 4 | 3 | 3 | 8 | 5 |
11Q LOSS WILD-TYPE | 28 | 21 | 12 | 2 | 4 |
P value = 0.000305 (Chi-square test), Q value = 0.17
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 18 | 11 | 20 | 18 | 11 |
17P LOSS MUTATED | 11 | 0 | 12 | 4 | 1 |
17P LOSS WILD-TYPE | 7 | 11 | 8 | 14 | 10 |
P value = 0.000199 (Chi-square test), Q value = 0.11
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 |
---|---|---|---|---|---|
ALL | 32 | 24 | 15 | 10 | 9 |
17Q LOSS MUTATED | 7 | 3 | 6 | 8 | 0 |
17Q LOSS WILD-TYPE | 25 | 21 | 9 | 2 | 9 |
-
Copy number data file = transformed.cor.cli.txt
-
Molecular subtypes file = ACC-TP.transferedmergedcluster.txt
-
Number of patients = 90
-
Number of significantly arm-level cnvs = 80
-
Number of molecular subtypes = 8
-
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.