This pipeline computes the correlation between significant copy number variation (cnv focal) genes and molecular subtypes.
Testing the association between copy number variation 60 focal events and 12 molecular subtypes across 162 patients, 24 significant findings detected with P value < 0.05 and Q value < 0.25.
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amp_1q21.3 cnv correlated to 'CN_CNMF'.
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amp_6p21.1 cnv correlated to 'CN_CNMF'.
-
amp_8p11.23 cnv correlated to 'CN_CNMF'.
-
amp_8p11.21 cnv correlated to 'CN_CNMF'.
-
amp_8q24.21 cnv correlated to 'CN_CNMF'.
-
amp_12p12.1 cnv correlated to 'CN_CNMF'.
-
amp_13q12.13 cnv correlated to 'CN_CNMF'.
-
amp_13q12.2 cnv correlated to 'CN_CNMF'.
-
amp_13q22.1 cnv correlated to 'CN_CNMF'.
-
amp_16p11.2 cnv correlated to 'CN_CNMF'.
-
amp_17q12 cnv correlated to 'CN_CNMF'.
-
amp_17q24.1 cnv correlated to 'CN_CNMF'.
-
amp_20q11.21 cnv correlated to 'CN_CNMF'.
-
amp_20q11.23 cnv correlated to 'CN_CNMF'.
-
del_1p36.11 cnv correlated to 'CN_CNMF'.
-
del_1p33 cnv correlated to 'CN_CNMF'.
-
del_1p13.2 cnv correlated to 'CN_CNMF'.
-
del_4p13 cnv correlated to 'CN_CNMF'.
-
del_4q22.1 cnv correlated to 'CN_CNMF'.
-
del_4q35.1 cnv correlated to 'CN_CNMF'.
-
del_8p23.2 cnv correlated to 'CN_CNMF'.
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del_11q22.3 cnv correlated to 'CN_CNMF'.
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del_18q21.2 cnv correlated to 'CN_CNMF'.
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del_18q22.1 cnv correlated to 'CN_CNMF'.
Table 1. Get Full Table Overview of the association between significant copy number variation of 60 focal events and 12 molecular subtypes. Shown in the table are P values (Q values). Thresholded by P value < 0.05 and Q value < 0.25, 24 significant findings detected.
Clinical Features |
MRNA CNMF |
MRNA CHIERARCHICAL |
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 | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | Fisher's exact test | |
amp 1q21 3 | 48 (30%) | 114 |
1 (1.00) |
0.852 (1.00) |
0.0001 (0.0697) |
0.96 (1.00) |
0.53 (1.00) |
0.227 (1.00) |
0.509 (1.00) |
0.36 (1.00) |
0.0577 (1.00) |
0.151 (1.00) |
0.0304 (1.00) |
0.659 (1.00) |
amp 6p21 1 | 53 (33%) | 109 |
0.0595 (1.00) |
0.106 (1.00) |
1e-05 (0.00715) |
0.0699 (1.00) |
0.809 (1.00) |
0.0446 (1.00) |
0.574 (1.00) |
0.337 (1.00) |
0.192 (1.00) |
0.387 (1.00) |
0.392 (1.00) |
0.794 (1.00) |
amp 8p11 23 | 52 (32%) | 110 |
0.00348 (1.00) |
0.206 (1.00) |
1e-05 (0.00715) |
0.31 (1.00) |
0.377 (1.00) |
0.129 (1.00) |
0.123 (1.00) |
0.0353 (1.00) |
0.047 (1.00) |
0.0275 (1.00) |
0.69 (1.00) |
0.468 (1.00) |
amp 8p11 21 | 69 (43%) | 93 |
0.0122 (1.00) |
0.213 (1.00) |
1e-05 (0.00715) |
0.256 (1.00) |
0.373 (1.00) |
0.519 (1.00) |
0.225 (1.00) |
0.134 (1.00) |
0.184 (1.00) |
0.274 (1.00) |
0.432 (1.00) |
0.659 (1.00) |
amp 8q24 21 | 107 (66%) | 55 |
0.017 (1.00) |
0.24 (1.00) |
1e-05 (0.00715) |
0.23 (1.00) |
0.63 (1.00) |
0.887 (1.00) |
0.0308 (1.00) |
0.00707 (1.00) |
0.542 (1.00) |
0.263 (1.00) |
0.938 (1.00) |
0.895 (1.00) |
amp 12p12 1 | 40 (25%) | 122 |
0.698 (1.00) |
0.468 (1.00) |
0.00029 (0.201) |
0.447 (1.00) |
0.0495 (1.00) |
0.00873 (1.00) |
0.705 (1.00) |
0.513 (1.00) |
0.694 (1.00) |
0.76 (1.00) |
0.0282 (1.00) |
0.834 (1.00) |
amp 13q12 13 | 123 (76%) | 39 |
0.415 (1.00) |
0.174 (1.00) |
6e-05 (0.0419) |
0.224 (1.00) |
0.324 (1.00) |
0.433 (1.00) |
0.00163 (1.00) |
0.00212 (1.00) |
0.00253 (1.00) |
0.00422 (1.00) |
0.839 (1.00) |
0.239 (1.00) |
amp 13q12 2 | 122 (75%) | 40 |
0.364 (1.00) |
0.236 (1.00) |
3e-05 (0.0211) |
0.151 (1.00) |
0.594 (1.00) |
0.587 (1.00) |
0.016 (1.00) |
0.012 (1.00) |
0.0215 (1.00) |
0.0218 (1.00) |
0.183 (1.00) |
0.248 (1.00) |
amp 13q22 1 | 117 (72%) | 45 |
0.265 (1.00) |
0.0653 (1.00) |
1e-05 (0.00715) |
0.0507 (1.00) |
0.908 (1.00) |
0.269 (1.00) |
0.00507 (1.00) |
0.00104 (0.714) |
0.00412 (1.00) |
0.0111 (1.00) |
0.156 (1.00) |
0.148 (1.00) |
amp 16p11 2 | 45 (28%) | 117 |
0.124 (1.00) |
0.581 (1.00) |
7e-05 (0.0489) |
0.231 (1.00) |
0.345 (1.00) |
0.668 (1.00) |
0.152 (1.00) |
0.118 (1.00) |
0.0972 (1.00) |
0.852 (1.00) |
0.197 (1.00) |
0.241 (1.00) |
amp 17q12 | 43 (27%) | 119 |
0.00651 (1.00) |
0.127 (1.00) |
2e-05 (0.0141) |
0.535 (1.00) |
0.177 (1.00) |
0.917 (1.00) |
0.433 (1.00) |
0.0251 (1.00) |
0.149 (1.00) |
0.597 (1.00) |
0.582 (1.00) |
0.882 (1.00) |
amp 17q24 1 | 37 (23%) | 125 |
0.291 (1.00) |
0.708 (1.00) |
0.00021 (0.146) |
0.124 (1.00) |
0.608 (1.00) |
0.748 (1.00) |
0.638 (1.00) |
0.172 (1.00) |
0.61 (1.00) |
0.209 (1.00) |
0.714 (1.00) |
0.746 (1.00) |
amp 20q11 21 | 143 (88%) | 19 |
0.00761 (1.00) |
0.162 (1.00) |
0.00018 (0.125) |
0.0239 (1.00) |
0.192 (1.00) |
0.368 (1.00) |
0.0578 (1.00) |
0.00319 (1.00) |
0.00761 (1.00) |
0.397 (1.00) |
0.191 (1.00) |
0.31 (1.00) |
amp 20q11 23 | 144 (89%) | 18 |
0.00784 (1.00) |
0.164 (1.00) |
0.00033 (0.228) |
0.056 (1.00) |
0.193 (1.00) |
0.368 (1.00) |
0.0397 (1.00) |
0.00247 (1.00) |
0.0144 (1.00) |
0.28 (1.00) |
0.478 (1.00) |
0.265 (1.00) |
del 1p36 11 | 72 (44%) | 90 |
0.115 (1.00) |
0.0637 (1.00) |
0.00031 (0.215) |
0.256 (1.00) |
0.703 (1.00) |
0.923 (1.00) |
0.726 (1.00) |
0.0212 (1.00) |
0.495 (1.00) |
0.0632 (1.00) |
0.94 (1.00) |
0.293 (1.00) |
del 1p33 | 50 (31%) | 112 |
0.365 (1.00) |
0.00405 (1.00) |
3e-05 (0.0211) |
0.217 (1.00) |
0.801 (1.00) |
0.309 (1.00) |
0.697 (1.00) |
0.164 (1.00) |
0.44 (1.00) |
0.264 (1.00) |
0.871 (1.00) |
0.319 (1.00) |
del 1p13 2 | 52 (32%) | 110 |
0.475 (1.00) |
0.0237 (1.00) |
2e-05 (0.0141) |
0.628 (1.00) |
0.545 (1.00) |
0.569 (1.00) |
0.243 (1.00) |
0.0293 (1.00) |
0.508 (1.00) |
0.21 (1.00) |
0.804 (1.00) |
0.218 (1.00) |
del 4p13 | 59 (36%) | 103 |
0.779 (1.00) |
0.0395 (1.00) |
1e-05 (0.00715) |
0.0843 (1.00) |
0.837 (1.00) |
0.504 (1.00) |
0.712 (1.00) |
0.251 (1.00) |
0.979 (1.00) |
0.221 (1.00) |
0.415 (1.00) |
0.786 (1.00) |
del 4q22 1 | 72 (44%) | 90 |
0.62 (1.00) |
0.0239 (1.00) |
2e-05 (0.0141) |
0.257 (1.00) |
0.703 (1.00) |
0.475 (1.00) |
0.395 (1.00) |
0.312 (1.00) |
0.987 (1.00) |
0.256 (1.00) |
0.797 (1.00) |
0.504 (1.00) |
del 4q35 1 | 71 (44%) | 91 |
0.612 (1.00) |
0.0642 (1.00) |
4e-05 (0.028) |
0.119 (1.00) |
0.385 (1.00) |
0.654 (1.00) |
0.248 (1.00) |
0.0304 (1.00) |
0.486 (1.00) |
0.0513 (1.00) |
0.674 (1.00) |
0.796 (1.00) |
del 8p23 2 | 99 (61%) | 63 |
0.111 (1.00) |
0.0886 (1.00) |
1e-05 (0.00715) |
0.414 (1.00) |
1 (1.00) |
0.269 (1.00) |
0.0623 (1.00) |
0.0268 (1.00) |
0.782 (1.00) |
0.33 (1.00) |
0.289 (1.00) |
0.463 (1.00) |
del 11q22 3 | 38 (23%) | 124 |
0.0328 (1.00) |
0.0302 (1.00) |
1e-05 (0.00715) |
0.0391 (1.00) |
0.688 (1.00) |
0.135 (1.00) |
0.0722 (1.00) |
0.0724 (1.00) |
0.45 (1.00) |
0.966 (1.00) |
0.379 (1.00) |
0.169 (1.00) |
del 18q21 2 | 143 (88%) | 19 |
0.132 (1.00) |
0.334 (1.00) |
1e-05 (0.00715) |
0.112 (1.00) |
1 (1.00) |
0.771 (1.00) |
0.931 (1.00) |
0.719 (1.00) |
0.4 (1.00) |
0.123 (1.00) |
0.0435 (1.00) |
0.709 (1.00) |
del 18q22 1 | 138 (85%) | 24 |
0.0676 (1.00) |
0.0879 (1.00) |
1e-05 (0.00715) |
0.0311 (1.00) |
0.777 (1.00) |
0.653 (1.00) |
0.619 (1.00) |
0.676 (1.00) |
0.828 (1.00) |
0.299 (1.00) |
0.00126 (0.864) |
0.499 (1.00) |
amp 1q32 2 | 48 (30%) | 114 |
0.826 (1.00) |
0.938 (1.00) |
0.00273 (1.00) |
0.577 (1.00) |
0.186 (1.00) |
0.027 (1.00) |
0.508 (1.00) |
0.54 (1.00) |
0.0818 (1.00) |
0.65 (1.00) |
0.0303 (1.00) |
0.332 (1.00) |
amp 5q22 3 | 20 (12%) | 142 |
0.0227 (1.00) |
0.175 (1.00) |
0.36 (1.00) |
0.283 (1.00) |
0.105 (1.00) |
0.658 (1.00) |
0.719 (1.00) |
0.682 (1.00) |
0.454 (1.00) |
0.662 (1.00) |
0.0615 (1.00) |
0.664 (1.00) |
amp 10q22 2 | 11 (7%) | 151 |
0.499 (1.00) |
0.931 (1.00) |
0.817 (1.00) |
1 (1.00) |
1 (1.00) |
0.972 (1.00) |
0.222 (1.00) |
0.191 (1.00) |
0.38 (1.00) |
0.187 (1.00) |
0.229 (1.00) |
1 (1.00) |
amp 11p15 5 | 44 (27%) | 118 |
0.382 (1.00) |
0.0961 (1.00) |
0.0278 (1.00) |
0.695 (1.00) |
0.726 (1.00) |
0.588 (1.00) |
0.137 (1.00) |
0.034 (1.00) |
0.0966 (1.00) |
0.538 (1.00) |
0.344 (1.00) |
0.104 (1.00) |
amp 11q13 3 | 27 (17%) | 135 |
0.329 (1.00) |
0.332 (1.00) |
0.00527 (1.00) |
0.00753 (1.00) |
0.911 (1.00) |
0.731 (1.00) |
0.141 (1.00) |
0.00204 (1.00) |
0.0132 (1.00) |
0.341 (1.00) |
0.43 (1.00) |
0.534 (1.00) |
amp 12p13 33 | 41 (25%) | 121 |
0.689 (1.00) |
0.483 (1.00) |
0.00184 (1.00) |
0.654 (1.00) |
0.116 (1.00) |
0.214 (1.00) |
0.809 (1.00) |
0.836 (1.00) |
0.579 (1.00) |
0.815 (1.00) |
0.207 (1.00) |
0.511 (1.00) |
amp 15q26 1 | 13 (8%) | 149 |
0.111 (1.00) |
0.212 (1.00) |
0.151 (1.00) |
0.507 (1.00) |
0.156 (1.00) |
0.348 (1.00) |
0.0921 (1.00) |
0.122 (1.00) |
0.908 (1.00) |
1 (1.00) |
0.79 (1.00) |
0.104 (1.00) |
amp 19p13 2 | 34 (21%) | 128 |
0.0206 (1.00) |
0.25 (1.00) |
0.00158 (1.00) |
0.854 (1.00) |
0.545 (1.00) |
0.0852 (1.00) |
0.0577 (1.00) |
0.704 (1.00) |
0.588 (1.00) |
0.696 (1.00) |
0.977 (1.00) |
0.322 (1.00) |
amp 20q13 33 | 143 (88%) | 19 |
0.0365 (1.00) |
0.234 (1.00) |
0.0196 (1.00) |
0.242 (1.00) |
0.259 (1.00) |
0.562 (1.00) |
0.173 (1.00) |
0.0452 (1.00) |
0.0777 (1.00) |
0.396 (1.00) |
0.338 (1.00) |
0.711 (1.00) |
amp xp22 2 | 31 (19%) | 131 |
0.0503 (1.00) |
0.219 (1.00) |
0.646 (1.00) |
0.317 (1.00) |
0.96 (1.00) |
0.235 (1.00) |
0.708 (1.00) |
0.175 (1.00) |
0.813 (1.00) |
0.87 (1.00) |
0.414 (1.00) |
0.184 (1.00) |
amp xq27 3 | 36 (22%) | 126 |
0.362 (1.00) |
0.325 (1.00) |
0.0148 (1.00) |
0.0202 (1.00) |
0.648 (1.00) |
0.21 (1.00) |
0.0197 (1.00) |
0.123 (1.00) |
0.383 (1.00) |
0.278 (1.00) |
0.291 (1.00) |
0.305 (1.00) |
del 2p12 | 18 (11%) | 144 |
0.354 (1.00) |
0.821 (1.00) |
0.00143 (0.978) |
0.406 (1.00) |
0.449 (1.00) |
0.142 (1.00) |
0.646 (1.00) |
0.432 (1.00) |
0.359 (1.00) |
0.545 (1.00) |
0.267 (1.00) |
0.884 (1.00) |
del 3p14 2 | 29 (18%) | 133 |
0.801 (1.00) |
0.701 (1.00) |
0.783 (1.00) |
1 (1.00) |
0.218 (1.00) |
0.716 (1.00) |
0.342 (1.00) |
0.764 (1.00) |
0.81 (1.00) |
0.96 (1.00) |
0.72 (1.00) |
0.768 (1.00) |
del 3q26 31 | 16 (10%) | 146 |
1 (1.00) |
0.497 (1.00) |
0.331 (1.00) |
1 (1.00) |
0.725 (1.00) |
0.836 (1.00) |
0.799 (1.00) |
0.295 (1.00) |
0.0834 (1.00) |
0.372 (1.00) |
0.0671 (1.00) |
0.865 (1.00) |
del 5q11 2 | 51 (31%) | 111 |
0.066 (1.00) |
0.00202 (1.00) |
0.0119 (1.00) |
0.00184 (1.00) |
0.857 (1.00) |
0.341 (1.00) |
0.557 (1.00) |
0.0342 (1.00) |
0.552 (1.00) |
0.289 (1.00) |
0.675 (1.00) |
0.252 (1.00) |
del 5q22 2 | 57 (35%) | 105 |
0.183 (1.00) |
0.00082 (0.564) |
0.0556 (1.00) |
0.323 (1.00) |
0.546 (1.00) |
0.728 (1.00) |
1 (1.00) |
0.0982 (1.00) |
0.739 (1.00) |
0.238 (1.00) |
0.213 (1.00) |
0.444 (1.00) |
del 6p25 3 | 24 (15%) | 138 |
1 (1.00) |
0.939 (1.00) |
0.264 (1.00) |
0.0217 (1.00) |
0.653 (1.00) |
0.985 (1.00) |
0.95 (1.00) |
0.867 (1.00) |
0.753 (1.00) |
0.783 (1.00) |
0.469 (1.00) |
0.173 (1.00) |
del 6q26 | 30 (19%) | 132 |
0.158 (1.00) |
0.744 (1.00) |
0.213 (1.00) |
0.682 (1.00) |
0.101 (1.00) |
0.199 (1.00) |
0.265 (1.00) |
0.119 (1.00) |
0.0558 (1.00) |
0.334 (1.00) |
0.0967 (1.00) |
0.114 (1.00) |
del 7q31 1 | 4 (2%) | 158 |
0.0623 (1.00) |
1 (1.00) |
0.952 (1.00) |
0.759 (1.00) |
0.767 (1.00) |
1 (1.00) |
1 (1.00) |
|||||
del 8p11 21 | 24 (15%) | 138 |
0.317 (1.00) |
0.823 (1.00) |
0.00427 (1.00) |
0.203 (1.00) |
0.112 (1.00) |
0.702 (1.00) |
0.166 (1.00) |
0.0989 (1.00) |
0.0463 (1.00) |
0.0685 (1.00) |
0.378 (1.00) |
0.163 (1.00) |
del 10q21 1 | 37 (23%) | 125 |
0.37 (1.00) |
0.417 (1.00) |
0.0293 (1.00) |
0.302 (1.00) |
0.0605 (1.00) |
0.186 (1.00) |
0.431 (1.00) |
0.793 (1.00) |
0.833 (1.00) |
0.28 (1.00) |
0.822 (1.00) |
0.315 (1.00) |
del 10q25 2 | 47 (29%) | 115 |
0.761 (1.00) |
0.772 (1.00) |
0.0715 (1.00) |
0.671 (1.00) |
0.456 (1.00) |
0.241 (1.00) |
0.687 (1.00) |
0.223 (1.00) |
0.624 (1.00) |
0.275 (1.00) |
0.713 (1.00) |
0.349 (1.00) |
del 12p13 1 | 33 (20%) | 129 |
1 (1.00) |
0.261 (1.00) |
0.26 (1.00) |
0.287 (1.00) |
0.536 (1.00) |
0.276 (1.00) |
0.532 (1.00) |
0.149 (1.00) |
0.295 (1.00) |
0.528 (1.00) |
0.771 (1.00) |
0.537 (1.00) |
del 12q22 | 24 (15%) | 138 |
0.607 (1.00) |
0.408 (1.00) |
0.0227 (1.00) |
0.774 (1.00) |
0.9 (1.00) |
0.315 (1.00) |
0.851 (1.00) |
0.403 (1.00) |
0.365 (1.00) |
0.617 (1.00) |
0.304 (1.00) |
0.362 (1.00) |
del 14q11 2 | 68 (42%) | 94 |
0.483 (1.00) |
0.128 (1.00) |
0.029 (1.00) |
0.931 (1.00) |
0.702 (1.00) |
0.694 (1.00) |
0.0662 (1.00) |
0.277 (1.00) |
0.109 (1.00) |
0.343 (1.00) |
0.576 (1.00) |
0.343 (1.00) |
del 14q31 1 | 70 (43%) | 92 |
0.483 (1.00) |
0.237 (1.00) |
0.0297 (1.00) |
1 (1.00) |
0.708 (1.00) |
0.2 (1.00) |
0.08 (1.00) |
0.141 (1.00) |
0.2 (1.00) |
0.239 (1.00) |
0.87 (1.00) |
0.632 (1.00) |
del 15q22 33 | 76 (47%) | 86 |
0.623 (1.00) |
0.154 (1.00) |
0.00078 (0.537) |
0.697 (1.00) |
0.148 (1.00) |
0.0578 (1.00) |
0.784 (1.00) |
0.187 (1.00) |
0.421 (1.00) |
0.744 (1.00) |
0.932 (1.00) |
0.724 (1.00) |
del 16p13 3 | 13 (8%) | 149 |
0.887 (1.00) |
0.677 (1.00) |
0.0158 (1.00) |
0.0204 (1.00) |
0.724 (1.00) |
0.6 (1.00) |
0.912 (1.00) |
0.832 (1.00) |
0.355 (1.00) |
0.633 (1.00) |
0.675 (1.00) |
0.573 (1.00) |
del 16q23 1 | 23 (14%) | 139 |
0.152 (1.00) |
0.351 (1.00) |
0.0411 (1.00) |
0.136 (1.00) |
0.588 (1.00) |
0.952 (1.00) |
0.586 (1.00) |
0.658 (1.00) |
0.76 (1.00) |
0.843 (1.00) |
0.511 (1.00) |
0.307 (1.00) |
del 17p11 2 | 110 (68%) | 52 |
0.0848 (1.00) |
0.757 (1.00) |
0.00582 (1.00) |
0.281 (1.00) |
0.829 (1.00) |
0.358 (1.00) |
0.864 (1.00) |
0.972 (1.00) |
0.935 (1.00) |
0.352 (1.00) |
0.634 (1.00) |
0.807 (1.00) |
del 19p13 3 | 36 (22%) | 126 |
0.273 (1.00) |
0.952 (1.00) |
0.0183 (1.00) |
0.0303 (1.00) |
1 (1.00) |
0.705 (1.00) |
0.809 (1.00) |
0.518 (1.00) |
0.46 (1.00) |
0.00606 (1.00) |
0.759 (1.00) |
0.579 (1.00) |
del 20p12 1 | 60 (37%) | 102 |
0.622 (1.00) |
0.0322 (1.00) |
0.00051 (0.352) |
0.788 (1.00) |
0.541 (1.00) |
0.179 (1.00) |
0.707 (1.00) |
0.0382 (1.00) |
0.0411 (1.00) |
0.0727 (1.00) |
0.984 (1.00) |
0.612 (1.00) |
del 20p12 1 | 60 (37%) | 102 |
0.619 (1.00) |
0.0323 (1.00) |
0.00058 (0.4) |
0.788 (1.00) |
0.54 (1.00) |
0.182 (1.00) |
0.706 (1.00) |
0.0394 (1.00) |
0.0424 (1.00) |
0.0751 (1.00) |
0.984 (1.00) |
0.614 (1.00) |
del 21q11 2 | 71 (44%) | 91 |
0.315 (1.00) |
0.0609 (1.00) |
0.0194 (1.00) |
0.836 (1.00) |
0.922 (1.00) |
0.214 (1.00) |
0.249 (1.00) |
0.482 (1.00) |
0.0639 (1.00) |
0.726 (1.00) |
0.273 (1.00) |
0.316 (1.00) |
del 22q13 31 | 67 (41%) | 95 |
0.906 (1.00) |
0.293 (1.00) |
0.00611 (1.00) |
0.834 (1.00) |
0.409 (1.00) |
0.352 (1.00) |
0.0623 (1.00) |
0.123 (1.00) |
0.00608 (1.00) |
0.113 (1.00) |
0.23 (1.00) |
0.123 (1.00) |
del xp22 33 | 33 (20%) | 129 |
0.774 (1.00) |
0.916 (1.00) |
0.00131 (0.897) |
0.00318 (1.00) |
0.726 (1.00) |
0.897 (1.00) |
0.674 (1.00) |
0.5 (1.00) |
0.698 (1.00) |
1 (1.00) |
0.731 (1.00) |
0.934 (1.00) |
P value = 1e-04 (Fisher's exact test), Q value = 0.07
Table S1. Gene #1: 'amp_1q21.3' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 1(1Q21.3) MUTATED | 7 | 7 | 6 | 16 | 9 | 3 |
AMP PEAK 1(1Q21.3) WILD-TYPE | 3 | 27 | 36 | 14 | 15 | 19 |
Figure S1. Get High-res Image Gene #1: 'amp_1q21.3' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S2. Gene #4: 'amp_6p21.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 4(6P21.1) MUTATED | 6 | 16 | 4 | 10 | 15 | 2 |
AMP PEAK 4(6P21.1) WILD-TYPE | 4 | 18 | 38 | 20 | 9 | 20 |
Figure S2. Get High-res Image Gene #4: 'amp_6p21.1' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S3. Gene #5: 'amp_8p11.23' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 5(8P11.23) MUTATED | 3 | 15 | 4 | 5 | 8 | 17 |
AMP PEAK 5(8P11.23) WILD-TYPE | 7 | 19 | 38 | 25 | 16 | 5 |
Figure S3. Get High-res Image Gene #5: 'amp_8p11.23' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S4. Gene #6: 'amp_8p11.21' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 6(8P11.21) MUTATED | 5 | 17 | 6 | 10 | 9 | 22 |
AMP PEAK 6(8P11.21) WILD-TYPE | 5 | 17 | 36 | 20 | 15 | 0 |
Figure S4. Get High-res Image Gene #6: 'amp_8p11.21' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S5. Gene #7: 'amp_8q24.21' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 7(8Q24.21) MUTATED | 6 | 29 | 14 | 24 | 12 | 22 |
AMP PEAK 7(8Q24.21) WILD-TYPE | 4 | 5 | 28 | 6 | 12 | 0 |
Figure S5. Get High-res Image Gene #7: 'amp_8q24.21' versus Molecular Subtype #3: 'CN_CNMF'

P value = 0.00029 (Fisher's exact test), Q value = 0.2
Table S6. Gene #12: 'amp_12p12.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 12(12P12.1) MUTATED | 1 | 5 | 7 | 18 | 6 | 3 |
AMP PEAK 12(12P12.1) WILD-TYPE | 9 | 29 | 35 | 12 | 18 | 19 |
Figure S6. Get High-res Image Gene #12: 'amp_12p12.1' versus Molecular Subtype #3: 'CN_CNMF'

P value = 6e-05 (Fisher's exact test), Q value = 0.042
Table S7. Gene #13: 'amp_13q12.13' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 13(13Q12.13) MUTATED | 8 | 29 | 23 | 19 | 24 | 20 |
AMP PEAK 13(13Q12.13) WILD-TYPE | 2 | 5 | 19 | 11 | 0 | 2 |
Figure S7. Get High-res Image Gene #13: 'amp_13q12.13' versus Molecular Subtype #3: 'CN_CNMF'

P value = 3e-05 (Fisher's exact test), Q value = 0.021
Table S8. Gene #14: 'amp_13q12.2' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 14(13Q12.2) MUTATED | 8 | 29 | 21 | 20 | 24 | 20 |
AMP PEAK 14(13Q12.2) WILD-TYPE | 2 | 5 | 21 | 10 | 0 | 2 |
Figure S8. Get High-res Image Gene #14: 'amp_13q12.2' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S9. Gene #15: 'amp_13q22.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 15(13Q22.1) MUTATED | 8 | 29 | 19 | 18 | 24 | 19 |
AMP PEAK 15(13Q22.1) WILD-TYPE | 2 | 5 | 23 | 12 | 0 | 3 |
Figure S9. Get High-res Image Gene #15: 'amp_13q22.1' versus Molecular Subtype #3: 'CN_CNMF'

P value = 7e-05 (Fisher's exact test), Q value = 0.049
Table S10. Gene #17: 'amp_16p11.2' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 17(16P11.2) MUTATED | 3 | 17 | 2 | 6 | 11 | 6 |
AMP PEAK 17(16P11.2) WILD-TYPE | 7 | 17 | 40 | 24 | 13 | 16 |
Figure S10. Get High-res Image Gene #17: 'amp_16p11.2' versus Molecular Subtype #3: 'CN_CNMF'

P value = 2e-05 (Fisher's exact test), Q value = 0.014
Table S11. Gene #18: 'amp_17q12' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 18(17Q12) MUTATED | 2 | 19 | 7 | 10 | 0 | 5 |
AMP PEAK 18(17Q12) WILD-TYPE | 8 | 15 | 35 | 20 | 24 | 17 |
Figure S11. Get High-res Image Gene #18: 'amp_17q12' versus Molecular Subtype #3: 'CN_CNMF'

P value = 0.00021 (Fisher's exact test), Q value = 0.15
Table S12. Gene #19: 'amp_17q24.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 19(17Q24.1) MUTATED | 1 | 17 | 7 | 8 | 0 | 4 |
AMP PEAK 19(17Q24.1) WILD-TYPE | 9 | 17 | 35 | 22 | 24 | 18 |
Figure S12. Get High-res Image Gene #19: 'amp_17q24.1' versus Molecular Subtype #3: 'CN_CNMF'

P value = 0.00018 (Fisher's exact test), Q value = 0.13
Table S13. Gene #21: 'amp_20q11.21' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 21(20Q11.21) MUTATED | 10 | 34 | 31 | 23 | 24 | 21 |
AMP PEAK 21(20Q11.21) WILD-TYPE | 0 | 0 | 11 | 7 | 0 | 1 |
Figure S13. Get High-res Image Gene #21: 'amp_20q11.21' versus Molecular Subtype #3: 'CN_CNMF'

P value = 0.00033 (Fisher's exact test), Q value = 0.23
Table S14. Gene #22: 'amp_20q11.23' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
AMP PEAK 22(20Q11.23) MUTATED | 10 | 34 | 32 | 23 | 24 | 21 |
AMP PEAK 22(20Q11.23) WILD-TYPE | 0 | 0 | 10 | 7 | 0 | 1 |
Figure S14. Get High-res Image Gene #22: 'amp_20q11.23' versus Molecular Subtype #3: 'CN_CNMF'

P value = 0.00031 (Fisher's exact test), Q value = 0.21
Table S15. Gene #26: 'del_1p36.11' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 1(1P36.11) MUTATED | 4 | 19 | 10 | 21 | 13 | 5 |
DEL PEAK 1(1P36.11) WILD-TYPE | 6 | 15 | 32 | 9 | 11 | 17 |
Figure S15. Get High-res Image Gene #26: 'del_1p36.11' versus Molecular Subtype #3: 'CN_CNMF'

P value = 3e-05 (Fisher's exact test), Q value = 0.021
Table S16. Gene #27: 'del_1p33' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 2(1P33) MUTATED | 7 | 17 | 3 | 11 | 10 | 2 |
DEL PEAK 2(1P33) WILD-TYPE | 3 | 17 | 39 | 19 | 14 | 20 |
Figure S16. Get High-res Image Gene #27: 'del_1p33' versus Molecular Subtype #3: 'CN_CNMF'

P value = 2e-05 (Fisher's exact test), Q value = 0.014
Table S17. Gene #28: 'del_1p13.2' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 3(1P13.2) MUTATED | 7 | 15 | 2 | 12 | 10 | 6 |
DEL PEAK 3(1P13.2) WILD-TYPE | 3 | 19 | 40 | 18 | 14 | 16 |
Figure S17. Get High-res Image Gene #28: 'del_1p13.2' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S18. Gene #32: 'del_4p13' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 7(4P13) MUTATED | 4 | 13 | 5 | 16 | 17 | 4 |
DEL PEAK 7(4P13) WILD-TYPE | 6 | 21 | 37 | 14 | 7 | 18 |
Figure S18. Get High-res Image Gene #32: 'del_4p13' versus Molecular Subtype #3: 'CN_CNMF'

P value = 2e-05 (Fisher's exact test), Q value = 0.014
Table S19. Gene #33: 'del_4q22.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 8(4Q22.1) MUTATED | 5 | 19 | 8 | 18 | 18 | 4 |
DEL PEAK 8(4Q22.1) WILD-TYPE | 5 | 15 | 34 | 12 | 6 | 18 |
Figure S19. Get High-res Image Gene #33: 'del_4q22.1' versus Molecular Subtype #3: 'CN_CNMF'

P value = 4e-05 (Fisher's exact test), Q value = 0.028
Table S20. Gene #34: 'del_4q35.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 9(4Q35.1) MUTATED | 4 | 17 | 8 | 19 | 18 | 5 |
DEL PEAK 9(4Q35.1) WILD-TYPE | 6 | 17 | 34 | 11 | 6 | 17 |
Figure S20. Get High-res Image Gene #34: 'del_4q35.1' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S21. Gene #40: 'del_8p23.2' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 15(8P23.2) MUTATED | 7 | 24 | 11 | 23 | 15 | 19 |
DEL PEAK 15(8P23.2) WILD-TYPE | 3 | 10 | 31 | 7 | 9 | 3 |
Figure S21. Get High-res Image Gene #40: 'del_8p23.2' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S22. Gene #44: 'del_11q22.3' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 19(11Q22.3) MUTATED | 2 | 0 | 7 | 16 | 8 | 5 |
DEL PEAK 19(11Q22.3) WILD-TYPE | 8 | 34 | 35 | 14 | 16 | 17 |
Figure S22. Get High-res Image Gene #44: 'del_11q22.3' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S23. Gene #53: 'del_18q21.2' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 28(18Q21.2) MUTATED | 10 | 34 | 27 | 27 | 23 | 22 |
DEL PEAK 28(18Q21.2) WILD-TYPE | 0 | 0 | 15 | 3 | 1 | 0 |
Figure S23. Get High-res Image Gene #53: 'del_18q21.2' versus Molecular Subtype #3: 'CN_CNMF'

P value = 1e-05 (Fisher's exact test), Q value = 0.0071
Table S24. Gene #54: 'del_18q22.1' versus Molecular Subtype #3: 'CN_CNMF'
nPatients | CLUS_1 | CLUS_2 | CLUS_3 | CLUS_4 | CLUS_5 | CLUS_6 |
---|---|---|---|---|---|---|
ALL | 10 | 34 | 42 | 30 | 24 | 22 |
DEL PEAK 29(18Q22.1) MUTATED | 10 | 34 | 25 | 25 | 23 | 21 |
DEL PEAK 29(18Q22.1) WILD-TYPE | 0 | 0 | 17 | 5 | 1 | 1 |
Figure S24. Get High-res Image Gene #54: 'del_18q22.1' versus Molecular Subtype #3: 'CN_CNMF'

-
Copy number data file = transformed.cor.cli.txt
-
Molecular subtype file = READ-TP.transferedmergedcluster.txt
-
Number of patients = 162
-
Number of significantly focal cnvs = 60
-
Number of molecular subtypes = 12
-
Exclude genes that fewer than K tumors have alterations, K = 3
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.