This pipeline computes the correlation between significantly recurrent gene mutations and selected clinical features.
Testing the association between mutation status of 126 genes and 8 clinical features across 159 patients, one significant finding detected with Q value < 0.25.
-
MUC7 mutation correlated to 'AGE'.
Clinical Features |
Time to Death |
AGE |
PRIMARY SITE OF DISEASE |
GENDER |
DISTANT METASTASIS |
LYMPH NODE METASTASIS |
TUMOR STAGECODE |
NEOPLASM DISEASESTAGE |
||
nMutated (%) | nWild-Type | logrank test | t-test | Fisher's exact test | Fisher's exact test | Chi-square test | Chi-square test | t-test | Chi-square test | |
MUC7 | 11 (7%) | 148 |
0.361 (1.00) |
0.000215 (0.187) |
0.818 (1.00) |
0.537 (1.00) |
0.963 (1.00) |
0.764 (1.00) |
0.605 (1.00) |
|
TP53 | 25 (16%) | 134 |
0.666 (1.00) |
0.0919 (1.00) |
0.242 (1.00) |
0.825 (1.00) |
0.577 (1.00) |
0.318 (1.00) |
0.308 (1.00) |
|
BRAF | 80 (50%) | 79 |
0.197 (1.00) |
0.0763 (1.00) |
0.0956 (1.00) |
0.745 (1.00) |
0.554 (1.00) |
0.752 (1.00) |
0.787 (1.00) |
|
C15ORF23 | 11 (7%) | 148 |
0.648 (1.00) |
0.663 (1.00) |
0.818 (1.00) |
0.537 (1.00) |
0.969 (1.00) |
0.406 (1.00) |
0.693 (1.00) |
|
CDKN2A | 25 (16%) | 134 |
0.563 (1.00) |
0.922 (1.00) |
0.624 (1.00) |
1 (1.00) |
0.847 (1.00) |
0.599 (1.00) |
0.603 (1.00) |
|
NRAS | 48 (30%) | 111 |
0.664 (1.00) |
0.442 (1.00) |
0.33 (1.00) |
1 (1.00) |
0.621 (1.00) |
0.885 (1.00) |
0.523 (1.00) |
|
OXA1L | 4 (3%) | 155 |
0.77 (1.00) |
0.801 (1.00) |
0.593 (1.00) |
0.633 (1.00) |
0.995 (1.00) |
0.706 (1.00) |
0.454 (1.00) |
|
STK19 | 9 (6%) | 150 |
0.381 (1.00) |
0.506 (1.00) |
1 (1.00) |
0.299 (1.00) |
0.98 (1.00) |
0.833 (1.00) |
0.917 (1.00) |
|
PTEN | 13 (8%) | 146 |
0.719 (1.00) |
0.239 (1.00) |
0.472 (1.00) |
0.558 (1.00) |
0.000321 (0.28) |
0.759 (1.00) |
0.0281 (1.00) |
|
RAC1 | 11 (7%) | 148 |
0.0866 (1.00) |
0.512 (1.00) |
0.412 (1.00) |
1 (1.00) |
0.975 (1.00) |
0.906 (1.00) |
0.358 (1.00) |
|
ACSM2B | 29 (18%) | 130 |
0.383 (1.00) |
0.942 (1.00) |
0.0872 (1.00) |
0.00291 (1.00) |
0.794 (1.00) |
0.647 (1.00) |
0.775 (1.00) |
|
CADM2 | 17 (11%) | 142 |
0.467 (1.00) |
0.928 (1.00) |
0.525 (1.00) |
1 (1.00) |
0.913 (1.00) |
0.577 (1.00) |
0.316 (1.00) |
|
OR51S1 | 16 (10%) | 143 |
0.621 (1.00) |
0.514 (1.00) |
0.185 (1.00) |
1 (1.00) |
0.94 (1.00) |
0.38 (1.00) |
0.138 (1.00) |
|
LCE1B | 10 (6%) | 149 |
0.465 (1.00) |
0.666 (1.00) |
0.0912 (1.00) |
0.505 (1.00) |
0.975 (1.00) |
0.271 (1.00) |
0.691 (1.00) |
|
IDH1 | 7 (4%) | 152 |
0.705 (1.00) |
0.0111 (1.00) |
1 (1.00) |
0.427 (1.00) |
0.985 (1.00) |
0.897 (1.00) |
0.517 (1.00) |
|
TAF1A | 11 (7%) | 148 |
0.0724 (1.00) |
0.831 (1.00) |
0.738 (1.00) |
0.334 (1.00) |
0.234 (1.00) |
0.749 (1.00) |
0.831 (1.00) |
|
NAP1L2 | 15 (9%) | 144 |
0.264 (1.00) |
0.0772 (1.00) |
0.0935 (1.00) |
0.577 (1.00) |
0.94 (1.00) |
0.367 (1.00) |
0.467 (1.00) |
|
PPP6C | 14 (9%) | 145 |
0.00666 (1.00) |
0.495 (1.00) |
0.728 (1.00) |
1 (1.00) |
0.37 (1.00) |
0.347 (1.00) |
0.574 (1.00) |
|
FRG2B | 10 (6%) | 149 |
0.649 (1.00) |
0.022 (1.00) |
0.806 (1.00) |
0.505 (1.00) |
0.969 (1.00) |
0.871 (1.00) |
0.619 (1.00) |
|
USP29 | 27 (17%) | 132 |
0.141 (1.00) |
0.0558 (1.00) |
0.645 (1.00) |
0.195 (1.00) |
0.847 (1.00) |
0.603 (1.00) |
0.269 (1.00) |
|
PRB4 | 17 (11%) | 142 |
0.0629 (1.00) |
0.165 (1.00) |
0.368 (1.00) |
0.291 (1.00) |
0.41 (1.00) |
0.629 (1.00) |
0.836 (1.00) |
|
HIST1H2AA | 7 (4%) | 152 |
0.767 (1.00) |
0.971 (1.00) |
0.04 (1.00) |
1 (1.00) |
0.985 (1.00) |
0.923 (1.00) |
0.74 (1.00) |
|
RPTN | 26 (16%) | 133 |
0.297 (1.00) |
0.212 (1.00) |
0.0643 (1.00) |
0.51 (1.00) |
0.847 (1.00) |
0.233 (1.00) |
0.014 (1.00) |
|
ZNF479 | 13 (8%) | 146 |
0.236 (1.00) |
0.185 (1.00) |
0.556 (1.00) |
0.558 (1.00) |
0.282 (1.00) |
0.744 (1.00) |
0.913 (1.00) |
|
C8A | 20 (13%) | 139 |
0.427 (1.00) |
0.14 (1.00) |
1 (1.00) |
0.0899 (1.00) |
0.0803 (1.00) |
0.955 (1.00) |
0.136 (1.00) |
|
FUT9 | 17 (11%) | 142 |
0.498 (1.00) |
0.0287 (1.00) |
0.388 (1.00) |
1 (1.00) |
0.913 (1.00) |
0.622 (1.00) |
0.115 (1.00) |
|
ZNF679 | 15 (9%) | 144 |
0.849 (1.00) |
0.43 (1.00) |
0.0884 (1.00) |
0.787 (1.00) |
0.94 (1.00) |
0.707 (1.00) |
0.455 (1.00) |
|
NRK | 20 (13%) | 139 |
0.99 (1.00) |
0.725 (1.00) |
0.527 (1.00) |
0.623 (1.00) |
0.893 (1.00) |
0.71 (1.00) |
0.53 (1.00) |
|
CDH9 | 26 (16%) | 133 |
0.289 (1.00) |
0.454 (1.00) |
0.0168 (1.00) |
1 (1.00) |
0.821 (1.00) |
0.445 (1.00) |
0.071 (1.00) |
|
PRAMEF11 | 15 (9%) | 144 |
0.0394 (1.00) |
0.0829 (1.00) |
0.747 (1.00) |
1 (1.00) |
0.94 (1.00) |
0.0358 (1.00) |
0.856 (1.00) |
|
DDX3X | 16 (10%) | 143 |
0.572 (1.00) |
0.53 (1.00) |
0.537 (1.00) |
0.112 (1.00) |
0.00504 (1.00) |
0.977 (1.00) |
0.683 (1.00) |
|
GRXCR1 | 15 (9%) | 144 |
0.189 (1.00) |
0.028 (1.00) |
0.514 (1.00) |
0.787 (1.00) |
0.94 (1.00) |
0.694 (1.00) |
0.296 (1.00) |
|
PRB2 | 22 (14%) | 137 |
0.594 (1.00) |
0.00859 (1.00) |
0.193 (1.00) |
0.0568 (1.00) |
0.882 (1.00) |
0.691 (1.00) |
0.138 (1.00) |
|
ELF5 | 5 (3%) | 154 |
0.157 (1.00) |
0.525 (1.00) |
0.654 (1.00) |
0.651 (1.00) |
0.995 (1.00) |
0.0863 (1.00) |
0.871 (1.00) |
|
IL32 | 7 (4%) | 152 |
0.0353 (1.00) |
0.707 (1.00) |
0.531 (1.00) |
1 (1.00) |
0.985 (1.00) |
0.759 (1.00) |
0.0104 (1.00) |
|
LUZP2 | 13 (8%) | 146 |
0.812 (1.00) |
0.814 (1.00) |
0.0378 (1.00) |
0.558 (1.00) |
0.956 (1.00) |
0.708 (1.00) |
0.0203 (1.00) |
|
PDE1A | 24 (15%) | 135 |
0.622 (1.00) |
0.201 (1.00) |
0.0192 (1.00) |
0.82 (1.00) |
0.859 (1.00) |
0.208 (1.00) |
0.639 (1.00) |
|
RBM11 | 10 (6%) | 149 |
0.564 (1.00) |
0.273 (1.00) |
0.891 (1.00) |
0.744 (1.00) |
0.186 (1.00) |
0.628 (1.00) |
0.604 (1.00) |
|
GLRB | 18 (11%) | 141 |
0.518 (1.00) |
0.248 (1.00) |
0.0182 (1.00) |
0.799 (1.00) |
0.903 (1.00) |
0.76 (1.00) |
0.627 (1.00) |
|
PRB1 | 15 (9%) | 144 |
0.555 (1.00) |
0.365 (1.00) |
1 (1.00) |
0.0502 (1.00) |
0.948 (1.00) |
0.44 (1.00) |
0.504 (1.00) |
|
KIAA1257 | 7 (4%) | 152 |
0.217 (1.00) |
0.33 (1.00) |
0.531 (1.00) |
0.256 (1.00) |
0.992 (1.00) |
0.816 (1.00) |
0.547 (1.00) |
|
USP17L2 | 15 (9%) | 144 |
0.895 (1.00) |
0.802 (1.00) |
0.0462 (1.00) |
0.169 (1.00) |
0.94 (1.00) |
0.78 (1.00) |
0.149 (1.00) |
|
SPAG16 | 13 (8%) | 146 |
0.227 (1.00) |
0.516 (1.00) |
0.922 (1.00) |
0.373 (1.00) |
0.963 (1.00) |
0.805 (1.00) |
0.675 (1.00) |
|
OR4M2 | 17 (11%) | 142 |
0.656 (1.00) |
0.0866 (1.00) |
0.147 (1.00) |
0.795 (1.00) |
0.446 (1.00) |
0.941 (1.00) |
0.266 (1.00) |
|
GFRAL | 21 (13%) | 138 |
0.958 (1.00) |
0.902 (1.00) |
0.22 (1.00) |
0.81 (1.00) |
0.534 (1.00) |
0.41 (1.00) |
0.202 (1.00) |
|
UNC119B | 3 (2%) | 156 |
0.991 (1.00) |
0.377 (1.00) |
1 (1.00) |
1 (1.00) |
0.997 (1.00) |
0.979 (1.00) |
0.595 (1.00) |
|
PHGDH | 7 (4%) | 152 |
0.679 (1.00) |
0.859 (1.00) |
0.742 (1.00) |
0.0454 (1.00) |
0.992 (1.00) |
0.966 (1.00) |
0.0987 (1.00) |
|
STXBP5L | 32 (20%) | 127 |
0.273 (1.00) |
0.528 (1.00) |
0.362 (1.00) |
0.69 (1.00) |
0.794 (1.00) |
0.919 (1.00) |
0.31 (1.00) |
|
TRAT1 | 10 (6%) | 149 |
0.0279 (1.00) |
0.683 (1.00) |
0.0513 (1.00) |
0.505 (1.00) |
0.975 (1.00) |
0.639 (1.00) |
0.799 (1.00) |
|
ZNF844 | 4 (3%) | 155 |
0.352 (1.00) |
0.02 (1.00) |
0.437 (1.00) |
0.633 (1.00) |
0.995 (1.00) |
0.44 (1.00) |
0.813 (1.00) |
|
TTN | 123 (77%) | 36 |
0.325 (1.00) |
0.673 (1.00) |
1 (1.00) |
0.117 (1.00) |
0.573 (1.00) |
0.299 (1.00) |
0.372 (1.00) |
|
COPG2 | 3 (2%) | 156 |
0.461 (1.00) |
0.994 (1.00) |
0.723 (1.00) |
1 (1.00) |
0.997 (1.00) |
0.979 (1.00) |
0.0539 (1.00) |
|
DSG3 | 34 (21%) | 125 |
0.852 (1.00) |
0.239 (1.00) |
0.264 (1.00) |
0.552 (1.00) |
0.189 (1.00) |
0.773 (1.00) |
0.51 (1.00) |
|
GML | 8 (5%) | 151 |
0.918 (1.00) |
0.112 (1.00) |
1 (1.00) |
0.26 (1.00) |
0.985 (1.00) |
0.669 (1.00) |
0.965 (1.00) |
|
HHLA2 | 10 (6%) | 149 |
0.663 (1.00) |
0.391 (1.00) |
0.171 (1.00) |
0.744 (1.00) |
0.975 (1.00) |
0.418 (1.00) |
0.927 (1.00) |
|
LILRB4 | 23 (14%) | 136 |
0.514 (1.00) |
0.653 (1.00) |
0.0588 (1.00) |
0.82 (1.00) |
0.169 (1.00) |
0.657 (1.00) |
0.465 (1.00) |
|
SLC38A4 | 19 (12%) | 140 |
0.92 (1.00) |
0.492 (1.00) |
0.194 (1.00) |
0.0434 (1.00) |
0.913 (1.00) |
0.982 (1.00) |
0.949 (1.00) |
|
OR2L3 | 12 (8%) | 147 |
0.904 (1.00) |
0.757 (1.00) |
0.131 (1.00) |
0.766 (1.00) |
0.0129 (1.00) |
0.689 (1.00) |
0.0125 (1.00) |
|
HBD | 8 (5%) | 151 |
0.126 (1.00) |
0.615 (1.00) |
0.385 (1.00) |
0.477 (1.00) |
0.98 (1.00) |
0.89 (1.00) |
0.413 (1.00) |
|
TBC1D3B | 3 (2%) | 156 |
0.00311 (1.00) |
0.402 (1.00) |
0.283 (1.00) |
1 (1.00) |
||||
TCEB3C | 23 (14%) | 136 |
0.35 (1.00) |
0.465 (1.00) |
0.825 (1.00) |
0.106 (1.00) |
0.859 (1.00) |
0.46 (1.00) |
0.423 (1.00) |
|
CYLC2 | 16 (10%) | 143 |
0.506 (1.00) |
0.0961 (1.00) |
0.816 (1.00) |
0.787 (1.00) |
0.948 (1.00) |
0.075 (1.00) |
0.528 (1.00) |
|
HBG2 | 6 (4%) | 153 |
0.536 (1.00) |
0.245 (1.00) |
0.486 (1.00) |
1 (1.00) |
0.989 (1.00) |
0.955 (1.00) |
0.736 (1.00) |
|
LOC649330 | 18 (11%) | 141 |
0.508 (1.00) |
0.0176 (1.00) |
0.695 (1.00) |
0.444 (1.00) |
0.932 (1.00) |
0.858 (1.00) |
0.736 (1.00) |
|
PARM1 | 13 (8%) | 146 |
0.23 (1.00) |
0.31 (1.00) |
0.206 (1.00) |
0.768 (1.00) |
0.956 (1.00) |
0.0367 (1.00) |
0.328 (1.00) |
|
CCK | 5 (3%) | 154 |
0.11 (1.00) |
0.719 (1.00) |
0.654 (1.00) |
0.651 (1.00) |
0.995 (1.00) |
0.0158 (1.00) |
0.755 (1.00) |
|
ZFP106 | 6 (4%) | 153 |
0.524 (1.00) |
0.000588 (0.512) |
0.486 (1.00) |
0.0839 (1.00) |
0.989 (1.00) |
0.725 (1.00) |
0.379 (1.00) |
|
UGT2B15 | 15 (9%) | 144 |
0.613 (1.00) |
0.415 (1.00) |
0.926 (1.00) |
0.169 (1.00) |
0.0686 (1.00) |
0.646 (1.00) |
0.0642 (1.00) |
|
DSG1 | 24 (15%) | 135 |
0.109 (1.00) |
0.859 (1.00) |
0.757 (1.00) |
1 (1.00) |
0.859 (1.00) |
0.538 (1.00) |
0.387 (1.00) |
|
ARL16 | 5 (3%) | 154 |
0.209 (1.00) |
0.0265 (1.00) |
0.0579 (1.00) |
0.651 (1.00) |
0.992 (1.00) |
0.83 (1.00) |
0.154 (1.00) |
|
VEGFC | 15 (9%) | 144 |
0.882 (1.00) |
0.77 (1.00) |
0.423 (1.00) |
0.577 (1.00) |
0.948 (1.00) |
0.168 (1.00) |
0.236 (1.00) |
|
PSG4 | 16 (10%) | 143 |
0.855 (1.00) |
0.527 (1.00) |
0.0811 (1.00) |
1 (1.00) |
0.94 (1.00) |
0.913 (1.00) |
0.75 (1.00) |
|
DEFB119 | 6 (4%) | 153 |
0.193 (1.00) |
0.191 (1.00) |
0.152 (1.00) |
1 (1.00) |
0.992 (1.00) |
0.906 (1.00) |
0.339 (1.00) |
|
KLHL4 | 15 (9%) | 144 |
0.0836 (1.00) |
0.952 (1.00) |
0.213 (1.00) |
0.577 (1.00) |
0.956 (1.00) |
0.857 (1.00) |
0.483 (1.00) |
|
EIF3D | 3 (2%) | 156 |
0.0486 (1.00) |
0.479 (1.00) |
0.723 (1.00) |
0.291 (1.00) |
0.997 (1.00) |
0.948 (1.00) |
0.625 (1.00) |
|
OR2W1 | 12 (8%) | 147 |
0.616 (1.00) |
0.0738 (1.00) |
0.833 (1.00) |
0.371 (1.00) |
0.963 (1.00) |
0.233 (1.00) |
0.874 (1.00) |
|
OR4N2 | 18 (11%) | 141 |
0.854 (1.00) |
0.441 (1.00) |
0.158 (1.00) |
0.018 (1.00) |
0.066 (1.00) |
0.901 (1.00) |
0.469 (1.00) |
|
CCDC11 | 15 (9%) | 144 |
0.568 (1.00) |
0.679 (1.00) |
0.166 (1.00) |
0.787 (1.00) |
0.94 (1.00) |
0.982 (1.00) |
0.486 (1.00) |
|
LIN7A | 8 (5%) | 151 |
0.562 (1.00) |
0.715 (1.00) |
0.385 (1.00) |
0.711 (1.00) |
0.989 (1.00) |
0.944 (1.00) |
0.543 (1.00) |
|
RAPGEF5 | 7 (4%) | 152 |
0.917 (1.00) |
0.479 (1.00) |
0.0777 (1.00) |
0.256 (1.00) |
0.992 (1.00) |
0.378 (1.00) |
0.806 (1.00) |
|
CD2 | 14 (9%) | 145 |
0.446 (1.00) |
0.338 (1.00) |
0.0422 (1.00) |
0.775 (1.00) |
0.0686 (1.00) |
0.909 (1.00) |
0.347 (1.00) |
|
C2ORF40 | 4 (3%) | 155 |
0.847 (1.00) |
0.401 (1.00) |
0.0639 (1.00) |
0.633 (1.00) |
0.997 (1.00) |
0.96 (1.00) |
||
SGCZ | 16 (10%) | 143 |
0.205 (1.00) |
0.669 (1.00) |
0.93 (1.00) |
1 (1.00) |
0.963 (1.00) |
0.356 (1.00) |
0.762 (1.00) |
|
SPANXN2 | 13 (8%) | 146 |
0.0376 (1.00) |
0.51 (1.00) |
0.653 (1.00) |
0.768 (1.00) |
0.963 (1.00) |
0.374 (1.00) |
0.288 (1.00) |
|
TLL1 | 31 (19%) | 128 |
0.873 (1.00) |
0.25 (1.00) |
0.326 (1.00) |
0.541 (1.00) |
0.67 (1.00) |
0.32 (1.00) |
0.245 (1.00) |
|
C9ORF119 | 5 (3%) | 154 |
0.828 (1.00) |
0.961 (1.00) |
1 (1.00) |
0.158 (1.00) |
0.992 (1.00) |
0.073 (1.00) |
0.799 (1.00) |
|
CCDC54 | 10 (6%) | 149 |
0.386 (1.00) |
0.67 (1.00) |
0.415 (1.00) |
0.322 (1.00) |
0.98 (1.00) |
0.975 (1.00) |
0.904 (1.00) |
|
DEFB118 | 6 (4%) | 153 |
0.12 (1.00) |
0.454 (1.00) |
0.841 (1.00) |
1 (1.00) |
0.989 (1.00) |
0.984 (1.00) |
0.778 (1.00) |
|
HTR3B | 11 (7%) | 148 |
0.0521 (1.00) |
0.629 (1.00) |
0.336 (1.00) |
0.21 (1.00) |
0.969 (1.00) |
0.799 (1.00) |
0.394 (1.00) |
|
MARCH11 | 7 (4%) | 152 |
0.265 (1.00) |
0.986 (1.00) |
0.142 (1.00) |
0.711 (1.00) |
0.0562 (1.00) |
0.923 (1.00) |
0.581 (1.00) |
|
MKX | 10 (6%) | 149 |
0.408 (1.00) |
0.812 (1.00) |
0.0659 (1.00) |
0.744 (1.00) |
0.985 (1.00) |
0.923 (1.00) |
0.0216 (1.00) |
|
OR5H2 | 11 (7%) | 148 |
0.342 (1.00) |
0.0293 (1.00) |
0.903 (1.00) |
0.749 (1.00) |
0.963 (1.00) |
0.396 (1.00) |
0.409 (1.00) |
|
SIGLEC14 | 7 (4%) | 152 |
0.791 (1.00) |
0.0764 (1.00) |
0.0682 (1.00) |
0.0454 (1.00) |
0.989 (1.00) |
0.984 (1.00) |
0.373 (1.00) |
|
TUBB8 | 7 (4%) | 152 |
0.781 (1.00) |
0.216 (1.00) |
1 (1.00) |
0.711 (1.00) |
0.992 (1.00) |
0.966 (1.00) |
0.665 (1.00) |
|
ZIM3 | 14 (9%) | 145 |
0.0385 (1.00) |
0.819 (1.00) |
0.0247 (1.00) |
0.253 (1.00) |
0.956 (1.00) |
0.432 (1.00) |
0.259 (1.00) |
|
PRC1 | 9 (6%) | 150 |
0.637 (1.00) |
0.45 (1.00) |
0.551 (1.00) |
0.485 (1.00) |
0.98 (1.00) |
0.637 (1.00) |
0.933 (1.00) |
|
MUM1L1 | 16 (10%) | 143 |
0.439 (1.00) |
0.816 (1.00) |
0.443 (1.00) |
1 (1.00) |
0.923 (1.00) |
0.43 (1.00) |
0.607 (1.00) |
|
TRIM58 | 12 (8%) | 147 |
0.307 (1.00) |
0.00251 (1.00) |
0.833 (1.00) |
1 (1.00) |
0.963 (1.00) |
0.796 (1.00) |
0.794 (1.00) |
|
ANKRD20A4 | 3 (2%) | 156 |
0.512 (1.00) |
0.831 (1.00) |
1 (1.00) |
0.291 (1.00) |
0.997 (1.00) |
0.96 (1.00) |
0.595 (1.00) |
|
OR5J2 | 10 (6%) | 149 |
0.726 (1.00) |
0.906 (1.00) |
0.891 (1.00) |
0.179 (1.00) |
0.98 (1.00) |
0.949 (1.00) |
0.818 (1.00) |
|
CLEC14A | 14 (9%) | 145 |
0.202 (1.00) |
0.771 (1.00) |
1 (1.00) |
0.253 (1.00) |
0.963 (1.00) |
0.483 (1.00) |
0.481 (1.00) |
|
FAM19A1 | 7 (4%) | 152 |
0.429 (1.00) |
0.96 (1.00) |
1 (1.00) |
1 (1.00) |
0.989 (1.00) |
0.684 (1.00) |
0.834 (1.00) |
|
GK2 | 20 (13%) | 139 |
0.239 (1.00) |
0.842 (1.00) |
0.0743 (1.00) |
0.81 (1.00) |
0.903 (1.00) |
0.347 (1.00) |
0.0434 (1.00) |
|
LONRF2 | 13 (8%) | 146 |
0.0197 (1.00) |
0.896 (1.00) |
0.556 (1.00) |
0.768 (1.00) |
0.975 (1.00) |
0.229 (1.00) |
0.418 (1.00) |
|
HAPLN1 | 8 (5%) | 151 |
0.333 (1.00) |
0.162 (1.00) |
0.874 (1.00) |
0.711 (1.00) |
0.0562 (1.00) |
0.982 (1.00) |
0.273 (1.00) |
|
NAP1L4 | 6 (4%) | 153 |
0.332 (1.00) |
0.335 (1.00) |
0.841 (1.00) |
0.673 (1.00) |
0.989 (1.00) |
0.543 (1.00) |
0.667 (1.00) |
|
CLCC1 | 9 (6%) | 150 |
0.0717 (1.00) |
0.969 (1.00) |
0.48 (1.00) |
1 (1.00) |
0.98 (1.00) |
0.53 (1.00) |
0.457 (1.00) |
|
OR52J3 | 10 (6%) | 149 |
0.105 (1.00) |
0.45 (1.00) |
0.338 (1.00) |
1 (1.00) |
0.975 (1.00) |
0.795 (1.00) |
0.936 (1.00) |
|
TMCO5A | 6 (4%) | 153 |
0.358 (1.00) |
0.287 (1.00) |
0.389 (1.00) |
0.41 (1.00) |
0.992 (1.00) |
0.966 (1.00) |
0.261 (1.00) |
|
C4ORF22 | 8 (5%) | 151 |
0.737 (1.00) |
0.551 (1.00) |
0.276 (1.00) |
0.711 (1.00) |
0.985 (1.00) |
0.984 (1.00) |
0.633 (1.00) |
|
MAP2K1 | 8 (5%) | 151 |
0.523 (1.00) |
0.291 (1.00) |
0.153 (1.00) |
0.477 (1.00) |
0.0939 (1.00) |
0.0108 (1.00) |
0.749 (1.00) |
|
OR7D2 | 14 (9%) | 145 |
0.775 (1.00) |
0.348 (1.00) |
0.925 (1.00) |
0.253 (1.00) |
0.948 (1.00) |
0.765 (1.00) |
0.128 (1.00) |
|
CXCR2 | 9 (6%) | 150 |
0.0455 (1.00) |
0.447 (1.00) |
0.33 (1.00) |
0.73 (1.00) |
0.975 (1.00) |
0.783 (1.00) |
0.202 (1.00) |
|
RBM22 | 4 (3%) | 155 |
0.719 (1.00) |
0.325 (1.00) |
0.593 (1.00) |
0.298 (1.00) |
0.995 (1.00) |
0.972 (1.00) |
0.786 (1.00) |
|
CX3CL1 | 3 (2%) | 156 |
0.442 (1.00) |
0.94 (1.00) |
0.462 (1.00) |
1 (1.00) |
||||
IGF2BP3 | 3 (2%) | 156 |
0.848 (1.00) |
0.685 (1.00) |
0.462 (1.00) |
1 (1.00) |
||||
KLRC3 | 4 (3%) | 155 |
0.482 (1.00) |
0.686 (1.00) |
0.773 (1.00) |
0.633 (1.00) |
0.995 (1.00) |
0.302 (1.00) |
0.852 (1.00) |
|
LRRIQ4 | 15 (9%) | 144 |
0.266 (1.00) |
0.0892 (1.00) |
0.803 (1.00) |
0.577 (1.00) |
0.932 (1.00) |
0.8 (1.00) |
0.678 (1.00) |
|
NR1H4 | 9 (6%) | 150 |
0.417 (1.00) |
0.289 (1.00) |
1 (1.00) |
0.485 (1.00) |
0.98 (1.00) |
0.307 (1.00) |
0.579 (1.00) |
|
OR4A15 | 14 (9%) | 145 |
0.781 (1.00) |
0.0453 (1.00) |
0.241 (1.00) |
0.0821 (1.00) |
0.963 (1.00) |
0.239 (1.00) |
0.516 (1.00) |
|
MAGEA4 | 8 (5%) | 151 |
0.549 (1.00) |
0.808 (1.00) |
0.0993 (1.00) |
0.711 (1.00) |
0.0562 (1.00) |
0.774 (1.00) |
0.798 (1.00) |
|
DGAT2L6 | 8 (5%) | 151 |
0.436 (1.00) |
0.447 (1.00) |
0.0307 (1.00) |
1 (1.00) |
0.98 (1.00) |
0.598 (1.00) |
0.727 (1.00) |
|
RGS18 | 7 (4%) | 152 |
0.813 (1.00) |
0.338 (1.00) |
0.38 (1.00) |
0.0454 (1.00) |
0.989 (1.00) |
0.802 (1.00) |
0.793 (1.00) |
|
TSGA13 | 6 (4%) | 153 |
0.257 (1.00) |
0.885 (1.00) |
0.841 (1.00) |
0.41 (1.00) |
0.992 (1.00) |
0.898 (1.00) |
0.266 (1.00) |
|
OPN5 | 5 (3%) | 154 |
0.287 (1.00) |
0.65 (1.00) |
0.411 (1.00) |
0.651 (1.00) |
0.995 (1.00) |
0.869 (1.00) |
0.754 (1.00) |
|
SPINK13 | 5 (3%) | 154 |
0.0585 (1.00) |
0.29 (1.00) |
1 (1.00) |
0.651 (1.00) |
0.992 (1.00) |
0.073 (1.00) |
0.871 (1.00) |
P value = 0.000215 (t-test), Q value = 0.19
nPatients | Mean (Std.Dev) | |
---|---|---|
ALL | 159 | 56.2 (16.0) |
MUC7 MUTATED | 11 | 72.7 (10.9) |
MUC7 WILD-TYPE | 148 | 55.0 (15.7) |
-
Mutation data file = SKCM-TM.mutsig.cluster.txt
-
Clinical data file = SKCM-TM.clin.merged.picked.txt
-
Number of patients = 159
-
Number of significantly mutated genes = 126
-
Number of selected clinical features = 8
-
Exclude genes 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 continuous numerical clinical features, two-tailed Student's t test with unequal variance (Lehmann and Romano 2005) was applied to compare the clinical values between tumors with and without gene mutations using 't.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 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 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.
This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.