This pipeline checks the correlation between mutation status of genes recurrently mutated in current cancer type to selected clinical features.
Testing the association between mutation status of 73 genes and 5 clinical features across 63 samples, no significant finding detected with P value <= 0.05 and Q value <= 0.25.
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No gene mutations related to clinical features.
Table 1. Get Full Table Overview of the association results between 73 gene mutations and 5 clinical features. Shown in the table are P values (Q values). Thresholded by P value <= 0.05 and Q value <= 0.25, no significant finding detected.
Clinical Features |
Time to Death |
AGE | GENDER |
PATHOLOGY T |
PATHOLOGY N |
||
nMutated | nWild-Type | survival | continuous | binary | multiclass(3) | multiclass(3) | |
ADAMTS12 | 12 | 51 |
0.628 (1.00) |
0.644 (1.00) |
0.937 (1.00) |
0.837 (1.00) |
0.454 (1.00) |
C6 | 7 | 56 |
0.983 (1.00) |
0.156 (1.00) |
0.432 (1.00) |
0.72 (1.00) |
0.432 (1.00) |
COL22A1 | 8 | 55 |
0.841 (1.00) |
0.49 (1.00) |
0.741 (1.00) |
0.316 (1.00) |
0.166 (1.00) |
CSMD1 | 13 | 50 |
0.199 (1.00) |
0.401 (1.00) |
0.42 (1.00) |
0.0271 (1.00) |
0.974 (1.00) |
CSMD3 | 19 | 44 |
0.163 (1.00) |
0.643 (1.00) |
0.748 (1.00) |
0.158 (1.00) |
0.703 (1.00) |
HEATR7B2 | 9 | 54 |
0.328 (1.00) |
0.0797 (1.00) |
0.873 (1.00) |
0.0574 (1.00) |
0.579 (1.00) |
LRP1B | 19 | 44 |
0.281 (1.00) |
0.231 (1.00) |
0.803 (1.00) |
0.505 (1.00) |
0.703 (1.00) |
LRP2 | 8 | 55 |
0.858 (1.00) |
0.515 (1.00) |
0.741 (1.00) |
0.0362 (1.00) |
0.562 (1.00) |
MUC16 | 19 | 44 |
0.157 (1.00) |
0.585 (1.00) |
0.803 (1.00) |
0.0303 (1.00) |
0.865 (1.00) |
MYH13 | 7 | 56 |
0.636 (1.00) |
0.484 (1.00) |
0.432 (1.00) |
0.948 (1.00) |
0.711 (1.00) |
PAPPA2 | 10 | 53 |
0.46 (1.00) |
0.834 (1.00) |
0.41 (1.00) |
0.326 (1.00) |
0.221 (1.00) |
PCDH15 | 12 | 51 |
0.15 (1.00) |
0.597 (1.00) |
0.456 (1.00) |
0.0864 (1.00) |
0.339 (1.00) |
RYR2 | 20 | 43 |
0.482 (1.00) |
0.541 (1.00) |
0.5 (1.00) |
0.795 (1.00) |
0.208 (1.00) |
RYR3 | 9 | 54 |
0.243 (1.00) |
0.813 (1.00) |
0.182 (1.00) |
0.516 (1.00) |
0.283 (1.00) |
SPAG17 | 8 | 55 |
0.889 (1.00) |
0.0576 (1.00) |
0.741 (1.00) |
0.612 (1.00) |
0.382 (1.00) |
SPHKAP | 6 | 57 |
0.556 (1.00) |
0.687 (1.00) |
0.538 (1.00) |
0.804 (1.00) |
0.606 (1.00) |
SVEP1 | 5 | 58 |
0.0409 (1.00) |
0.975 (1.00) |
0.753 (1.00) |
0.61 (1.00) |
0.63 (1.00) |
TTN | 41 | 22 |
0.572 (1.00) |
0.782 (1.00) |
0.797 (1.00) |
0.0716 (1.00) |
0.928 (1.00) |
USH2A | 9 | 54 |
0.541 (1.00) |
0.487 (1.00) |
0.364 (1.00) |
0.506 (1.00) |
0.745 (1.00) |
AMPH | 5 | 58 |
0.745 (1.00) |
0.188 (1.00) |
0.199 (1.00) |
0.784 (1.00) |
0.727 (1.00) |
GPR112 | 7 | 56 |
0.0805 (1.00) |
0.9 (1.00) |
0.432 (1.00) |
0.441 (1.00) |
0.667 (1.00) |
DNAH11 | 7 | 56 |
0.511 (1.00) |
0.326 (1.00) |
0.963 (1.00) |
0.607 (1.00) |
0.11 (1.00) |
GOLGB1 | 6 | 57 |
0.573 (1.00) |
0.83 (1.00) |
0.783 (1.00) |
0.475 (1.00) |
0.583 (1.00) |
MACF1 | 9 | 54 |
0.39 (1.00) |
0.198 (1.00) |
0.364 (1.00) |
0.0716 (1.00) |
0.557 (1.00) |
ELTD1 | 6 | 57 |
0.00472 (1.00) |
0.923 (1.00) |
0.538 (1.00) |
0.791 (1.00) |
0.304 (1.00) |
DNAH10 | 5 | 58 |
0.883 (1.00) |
0.265 (1.00) |
0.753 (1.00) |
0.127 (1.00) |
0.727 (1.00) |
CUBN | 8 | 55 |
0.574 (1.00) |
0.262 (1.00) |
0.741 (1.00) |
0.241 (1.00) |
0.876 (1.00) |
RELN | 12 | 51 |
0.619 (1.00) |
0.548 (1.00) |
0.0549 (1.00) |
0.136 (1.00) |
0.237 (1.00) |
PKHD1 | 11 | 52 |
0.235 (1.00) |
0.71 (1.00) |
0.739 (1.00) |
0.446 (1.00) |
0.391 (1.00) |
CACNA1C | 9 | 54 |
0.42 (1.00) |
0.7 (1.00) |
0.0977 (1.00) |
0.893 (1.00) |
0.579 (1.00) |
PTPRB | 5 | 58 |
0.331 (1.00) |
0.158 (1.00) |
0.753 (1.00) |
0.784 (1.00) |
0.727 (1.00) |
DNAH8 | 10 | 53 |
0.285 (1.00) |
0.885 (1.00) |
0.914 (1.00) |
0.97 (1.00) |
0.896 (1.00) |
VWA3B | 5 | 58 |
0.0841 (1.00) |
0.863 (1.00) |
0.753 (1.00) |
0.127 (1.00) |
0.63 (1.00) |
IMPG1 | 6 | 57 |
0.248 (1.00) |
0.638 (1.00) |
0.783 (1.00) |
0.475 (1.00) |
0.658 (1.00) |
FBN3 | 5 | 58 |
0.525 (1.00) |
0.953 (1.00) |
0.753 (1.00) |
0.00113 (0.413) |
0.727 (1.00) |
HACE1 | 5 | 58 |
0.959 (1.00) |
0.931 (1.00) |
0.753 (1.00) |
0.784 (1.00) |
0.727 (1.00) |
MYT1L | 7 | 56 |
0.72 (1.00) |
0.829 (1.00) |
0.963 (1.00) |
0.0178 (1.00) |
0.488 (1.00) |
HIVEP1 | 5 | 58 |
0.0394 (1.00) |
0.725 (1.00) |
0.753 (1.00) |
0.563 (1.00) |
0.727 (1.00) |
RYR1 | 11 | 52 |
0.333 (1.00) |
0.929 (1.00) |
0.739 (1.00) |
0.163 (1.00) |
0.163 (1.00) |
SFRS8 | 5 | 58 |
0.212 (1.00) |
0.727 (1.00) |
0.514 (1.00) |
0.61 (1.00) |
0.257 (1.00) |
ASTN2 | 6 | 57 |
0.17 (1.00) |
0.201 (1.00) |
0.243 (1.00) |
0.00621 (1.00) |
0.708 (1.00) |
KEAP1 | 9 | 54 |
0.698 (1.00) |
0.501 (1.00) |
0.873 (1.00) |
0.398 (1.00) |
0.586 (1.00) |
SIPA1L1 | 5 | 58 |
0.482 (1.00) |
0.169 (1.00) |
0.753 (1.00) |
0.563 (1.00) |
0.579 (1.00) |
NCKAP5L | 5 | 58 |
0.655 (1.00) |
0.033 (1.00) |
0.753 (1.00) |
0.0508 (1.00) |
0.727 (1.00) |
CREBBP | 6 | 57 |
0.983 (1.00) |
0.359 (1.00) |
0.783 (1.00) |
0.65 (1.00) |
0.708 (1.00) |
BIRC6 | 8 | 55 |
0.319 (1.00) |
0.367 (1.00) |
0.741 (1.00) |
0.526 (1.00) |
0.382 (1.00) |
PKHD1L1 | 10 | 53 |
0.347 (1.00) |
0.159 (1.00) |
0.914 (1.00) |
0.97 (1.00) |
0.497 (1.00) |
DNAH7 | 7 | 56 |
0.286 (1.00) |
0.325 (1.00) |
0.432 (1.00) |
0.948 (1.00) |
0.711 (1.00) |
CNKSR2 | 5 | 58 |
0.21 (1.00) |
0.45 (1.00) |
0.753 (1.00) |
0.784 (1.00) |
0.168 (1.00) |
ANO5 | 5 | 58 |
0.734 (1.00) |
0.757 (1.00) |
0.514 (1.00) |
0.784 (1.00) |
0.579 (1.00) |
COL15A1 | 5 | 58 |
0.212 (1.00) |
0.775 (1.00) |
0.753 (1.00) |
0.563 (1.00) |
0.63 (1.00) |
CACNA1E | 9 | 54 |
0.57 (1.00) |
0.394 (1.00) |
0.873 (1.00) |
0.335 (1.00) |
0.293 (1.00) |
GRM1 | 6 | 57 |
0.319 (1.00) |
0.748 (1.00) |
0.783 (1.00) |
0.00621 (1.00) |
0.583 (1.00) |
ZNF423 | 6 | 57 |
0.169 (1.00) |
0.242 (1.00) |
0.783 (1.00) |
0.804 (1.00) |
0.304 (1.00) |
SPTA1 | 8 | 55 |
0.752 (1.00) |
0.643 (1.00) |
0.741 (1.00) |
0.241 (1.00) |
0.663 (1.00) |
GPR98 | 9 | 54 |
0.981 (1.00) |
0.186 (1.00) |
0.873 (1.00) |
0.893 (1.00) |
0.586 (1.00) |
TRIM42 | 7 | 56 |
0.281 (1.00) |
0.404 (1.00) |
0.963 (1.00) |
0.356 (1.00) |
0.032 (1.00) |
KCNH5 | 5 | 58 |
0.196 (1.00) |
0.262 (1.00) |
0.753 (1.00) |
0.61 (1.00) |
0.727 (1.00) |
NF1 | 5 | 58 |
0.0736 (1.00) |
0.316 (1.00) |
0.753 (1.00) |
0.188 (1.00) |
0.579 (1.00) |
CPS1 | 6 | 57 |
0.419 (1.00) |
0.767 (1.00) |
0.132 (1.00) |
0.791 (1.00) |
0.708 (1.00) |
FLG | 9 | 54 |
0.183 (1.00) |
0.849 (1.00) |
0.873 (1.00) |
0.154 (1.00) |
0.557 (1.00) |
ACTL9 | 5 | 58 |
0.292 (1.00) |
0.932 (1.00) |
0.514 (1.00) |
0.0624 (1.00) |
0.362 (1.00) |
RXFP1 | 5 | 58 |
0.183 (1.00) |
0.773 (1.00) |
0.514 (1.00) |
0.563 (1.00) |
0.0137 (1.00) |
ALMS1 | 5 | 58 |
0.965 (1.00) |
0.886 (1.00) |
0.753 (1.00) |
0.784 (1.00) |
0.727 (1.00) |
SIPA1L3 | 5 | 58 |
0.484 (1.00) |
0.0688 (1.00) |
0.105 (1.00) |
0.2 (1.00) |
0.257 (1.00) |
MYH8 | 6 | 57 |
0.212 (1.00) |
0.0565 (1.00) |
0.538 (1.00) |
0.791 (1.00) |
0.0533 (1.00) |
ITIH5L | 5 | 58 |
0.772 (1.00) |
0.0176 (1.00) |
0.753 (1.00) |
0.784 (1.00) |
0.579 (1.00) |
AKD1 | 5 | 58 |
0.215 (1.00) |
0.321 (1.00) |
0.514 (1.00) |
0.0202 (1.00) |
0.727 (1.00) |
DGKK | 5 | 58 |
0.263 (1.00) |
0.0444 (1.00) |
0.753 (1.00) |
0.61 (1.00) |
0.257 (1.00) |
DNAH9 | 6 | 57 |
0.98 (1.00) |
0.323 (1.00) |
0.783 (1.00) |
0.804 (1.00) |
0.583 (1.00) |
CNTN4 | 5 | 58 |
0.822 (1.00) |
0.753 (1.00) |
0.753 (1.00) |
0.343 (1.00) |
0.168 (1.00) |
OLFM4 | 5 | 58 |
0.376 (1.00) |
0.469 (1.00) |
0.753 (1.00) |
0.00809 (1.00) |
0.727 (1.00) |
FAP | 5 | 58 |
0.503 (1.00) |
0.888 (1.00) |
0.753 (1.00) |
0.623 (1.00) |
0.63 (1.00) |
Input Data
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Cluster data file = LUSC.mutsig.cluster.txt
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Clinical data file = LUSC.clin.merged.picked.txt
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Number of samples = 63
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Number of clustering variables = 73
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Number of filtered clinical features = 5
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Minimum size criteria to remove small clusters = 5