Clinical Features MRNA_CNMF MRNA_CHIERARCHICAL CN_CNMF RPPA_CNMF RPPA_CHIERARCHICAL MIRSEQ_CNMF MIRSEQ_CHIERARCHICAL nMutated (%) nWild-Type Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q Fisher's exact test_P Fisher's exact test_Q APC 103 (66%) 52 0.043762 1 0.028639 1 0.1013 1 0.70016 1 0.38769 1 1 1 1 1 BRAF 20 (13%) 135 5.5796e-06 0.00454 8.4332e-08 6.87e-05 8.4985e-05 0.0689 0.734 1 0.92618 1 0.14533 1 1 1 FBXW7 29 (19%) 126 0.17593 1 0.10916 1 0.00082466 0.658 0.0053263 1 0.23259 1 0.58342 1 0.65747 1 KRAS 58 (37%) 97 0.0032367 1 0.00094661 0.754 0.14993 1 0.77217 1 0.75196 1 1 1 0.61348 1 NRAS 15 (10%) 140 0.13137 1 0.40792 1 0.531 1 0.065894 1 0.33213 1 1 1 1 1 PIK3CA 26 (17%) 129 0.25208 1 0.38479 1 0.01783 1 0.21774 1 0.33202 1 1 1 0.59239 1 TP53 75 (48%) 80 0.003715 1 0.0088308 1 1.0799e-09 8.81e-07 0.40329 1 0.37976 1 0.36629 1 0.80713 1 SMAD4 18 (12%) 137 0.21227 1 0.58105 1 0.010006 1 0.40031 1 0.49482 1 1 1 1 1 FAM123B 19 (12%) 136 0.16813 1 0.033615 1 0.019023 1 0.57949 1 0.42194 1 0.49751 1 0.49751 1 TTN 69 (45%) 86 0.0059853 1 0.0080269 1 0.0010973 0.87 0.42075 1 0.6531 1 0.65532 1 0.79319 1 WBSCR17 17 (11%) 138 0.48014 1 0.3758 1 0.38775 1 0.87663 1 0.30513 1 0.10888 1 0.10888 1 ACVR1B 13 (8%) 142 0.2704 1 0.45977 1 0.00744 1 0.57949 1 0.33061 1 1 1 0.38574 1 TNFRSF10C 6 (4%) 149 0.42597 1 1 1 0.081139 1 0.61775 1 0.16933 1 1 1 1 1 SMAD2 10 (6%) 145 0.027971 1 0.23317 1 0.033333 1 0.94337 1 0.37729 1 0.2827 1 1 1 MAP2K4 9 (6%) 146 0.48535 1 0.13273 1 0.051238 1 0.44584 1 0.53643 1 1 1 0.2549 1 PCBP1 4 (3%) 151 0.38468 1 0.38615 1 0.48567 1 NA NA NA NA 1 1 1 1 FAT4 29 (19%) 126 0.017569 1 0.0068034 1 0.00017245 0.14 0.41871 1 0.32199 1 0.24089 1 0.021801 1 LRP1B 30 (19%) 125 0.00437 1 0.0010235 0.814 0.0011237 0.89 0.08561 1 0.092834 1 1 1 0.0078875 1 NRXN1 17 (11%) 138 0.2095 1 0.20792 1 0.013449 1 0.37538 1 0.77122 1 1 1 0.45495 1 GRIA1 14 (9%) 141 0.22798 1 0.10344 1 0.32931 1 0.058905 1 0.47036 1 1 1 0.00041107 0.33 SDK1 25 (16%) 130 0.015802 1 0.001875 1 0.30989 1 0.12523 1 0.52914 1 1 1 0.57467 1 SOX9 9 (6%) 146 0.25523 1 0.43623 1 0.5849 1 0.14012 1 0.46084 1 1 1 1 1 DMD 27 (17%) 128 0.022223 1 0.0062726 1 0.008545 1 0.35737 1 0.081471 1 1 1 0.09984 1 CNTN6 15 (10%) 140 0.12615 1 0.16225 1 0.32931 1 0.83308 1 0.25039 1 1 1 0.36117 1 GABRA5 8 (5%) 147 0.66265 1 1 1 1 1 0.074877 1 0.59155 1 0.19671 1 0.19671 1 OR2M4 8 (5%) 147 0.0056911 1 0.25918 1 0.077134 1 0.76733 1 0.81681 1 1 1 0.2549 1 OR6N1 8 (5%) 147 0.0020556 1 0.008217 1 0.009709 1 0.61775 1 1 1 0.22624 1 1 1 PCDH9 16 (10%) 139 0.28019 1 0.71092 1 0.35408 1 0.84662 1 0.47036 1 1 1 0.40955 1 TXNDC3 10 (6%) 145 0.09493 1 0.28756 1 0.054831 1 0.52296 1 0.087797 1 1 1 0.2827 1 MGC26647 7 (5%) 148 0.27419 1 0.79574 1 0.88724 1 1 1 0.20082 1 1 1 0.16628 1 FAM22F 8 (5%) 147 0.9181 1 0.27228 1 0.90578 1 0.34526 1 0.44549 1 1 1 1 1 ACVR2A 8 (5%) 147 0.018823 1 0.33741 1 0.098006 1 0.16743 1 0.66829 1 1 1 0.2549 1 TCF7L2 11 (7%) 144 0.11592 1 0.81475 1 0.087525 1 0.94746 1 1 1 1 1 0.2827 1 AFF2 15 (10%) 140 0.01043 1 0.029288 1 0.64821 1 0.49974 1 0.12309 1 0.40955 1 0.40955 1 CNBD1 6 (4%) 149 0.47166 1 0.77251 1 0.31246 1 NA NA NA NA 1 1 0.19671 1 OTOL1 7 (5%) 148 0.38468 1 1 1 1 1 0.15874 1 1 1 1 1 0.22624 1 KCNA4 10 (6%) 145 0.077752 1 0.089459 1 0.12251 1 0.022061 1 0.038982 1 1 1 1 1 ISL1 8 (5%) 147 0.098658 1 0.38881 1 0.75626 1 0.76733 1 1 1 1 1 0.2549 1 MGC42105 10 (6%) 145 0.0085864 1 0.10281 1 0.16218 1 0.26556 1 0.29696 1 1 1 1 1 ACOT4 3 (2%) 152 0.6764 1 0.39584 1 0.73592 1 NA NA NA NA 1 1 1 1 CDH11 13 (8%) 142 0.13203 1 0.16823 1 0.25835 1 0.69919 1 0.266 1 0.33582 1 1 1 ATM 21 (14%) 134 0.11603 1 0.43454 1 0.0020755 1 0.30637 1 0.69659 1 1 1 0.07021 1 TPTE 11 (7%) 144 0.013187 1 0.28756 1 0.12922 1 0.21209 1 0.66829 1 1 1 0.30967 1 BTNL8 3 (2%) 152 0.34258 1 0.39584 1 0.31707 1 0.53099 1 1 1 1 1 1 1 KLHL4 12 (8%) 143 0.0085864 1 0.2024 1 0.0061785 1 0.34381 1 1 1 0.2827 1 0.2827 1 ROBO1 14 (9%) 141 0.1185 1 0.054293 1 0.086645 1 0.20456 1 0.35644 1 1 1 0.38574 1 GGT1 3 (2%) 152 NA NA NA NA 0.31707 1 NA NA NA NA 1 1 1 1 FLG 26 (17%) 129 0.00023212 0.188 0.0092663 1 0.00027044 0.218 0.23177 1 0.25168 1 1 1 0.60952 1 PCDHB2 13 (8%) 142 0.040402 1 0.010816 1 0.091203 1 0.38753 1 0.78617 1 1 1 0.33582 1 POSTN 11 (7%) 144 0.2704 1 0.50081 1 0.075931 1 0.61775 1 0.34647 1 1 1 1 1 OR51V1 9 (6%) 146 0.006221 1 0.0043879 1 0.0043555 1 1 1 0.74467 1 1 1 0.2827 1 GRIK3 14 (9%) 141 0.33006 1 0.039598 1 0.47617 1 0.46431 1 0.33061 1 1 1 1 1 LRRN3 9 (6%) 146 0.018823 1 0.077171 1 0.28789 1 0.19628 1 0.20822 1 0.22624 1 1 1 PRDM9 11 (7%) 144 0.0015154 1 0.50081 1 0.12922 1 0.3392 1 1 1 1 1 0.33582 1 ADAM29 9 (6%) 146 0.80904 1 0.35413 1 0.2679 1 0.53099 1 0.14278 1 1 1 1 1 KIAA1486 9 (6%) 146 0.81675 1 0.63101 1 0.46946 1 0.40507 1 0.7327 1 1 1 0.2549 1 PSG8 8 (5%) 147 0.40571 1 0.51145 1 0.19659 1 0.46095 1 0.50126 1 0.22624 1 0.1022 1 NCKAP5 13 (8%) 142 0.16633 1 0.050544 1 0.14301 1 0.016521 1 0.7315 1 1 1 0.36117 1 C8B 9 (6%) 146 0.19353 1 0.17354 1 0.85262 1 0.7304 1 1 1 1 1 1 1 DNAH5 28 (18%) 127 4.2602e-06 0.00347 0.001314 1 0.01336 1 0.69326 1 0.11995 1 0.58452 1 0.64205 1 CASP8 10 (6%) 145 0.00051772 0.415 1.2056e-05 0.00979 0.0017353 1 0.05869 1 0.20822 1 1 1 0.2549 1 CCDC160 5 (3%) 150 0.52141 1 0.83099 1 0.50583 1 0.46095 1 1 1 1 1 0.16628 1 DCAF4L2 9 (6%) 146 0.05674 1 0.0043879 1 0.23243 1 0.61775 1 0.34647 1 1 1 1 1 DKK2 5 (3%) 150 0.0064186 1 0.024538 1 0.50583 1 0.10822 1 0.59155 1 1 1 1 1 EPHA3 13 (8%) 142 0.003937 1 0.054293 1 0.25835 1 0.38753 1 0.78617 1 1 1 0.36117 1 ERBB4 14 (9%) 141 0.11164 1 0.1647 1 0.053794 1 0.19817 1 0.073826 1 1 1 0.36117 1 GUCY1A3 10 (6%) 145 0.17128 1 0.23317 1 0.22681 1 1 1 0.66829 1 1 1 0.2827 1 IFT80 7 (5%) 148 0.15526 1 0.026986 1 0.13528 1 0.52277 1 0.50126 1 0.19671 1 1 1 INHBA 7 (5%) 148 0.11323 1 0.24966 1 0.31246 1 0.91875 1 0.34647 1 0.16628 1 0.16628 1 KLK2 3 (2%) 152 1 1 0.1981 1 0.73592 1 NA NA NA NA 1 1 NA NA LPPR4 11 (7%) 144 0.13203 1 0.011076 1 0.28319 1 0.052118 1 0.29696 1 1 1 1 1 OR7C1 6 (4%) 149 0.0296 1 0.037862 1 0.74406 1 NA NA NA NA 1 1 0.19671 1 SCN7A 12 (8%) 143 0.0011547 0.913 0.01161 1 0.16076 1 0.3392 1 0.90504 1 1 1 0.33582 1 TGFBR2 7 (5%) 148 0.029308 1 0.22961 1 0.06093 1 0.51516 1 0.27014 1 0.19671 1 0.19671 1 TRPS1 13 (8%) 142 0.089059 1 0.23317 1 0.00054694 0.438 1 1 0.82064 1 1 1 0.33582 1 OR8J1 4 (3%) 151 0.084409 1 0.31933 1 0.61855 1 0.85134 1 1 1 1 1 0.10266 1 RIMS2 12 (8%) 143 0.0080388 1 0.28194 1 0.042877 1 0.16743 1 0.66829 1 1 1 0.33582 1 SFMBT2 12 (8%) 143 0.45048 1 0.25928 1 0.21014 1 0.098574 1 1 1 1 1 0.36117 1 IL18R1 8 (5%) 147 0.28634 1 0.25918 1 0.29391 1 0.76733 1 0.81681 1 1 1 0.2549 1 PCDH17 14 (9%) 141 0.34684 1 0.92678 1 0.67283 1 0.63131 1 0.32854 1 1 1 0.36117 1 FLRT2 11 (7%) 144 0.67972 1 0.7887 1 0.36706 1 0.59187 1 0.78617 1 1 1 0.2827 1 ZC3H13 17 (11%) 138 0.0014412 1 0.00026591 0.215 0.0068161 1 0.28081 1 0.02136 1 1 1 0.40955 1 PTEN 4 (3%) 151 0.017043 1 0.68799 1 0.13154 1 NA NA NA NA 1 1 0.13494 1 ZFHX4 17 (11%) 138 0.51589 1 0.3758 1 0.45486 1 0.517 1 0.52944 1 1 1 0.045233 1 NRXN3 15 (10%) 140 0.0010942 0.869 0.038537 1 0.050618 1 0.63131 1 0.25039 1 1 1 0.38574 1 LIFR 13 (8%) 142 0.032531 1 0.57844 1 0.35501 1 0.72329 1 0.44549 1 1 1 0.025341 1 ZNF429 7 (5%) 148 0.090816 1 0.51145 1 0.88724 1 0.61775 1 0.59155 1 1 1 0.19671 1 OR2M2 6 (4%) 149 0.40571 1 1 1 0.5737 1 0.44243 1 0.39656 1 1 1 0.16628 1 TMEM132D 15 (10%) 140 0.00035268 0.284 0.00078112 0.624 0.027151 1 0.10108 1 0.32854 1 1 1 1 1 SAT1 4 (3%) 151 0.0039159 1 0.071025 1 0.61855 1 0.53099 1 0.14278 1 1 1 1 1 CDH18 10 (6%) 145 0.017893 1 0.16545 1 0.047141 1 0.12165 1 0.29794 1 1 1 0.2827 1 P2RY10 6 (4%) 149 0.32821 1 0.44214 1 0.74406 1 0.52277 1 0.50126 1 1 1 1 1 SYT16 6 (4%) 149 0.029308 1 0.10102 1 0.059649 1 0.31411 1 0.67324 1 0.19671 1 1 1 DKK4 4 (3%) 151 0.070977 1 0.071025 1 0.18793 1 0.17621 1 0.39656 1 1 1 1 1 NALCN 14 (9%) 141 0.012026 1 0.091974 1 0.012928 1 0.4744 1 0.77122 1 1 1 0.36117 1 SULT1C4 3 (2%) 152 0.012416 1 0.026986 1 0.068363 1 NA NA NA NA 1 1 NA NA UMOD 7 (5%) 148 0.11703 1 0.13595 1 0.16601 1 0.34691 1 0.096146 1 1 1 0.13494 1 CPXCR1 6 (4%) 149 0.070977 1 0.15116 1 0.5737 1 0.47792 1 1 1 0.19671 1 0.014141 1 PDZRN4 12 (8%) 143 0.0050896 1 0.0029475 1 0.0059339 1 0.042542 1 0.16777 1 0.30967 1 0.30967 1 USP17L2 7 (5%) 148 0.32898 1 0.33741 1 0.74406 1 0.13452 1 0.31788 1 0.19671 1 0.19671 1 ESR1 11 (7%) 144 0.13466 1 0.073628 1 0.10536 1 0.51516 1 0.096146 1 1 1 0.2827 1 FAM5C 10 (6%) 145 0.11812 1 0.38889 1 0.047141 1 0.28426 1 0.29696 1 0.2827 1 0.2827 1 MIER3 10 (6%) 145 0.00087529 0.698 0.0080266 1 0.0030329 1 0.56932 1 1 1 1 1 0.30967 1 NLRP5 10 (6%) 145 0.025901 1 0.73205 1 0.16218 1 0.40507 1 0.23053 1 1 1 0.2549 1 OR6T1 6 (4%) 149 0.93425 1 0.58955 1 0.74406 1 0.73747 1 1 1 0.16628 1 1 1 PCDH10 14 (9%) 141 0.13616 1 0.16225 1 0.23663 1 0.57949 1 0.54083 1 1 1 0.36117 1 PCDHB5 12 (8%) 143 0.087007 1 0.28194 1 0.16076 1 0.17706 1 0.012583 1 1 1 0.30967 1 TRPC6 8 (5%) 147 0.10459 1 0.79574 1 0.3495 1 0.61775 1 0.59155 1 1 1 0.19671 1 RHOA 4 (3%) 151 NA NA NA NA 0.61855 1 1 1 1 1 0.13494 1 1 1 SYNE1 37 (24%) 118 0.00014592 0.118 0.00047214 0.379 0.00028853 0.232 0.72892 1 0.77973 1 1 1 0.18111 1 CYTL1 4 (3%) 151 0.28741 1 0.77574 1 0.61855 1 NA NA NA NA 1 1 0.13494 1 CHRM2 8 (5%) 147 0.47166 1 0.24966 1 0.13832 1 0.40507 1 0.7327 1 0.22624 1 0.22624 1 GALNT14 9 (6%) 146 0.17726 1 0.54079 1 0.080745 1 0.68529 1 0.058649 1 1 1 0.22624 1 LRRIQ3 7 (5%) 148 0.63531 1 0.43324 1 0.4703 1 0.52277 1 0.36367 1 1 1 0.22624 1 NAALAD2 11 (7%) 144 0.026189 1 0.038073 1 0.012724 1 0.0972 1 0.015449 1 1 1 0.2827 1 PCDH11X 11 (7%) 144 0.10237 1 0.50081 1 0.12922 1 0.10822 1 0.21749 1 1 1 0.30967 1 TFAP2D 5 (3%) 150 0.58164 1 0.8643 1 0.50583 1 0.80375 1 0.67324 1 1 1 1 1 TNR 15 (10%) 140 0.013872 1 0.025334 1 0.0012541 0.991 0.19734 1 0.29794 1 1 1 1 1 CNTNAP4 10 (6%) 145 0.01017 1 0.68822 1 0.02265 1 0.42539 1 0.7327 1 0.2827 1 0.03248 1 DOCK2 16 (10%) 139 0.0024534 1 0.0038836 1 0.0075402 1 0.88885 1 0.41207 1 1 1 0.43261 1