Clinical Features CN_CNMF METHLYATION_CNMF MRNASEQ_CNMF MRNASEQ_CHIERARCHICAL MIRSEQ_CNMF MIRSEQ_CHIERARCHICAL MIRSEQ_MATURE_CNMF MIRSEQ_MATURE_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 Fisher's exact test_P Fisher's exact test_Q C15ORF24 6 (11%) 51 0.23801 1 0.74812 1 0.62234 1 0.24812 1 0.62107 1 0.84754 1 0.21421 1 0.26061 1 IRS1 5 (9%) 52 0.33621 1 0.50587 1 0.74136 1 1 1 0.83283 1 1 1 0.71125 1 1 1 FYN 5 (9%) 52 0.12605 1 0.24399 1 0.038272 1 0.097207 1 0.16372 1 0.45096 1 0.091879 1 0.069281 1 FADS2 5 (9%) 52 1 1 0.7117 1 0.41157 1 1 1 0.21526 1 0.096385 1 0.71125 1 0.023923 1 C14ORF49 9 (16%) 48 0.30989 1 0.11712 1 0.2592 1 0.23303 1 0.14901 1 0.19123 1 0.44142 1 0.23875 1 FGF10 6 (11%) 51 1 1 0.10271 1 0.62234 1 0.42268 1 0.15489 1 0.84754 1 0.091073 1 0.26061 1 CEL 4 (7%) 53 0.65954 1 1 1 0.039666 1 0.74266 1 0.11235 1 0.81215 1 0.39119 1 0.29033 1 CCR3 5 (9%) 52 0.70016 1 0.7117 1 0.73782 1 1 1 0.58207 1 0.69371 1 0.83051 1 0.83221 1 OR10A2 6 (11%) 51 0.33928 1 0.080023 1 0.038272 1 0.13184 1 0.056988 1 0.048202 1 0.27184 1 0.10934 1 OR10A7 9 (16%) 48 0.71813 1 0.34215 1 0.097093 1 0.4148 1 0.39615 1 0.7863 1 0.62188 1 0.48984 1 POP5 5 (9%) 52 0.12605 1 0.15461 1 0.019893 1 0.13184 1 0.02897 1 0.45096 1 0.091879 1 0.069281 1 SRP14 7 (12%) 50 1 1 1 1 0.93229 1 0.51387 1 0.75798 1 0.49194 1 0.20387 1 0.42561 1 WRN 5 (9%) 52 0.32916 1 0.84523 1 0.91382 1 0.611 1 0.69109 1 1 1 1 1 1 1 TMEM40 9 (16%) 48 0.69113 1 0.34215 1 0.56731 1 1 1 0.56131 1 0.7863 1 0.31716 1 1 1 KRAS 33 (58%) 24 0.047918 1 0.00097927 0.82 0.050551 1 0.015805 1 0.080464 1 0.13293 1 0.20741 1 0.28639 1 TP53 37 (65%) 20 0.071307 1 0.0052174 1 0.12476 1 0.09916 1 0.41864 1 0.38948 1 0.30156 1 0.49656 1 QRICH1 7 (12%) 50 0.068706 1 0.12347 1 0.38622 1 0.08455 1 0.42622 1 0.11982 1 0.0044475 1 0.11014 1 ST6GALNAC5 6 (11%) 51 1 1 0.35584 1 0.65517 1 0.81975 1 1 1 1 1 0.72129 1 1 1 TNFSF9 6 (11%) 51 0.23801 1 0.74812 1 0.16915 1 0.1348 1 0.45099 1 0.84754 1 0.11216 1 0.85085 1 CDKN2A 13 (23%) 44 0.41302 1 0.10995 1 0.5986 1 0.87554 1 0.21268 1 0.81951 1 0.90644 1 0.75281 1 SEH1L 8 (14%) 49 0.40508 1 0.38829 1 0.58889 1 0.60773 1 0.68867 1 0.088863 1 0.033867 1 0.10388 1 SCD 8 (14%) 49 0.40508 1 0.38829 1 0.093047 1 1 1 0.35715 1 0.76986 1 0.59968 1 0.27508 1 TMC4 9 (16%) 48 0.88874 1 0.21448 1 0.39007 1 0.15268 1 0.13624 1 0.51565 1 0.67593 1 0.46165 1 MED15 9 (16%) 48 1 1 0.8165 1 0.66491 1 0.37466 1 0.63206 1 1 1 0.49225 1 1 1 TNFRSF9 6 (11%) 51 1 1 0.5489 1 0.59454 1 0.611 1 0.52658 1 0.43613 1 0.85688 1 0.63017 1 BRDT 8 (14%) 49 0.40508 1 0.38829 1 0.47862 1 0.83587 1 0.050295 1 0.39098 1 0.46665 1 0.52169 1 CXXC4 6 (11%) 51 0.70016 1 0.74812 1 0.93229 1 0.64496 1 0.85512 1 0.52083 1 1 1 0.54068 1 MBD3 6 (11%) 51 1 1 0.86647 1 0.6887 1 0.77059 1 0.45099 1 1 1 1 1 1 1 TULP1 6 (11%) 51 0.23801 1 0.5489 1 0.22666 1 0.42268 1 0.056988 1 0.11452 1 0.27184 1 0.0085397 1 PHF13 4 (7%) 53 0.65954 1 0.081611 1 0.23609 1 0.11838 1 0.32251 1 0.49905 1 0.092228 1 0.65696 1 BHLHB9 5 (9%) 52 0.25455 1 0.050696 1 0.11843 1 0.048502 1 0.08922 1 0.072981 1 0.035278 1 0.036352 1 PRDM8 6 (11%) 51 0.23801 1 0.74812 1 0.91382 1 1 1 0.23527 1 0.080635 1 0.21421 1 0.072878 1 SMAD4 10 (18%) 47 0.11259 1 0.040193 1 0.23506 1 0.1816 1 0.07254 1 0.33536 1 0.13447 1 0.20873 1 C14ORF43 7 (12%) 50 0.65518 1 0.14491 1 0.35536 1 0.58352 1 1 1 1 1 0.57817 1 0.65792 1 MEPCE 7 (12%) 50 0.1473 1 0.59228 1 0.47862 1 0.83587 1 0.23343 1 0.06033 1 0.13772 1 0.087086 1 HVCN1 4 (7%) 53 0.65954 1 1 1 0.039666 1 0.74266 1 0.11235 1 0.078897 1 0.39119 1 0.015502 1 FOXP2 8 (14%) 49 0.78242 1 0.62523 1 0.47862 1 0.83587 1 0.050295 1 0.19215 1 0.27531 1 0.31628 1 GRIN1 5 (9%) 52 0.41 1 0.7117 1 0.093201 1 1 1 0.21526 1 1 1 0.48526 1 0.24726 1 MAGEA10 4 (7%) 53 0.16377 1 0.34947 1 0.084316 1 0.1893 1 0.07284 1 0.49905 1 0.1696 1 0.059062 1 C16ORF79 4 (7%) 53 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 ERF 6 (11%) 51 0.33928 1 0.18207 1 0.13803 1 0.611 1 0.075886 1 0.15379 1 0.27184 1 0.26061 1 IFNGR2 4 (7%) 53 0.65954 1 0.27232 1 0.20945 1 0.51055 1 0.65957 1 0.49905 1 0.66261 1 0.65696 1 OLIG3 5 (9%) 52 0.70016 1 0.59335 1 0.18127 1 0.01914 1 0.08922 1 0.3668 1 0.11448 1 0.31286 1 NDEL1 4 (7%) 53 0.65954 1 1 1 0.039666 1 0.74266 1 0.11235 1 0.81215 1 0.39119 1 0.29033 1 EGR1 8 (14%) 49 0.69113 1 0.70459 1 0.81738 1 0.81975 1 0.46238 1 0.87214 1 0.31485 1 0.88118 1 CDH3 4 (7%) 53 0.79882 1 0.27232 1 0.022202 1 0.43108 1 0.051107 1 0.36243 1 0.39119 1 0.38289 1 PCDHAC2 9 (16%) 48 0.27239 1 0.0367 1 0.82017 1 0.32863 1 0.88207 1 1 1 0.67593 1 1 1 ZFP36 4 (7%) 53 0.79882 1 0.34947 1 0.10287 1 0.43108 1 0.43118 1 0.36243 1 0.39119 1 0.38289 1 NR4A3 5 (9%) 52 0.32916 1 0.050696 1 0.85457 1 0.77059 1 1 1 0.83665 1 1 1 1 1 RAB11FIP5 5 (9%) 52 0.5841 1 0.24399 1 0.45132 1 0.74266 1 0.83283 1 1 1 0.71125 1 1 1 OTUD4 7 (12%) 50 0.20526 1 1 1 0.29844 1 1 1 0.66046 1 1 1 0.76092 1 0.65792 1 PPARGC1B 7 (12%) 50 1 1 0.59228 1 0.93834 1 0.70662 1 0.87323 1 0.49194 1 0.086015 1 0.65792 1 PDZD2 9 (16%) 48 0.56978 1 0.4617 1 0.51268 1 0.53374 1 0.50571 1 0.19123 1 0.068787 1 0.055761 1 NPNT 4 (7%) 53 0.33621 1 1 1 0.73782 1 0.74266 1 0.65957 1 0.81215 1 1 1 1 1 MED9 3 (5%) 54 0.28232 1 0.013131 1 NA NA NA NA 0.58929 1 1 1 1 1 1 1 BCL2L1 3 (5%) 54 0.79495 1 0.78182 1 0.76688 1 0.28924 1 0.58929 1 1 1 0.58214 1 1 1 CPLX3 3 (5%) 54 0.41414 1 0.6026 1 0.20315 1 0.43108 1 0.066276 1 0.1123 1 0.13776 1 0.12903 1 IRX4 3 (5%) 54 0.79495 1 0.78182 1 0.24311 1 1 1 0.30357 1 0.55408 1 0.78571 1 0.77607 1 NFAT5 8 (14%) 49 0.78242 1 0.38829 1 0.56731 1 0.86213 1 0.78301 1 0.51565 1 0.88562 1 0.88118 1 WASF3 5 (9%) 52 0.5841 1 0.24399 1 0.20945 1 0.51055 1 0.58207 1 0.69371 1 1 1 0.83221 1 ABCC2 6 (11%) 51 0.23801 1 0.18207 1 0.25539 1 0.42268 1 0.52658 1 0.15379 1 0.27184 1 0.26061 1 ATP13A3 4 (7%) 53 0.53021 1 0.27232 1 1 1 1 1 1 1 1 1 0.82675 1 1 1 ARHGAP18 4 (7%) 53 0.41414 1 0.34947 1 0.070995 1 0.1893 1 0.07284 1 0.36243 1 0.1696 1 0.1648 1 CIR1 3 (5%) 54 1 1 0.6026 1 NA NA NA NA 0.1875 1 0.75474 1 0.58214 1 0.77607 1 KIAA0020 4 (7%) 53 0.79882 1 0.27232 1 0.10287 1 0.43108 1 0.43118 1 1 1 0.39119 1 0.65696 1 ZNF608 6 (11%) 51 0.068706 1 0.10271 1 0.62234 1 0.42268 1 0.15489 1 0.15379 1 0.0455 1 0.018357 1 NEDD4L 6 (11%) 51 1 1 0.46643 1 0.81738 1 0.81975 1 0.73252 1 0.3599 1 0.85688 1 0.31696 1 THBS4 6 (11%) 51 0.33928 1 0.10271 1 0.13803 1 0.611 1 0.52658 1 0.84754 1 0.21421 1 0.26061 1 MMRN1 6 (11%) 51 1 1 0.74812 1 0.91382 1 1 1 0.73252 1 0.84754 1 0.62588 1 0.85085 1 GPR25 3 (5%) 54 0.41414 1 0.6026 1 1 1 1 1 0.78571 1 0.1123 1 0.29286 1 0.12903 1 SORBS2 6 (11%) 51 0.52208 1 0.030653 1 1 1 1 1 1 1 1 1 1 1 1 1 SULT1C3 3 (5%) 54 0.79495 1 0.10166 1 0.88011 1 0.66698 1 0.58929 1 1 1 1 1 1 1 ECSIT 4 (7%) 53 0.65954 1 1 1 0.039666 1 0.74266 1 0.11235 1 0.81215 1 0.39119 1 0.29033 1 ZNF326 4 (7%) 53 0.79882 1 0.27232 1 0.24311 1 1 1 0.65957 1 0.49905 1 0.66261 1 0.65696 1 C15ORF52 3 (5%) 54 1 1 0.6026 1 NA NA NA NA 0.78571 1 0.55408 1 0.78571 1 0.77607 1 SLC39A5 3 (5%) 54 0.79495 1 0.78182 1 1 1 1 1 0.78571 1 0.75474 1 0.58214 1 0.77607 1 SLC24A1 4 (7%) 53 0.16377 1 0.34947 1 0.45132 1 0.74266 1 0.43118 1 0.11256 1 0.1696 1 0.1648 1 PUM2 5 (9%) 52 0.41 1 0.7117 1 0.63763 1 1 1 0.83283 1 1 1 0.31221 1 0.24726 1 SYT2 5 (9%) 52 0.12605 1 0.024901 1 0.15042 1 0.13184 1 0.02897 1 0.042464 1 0.091879 1 0.069281 1 SLITRK5 6 (11%) 51 0.23801 1 0.74812 1 0.25539 1 1 1 0.52658 1 0.84754 1 0.21421 1 0.26061 1 NAP1L3 3 (5%) 54 1 1 0.78182 1 0.24311 1 1 1 0.30357 1 0.55408 1 0.78571 1 0.77607 1 PHF14 3 (5%) 54 0.79495 1 0.78182 1 1 1 1 1 0.78571 1 0.55408 1 0.78571 1 0.77607 1 CCDC28B 4 (7%) 53 0.16377 1 0.34947 1 0.014235 1 0.11838 1 0.11235 1 0.81215 1 0.1696 1 0.29033 1 PDE12 3 (5%) 54 NA NA 0.6026 1 NA NA NA NA 0.78571 1 0.75474 1 0.78571 1 0.77607 1 FLAD1 3 (5%) 54 0.41414 1 0.17468 1 0.10287 1 0.43108 1 0.11735 1 0.18209 1 0.13776 1 0.20755 1 ENG 3 (5%) 54 0.41414 1 0.17468 1 0.10287 1 0.43108 1 0.11735 1 0.03 1 0.29286 1 0.039184 1 PABPC1 4 (7%) 53 0.53021 1 0.5557 1 0.76688 1 1 1 1 1 1 1 1 1 1 1 ATG16L2 3 (5%) 54 1 1 0.33074 1 0.24311 1 1 1 0.30357 1 0.37571 1 0.78571 1 0.079592 1 LRCH1 7 (12%) 50 0.65518 1 0.45095 1 0.29844 1 1 1 0.66046 1 0.65537 1 0.76092 1 0.22559 1 PLCZ1 3 (5%) 54 1 1 0.33074 1 0.24311 1 1 1 0.30357 1 1 1 0.78571 1 0.77607 1 TAOK2 6 (11%) 51 1 1 1 1 1 1 0.64496 1 1 1 0.84754 1 0.11216 1 0.85085 1 ZMIZ1 6 (11%) 51 0.1495 1 0.86647 1 0.55398 1 0.46256 1 0.85512 1 1 1 0.3321 1 1 1 SYT15 6 (11%) 51 1 1 0.061696 1 0.81738 1 0.81975 1 1 1 0.72412 1 0.85688 1 0.85085 1 LRTM1 3 (5%) 54 0.41414 1 0.17468 1 0.0034536 1 0.28924 1 1 1 0.37571 1 0.58214 1 0.39219 1 TIMM50 4 (7%) 53 0.33621 1 0.5557 1 0.40772 1 1 1 0.79939 1 0.81215 1 0.82675 1 1 1 CCNK 4 (7%) 53 0.65954 1 1 1 0.29604 1 1 1 0.65957 1 0.49905 1 0.66261 1 0.65696 1 TTK 5 (9%) 52 0.12605 1 0.24399 1 0.59454 1 0.34287 1 0.83283 1 0.22387 1 0.071299 1 0.24726 1 TMEM175 4 (7%) 53 0.65954 1 0.34947 1 0.67606 1 0.74266 1 0.32251 1 0.027347 1 0.1696 1 0.032332 1 CD93 5 (9%) 52 1 1 0.0074841 1 0.55398 1 0.23491 1 0.48328 1 0.83665 1 0.38357 1 1 1 C19ORF55 4 (7%) 53 0.53021 1 0.028895 1 0.88011 1 0.66698 1 0.54103 1 1 1 0.82675 1 1 1 MRPL48 3 (5%) 54 1 1 0.6026 1 1 1 1 1 0.78571 1 0.1123 1 0.04102 1 0.12903 1 PVRL1 5 (9%) 52 0.41 1 0.84523 1 0.093201 1 1 1 0.21526 1 0.45096 1 0.48526 1 0.47798 1 ACIN1 3 (5%) 54 1 1 0.33074 1 NA NA NA NA 0.58929 1 0.75474 1 0.58214 1 0.77607 1 MAML3 7 (12%) 50 0.87885 1 0.14491 1 0.49964 1 0.46415 1 0.32462 1 0.74128 1 1 1 1 1 EDC4 5 (9%) 52 1 1 0.7117 1 0.49547 1 0.66698 1 1 1 1 1 0.38357 1 1 1 SETD1A 3 (5%) 54 0.79495 1 1 1 1 1 1 1 0.78571 1 1 1 0.58214 1 0.77607 1