| Dataset | CMP.CMP_Pheno.cls#Group3_versus_Group4.CMP_Pheno.cls#Group3_versus_Group4_repos |
| Phenotype | CMP_Pheno.cls#Group3_versus_Group4_repos |
| Upregulated in class | 2 |
| GeneSet | HALLMARK_KRAS_SIGNALING_UP |
| Enrichment Score (ES) | 0.21863101 |
| Normalized Enrichment Score (NES) | 1.0267018 |
| Nominal p-value | 0.3761996 |
| FDR q-value | 0.78133255 |
| FWER p-Value | 0.969 |

| SYMBOL | RANK IN GENE LIST | RANK METRIC SCORE | RUNNING ES | CORE ENRICHMENT | |
|---|---|---|---|---|---|
| 1 | Id2 | 48 | 0.955 | 0.0243 | Yes |
| 2 | Traf1 | 83 | 0.877 | 0.0472 | Yes |
| 3 | Gfpt2 | 114 | 0.839 | 0.0691 | Yes |
| 4 | Cfb | 197 | 0.753 | 0.0860 | Yes |
| 5 | Tnfaip3 | 295 | 0.676 | 0.1000 | Yes |
| 6 | Itgb2 | 473 | 0.608 | 0.1081 | Yes |
| 7 | Plaur | 493 | 0.600 | 0.1239 | Yes |
| 8 | Dusp6 | 580 | 0.577 | 0.1357 | Yes |
| 9 | Hdac9 | 677 | 0.551 | 0.1462 | Yes |
| 10 | Tmem158 | 932 | 0.498 | 0.1472 | Yes |
| 11 | Yrdc | 1086 | 0.471 | 0.1526 | Yes |
| 12 | Nr0b2 | 1234 | 0.452 | 0.1577 | Yes |
| 13 | Scn1b | 1414 | 0.430 | 0.1607 | Yes |
| 14 | Ppbp | 1418 | 0.430 | 0.1726 | Yes |
| 15 | Etv5 | 1675 | 0.401 | 0.1707 | Yes |
| 16 | Trib1 | 1721 | 0.396 | 0.1795 | Yes |
| 17 | Jup | 1833 | 0.385 | 0.1847 | Yes |
| 18 | Ephb2 | 2047 | 0.364 | 0.1840 | Yes |
| 19 | Csf2ra | 2081 | 0.361 | 0.1924 | Yes |
| 20 | Flt4 | 2170 | 0.355 | 0.1979 | Yes |
| 21 | H2bc3 | 2269 | 0.344 | 0.2025 | Yes |
| 22 | Mmp9 | 2486 | 0.327 | 0.2006 | Yes |
| 23 | Cxcl10 | 2602 | 0.320 | 0.2037 | Yes |
| 24 | Akap12 | 2623 | 0.318 | 0.2116 | Yes |
| 25 | Etv1 | 2825 | 0.302 | 0.2098 | Yes |
| 26 | Scg3 | 2826 | 0.302 | 0.2183 | Yes |
| 27 | Plvap | 3119 | 0.278 | 0.2112 | Yes |
| 28 | Car2 | 3126 | 0.277 | 0.2186 | Yes |
| 29 | Reln | 3316 | 0.264 | 0.2164 | No |
| 30 | Gabra3 | 3789 | 0.237 | 0.1990 | No |
| 31 | Il2rg | 3833 | 0.237 | 0.2034 | No |
| 32 | Cd37 | 4061 | 0.223 | 0.1981 | No |
| 33 | Tmem176a | 4089 | 0.222 | 0.2029 | No |
| 34 | Fcer1g | 4217 | 0.215 | 0.2025 | No |
| 35 | Map7 | 4264 | 0.212 | 0.2061 | No |
| 36 | Ero1a | 4503 | 0.201 | 0.1995 | No |
| 37 | F13a1 | 4665 | 0.193 | 0.1967 | No |
| 38 | Kcnn4 | 4841 | 0.183 | 0.1930 | No |
| 39 | Cab39l | 4872 | 0.182 | 0.1965 | No |
| 40 | Gpnmb | 4950 | 0.178 | 0.1976 | No |
| 41 | Gng11 | 5166 | 0.168 | 0.1913 | No |
| 42 | Epb41l3 | 5244 | 0.166 | 0.1921 | No |
| 43 | Ptcd2 | 5325 | 0.163 | 0.1925 | No |
| 44 | Ccnd2 | 5566 | 0.152 | 0.1845 | No |
| 45 | Ets1 | 5742 | 0.145 | 0.1797 | No |
| 46 | Nrp1 | 6178 | 0.131 | 0.1612 | No |
| 47 | Snap91 | 6290 | 0.127 | 0.1590 | No |
| 48 | Lat2 | 6453 | 0.120 | 0.1541 | No |
| 49 | Rabgap1l | 6470 | 0.119 | 0.1567 | No |
| 50 | Wdr33 | 6699 | 0.110 | 0.1481 | No |
| 51 | Angptl4 | 6983 | 0.100 | 0.1365 | No |
| 52 | Gucy1a1 | 7076 | 0.097 | 0.1345 | No |
| 53 | Usp12 | 7162 | 0.094 | 0.1328 | No |
| 54 | Ptgs2 | 7374 | 0.086 | 0.1245 | No |
| 55 | Ammecr1 | 7457 | 0.083 | 0.1226 | No |
| 56 | Emp1 | 7631 | 0.077 | 0.1160 | No |
| 57 | Irf8 | 7721 | 0.073 | 0.1135 | No |
| 58 | Plau | 7841 | 0.070 | 0.1094 | No |
| 59 | Nin | 8124 | 0.061 | 0.0967 | No |
| 60 | Avl9 | 8379 | 0.052 | 0.0852 | No |
| 61 | Ikzf1 | 8551 | 0.046 | 0.0778 | No |
| 62 | Prelid3b | 8601 | 0.044 | 0.0765 | No |
| 63 | Lcp1 | 8727 | 0.040 | 0.0713 | No |
| 64 | Tspan7 | 8770 | 0.039 | 0.0702 | No |
| 65 | Sdccag8 | 8922 | 0.034 | 0.0635 | No |
| 66 | Adgrl4 | 8926 | 0.033 | 0.0643 | No |
| 67 | Cbr4 | 9046 | 0.029 | 0.0590 | No |
| 68 | Atg10 | 9362 | 0.019 | 0.0435 | No |
| 69 | Fuca1 | 9501 | 0.015 | 0.0369 | No |
| 70 | Etv4 | 9565 | 0.013 | 0.0340 | No |
| 71 | Psmb8 | 9651 | 0.010 | 0.0299 | No |
| 72 | Ly96 | 9737 | 0.007 | 0.0258 | No |
| 73 | Gadd45g | 9786 | 0.006 | 0.0235 | No |
| 74 | Wnt7a | 9821 | 0.004 | 0.0219 | No |
| 75 | Bpgm | 10153 | -0.002 | 0.0051 | No |
| 76 | Klf4 | 10215 | -0.004 | 0.0021 | No |
| 77 | Map4k1 | 10272 | -0.006 | -0.0006 | No |
| 78 | Ptbp2 | 10282 | -0.006 | -0.0009 | No |
| 79 | Ppp1r15a | 10659 | -0.018 | -0.0195 | No |
| 80 | Btbd3 | 10668 | -0.018 | -0.0194 | No |
| 81 | Cbx8 | 10759 | -0.021 | -0.0234 | No |
| 82 | Mmd | 10905 | -0.025 | -0.0301 | No |
| 83 | Spry2 | 10919 | -0.026 | -0.0301 | No |
| 84 | Tor1aip2 | 10947 | -0.027 | -0.0307 | No |
| 85 | Mmp11 | 11185 | -0.035 | -0.0418 | No |
| 86 | Gypc | 11346 | -0.039 | -0.0489 | No |
| 87 | Btc | 11713 | -0.051 | -0.0661 | No |
| 88 | Map3k1 | 11742 | -0.052 | -0.0660 | No |
| 89 | Prdm1 | 11920 | -0.058 | -0.0734 | No |
| 90 | Nr1h4 | 12043 | -0.062 | -0.0779 | No |
| 91 | Trib2 | 12126 | -0.064 | -0.0803 | No |
| 92 | Cxcr4 | 12155 | -0.066 | -0.0799 | No |
| 93 | Dock2 | 12195 | -0.066 | -0.0800 | No |
| 94 | Il7r | 12480 | -0.074 | -0.0924 | No |
| 95 | Pecam1 | 12588 | -0.077 | -0.0957 | No |
| 96 | Strn | 12729 | -0.081 | -0.1006 | No |
| 97 | Clec4a3 | 12802 | -0.084 | -0.1019 | No |
| 98 | Akt2 | 12911 | -0.088 | -0.1050 | No |
| 99 | Cbl | 13026 | -0.092 | -0.1082 | No |
| 100 | Mycn | 13246 | -0.100 | -0.1166 | No |
| 101 | Eng | 13268 | -0.101 | -0.1148 | No |
| 102 | St6gal1 | 13458 | -0.107 | -0.1214 | No |
| 103 | Adgra2 | 13461 | -0.108 | -0.1185 | No |
| 104 | Galnt3 | 13527 | -0.110 | -0.1187 | No |
| 105 | Satb1 | 13856 | -0.123 | -0.1320 | No |
| 106 | Dnmbp | 13865 | -0.123 | -0.1290 | No |
| 107 | Ptprr | 13961 | -0.127 | -0.1303 | No |
| 108 | Laptm5 | 13976 | -0.127 | -0.1274 | No |
| 109 | Slpi | 14299 | -0.140 | -0.1399 | No |
| 110 | Ank | 14399 | -0.143 | -0.1410 | No |
| 111 | Pdcd1lg2 | 14544 | -0.149 | -0.1441 | No |
| 112 | Tnfrsf1b | 14560 | -0.150 | -0.1407 | No |
| 113 | Tmem176b | 14602 | -0.152 | -0.1385 | No |
| 114 | Mafb | 14673 | -0.155 | -0.1377 | No |
| 115 | Abcb1a | 14780 | -0.160 | -0.1386 | No |
| 116 | Hbegf | 14963 | -0.169 | -0.1432 | No |
| 117 | Birc3 | 15011 | -0.171 | -0.1408 | No |
| 118 | Il1b | 15050 | -0.172 | -0.1379 | No |
| 119 | Hsd11b1 | 15285 | -0.179 | -0.1448 | No |
| 120 | Inhba | 15391 | -0.183 | -0.1450 | No |
| 121 | Rbm4 | 15449 | -0.186 | -0.1427 | No |
| 122 | Evi5 | 15488 | -0.187 | -0.1394 | No |
| 123 | F2rl1 | 15584 | -0.192 | -0.1389 | No |
| 124 | Adam17 | 15800 | -0.203 | -0.1442 | No |
| 125 | Tspan13 | 15870 | -0.207 | -0.1419 | No |
| 126 | Ctss | 16067 | -0.216 | -0.1458 | No |
| 127 | Ano1 | 16171 | -0.223 | -0.1448 | No |
| 128 | Ccser2 | 16225 | -0.225 | -0.1412 | No |
| 129 | G0s2 | 16356 | -0.232 | -0.1413 | No |
| 130 | Glrx | 16841 | -0.262 | -0.1587 | No |
| 131 | Il1rl2 | 16973 | -0.269 | -0.1578 | No |
| 132 | Spon1 | 17027 | -0.272 | -0.1529 | No |
| 133 | Vwa5a | 17113 | -0.280 | -0.1494 | No |
| 134 | Crot | 17115 | -0.280 | -0.1416 | No |
| 135 | Tmem100 | 17180 | -0.284 | -0.1369 | No |
| 136 | Zfp277 | 17328 | -0.295 | -0.1362 | No |
| 137 | Cmklr1 | 17451 | -0.302 | -0.1339 | No |
| 138 | Gprc5b | 17460 | -0.304 | -0.1258 | No |
| 139 | Aldh1a2 | 17596 | -0.313 | -0.1239 | No |
| 140 | Cdadc1 | 17986 | -0.347 | -0.1340 | No |
| 141 | Prkg2 | 18099 | -0.357 | -0.1297 | No |
| 142 | Adam8 | 18134 | -0.360 | -0.1214 | No |
| 143 | Zfp639 | 18389 | -0.387 | -0.1235 | No |
| 144 | Tlr8 | 18443 | -0.392 | -0.1152 | No |
| 145 | Lif | 18445 | -0.392 | -0.1043 | No |
| 146 | Mtmr10 | 18620 | -0.414 | -0.1016 | No |
| 147 | Itga2 | 18645 | -0.417 | -0.0911 | No |
| 148 | Itgbl1 | 18848 | -0.448 | -0.0889 | No |
| 149 | Kif5c | 18865 | -0.450 | -0.0771 | No |
| 150 | Il10ra | 18948 | -0.464 | -0.0683 | No |
| 151 | Arg1 | 19171 | -0.509 | -0.0654 | No |
| 152 | Dcbld2 | 19454 | -0.595 | -0.0631 | No |
| 153 | Tfpi | 19518 | -0.625 | -0.0488 | No |
| 154 | Spp1 | 19568 | -0.657 | -0.0329 | No |
| 155 | Scg5 | 19662 | -0.735 | -0.0170 | No |
| 156 | Fbxo4 | 19710 | -0.804 | 0.0031 | No |

