| Dataset | CMP.CMP_Pheno.cls#Group2_versus_Group3.CMP_Pheno.cls#Group2_versus_Group3_repos |
| Phenotype | CMP_Pheno.cls#Group2_versus_Group3_repos |
| Upregulated in class | 2 |
| GeneSet | HALLMARK_KRAS_SIGNALING_UP |
| Enrichment Score (ES) | -0.24713507 |
| Normalized Enrichment Score (NES) | -1.0738704 |
| Nominal p-value | 0.35 |
| FDR q-value | 1.0 |
| FWER p-Value | 0.973 |

| SYMBOL | RANK IN GENE LIST | RANK METRIC SCORE | RUNNING ES | CORE ENRICHMENT | |
|---|---|---|---|---|---|
| 1 | Itgbl1 | 148 | 0.746 | 0.0123 | No |
| 2 | Fbxo4 | 221 | 0.692 | 0.0271 | No |
| 3 | Kif5c | 371 | 0.615 | 0.0359 | No |
| 4 | Adam8 | 1098 | 0.458 | 0.0110 | No |
| 5 | St6gal1 | 1110 | 0.456 | 0.0226 | No |
| 6 | Cdadc1 | 1381 | 0.427 | 0.0202 | No |
| 7 | Trib1 | 1507 | 0.408 | 0.0247 | No |
| 8 | Usp12 | 1683 | 0.387 | 0.0261 | No |
| 9 | Mafb | 1824 | 0.373 | 0.0289 | No |
| 10 | Btbd3 | 2116 | 0.350 | 0.0234 | No |
| 11 | Spp1 | 2173 | 0.345 | 0.0297 | No |
| 12 | Ccser2 | 2357 | 0.332 | 0.0292 | No |
| 13 | Dnmbp | 2463 | 0.324 | 0.0325 | No |
| 14 | Lif | 2528 | 0.319 | 0.0378 | No |
| 15 | Il1b | 2557 | 0.318 | 0.0448 | No |
| 16 | Ets1 | 2747 | 0.304 | 0.0433 | No |
| 17 | Ctss | 2828 | 0.299 | 0.0472 | No |
| 18 | Spon1 | 2858 | 0.297 | 0.0536 | No |
| 19 | Map4k1 | 2978 | 0.289 | 0.0553 | No |
| 20 | Ero1a | 3034 | 0.285 | 0.0601 | No |
| 21 | Ptgs2 | 3067 | 0.283 | 0.0660 | No |
| 22 | Cxcl10 | 3077 | 0.282 | 0.0730 | No |
| 23 | Avl9 | 3285 | 0.271 | 0.0697 | No |
| 24 | Gucy1a1 | 3302 | 0.270 | 0.0761 | No |
| 25 | Dcbld2 | 3383 | 0.264 | 0.0790 | No |
| 26 | Tfpi | 3565 | 0.254 | 0.0766 | No |
| 27 | Il1rl2 | 3927 | 0.232 | 0.0644 | No |
| 28 | Plau | 3945 | 0.231 | 0.0696 | No |
| 29 | Epb41l3 | 3963 | 0.230 | 0.0749 | No |
| 30 | Ptcd2 | 4288 | 0.214 | 0.0641 | No |
| 31 | Tmem100 | 4633 | 0.195 | 0.0518 | No |
| 32 | Tor1aip2 | 4668 | 0.193 | 0.0552 | No |
| 33 | Etv1 | 4673 | 0.193 | 0.0601 | No |
| 34 | Tspan13 | 5093 | 0.174 | 0.0434 | No |
| 35 | Rbm4 | 5179 | 0.169 | 0.0436 | No |
| 36 | Prelid3b | 5275 | 0.166 | 0.0431 | No |
| 37 | Adam17 | 5290 | 0.164 | 0.0468 | No |
| 38 | Scg5 | 5305 | 0.163 | 0.0504 | No |
| 39 | Prkg2 | 5355 | 0.161 | 0.0522 | No |
| 40 | Il7r | 5449 | 0.156 | 0.0516 | No |
| 41 | Scg3 | 5507 | 0.153 | 0.0528 | No |
| 42 | Emp1 | 5584 | 0.149 | 0.0529 | No |
| 43 | Arg1 | 5772 | 0.141 | 0.0471 | No |
| 44 | Aldh1a2 | 5786 | 0.141 | 0.0502 | No |
| 45 | Crot | 6201 | 0.124 | 0.0324 | No |
| 46 | Gprc5b | 6243 | 0.122 | 0.0336 | No |
| 47 | Itga2 | 6312 | 0.120 | 0.0333 | No |
| 48 | Adgra2 | 6395 | 0.116 | 0.0322 | No |
| 49 | Nin | 6471 | 0.112 | 0.0314 | No |
| 50 | Mycn | 6560 | 0.109 | 0.0298 | No |
| 51 | Il10ra | 6705 | 0.103 | 0.0252 | No |
| 52 | Sdccag8 | 6884 | 0.097 | 0.0187 | No |
| 53 | Cmklr1 | 6942 | 0.094 | 0.0183 | No |
| 54 | Tspan7 | 7011 | 0.090 | 0.0172 | No |
| 55 | Strn | 7133 | 0.085 | 0.0133 | No |
| 56 | Inhba | 7253 | 0.079 | 0.0094 | No |
| 57 | Ano1 | 7400 | 0.073 | 0.0039 | No |
| 58 | Satb1 | 7530 | 0.068 | -0.0009 | No |
| 59 | Ptprr | 7622 | 0.064 | -0.0038 | No |
| 60 | Evi5 | 7628 | 0.064 | -0.0024 | No |
| 61 | Scn1b | 7679 | 0.061 | -0.0033 | No |
| 62 | Dock2 | 7825 | 0.056 | -0.0092 | No |
| 63 | H2bc3 | 7890 | 0.053 | -0.0111 | No |
| 64 | Tmem176a | 7987 | 0.049 | -0.0146 | No |
| 65 | Map3k1 | 8206 | 0.040 | -0.0247 | No |
| 66 | Ammecr1 | 8305 | 0.035 | -0.0287 | No |
| 67 | Akt2 | 8423 | 0.030 | -0.0339 | No |
| 68 | Mmp9 | 8627 | 0.022 | -0.0437 | No |
| 69 | Hbegf | 8892 | 0.011 | -0.0568 | No |
| 70 | Vwa5a | 8979 | 0.009 | -0.0610 | No |
| 71 | Lcp1 | 8989 | 0.008 | -0.0612 | No |
| 72 | Snap91 | 9206 | 0.001 | -0.0722 | No |
| 73 | Cbx8 | 9327 | -0.001 | -0.0783 | No |
| 74 | Tlr8 | 9382 | -0.003 | -0.0810 | No |
| 75 | Prdm1 | 9462 | -0.005 | -0.0848 | No |
| 76 | Gfpt2 | 9495 | -0.007 | -0.0863 | No |
| 77 | Il2rg | 9657 | -0.013 | -0.0941 | No |
| 78 | Cbl | 9831 | -0.019 | -0.1024 | No |
| 79 | Nr1h4 | 10083 | -0.031 | -0.1144 | No |
| 80 | Klf4 | 10516 | -0.047 | -0.1352 | No |
| 81 | Ephb2 | 10873 | -0.062 | -0.1517 | No |
| 82 | Trib2 | 11009 | -0.069 | -0.1567 | No |
| 83 | Wdr33 | 11298 | -0.081 | -0.1693 | No |
| 84 | Glrx | 11303 | -0.081 | -0.1673 | No |
| 85 | Btc | 11435 | -0.087 | -0.1717 | No |
| 86 | Laptm5 | 11453 | -0.088 | -0.1702 | No |
| 87 | Map7 | 11577 | -0.093 | -0.1740 | No |
| 88 | Tmem176b | 12053 | -0.112 | -0.1952 | No |
| 89 | Id2 | 12125 | -0.115 | -0.1958 | No |
| 90 | Atg10 | 12277 | -0.121 | -0.2003 | No |
| 91 | Mmp11 | 12549 | -0.131 | -0.2106 | No |
| 92 | Clec4a3 | 12555 | -0.132 | -0.2073 | No |
| 93 | Ptbp2 | 12643 | -0.135 | -0.2082 | No |
| 94 | Gabra3 | 12657 | -0.135 | -0.2052 | No |
| 95 | Cxcr4 | 12712 | -0.137 | -0.2043 | No |
| 96 | Gng11 | 12886 | -0.143 | -0.2094 | No |
| 97 | Tmem158 | 12988 | -0.148 | -0.2106 | No |
| 98 | Mtmr10 | 13208 | -0.157 | -0.2176 | No |
| 99 | Pecam1 | 13307 | -0.162 | -0.2182 | No |
| 100 | Ly96 | 13310 | -0.162 | -0.2140 | No |
| 101 | Ikzf1 | 13326 | -0.162 | -0.2105 | No |
| 102 | Bpgm | 13328 | -0.163 | -0.2062 | No |
| 103 | Abcb1a | 13368 | -0.164 | -0.2038 | No |
| 104 | Adgrl4 | 13551 | -0.173 | -0.2085 | No |
| 105 | Zfp277 | 13622 | -0.176 | -0.2074 | No |
| 106 | Car2 | 13705 | -0.179 | -0.2068 | No |
| 107 | Tnfaip3 | 13738 | -0.180 | -0.2036 | No |
| 108 | Birc3 | 13740 | -0.180 | -0.1989 | No |
| 109 | Pdcd1lg2 | 13930 | -0.188 | -0.2035 | No |
| 110 | Yrdc | 14237 | -0.204 | -0.2136 | No |
| 111 | Gadd45g | 14416 | -0.211 | -0.2171 | No |
| 112 | Plaur | 14469 | -0.214 | -0.2140 | No |
| 113 | Gpnmb | 14470 | -0.214 | -0.2083 | No |
| 114 | F2rl1 | 14514 | -0.217 | -0.2047 | No |
| 115 | Zfp639 | 14543 | -0.218 | -0.2004 | No |
| 116 | Galnt3 | 14912 | -0.237 | -0.2128 | No |
| 117 | G0s2 | 14913 | -0.237 | -0.2065 | No |
| 118 | Cab39l | 14980 | -0.241 | -0.2034 | No |
| 119 | Hsd11b1 | 15053 | -0.244 | -0.2006 | No |
| 120 | Tnfrsf1b | 15160 | -0.250 | -0.1994 | No |
| 121 | Spry2 | 15962 | -0.294 | -0.2323 | No |
| 122 | Lat2 | 16076 | -0.300 | -0.2301 | No |
| 123 | Ccnd2 | 16411 | -0.321 | -0.2386 | Yes |
| 124 | Ppbp | 16536 | -0.329 | -0.2362 | Yes |
| 125 | Etv5 | 16539 | -0.329 | -0.2275 | Yes |
| 126 | Rabgap1l | 16558 | -0.330 | -0.2196 | Yes |
| 127 | Ank | 16587 | -0.332 | -0.2122 | Yes |
| 128 | Akap12 | 16664 | -0.337 | -0.2071 | Yes |
| 129 | Gypc | 16826 | -0.346 | -0.2061 | Yes |
| 130 | Cbr4 | 16958 | -0.355 | -0.2033 | Yes |
| 131 | Ppp1r15a | 17115 | -0.366 | -0.2015 | Yes |
| 132 | Flt4 | 17256 | -0.377 | -0.1986 | Yes |
| 133 | Dusp6 | 17361 | -0.387 | -0.1936 | Yes |
| 134 | Psmb8 | 17384 | -0.388 | -0.1844 | Yes |
| 135 | Nrp1 | 17389 | -0.388 | -0.1743 | Yes |
| 136 | Nr0b2 | 17504 | -0.398 | -0.1695 | Yes |
| 137 | Jup | 17706 | -0.415 | -0.1687 | Yes |
| 138 | F13a1 | 17854 | -0.429 | -0.1647 | Yes |
| 139 | Kcnn4 | 17864 | -0.429 | -0.1538 | Yes |
| 140 | Traf1 | 17900 | -0.433 | -0.1440 | Yes |
| 141 | Angptl4 | 18062 | -0.449 | -0.1402 | Yes |
| 142 | Eng | 18109 | -0.455 | -0.1305 | Yes |
| 143 | Etv4 | 18383 | -0.492 | -0.1313 | Yes |
| 144 | Wnt7a | 18396 | -0.493 | -0.1188 | Yes |
| 145 | Slpi | 18441 | -0.498 | -0.1077 | Yes |
| 146 | Reln | 18562 | -0.516 | -0.1001 | Yes |
| 147 | Plvap | 18580 | -0.518 | -0.0872 | Yes |
| 148 | Itgb2 | 18598 | -0.522 | -0.0741 | Yes |
| 149 | Fuca1 | 18607 | -0.522 | -0.0606 | Yes |
| 150 | Fcer1g | 18814 | -0.561 | -0.0562 | Yes |
| 151 | Mmd | 18960 | -0.589 | -0.0479 | Yes |
| 152 | Cd37 | 18963 | -0.589 | -0.0323 | Yes |
| 153 | Cfb | 18978 | -0.593 | -0.0172 | Yes |
| 154 | Hdac9 | 19162 | -0.633 | -0.0097 | Yes |
| 155 | Irf8 | 19485 | -0.762 | -0.0058 | Yes |
| 156 | Csf2ra | 19490 | -0.764 | 0.0143 | Yes |

