| Dataset | CMP.CMP_Pheno.cls#Group1_versus_Group3.CMP_Pheno.cls#Group1_versus_Group3_repos |
| Phenotype | CMP_Pheno.cls#Group1_versus_Group3_repos |
| Upregulated in class | 2 |
| GeneSet | HALLMARK_KRAS_SIGNALING_UP |
| Enrichment Score (ES) | -0.2595957 |
| Normalized Enrichment Score (NES) | -1.1683685 |
| Nominal p-value | 0.206 |
| FDR q-value | 0.85578465 |
| FWER p-Value | 0.934 |

| SYMBOL | RANK IN GENE LIST | RANK METRIC SCORE | RUNNING ES | CORE ENRICHMENT | |
|---|---|---|---|---|---|
| 1 | Tmem100 | 131 | 0.709 | 0.0143 | No |
| 2 | Adam17 | 516 | 0.524 | 0.0102 | No |
| 3 | Kif5c | 871 | 0.459 | 0.0057 | No |
| 4 | Ppp1r15a | 877 | 0.457 | 0.0190 | No |
| 5 | Ccser2 | 1365 | 0.389 | 0.0057 | No |
| 6 | Ptprr | 1413 | 0.381 | 0.0146 | No |
| 7 | Cdadc1 | 1567 | 0.366 | 0.0176 | No |
| 8 | Pdcd1lg2 | 1600 | 0.363 | 0.0267 | No |
| 9 | Prdm1 | 2193 | 0.316 | 0.0059 | No |
| 10 | Prkg2 | 2408 | 0.302 | 0.0039 | No |
| 11 | Dcbld2 | 2423 | 0.301 | 0.0121 | No |
| 12 | Trib1 | 2477 | 0.297 | 0.0182 | No |
| 13 | Mafb | 2592 | 0.291 | 0.0210 | No |
| 14 | Fbxo4 | 2622 | 0.289 | 0.0281 | No |
| 15 | Tfpi | 2705 | 0.281 | 0.0322 | No |
| 16 | Ly96 | 2805 | 0.275 | 0.0353 | No |
| 17 | F2rl1 | 2847 | 0.272 | 0.0413 | No |
| 18 | Nr0b2 | 2895 | 0.269 | 0.0468 | No |
| 19 | Gabra3 | 3016 | 0.262 | 0.0485 | No |
| 20 | Ano1 | 3309 | 0.243 | 0.0408 | No |
| 21 | Hbegf | 3417 | 0.238 | 0.0424 | No |
| 22 | Snap91 | 3437 | 0.237 | 0.0484 | No |
| 23 | Zfp277 | 3711 | 0.222 | 0.0411 | No |
| 24 | Strn | 3869 | 0.214 | 0.0394 | No |
| 25 | Avl9 | 4558 | 0.180 | 0.0096 | No |
| 26 | Cmklr1 | 4565 | 0.180 | 0.0146 | No |
| 27 | Tor1aip2 | 4566 | 0.180 | 0.0200 | No |
| 28 | Il1b | 4620 | 0.178 | 0.0225 | No |
| 29 | Sdccag8 | 4693 | 0.175 | 0.0240 | No |
| 30 | Scn1b | 4840 | 0.168 | 0.0216 | No |
| 31 | Ptgs2 | 4927 | 0.164 | 0.0220 | No |
| 32 | Gucy1a1 | 4984 | 0.161 | 0.0240 | No |
| 33 | Mtmr10 | 5268 | 0.148 | 0.0139 | No |
| 34 | Rbm4 | 5271 | 0.148 | 0.0182 | No |
| 35 | Etv1 | 5291 | 0.147 | 0.0216 | No |
| 36 | Il7r | 5602 | 0.134 | 0.0097 | No |
| 37 | Spp1 | 5670 | 0.131 | 0.0102 | No |
| 38 | Il1rl2 | 5960 | 0.120 | -0.0010 | No |
| 39 | Clec4a3 | 6114 | 0.114 | -0.0054 | No |
| 40 | Itgbl1 | 6141 | 0.114 | -0.0034 | No |
| 41 | Cbx8 | 6325 | 0.109 | -0.0095 | No |
| 42 | Usp12 | 6358 | 0.107 | -0.0079 | No |
| 43 | Yrdc | 6536 | 0.100 | -0.0140 | No |
| 44 | H2bc3 | 6571 | 0.099 | -0.0128 | No |
| 45 | Map7 | 6801 | 0.090 | -0.0218 | No |
| 46 | G0s2 | 6806 | 0.090 | -0.0194 | No |
| 47 | Plau | 6913 | 0.086 | -0.0222 | No |
| 48 | Klf4 | 6955 | 0.085 | -0.0218 | No |
| 49 | Vwa5a | 7066 | 0.080 | -0.0250 | No |
| 50 | Cbl | 7072 | 0.080 | -0.0229 | No |
| 51 | Scg5 | 7237 | 0.074 | -0.0291 | No |
| 52 | Tspan13 | 7470 | 0.065 | -0.0390 | No |
| 53 | Nin | 7542 | 0.062 | -0.0408 | No |
| 54 | Tnfrsf1b | 7668 | 0.058 | -0.0455 | No |
| 55 | Cxcl10 | 7927 | 0.050 | -0.0571 | No |
| 56 | Ero1a | 7941 | 0.049 | -0.0563 | No |
| 57 | Ank | 7970 | 0.048 | -0.0564 | No |
| 58 | Mmp9 | 8079 | 0.044 | -0.0606 | No |
| 59 | Glrx | 8275 | 0.037 | -0.0694 | No |
| 60 | Bpgm | 8401 | 0.032 | -0.0748 | No |
| 61 | Wdr33 | 8568 | 0.027 | -0.0825 | No |
| 62 | Btbd3 | 8629 | 0.024 | -0.0848 | No |
| 63 | Adgra2 | 8688 | 0.022 | -0.0871 | No |
| 64 | Tlr8 | 8735 | 0.020 | -0.0889 | No |
| 65 | Itga2 | 8888 | 0.014 | -0.0962 | No |
| 66 | Lat2 | 8915 | 0.014 | -0.0971 | No |
| 67 | Aldh1a2 | 9281 | 0.000 | -0.1157 | No |
| 68 | Lif | 9292 | 0.000 | -0.1162 | No |
| 69 | Epb41l3 | 9448 | -0.003 | -0.1240 | No |
| 70 | Birc3 | 9692 | -0.013 | -0.1361 | No |
| 71 | Id2 | 9795 | -0.017 | -0.1408 | No |
| 72 | Ptbp2 | 9809 | -0.017 | -0.1409 | No |
| 73 | Crot | 9849 | -0.019 | -0.1423 | No |
| 74 | Irf8 | 9980 | -0.023 | -0.1483 | No |
| 75 | Ets1 | 10257 | -0.034 | -0.1613 | No |
| 76 | Dock2 | 10350 | -0.037 | -0.1649 | No |
| 77 | Pecam1 | 10550 | -0.044 | -0.1738 | No |
| 78 | Adam8 | 10552 | -0.044 | -0.1725 | No |
| 79 | Gfpt2 | 10754 | -0.051 | -0.1812 | No |
| 80 | Eng | 10778 | -0.052 | -0.1809 | No |
| 81 | Akt2 | 10892 | -0.056 | -0.1850 | No |
| 82 | Dusp6 | 10937 | -0.058 | -0.1855 | No |
| 83 | Laptm5 | 11117 | -0.061 | -0.1928 | No |
| 84 | Plvap | 11650 | -0.083 | -0.2175 | No |
| 85 | Scg3 | 11680 | -0.084 | -0.2165 | No |
| 86 | Mycn | 11685 | -0.084 | -0.2142 | No |
| 87 | Map3k1 | 11895 | -0.093 | -0.2221 | No |
| 88 | Ikzf1 | 11979 | -0.097 | -0.2235 | No |
| 89 | Gpnmb | 12449 | -0.116 | -0.2439 | No |
| 90 | Lcp1 | 12707 | -0.126 | -0.2533 | No |
| 91 | Evi5 | 12737 | -0.127 | -0.2510 | No |
| 92 | Il10ra | 12766 | -0.129 | -0.2486 | No |
| 93 | Cxcr4 | 12834 | -0.131 | -0.2482 | No |
| 94 | Flt4 | 12852 | -0.133 | -0.2451 | No |
| 95 | Satb1 | 12902 | -0.134 | -0.2436 | No |
| 96 | Ccnd2 | 12905 | -0.134 | -0.2398 | No |
| 97 | Ephb2 | 12951 | -0.136 | -0.2380 | No |
| 98 | Spry2 | 12971 | -0.137 | -0.2349 | No |
| 99 | Trib2 | 13166 | -0.143 | -0.2406 | No |
| 100 | Map4k1 | 13246 | -0.147 | -0.2403 | No |
| 101 | Angptl4 | 13457 | -0.156 | -0.2464 | No |
| 102 | Ptcd2 | 13536 | -0.159 | -0.2456 | No |
| 103 | Inhba | 13733 | -0.168 | -0.2506 | No |
| 104 | Mmp11 | 13796 | -0.171 | -0.2488 | No |
| 105 | Mmd | 13913 | -0.176 | -0.2495 | No |
| 106 | Atg10 | 14113 | -0.187 | -0.2541 | Yes |
| 107 | Dnmbp | 14208 | -0.191 | -0.2532 | Yes |
| 108 | Wnt7a | 14232 | -0.192 | -0.2487 | Yes |
| 109 | Plaur | 14288 | -0.195 | -0.2457 | Yes |
| 110 | Gprc5b | 14463 | -0.205 | -0.2485 | Yes |
| 111 | Adgrl4 | 14476 | -0.206 | -0.2431 | Yes |
| 112 | Rabgap1l | 14639 | -0.213 | -0.2450 | Yes |
| 113 | Tspan7 | 14646 | -0.214 | -0.2390 | Yes |
| 114 | Gng11 | 14704 | -0.216 | -0.2355 | Yes |
| 115 | St6gal1 | 14768 | -0.219 | -0.2322 | Yes |
| 116 | Hsd11b1 | 14772 | -0.219 | -0.2259 | Yes |
| 117 | Ammecr1 | 14845 | -0.224 | -0.2229 | Yes |
| 118 | Zfp639 | 14896 | -0.226 | -0.2188 | Yes |
| 119 | Nr1h4 | 14990 | -0.231 | -0.2167 | Yes |
| 120 | Cbr4 | 15172 | -0.238 | -0.2189 | Yes |
| 121 | Tmem176a | 15194 | -0.239 | -0.2128 | Yes |
| 122 | Prelid3b | 15311 | -0.244 | -0.2115 | Yes |
| 123 | Cab39l | 15384 | -0.248 | -0.2079 | Yes |
| 124 | Itgb2 | 15741 | -0.266 | -0.2181 | Yes |
| 125 | Etv4 | 16206 | -0.298 | -0.2330 | Yes |
| 126 | Btc | 16309 | -0.304 | -0.2292 | Yes |
| 127 | Abcb1a | 16334 | -0.306 | -0.2213 | Yes |
| 128 | Cfb | 16386 | -0.309 | -0.2148 | Yes |
| 129 | Car2 | 16453 | -0.313 | -0.2089 | Yes |
| 130 | Tmem176b | 16527 | -0.318 | -0.2032 | Yes |
| 131 | Tmem158 | 16593 | -0.323 | -0.1970 | Yes |
| 132 | F13a1 | 16752 | -0.333 | -0.1952 | Yes |
| 133 | Akap12 | 16812 | -0.338 | -0.1882 | Yes |
| 134 | Spon1 | 16849 | -0.340 | -0.1799 | Yes |
| 135 | Ppbp | 17021 | -0.353 | -0.1782 | Yes |
| 136 | Etv5 | 17038 | -0.354 | -0.1685 | Yes |
| 137 | Psmb8 | 17078 | -0.357 | -0.1600 | Yes |
| 138 | Il2rg | 17153 | -0.362 | -0.1530 | Yes |
| 139 | Fuca1 | 17404 | -0.383 | -0.1544 | Yes |
| 140 | Fcer1g | 17495 | -0.389 | -0.1475 | Yes |
| 141 | Csf2ra | 17668 | -0.405 | -0.1443 | Yes |
| 142 | Ctss | 17707 | -0.409 | -0.1341 | Yes |
| 143 | Nrp1 | 17831 | -0.420 | -0.1280 | Yes |
| 144 | Emp1 | 17916 | -0.428 | -0.1196 | Yes |
| 145 | Gypc | 17984 | -0.433 | -0.1102 | Yes |
| 146 | Galnt3 | 18011 | -0.437 | -0.0986 | Yes |
| 147 | Cd37 | 18269 | -0.463 | -0.0980 | Yes |
| 148 | Slpi | 18639 | -0.512 | -0.1016 | Yes |
| 149 | Gadd45g | 18959 | -0.565 | -0.1012 | Yes |
| 150 | Arg1 | 19029 | -0.578 | -0.0876 | Yes |
| 151 | Hdac9 | 19051 | -0.584 | -0.0714 | Yes |
| 152 | Jup | 19172 | -0.611 | -0.0594 | Yes |
| 153 | Traf1 | 19217 | -0.622 | -0.0432 | Yes |
| 154 | Tnfaip3 | 19425 | -0.702 | -0.0330 | Yes |
| 155 | Reln | 19487 | -0.725 | -0.0147 | Yes |
| 156 | Kcnn4 | 19708 | -0.984 | 0.0032 | Yes |

