| Dataset | MPP.MPP_Pheno.cls#Group6_versus_Group8.MPP_Pheno.cls#Group6_versus_Group8_repos |
| Phenotype | MPP_Pheno.cls#Group6_versus_Group8_repos |
| Upregulated in class | 4 |
| GeneSet | HALLMARK_KRAS_SIGNALING_UP |
| Enrichment Score (ES) | 0.24665035 |
| Normalized Enrichment Score (NES) | 1.1549554 |
| Nominal p-value | 0.17408124 |
| FDR q-value | 0.59404224 |
| FWER p-Value | 0.959 |

| SYMBOL | RANK IN GENE LIST | RANK METRIC SCORE | RUNNING ES | CORE ENRICHMENT | |
|---|---|---|---|---|---|
| 1 | Dcbld2 | 8 | 1.233 | 0.0333 | Yes |
| 2 | Klf4 | 38 | 1.039 | 0.0602 | Yes |
| 3 | Plau | 162 | 0.784 | 0.0752 | Yes |
| 4 | Epb41l3 | 283 | 0.698 | 0.0881 | Yes |
| 5 | Trib1 | 581 | 0.594 | 0.0890 | Yes |
| 6 | Igf2 | 647 | 0.584 | 0.1016 | Yes |
| 7 | Plek2 | 680 | 0.580 | 0.1158 | Yes |
| 8 | Mmp11 | 748 | 0.564 | 0.1277 | Yes |
| 9 | Ly96 | 757 | 0.563 | 0.1427 | Yes |
| 10 | Glrx | 1011 | 0.498 | 0.1432 | Yes |
| 11 | Ammecr1 | 1134 | 0.476 | 0.1499 | Yes |
| 12 | Cxcl10 | 1227 | 0.464 | 0.1579 | Yes |
| 13 | Spp1 | 1322 | 0.451 | 0.1653 | Yes |
| 14 | Prelid3b | 1359 | 0.446 | 0.1757 | Yes |
| 15 | Spon1 | 1667 | 0.426 | 0.1714 | Yes |
| 16 | Il7r | 1756 | 0.421 | 0.1784 | Yes |
| 17 | Ero1a | 1995 | 0.402 | 0.1771 | Yes |
| 18 | Cfb | 2046 | 0.395 | 0.1853 | Yes |
| 19 | Cbr4 | 2168 | 0.380 | 0.1894 | Yes |
| 20 | Hdac9 | 2238 | 0.372 | 0.1960 | Yes |
| 21 | Mycn | 2279 | 0.368 | 0.2040 | Yes |
| 22 | Il1rl2 | 2289 | 0.367 | 0.2136 | Yes |
| 23 | Adgra2 | 2384 | 0.358 | 0.2185 | Yes |
| 24 | Etv5 | 2690 | 0.328 | 0.2117 | Yes |
| 25 | Ctss | 2723 | 0.325 | 0.2190 | Yes |
| 26 | H2bc3 | 2793 | 0.320 | 0.2241 | Yes |
| 27 | Tmem100 | 3096 | 0.300 | 0.2167 | Yes |
| 28 | Plaur | 3318 | 0.288 | 0.2132 | Yes |
| 29 | Fgf9 | 3451 | 0.277 | 0.2139 | Yes |
| 30 | Lif | 3456 | 0.277 | 0.2213 | Yes |
| 31 | Prdm1 | 3514 | 0.276 | 0.2259 | Yes |
| 32 | F13a1 | 3560 | 0.274 | 0.2310 | Yes |
| 33 | Kcnn4 | 3566 | 0.273 | 0.2383 | Yes |
| 34 | Gucy1a1 | 3822 | 0.260 | 0.2322 | Yes |
| 35 | Nrp1 | 3844 | 0.258 | 0.2382 | Yes |
| 36 | Avl9 | 3933 | 0.253 | 0.2405 | Yes |
| 37 | G0s2 | 3949 | 0.252 | 0.2467 | Yes |
| 38 | Tor1aip2 | 4600 | 0.231 | 0.2194 | No |
| 39 | Angptl4 | 4689 | 0.225 | 0.2210 | No |
| 40 | Gadd45g | 4905 | 0.213 | 0.2157 | No |
| 41 | Spry2 | 5138 | 0.199 | 0.2091 | No |
| 42 | Dusp6 | 5382 | 0.185 | 0.2017 | No |
| 43 | Id2 | 5486 | 0.180 | 0.2013 | No |
| 44 | Birc3 | 6164 | 0.147 | 0.1703 | No |
| 45 | Nr0b2 | 6299 | 0.141 | 0.1672 | No |
| 46 | Hsd11b1 | 6302 | 0.141 | 0.1710 | No |
| 47 | Vwa5a | 6382 | 0.137 | 0.1707 | No |
| 48 | Ptbp2 | 6417 | 0.135 | 0.1726 | No |
| 49 | Tfpi | 6667 | 0.123 | 0.1631 | No |
| 50 | Wnt7a | 6839 | 0.117 | 0.1575 | No |
| 51 | St6gal1 | 6850 | 0.116 | 0.1601 | No |
| 52 | Zfp639 | 6939 | 0.112 | 0.1586 | No |
| 53 | Cbl | 7005 | 0.110 | 0.1583 | No |
| 54 | Tnfrsf1b | 7108 | 0.105 | 0.1559 | No |
| 55 | Wdr33 | 7129 | 0.104 | 0.1577 | No |
| 56 | Ppp1r15a | 7201 | 0.101 | 0.1568 | No |
| 57 | Ptgs2 | 7473 | 0.089 | 0.1452 | No |
| 58 | Sdccag8 | 7518 | 0.087 | 0.1453 | No |
| 59 | Flt4 | 7750 | 0.079 | 0.1356 | No |
| 60 | Galnt3 | 7821 | 0.076 | 0.1340 | No |
| 61 | Mtmr10 | 7845 | 0.075 | 0.1349 | No |
| 62 | Abcb1a | 8072 | 0.066 | 0.1250 | No |
| 63 | Map4k1 | 8107 | 0.065 | 0.1250 | No |
| 64 | Yrdc | 8221 | 0.060 | 0.1208 | No |
| 65 | Car2 | 8234 | 0.060 | 0.1218 | No |
| 66 | Dock2 | 8334 | 0.056 | 0.1182 | No |
| 67 | Traf1 | 8521 | 0.050 | 0.1100 | No |
| 68 | Adam8 | 8720 | 0.042 | 0.1009 | No |
| 69 | Cxcr4 | 8865 | 0.036 | 0.0945 | No |
| 70 | Map7 | 8925 | 0.034 | 0.0924 | No |
| 71 | Ikzf1 | 9055 | 0.029 | 0.0865 | No |
| 72 | Strn | 9077 | 0.029 | 0.0862 | No |
| 73 | Evi5 | 9155 | 0.026 | 0.0829 | No |
| 74 | Cdadc1 | 9381 | 0.017 | 0.0718 | No |
| 75 | Dnmbp | 9398 | 0.016 | 0.0714 | No |
| 76 | Btc | 9437 | 0.015 | 0.0698 | No |
| 77 | Tspan7 | 9441 | 0.015 | 0.0701 | No |
| 78 | Atg10 | 9472 | 0.013 | 0.0689 | No |
| 79 | Map3k1 | 9642 | 0.007 | 0.0603 | No |
| 80 | Crot | 9714 | 0.004 | 0.0568 | No |
| 81 | Gabra3 | 9917 | 0.000 | 0.0464 | No |
| 82 | Gypc | 10190 | -0.000 | 0.0323 | No |
| 83 | Mafb | 10288 | -0.004 | 0.0274 | No |
| 84 | Lcp1 | 10316 | -0.005 | 0.0262 | No |
| 85 | Tmem158 | 10358 | -0.007 | 0.0242 | No |
| 86 | Laptm5 | 10591 | -0.013 | 0.0126 | No |
| 87 | Eng | 10640 | -0.014 | 0.0105 | No |
| 88 | Ccnd2 | 10731 | -0.017 | 0.0063 | No |
| 89 | Ank | 11109 | -0.032 | -0.0123 | No |
| 90 | Gfpt2 | 11110 | -0.032 | -0.0114 | No |
| 91 | Usp12 | 11212 | -0.036 | -0.0156 | No |
| 92 | Scn1b | 11728 | -0.055 | -0.0407 | No |
| 93 | Nin | 11796 | -0.057 | -0.0426 | No |
| 94 | Trib2 | 11948 | -0.063 | -0.0487 | No |
| 95 | Ppbp | 12205 | -0.074 | -0.0599 | No |
| 96 | Adgrl4 | 12423 | -0.081 | -0.0689 | No |
| 97 | Jup | 12484 | -0.083 | -0.0697 | No |
| 98 | Lat2 | 12794 | -0.096 | -0.0831 | No |
| 99 | Gng11 | 12897 | -0.100 | -0.0856 | No |
| 100 | Ano1 | 12939 | -0.102 | -0.0849 | No |
| 101 | Kif5c | 12946 | -0.103 | -0.0824 | No |
| 102 | Etv4 | 13123 | -0.108 | -0.0885 | No |
| 103 | Arg1 | 13261 | -0.113 | -0.0925 | No |
| 104 | Itgb2 | 13728 | -0.134 | -0.1129 | No |
| 105 | Cab39l | 13840 | -0.139 | -0.1149 | No |
| 106 | Pdcd1lg2 | 14111 | -0.151 | -0.1247 | No |
| 107 | Il2rg | 14152 | -0.153 | -0.1226 | No |
| 108 | Etv1 | 14218 | -0.156 | -0.1217 | No |
| 109 | Akap12 | 14224 | -0.156 | -0.1176 | No |
| 110 | Fcer1g | 14355 | -0.163 | -0.1199 | No |
| 111 | Gprc5b | 14384 | -0.164 | -0.1169 | No |
| 112 | Fbxo4 | 14386 | -0.164 | -0.1125 | No |
| 113 | Rabgap1l | 14421 | -0.166 | -0.1097 | No |
| 114 | Hbegf | 14685 | -0.178 | -0.1184 | No |
| 115 | Plvap | 14791 | -0.183 | -0.1189 | No |
| 116 | Itga2 | 14849 | -0.187 | -0.1167 | No |
| 117 | Cmklr1 | 14915 | -0.191 | -0.1148 | No |
| 118 | Cbx8 | 15145 | -0.203 | -0.1211 | No |
| 119 | Reln | 15272 | -0.210 | -0.1219 | No |
| 120 | Tspan13 | 15506 | -0.222 | -0.1279 | No |
| 121 | Fuca1 | 15568 | -0.225 | -0.1248 | No |
| 122 | Btbd3 | 15709 | -0.234 | -0.1257 | No |
| 123 | Ccser2 | 15721 | -0.234 | -0.1199 | No |
| 124 | Rbm4 | 15836 | -0.241 | -0.1192 | No |
| 125 | Cd37 | 15862 | -0.242 | -0.1138 | No |
| 126 | Csf2ra | 15899 | -0.245 | -0.1090 | No |
| 127 | Akt2 | 16079 | -0.256 | -0.1113 | No |
| 128 | Emp1 | 16590 | -0.285 | -0.1298 | No |
| 129 | Nr1h4 | 17218 | -0.324 | -0.1533 | No |
| 130 | Tnfaip3 | 17395 | -0.334 | -0.1533 | No |
| 131 | Il10ra | 17672 | -0.359 | -0.1577 | No |
| 132 | Bpgm | 17833 | -0.372 | -0.1558 | No |
| 133 | Adam17 | 17970 | -0.389 | -0.1522 | No |
| 134 | Tmem176a | 17985 | -0.391 | -0.1423 | No |
| 135 | Tmem176b | 18207 | -0.419 | -0.1422 | No |
| 136 | Itgbl1 | 18333 | -0.437 | -0.1368 | No |
| 137 | Psmb8 | 18549 | -0.472 | -0.1350 | No |
| 138 | Scg3 | 18598 | -0.477 | -0.1244 | No |
| 139 | Scg5 | 18721 | -0.499 | -0.1171 | No |
| 140 | Ptprr | 18730 | -0.500 | -0.1038 | No |
| 141 | Satb1 | 18851 | -0.520 | -0.0958 | No |
| 142 | Ptcd2 | 18861 | -0.523 | -0.0820 | No |
| 143 | Zfp277 | 18910 | -0.533 | -0.0699 | No |
| 144 | Slpi | 18970 | -0.545 | -0.0581 | No |
| 145 | Ephb2 | 19070 | -0.583 | -0.0473 | No |
| 146 | Mmd | 19082 | -0.586 | -0.0318 | No |
| 147 | Pecam1 | 19117 | -0.599 | -0.0172 | No |
| 148 | Irf8 | 19143 | -0.609 | -0.0019 | No |
| 149 | Ets1 | 19391 | -0.764 | 0.0062 | No |

