Pathway Name Avg Num Perturbations Total Perturbations Num Entities Min Mean Truth Max Mean Truth Min Mean Within Max Mean Within Min Mean Any Max Mean Within FOXA2 and FOXA3 transcription factor networks 31.0 1465.0 46.0 -0.801 0.023 1000.0 -1000.0 -0.099 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 23.0 799.0 34.0 -0.272 0.014 1000.0 -1000.0 -0.083 -1000.0 IL4-mediated signaling events 19.0 1791.0 91.0 -0.711 0.616 1000.0 -1000.0 -0.158 -1000.0 IL23-mediated signaling events 19.0 1140.0 60.0 -0.504 0.016 1000.0 -1000.0 -0.19 -1000.0 Signaling events mediated by the Hedgehog family 17.0 916.0 52.0 -0.249 0.154 1000.0 -1000.0 -0.104 -1000.0 BCR signaling pathway 17.0 1702.0 99.0 -0.398 0.014 1000.0 -1000.0 -0.111 -1000.0 HIF-1-alpha transcription factor network 15.0 1215.0 76.0 -0.607 0.022 1000.0 -1000.0 -0.169 -1000.0 IL6-mediated signaling events 14.0 1054.0 75.0 -0.477 0.052 1000.0 -1000.0 -0.124 -1000.0 TCGA08_retinoblastoma 14.0 117.0 8.0 -0.174 0.063 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by PTP1B 12.0 918.0 76.0 -0.336 0.078 1000.0 -1000.0 -0.095 -1000.0 amb2 Integrin signaling 12.0 1001.0 82.0 -0.211 0.014 1000.0 -1000.0 -0.1 -1000.0 Glypican 1 network 11.0 565.0 48.0 -0.355 0.022 1000.0 -1000.0 -0.066 -1000.0 Reelin signaling pathway 11.0 661.0 56.0 -0.247 0.014 1000.0 -1000.0 -0.1 -1000.0 Wnt signaling 11.0 83.0 7.0 -0.191 0.014 1000.0 -1000.0 -0.031 -1000.0 Ephrin A reverse signaling 10.0 76.0 7.0 -0.059 -0.0 1000.0 -1000.0 -0.037 -1000.0 Noncanonical Wnt signaling pathway 10.0 263.0 26.0 -0.191 0.014 1000.0 -1000.0 -0.1 -1000.0 p75(NTR)-mediated signaling 10.0 1354.0 125.0 -0.256 0.014 1000.0 -1000.0 -0.127 -1000.0 Endothelins 10.0 1037.0 96.0 -0.203 0.017 1000.0 -1000.0 -0.106 -1000.0 TCGA08_p53 10.0 74.0 7.0 -0.129 0.068 1000.0 -1000.0 -0.019 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 1001.0 93.0 -0.183 0.095 1000.0 -1000.0 -0.109 -1000.0 Syndecan-4-mediated signaling events 10.0 721.0 67.0 -0.246 0.041 1000.0 -1000.0 -0.109 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.045 -1000.0 1000.0 -1000.0 -0.02 -1000.0 IL12-mediated signaling events 9.0 806.0 87.0 -0.225 0.045 1000.0 -1000.0 -0.148 -1000.0 Syndecan-1-mediated signaling events 9.0 310.0 34.0 -0.181 0.014 1000.0 -1000.0 -0.069 -1000.0 Glucocorticoid receptor regulatory network 9.0 1098.0 114.0 -0.53 0.205 1000.0 -1000.0 -0.1 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 672.0 68.0 -0.328 0.103 1000.0 -1000.0 -0.151 -1000.0 EGFR-dependent Endothelin signaling events 9.0 207.0 21.0 -0.281 0.014 1000.0 -1000.0 -0.096 -1000.0 Visual signal transduction: Cones 8.0 330.0 38.0 -0.161 0.014 1000.0 -1000.0 -0.087 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 138.0 17.0 -0.107 0.014 1000.0 -1000.0 -0.079 -1000.0 Arf6 signaling events 8.0 499.0 62.0 -0.281 0.014 1000.0 -1000.0 -0.076 -1000.0 BMP receptor signaling 8.0 691.0 81.0 -0.247 0.054 1000.0 -1000.0 -0.109 -1000.0 Fc-epsilon receptor I signaling in mast cells 8.0 826.0 97.0 -0.174 0.031 1000.0 -1000.0 -0.109 -1000.0 Integrins in angiogenesis 8.0 717.0 84.0 -0.228 0.014 1000.0 -1000.0 -0.118 -1000.0 Effects of Botulinum toxin 8.0 212.0 26.0 -0.14 0.014 1000.0 -1000.0 -0.075 -1000.0 Calcium signaling in the CD4+ TCR pathway 8.0 274.0 31.0 -0.285 0.014 1000.0 -1000.0 -0.108 -1000.0 Insulin Pathway 8.0 604.0 74.0 -0.332 0.02 1000.0 -1000.0 -0.111 -1000.0 Visual signal transduction: Rods 8.0 464.0 52.0 -0.243 0.014 1000.0 -1000.0 -0.117 -1000.0 Thromboxane A2 receptor signaling 7.0 834.0 105.0 -0.281 0.035 1000.0 -1000.0 -0.089 -1000.0 Syndecan-2-mediated signaling events 7.0 537.0 69.0 -0.186 0.035 1000.0 -1000.0 -0.073 -1000.0 Signaling mediated by p38-alpha and p38-beta 7.0 316.0 44.0 -0.124 0.014 1000.0 -1000.0 -0.063 -1000.0 LPA4-mediated signaling events 6.0 72.0 12.0 -0.048 0.011 1000.0 -1000.0 -0.032 -1000.0 Coregulation of Androgen receptor activity 6.0 477.0 76.0 -0.279 0.05 1000.0 -1000.0 -0.057 -1000.0 ErbB4 signaling events 6.0 440.0 69.0 -0.236 0.161 1000.0 -1000.0 -0.114 -1000.0 Osteopontin-mediated events 6.0 233.0 38.0 -0.103 0.014 1000.0 -1000.0 -0.127 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 350.0 54.0 -0.225 0.029 1000.0 -1000.0 -0.129 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 31.0 5.0 -0.054 -0.01 1000.0 -1000.0 -0.051 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 6.0 248.0 37.0 -0.205 0.014 1000.0 -1000.0 -0.073 -1000.0 Signaling events regulated by Ret tyrosine kinase 6.0 554.0 82.0 -0.135 0.014 1000.0 -1000.0 -0.102 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 345.0 52.0 -0.192 0.032 1000.0 -1000.0 -0.08 -1000.0 FAS signaling pathway (CD95) 6.0 285.0 47.0 -0.203 0.047 1000.0 -1000.0 -0.059 -1000.0 Nongenotropic Androgen signaling 6.0 337.0 52.0 -0.12 0.014 1000.0 -1000.0 -0.078 -1000.0 IL27-mediated signaling events 6.0 309.0 51.0 -0.195 0.051 1000.0 -1000.0 -0.106 -1000.0 LPA receptor mediated events 6.0 686.0 102.0 -0.131 0.025 1000.0 -1000.0 -0.114 -1000.0 IGF1 pathway 6.0 398.0 57.0 -0.228 0.039 1000.0 -1000.0 -0.119 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 6.0 835.0 120.0 -0.291 0.15 1000.0 -1000.0 -0.1 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 102.0 17.0 -0.1 0.015 1000.0 -1000.0 -0.049 -1000.0 Cellular roles of Anthrax toxin 5.0 216.0 39.0 -0.058 0.014 1000.0 -1000.0 -0.039 -1000.0 mTOR signaling pathway 5.0 272.0 53.0 -0.336 0.034 1000.0 -1000.0 -0.074 -1000.0 IL1-mediated signaling events 5.0 351.0 62.0 -0.17 0.062 1000.0 -1000.0 -0.123 -1000.0 HIF-2-alpha transcription factor network 5.0 227.0 43.0 -0.084 0.023 1000.0 -1000.0 -0.111 -1000.0 Ephrin B reverse signaling 5.0 274.0 48.0 -0.092 0.055 1000.0 -1000.0 -0.084 -1000.0 Syndecan-3-mediated signaling events 5.0 175.0 35.0 -0.121 0.014 1000.0 -1000.0 -0.083 -1000.0 EPHB forward signaling 5.0 440.0 85.0 -0.1 0.072 1000.0 -1000.0 -0.111 -1000.0 Plasma membrane estrogen receptor signaling 5.0 477.0 86.0 -0.227 0.017 1000.0 -1000.0 -0.1 -1000.0 Rapid glucocorticoid signaling 5.0 109.0 20.0 -0.203 0.014 1000.0 -1000.0 -0.051 -1000.0 FOXM1 transcription factor network 5.0 285.0 51.0 -0.181 0.11 1000.0 -1000.0 -0.205 -1000.0 BARD1 signaling events 4.0 257.0 57.0 -0.056 0.046 1000.0 -1000.0 -0.084 -1000.0 PLK2 and PLK4 events 4.0 13.0 3.0 -0.019 0.008 1000.0 -1000.0 -0.032 -1000.0 S1P1 pathway 4.0 150.0 36.0 -0.078 0.014 1000.0 -1000.0 -0.076 -1000.0 Retinoic acid receptors-mediated signaling 4.0 235.0 58.0 -0.161 0.015 1000.0 -1000.0 -0.099 -1000.0 IL2 signaling events mediated by PI3K 4.0 254.0 58.0 -0.11 0.033 1000.0 -1000.0 -0.106 -1000.0 Regulation of p38-alpha and p38-beta 4.0 261.0 54.0 -0.32 0.014 1000.0 -1000.0 -0.068 -1000.0 IL2 signaling events mediated by STAT5 4.0 94.0 22.0 -0.101 0.015 1000.0 -1000.0 -0.058 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 425.0 88.0 -0.112 0.07 1000.0 -1000.0 -0.143 -1000.0 Regulation of Androgen receptor activity 4.0 326.0 70.0 -0.337 0.033 1000.0 -1000.0 -0.075 -1000.0 Aurora B signaling 4.0 286.0 67.0 -0.15 0.014 1000.0 -1000.0 -0.099 -1000.0 ErbB2/ErbB3 signaling events 3.0 216.0 65.0 -0.092 0.034 1000.0 -1000.0 -0.085 -1000.0 Caspase cascade in apoptosis 3.0 257.0 74.0 -0.075 0.02 1000.0 -1000.0 -0.068 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 539.0 136.0 -0.163 0.119 1000.0 -1000.0 -0.097 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 90.0 28.0 -0.045 0.014 1000.0 -1000.0 -0.061 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 298.0 85.0 -0.074 0.034 1000.0 -1000.0 -0.088 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 208.0 61.0 -0.18 0.041 1000.0 -1000.0 -0.093 -1000.0 EPO signaling pathway 3.0 176.0 55.0 -0.088 0.024 1000.0 -1000.0 -0.116 -1000.0 PDGFR-alpha signaling pathway 3.0 160.0 44.0 -0.049 0.025 1000.0 -1000.0 -0.075 -1000.0 Ceramide signaling pathway 3.0 276.0 76.0 -0.281 0.08 1000.0 -1000.0 -0.092 -1000.0 S1P5 pathway 3.0 52.0 17.0 -0.045 0.041 1000.0 -1000.0 -0.071 -1000.0 Canonical Wnt signaling pathway 3.0 175.0 51.0 -0.18 0.059 1000.0 -1000.0 -0.073 -1000.0 Class I PI3K signaling events 3.0 268.0 73.0 -0.32 0.028 1000.0 -1000.0 -0.088 -1000.0 Regulation of Telomerase 3.0 361.0 102.0 -0.282 0.048 1000.0 -1000.0 -0.134 -1000.0 S1P3 pathway 3.0 132.0 42.0 -0.045 0.021 1000.0 -1000.0 -0.072 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 108.0 33.0 -0.172 0.036 1000.0 -1000.0 -0.08 -1000.0 S1P4 pathway 3.0 88.0 25.0 -0.046 0.014 1000.0 -1000.0 -0.069 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 238.0 78.0 -0.105 0.039 1000.0 -1000.0 -0.095 -1000.0 p38 MAPK signaling pathway 3.0 138.0 44.0 -0.166 0.018 1000.0 -1000.0 -0.081 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 149.0 65.0 -0.054 0.056 1000.0 -1000.0 -0.077 -1000.0 Aurora A signaling 2.0 128.0 60.0 -0.074 0.03 1000.0 -1000.0 -0.076 -1000.0 Arf6 downstream pathway 2.0 120.0 43.0 -0.02 0.019 1000.0 -1000.0 -0.05 -1000.0 Aurora C signaling 2.0 18.0 7.0 -0.031 0.009 1000.0 -1000.0 -0.057 -1000.0 PLK1 signaling events 2.0 213.0 85.0 -0.029 0.03 1000.0 -1000.0 -0.065 -1000.0 Nectin adhesion pathway 2.0 165.0 63.0 -0.051 0.041 1000.0 -1000.0 -0.103 -1000.0 Signaling events mediated by HDAC Class III 2.0 84.0 40.0 -0.076 0.022 1000.0 -1000.0 -0.054 -1000.0 TRAIL signaling pathway 2.0 99.0 48.0 -0.03 0.044 1000.0 -1000.0 -0.088 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 219.0 83.0 -0.16 0.055 1000.0 -1000.0 -0.092 -1000.0 FoxO family signaling 2.0 169.0 64.0 -0.235 0.106 1000.0 -1000.0 -0.091 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 41.0 15.0 -0.007 0.03 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 109.0 45.0 -0.066 0.048 1000.0 -1000.0 -0.112 -1000.0 Glypican 2 network 2.0 9.0 4.0 -0.014 -1000.0 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 311.0 125.0 -0.061 0.074 1000.0 -1000.0 -0.122 -1000.0 TCGA08_rtk_signaling 2.0 52.0 26.0 -0.058 0.051 1000.0 -1000.0 -0.033 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 210.0 74.0 -0.281 0.071 1000.0 -1000.0 -0.125 -1000.0 PDGFR-beta signaling pathway 2.0 262.0 97.0 -0.199 0.052 1000.0 -1000.0 -0.108 -1000.0 Canonical NF-kappaB pathway 1.0 57.0 39.0 -0.058 0.08 1000.0 -1000.0 -0.104 -1000.0 Signaling events mediated by HDAC Class II 1.0 123.0 75.0 -0.052 0.032 1000.0 -1000.0 -0.081 -1000.0 Circadian rhythm pathway 1.0 28.0 22.0 -0.016 0.047 1000.0 -1000.0 -0.083 -1000.0 Insulin-mediated glucose transport 1.0 37.0 32.0 -0.045 0.035 1000.0 -1000.0 -0.08 -1000.0 IFN-gamma pathway 1.0 122.0 68.0 -0.166 0.048 1000.0 -1000.0 -0.121 -1000.0 ceramide signaling pathway 1.0 63.0 49.0 -0.058 0.036 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by HDAC Class I 1.0 117.0 104.0 -0.062 0.054 1000.0 -1000.0 -0.084 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 70.0 36.0 -0.054 0.026 1000.0 -1000.0 -0.085 -1000.0 Atypical NF-kappaB pathway 1.0 49.0 31.0 -0.048 0.034 1000.0 -1000.0 -0.064 -1000.0 Arf6 trafficking events 1.0 132.0 71.0 -0.177 0.047 1000.0 -1000.0 -0.093 -1000.0 VEGFR1 specific signals 1.0 69.0 56.0 -0.034 0.061 1000.0 -1000.0 -0.084 -1000.0 Signaling events mediated by PRL 1.0 61.0 34.0 -0.051 0.035 1000.0 -1000.0 -0.05 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 9.0 23.0 -0.018 0.051 1000.0 -1000.0 -0.086 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 44.0 68.0 -0.045 0.054 1000.0 -1000.0 -0.082 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 67.0 76.0 -0.026 0.064 1000.0 -1000.0 -0.106 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.003 0.033 1000.0 -1000.0 -0.075 -1000.0 E-cadherin signaling in keratinocytes 0.0 38.0 43.0 -0.019 0.047 1000.0 -1000.0 -0.089 -1000.0 E-cadherin signaling events 0.0 2.0 5.0 -0.004 0.014 1000.0 -1000.0 -0.058 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.012 0.032 1000.0 -1000.0 -0.069 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.012 0.014 1000.0 -1000.0 -0.083 -1000.0 Total 738 45593 7203 -21.7541947701 -1994.35058555 131000 -131000 -11.5950466961 -131000