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 FOXM1 transcription factor network 170.0 8670.0 51.0 -0.041 0.826 1000.0 -1000.0 -0.082 -1000.0 Glypican 2 network 119.0 479.0 4.0 0.083 0.138 1000.0 -1000.0 0.016 -1000.0 Angiopoietin receptor Tie2-mediated signaling 92.0 8110.0 88.0 -0.505 0.103 1000.0 -1000.0 -0.048 -1000.0 Aurora B signaling 90.0 6063.0 67.0 -0.153 0.291 1000.0 -1000.0 -0.032 -1000.0 HIF-1-alpha transcription factor network 85.0 6492.0 76.0 -0.045 0.434 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by the Hedgehog family 67.0 3519.0 52.0 -0.232 0.11 1000.0 -1000.0 -0.032 -1000.0 PLK1 signaling events 57.0 4901.0 85.0 -0.054 0.205 1000.0 -1000.0 -0.021 -1000.0 Endothelins 54.0 5251.0 96.0 -0.301 0.199 1000.0 -1000.0 -0.045 -1000.0 Aurora C signaling 49.0 346.0 7.0 -0.0 0.172 1000.0 -1000.0 -0.004 -1000.0 Signaling mediated by p38-alpha and p38-beta 44.0 1944.0 44.0 -0.096 0.022 1000.0 -1000.0 -0.02 -1000.0 Signaling events regulated by Ret tyrosine kinase 42.0 3479.0 82.0 -0.084 0.065 1000.0 -1000.0 -0.042 -1000.0 FOXA2 and FOXA3 transcription factor networks 41.0 1899.0 46.0 -0.228 0.152 1000.0 -1000.0 -0.078 -1000.0 Osteopontin-mediated events 40.0 1543.0 38.0 -0.004 0.252 1000.0 -1000.0 -0.02 -1000.0 Visual signal transduction: Cones 39.0 1506.0 38.0 -0.084 0.12 1000.0 -1000.0 -0.017 -1000.0 Fc-epsilon receptor I signaling in mast cells 39.0 3812.0 97.0 -0.114 0.022 1000.0 -1000.0 -0.046 -1000.0 IL4-mediated signaling events 36.0 3322.0 91.0 -0.642 0.352 1000.0 -1000.0 -0.115 -1000.0 BMP receptor signaling 36.0 2976.0 81.0 -0.186 0.237 1000.0 -1000.0 -0.024 -1000.0 amb2 Integrin signaling 36.0 2993.0 82.0 -0.306 0.08 1000.0 -1000.0 -0.023 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 36.0 1904.0 52.0 -0.143 0.045 1000.0 -1000.0 -0.021 -1000.0 Ephrin B reverse signaling 34.0 1646.0 48.0 -0.078 0.08 1000.0 -1000.0 -0.022 -1000.0 Visual signal transduction: Rods 33.0 1726.0 52.0 -0.084 0.102 1000.0 -1000.0 -0.033 -1000.0 p75(NTR)-mediated signaling 28.0 3554.0 125.0 -0.141 0.142 1000.0 -1000.0 -0.051 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 27.0 1903.0 68.0 -0.152 0.066 1000.0 -1000.0 -0.056 -1000.0 IL23-mediated signaling events 27.0 1678.0 60.0 -0.182 0.027 1000.0 -1000.0 -0.078 -1000.0 Syndecan-1-mediated signaling events 25.0 867.0 34.0 -0.0 0.22 1000.0 -1000.0 -0.023 -1000.0 LPA4-mediated signaling events 24.0 299.0 12.0 -0.075 0.0 1000.0 -1000.0 -0.016 -1000.0 HIF-2-alpha transcription factor network 24.0 1032.0 43.0 -0.139 0.151 1000.0 -1000.0 -0.036 -1000.0 Integrins in angiogenesis 24.0 2087.0 84.0 -0.09 0.248 1000.0 -1000.0 -0.036 -1000.0 TCGA08_retinoblastoma 24.0 199.0 8.0 -0.021 0.099 1000.0 -1000.0 -0.002 -1000.0 Thromboxane A2 receptor signaling 23.0 2500.0 105.0 -0.105 0.074 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 23.0 1485.0 62.0 -0.108 0.074 1000.0 -1000.0 -0.023 -1000.0 Glucocorticoid receptor regulatory network 23.0 2720.0 114.0 -0.286 0.173 1000.0 -1000.0 -0.042 -1000.0 Canonical Wnt signaling pathway 23.0 1180.0 51.0 -0.212 0.095 1000.0 -1000.0 -0.03 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 23.0 2790.0 120.0 -0.163 0.143 1000.0 -1000.0 -0.04 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1359.0 61.0 -0.212 0.095 1000.0 -1000.0 -0.036 -1000.0 Reelin signaling pathway 21.0 1200.0 56.0 -0.04 0.047 1000.0 -1000.0 -0.026 -1000.0 Wnt signaling 21.0 150.0 7.0 -0.027 0.04 1000.0 -1000.0 -0.007 -1000.0 IL6-mediated signaling events 21.0 1586.0 75.0 -0.154 0.05 1000.0 -1000.0 -0.038 -1000.0 EGFR-dependent Endothelin signaling events 21.0 442.0 21.0 -0.022 0.074 1000.0 -1000.0 -0.032 -1000.0 Aurora A signaling 20.0 1251.0 60.0 -0.028 0.195 1000.0 -1000.0 -0.021 -1000.0 TCGA08_p53 20.0 144.0 7.0 -0.02 0.02 1000.0 -1000.0 -0.009 -1000.0 Noncanonical Wnt signaling pathway 19.0 495.0 26.0 -0.048 0.04 1000.0 -1000.0 -0.023 -1000.0 Glypican 1 network 19.0 929.0 48.0 -0.051 0.038 1000.0 -1000.0 -0.024 -1000.0 FoxO family signaling 18.0 1198.0 64.0 0.0 0.21 1000.0 -1000.0 -0.04 -1000.0 Effects of Botulinum toxin 18.0 489.0 26.0 -0.0 0.041 1000.0 -1000.0 -0.009 -1000.0 Nongenotropic Androgen signaling 18.0 968.0 52.0 -0.069 0.05 1000.0 -1000.0 -0.023 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 17.0 589.0 33.0 -0.08 0.097 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 16.0 1071.0 65.0 -0.05 0.031 1000.0 -1000.0 -0.033 -1000.0 Syndecan-4-mediated signaling events 16.0 1072.0 67.0 -0.042 0.139 1000.0 -1000.0 -0.03 -1000.0 ErbB4 signaling events 15.0 1096.0 69.0 -0.114 0.137 1000.0 -1000.0 -0.025 -1000.0 Syndecan-2-mediated signaling events 15.0 1042.0 69.0 -0.044 0.06 1000.0 -1000.0 -0.031 -1000.0 PDGFR-alpha signaling pathway 15.0 678.0 44.0 -0.187 0.038 1000.0 -1000.0 -0.028 -1000.0 IL1-mediated signaling events 15.0 971.0 62.0 -0.077 0.042 1000.0 -1000.0 -0.043 -1000.0 Calcium signaling in the CD4+ TCR pathway 15.0 485.0 31.0 -0.035 0.037 1000.0 -1000.0 -0.028 -1000.0 PLK2 and PLK4 events 14.0 42.0 3.0 -0.006 0.04 1000.0 -1000.0 -0.017 -1000.0 FAS signaling pathway (CD95) 14.0 664.0 47.0 -0.226 0.035 1000.0 -1000.0 -0.033 -1000.0 EPHB forward signaling 14.0 1197.0 85.0 -0.034 0.091 1000.0 -1000.0 -0.044 -1000.0 LPA receptor mediated events 14.0 1511.0 102.0 -0.055 0.072 1000.0 -1000.0 -0.043 -1000.0 Regulation of Androgen receptor activity 14.0 1011.0 70.0 -0.141 0.124 1000.0 -1000.0 -0.03 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 13.0 447.0 34.0 -0.034 0.058 1000.0 -1000.0 -0.026 -1000.0 IL12-mediated signaling events 13.0 1132.0 87.0 -0.131 0.061 1000.0 -1000.0 -0.058 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 13.0 716.0 54.0 -0.033 0.109 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PTP1B 13.0 997.0 76.0 -0.052 0.074 1000.0 -1000.0 -0.027 -1000.0 Plasma membrane estrogen receptor signaling 13.0 1171.0 86.0 -0.061 0.058 1000.0 -1000.0 -0.033 -1000.0 Class IB PI3K non-lipid kinase events 13.0 39.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.019 -1000.0 S1P4 pathway 13.0 344.0 25.0 -0.028 0.028 1000.0 -1000.0 -0.016 -1000.0 Nectin adhesion pathway 12.0 771.0 63.0 -0.037 0.051 1000.0 -1000.0 -0.033 -1000.0 Ceramide signaling pathway 12.0 959.0 76.0 -0.021 0.074 1000.0 -1000.0 -0.034 -1000.0 S1P5 pathway 12.0 207.0 17.0 -0.02 0.021 1000.0 -1000.0 -0.006 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 12.0 945.0 78.0 -0.048 0.023 1000.0 -1000.0 -0.046 -1000.0 Coregulation of Androgen receptor activity 11.0 856.0 76.0 -0.063 0.096 1000.0 -1000.0 -0.025 -1000.0 BARD1 signaling events 11.0 627.0 57.0 -0.047 0.117 1000.0 -1000.0 -0.039 -1000.0 S1P1 pathway 11.0 404.0 36.0 -0.081 0.021 1000.0 -1000.0 -0.026 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1059.0 93.0 -0.028 0.033 1000.0 -1000.0 -0.035 -1000.0 BCR signaling pathway 11.0 1172.0 99.0 -0.045 0.081 1000.0 -1000.0 -0.043 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 887.0 85.0 -0.069 0.037 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class III 10.0 403.0 40.0 -0.06 0.068 1000.0 -1000.0 -0.033 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 804.0 74.0 -0.099 0.074 1000.0 -1000.0 -0.04 -1000.0 Caspase cascade in apoptosis 9.0 692.0 74.0 -0.029 0.084 1000.0 -1000.0 -0.033 -1000.0 Syndecan-3-mediated signaling events 9.0 335.0 35.0 -0.117 0.046 1000.0 -1000.0 -0.019 -1000.0 Regulation of p38-alpha and p38-beta 9.0 496.0 54.0 -0.04 0.057 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 9.0 1232.0 125.0 -0.187 0.042 1000.0 -1000.0 -0.044 -1000.0 IL2 signaling events mediated by STAT5 8.0 186.0 22.0 -0.027 0.105 1000.0 -1000.0 -0.026 -1000.0 Ephrin A reverse signaling 7.0 52.0 7.0 -0.014 0.03 1000.0 -1000.0 -0.009 -1000.0 IL27-mediated signaling events 7.0 390.0 51.0 -0.045 0.039 1000.0 -1000.0 -0.046 -1000.0 Class I PI3K signaling events 7.0 551.0 73.0 -0.042 0.05 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by PRL 7.0 266.0 34.0 -0.025 0.089 1000.0 -1000.0 -0.03 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 826.0 136.0 -0.179 0.072 1000.0 -1000.0 -0.025 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 103.0 17.0 -0.006 0.047 1000.0 -1000.0 -0.024 -1000.0 Cellular roles of Anthrax toxin 6.0 235.0 39.0 -0.034 0.029 1000.0 -1000.0 -0.014 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 396.0 65.0 -0.139 0.049 1000.0 -1000.0 -0.031 -1000.0 mTOR signaling pathway 6.0 320.0 53.0 -0.056 0.025 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 6.0 427.0 68.0 -0.029 0.062 1000.0 -1000.0 -0.038 -1000.0 Arf6 trafficking events 6.0 450.0 71.0 -0.039 0.039 1000.0 -1000.0 -0.029 -1000.0 Insulin Pathway 6.0 474.0 74.0 -0.106 0.051 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 6.0 372.0 56.0 -0.187 0.05 1000.0 -1000.0 -0.03 -1000.0 PDGFR-beta signaling pathway 6.0 669.0 97.0 -0.039 0.053 1000.0 -1000.0 -0.041 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 161.0 28.0 -0.02 0.033 1000.0 -1000.0 -0.018 -1000.0 EPO signaling pathway 5.0 311.0 55.0 -0.026 0.046 1000.0 -1000.0 -0.025 -1000.0 ceramide signaling pathway 5.0 275.0 49.0 -0.01 0.027 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 5.0 336.0 58.0 -0.096 0.041 1000.0 -1000.0 -0.029 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 5.0 261.0 45.0 -0.026 0.05 1000.0 -1000.0 -0.039 -1000.0 Regulation of Telomerase 5.0 581.0 102.0 -0.021 0.094 1000.0 -1000.0 -0.034 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 99.0 17.0 -0.004 0.031 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 4.0 200.0 43.0 -0.051 0.054 1000.0 -1000.0 -0.021 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 405.0 83.0 -0.061 0.041 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class I 4.0 452.0 104.0 -0.035 0.048 1000.0 -1000.0 -0.029 -1000.0 IL2 signaling events mediated by PI3K 4.0 244.0 58.0 -0.015 0.07 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 378.0 76.0 -0.033 0.055 1000.0 -1000.0 -0.038 -1000.0 p38 MAPK signaling pathway 4.0 199.0 44.0 -0.009 0.062 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by HDAC Class II 3.0 256.0 75.0 -0.02 0.058 1000.0 -1000.0 -0.022 -1000.0 Circadian rhythm pathway 3.0 72.0 22.0 -0.004 0.05 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 239.0 68.0 -0.029 0.047 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 59.0 15.0 -0.019 0.022 1000.0 -1000.0 -0.024 -1000.0 TCGA08_rtk_signaling 3.0 91.0 26.0 -0.011 0.049 1000.0 -1000.0 -0.011 -1000.0 IGF1 pathway 3.0 180.0 57.0 -0.033 0.048 1000.0 -1000.0 -0.03 -1000.0 S1P3 pathway 3.0 138.0 42.0 -0.025 0.035 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling in keratinocytes 3.0 164.0 43.0 -0.016 0.04 1000.0 -1000.0 -0.016 -1000.0 Canonical NF-kappaB pathway 2.0 89.0 39.0 -0.017 0.043 1000.0 -1000.0 -0.025 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 78.0 37.0 -0.026 0.051 1000.0 -1000.0 -0.018 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.02 0.031 1000.0 -1000.0 0.019 -1000.0 Insulin-mediated glucose transport 1.0 56.0 32.0 -0.017 0.038 1000.0 -1000.0 -0.023 -1000.0 TRAIL signaling pathway 1.0 82.0 48.0 -0.018 0.045 1000.0 -1000.0 -0.025 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 52.0 36.0 -0.036 0.039 1000.0 -1000.0 -0.027 -1000.0 Rapid glucocorticoid signaling 1.0 27.0 20.0 -0.008 0.027 1000.0 -1000.0 -0.01 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.039 1000.0 -1000.0 0.017 -1000.0 Arf1 pathway 1.0 94.0 54.0 -0.008 0.035 1000.0 -1000.0 -0.015 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 22.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.021 -1000.0 Atypical NF-kappaB pathway 0.0 26.0 31.0 -0.018 0.03 1000.0 -1000.0 -0.022 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 19.0 27.0 -0.02 0.045 1000.0 -1000.0 -0.027 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.056 1000.0 -1000.0 -0.0 -1000.0 Total 2439 144586 7203 -9.72929800827 10.9875844609 131000 -131000 -3.7936123257 -131000