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 Glypican 2 network 193.0 773.0 4.0 -0.199 -0.127 1000.0 -1000.0 -0.032 -1000.0 Angiopoietin receptor Tie2-mediated signaling 155.0 13686.0 88.0 -0.623 0.061 1000.0 -1000.0 -0.101 -1000.0 FOXM1 transcription factor network 129.0 6619.0 51.0 -0.548 0.01 1000.0 -1000.0 -0.185 -1000.0 Aurora B signaling 120.0 8058.0 67.0 -0.4 0.01 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by the Hedgehog family 106.0 5556.0 52.0 -0.37 0.177 1000.0 -1000.0 -0.065 -1000.0 Aurora C signaling 77.0 544.0 7.0 -0.259 0.004 1000.0 -1000.0 -0.032 -1000.0 Endothelins 72.0 6971.0 96.0 -0.299 0.025 1000.0 -1000.0 -0.076 -1000.0 HIF-1-alpha transcription factor network 70.0 5369.0 76.0 -0.476 0.016 1000.0 -1000.0 -0.152 -1000.0 Visual signal transduction: Cones 68.0 2590.0 38.0 -0.169 0.01 1000.0 -1000.0 -0.051 -1000.0 PLK1 signaling events 66.0 5611.0 85.0 -0.293 0.057 1000.0 -1000.0 -0.039 -1000.0 IL4-mediated signaling events 59.0 5446.0 91.0 -0.78 0.511 1000.0 -1000.0 -0.167 -1000.0 Signaling mediated by p38-alpha and p38-beta 57.0 2550.0 44.0 -0.115 0.01 1000.0 -1000.0 -0.05 -1000.0 Fc-epsilon receptor I signaling in mast cells 53.0 5227.0 97.0 -0.151 0.028 1000.0 -1000.0 -0.07 -1000.0 amb2 Integrin signaling 53.0 4408.0 82.0 -0.46 0.01 1000.0 -1000.0 -0.061 -1000.0 BMP receptor signaling 51.0 4203.0 81.0 -0.341 0.027 1000.0 -1000.0 -0.072 -1000.0 TCGA08_retinoblastoma 48.0 389.0 8.0 -0.149 0.049 1000.0 -1000.0 -0.017 -1000.0 FOXA2 and FOXA3 transcription factor networks 47.0 2182.0 46.0 -0.5 0.015 1000.0 -1000.0 -0.097 -1000.0 Osteopontin-mediated events 45.0 1726.0 38.0 -0.348 0.011 1000.0 -1000.0 -0.091 -1000.0 Glucocorticoid receptor regulatory network 44.0 5055.0 114.0 -0.411 0.245 1000.0 -1000.0 -0.066 -1000.0 TCGA08_p53 44.0 308.0 7.0 -0.102 0.052 1000.0 -1000.0 -0.013 -1000.0 Visual signal transduction: Rods 40.0 2106.0 52.0 -0.149 0.01 1000.0 -1000.0 -0.067 -1000.0 LPA4-mediated signaling events 38.0 457.0 12.0 -0.115 0.012 1000.0 -1000.0 -0.023 -1000.0 Signaling events regulated by Ret tyrosine kinase 38.0 3128.0 82.0 -0.157 0.01 1000.0 -1000.0 -0.076 -1000.0 Thromboxane A2 receptor signaling 37.0 3886.0 105.0 -0.09 0.028 1000.0 -1000.0 -0.066 -1000.0 Arf6 signaling events 37.0 2304.0 62.0 -0.189 0.012 1000.0 -1000.0 -0.059 -1000.0 Canonical Wnt signaling pathway 37.0 1918.0 51.0 -0.342 0.147 1000.0 -1000.0 -0.051 -1000.0 Glypican 1 network 36.0 1749.0 48.0 -0.124 0.017 1000.0 -1000.0 -0.036 -1000.0 Syndecan-1-mediated signaling events 34.0 1165.0 34.0 -0.334 0.01 1000.0 -1000.0 -0.057 -1000.0 Effects of Botulinum toxin 34.0 901.0 26.0 -0.089 0.01 1000.0 -1000.0 -0.048 -1000.0 p75(NTR)-mediated signaling 33.0 4180.0 125.0 -0.295 0.018 1000.0 -1000.0 -0.077 -1000.0 Integrins in angiogenesis 33.0 2835.0 84.0 -0.351 0.024 1000.0 -1000.0 -0.077 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 33.0 4061.0 120.0 -0.257 0.198 1000.0 -1000.0 -0.063 -1000.0 Ephrin B reverse signaling 32.0 1574.0 48.0 -0.095 0.054 1000.0 -1000.0 -0.065 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 32.0 2207.0 68.0 -0.146 0.036 1000.0 -1000.0 -0.113 -1000.0 EGFR-dependent Endothelin signaling events 32.0 682.0 21.0 -0.09 0.01 1000.0 -1000.0 -0.055 -1000.0 IL23-mediated signaling events 32.0 1954.0 60.0 -0.284 0.015 1000.0 -1000.0 -0.148 -1000.0 ErbB4 signaling events 31.0 2182.0 69.0 -0.191 0.207 1000.0 -1000.0 -0.069 -1000.0 Presenilin action in Notch and Wnt signaling 28.0 1762.0 61.0 -0.343 0.02 1000.0 -1000.0 -0.052 -1000.0 IL6-mediated signaling events 27.0 2057.0 75.0 -0.332 0.041 1000.0 -1000.0 -0.097 -1000.0 Aurora A signaling 26.0 1617.0 60.0 -0.289 0.015 1000.0 -1000.0 -0.052 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 25.0 840.0 33.0 -0.143 0.024 1000.0 -1000.0 -0.049 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 24.0 1281.0 52.0 -0.252 0.042 1000.0 -1000.0 -0.051 -1000.0 PDGFR-alpha signaling pathway 23.0 1029.0 44.0 -0.313 0.027 1000.0 -1000.0 -0.059 -1000.0 Nongenotropic Androgen signaling 23.0 1221.0 52.0 -0.062 0.01 1000.0 -1000.0 -0.054 -1000.0 Syndecan-3-mediated signaling events 22.0 778.0 35.0 -0.208 0.01 1000.0 -1000.0 -0.05 -1000.0 Class IB PI3K non-lipid kinase events 22.0 66.0 3.0 -0.012 -1000.0 1000.0 -1000.0 -0.012 -1000.0 Wnt signaling 21.0 152.0 7.0 -0.057 0.009 1000.0 -1000.0 -0.025 -1000.0 HIF-2-alpha transcription factor network 20.0 888.0 43.0 -0.121 0.046 1000.0 -1000.0 -0.081 -1000.0 Syndecan-2-mediated signaling events 19.0 1364.0 69.0 -0.097 0.031 1000.0 -1000.0 -0.043 -1000.0 Reelin signaling pathway 19.0 1096.0 56.0 -0.096 0.01 1000.0 -1000.0 -0.07 -1000.0 Regulation of Androgen receptor activity 19.0 1383.0 70.0 -0.255 0.026 1000.0 -1000.0 -0.057 -1000.0 PLK2 and PLK4 events 18.0 56.0 3.0 -0.017 -0.003 1000.0 -1000.0 -0.019 -1000.0 Nectin adhesion pathway 18.0 1159.0 63.0 -0.045 0.01 1000.0 -1000.0 -0.063 -1000.0 Coregulation of Androgen receptor activity 17.0 1358.0 76.0 -0.143 0.018 1000.0 -1000.0 -0.053 -1000.0 FAS signaling pathway (CD95) 17.0 839.0 47.0 -0.25 0.011 1000.0 -1000.0 -0.04 -1000.0 Caspase cascade in apoptosis 15.0 1114.0 74.0 -0.038 0.031 1000.0 -1000.0 -0.038 -1000.0 IL1-mediated signaling events 15.0 965.0 62.0 -0.147 0.048 1000.0 -1000.0 -0.081 -1000.0 Syndecan-4-mediated signaling events 15.0 1012.0 67.0 -0.165 0.016 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 15.0 1222.0 78.0 -0.042 0.036 1000.0 -1000.0 -0.068 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 490.0 34.0 -0.041 0.01 1000.0 -1000.0 -0.054 -1000.0 IL12-mediated signaling events 14.0 1294.0 87.0 -0.095 0.039 1000.0 -1000.0 -0.129 -1000.0 Noncanonical Wnt signaling pathway 14.0 381.0 26.0 -0.057 0.01 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by PTP1B 14.0 1085.0 76.0 -0.092 0.016 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 14.0 1764.0 125.0 -0.313 0.034 1000.0 -1000.0 -0.079 -1000.0 LPA receptor mediated events 14.0 1480.0 102.0 -0.125 0.03 1000.0 -1000.0 -0.077 -1000.0 BCR signaling pathway 14.0 1421.0 99.0 -0.136 0.025 1000.0 -1000.0 -0.075 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1131.0 85.0 -0.045 0.029 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by HDAC Class III 13.0 546.0 40.0 -0.116 0.018 1000.0 -1000.0 -0.041 -1000.0 S1P1 pathway 13.0 481.0 36.0 -0.058 0.012 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by PRL 13.0 443.0 34.0 -0.181 0.022 1000.0 -1000.0 -0.035 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 12.0 667.0 54.0 -0.133 0.021 1000.0 -1000.0 -0.084 -1000.0 BARD1 signaling events 11.0 673.0 57.0 -0.181 0.03 1000.0 -1000.0 -0.053 -1000.0 Ephrin A reverse signaling 11.0 82.0 7.0 -0.01 0.008 1000.0 -1000.0 -0.028 -1000.0 S1P5 pathway 11.0 200.0 17.0 -0.031 0.029 1000.0 -1000.0 -0.046 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1113.0 93.0 -0.072 0.041 1000.0 -1000.0 -0.068 -1000.0 EPHB forward signaling 11.0 944.0 85.0 -0.066 0.049 1000.0 -1000.0 -0.076 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 346.0 31.0 -0.1 0.012 1000.0 -1000.0 -0.08 -1000.0 S1P4 pathway 11.0 285.0 25.0 -0.031 0.011 1000.0 -1000.0 -0.044 -1000.0 ErbB2/ErbB3 signaling events 10.0 714.0 65.0 -0.1 0.02 1000.0 -1000.0 -0.059 -1000.0 Regulation of p38-alpha and p38-beta 10.0 567.0 54.0 -0.08 0.017 1000.0 -1000.0 -0.055 -1000.0 IL2 signaling events mediated by STAT5 9.0 206.0 22.0 -0.11 0.054 1000.0 -1000.0 -0.053 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1157.0 136.0 -0.104 0.054 1000.0 -1000.0 -0.066 -1000.0 IL27-mediated signaling events 8.0 419.0 51.0 -0.109 0.011 1000.0 -1000.0 -0.068 -1000.0 Plasma membrane estrogen receptor signaling 8.0 735.0 86.0 -0.036 0.03 1000.0 -1000.0 -0.075 -1000.0 Arf6 trafficking events 7.0 525.0 71.0 -0.081 0.034 1000.0 -1000.0 -0.06 -1000.0 Regulation of Telomerase 7.0 749.0 102.0 -0.092 0.03 1000.0 -1000.0 -0.088 -1000.0 Insulin Pathway 7.0 529.0 74.0 -0.152 0.029 1000.0 -1000.0 -0.075 -1000.0 VEGFR1 specific signals 7.0 408.0 56.0 -0.313 0.043 1000.0 -1000.0 -0.059 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 184.0 28.0 -0.031 0.021 1000.0 -1000.0 -0.045 -1000.0 Cellular roles of Anthrax toxin 6.0 235.0 39.0 -0.046 0.015 1000.0 -1000.0 -0.027 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 428.0 65.0 -0.176 0.053 1000.0 -1000.0 -0.06 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 92.0 15.0 -0.0 0.022 1000.0 -1000.0 -0.029 -1000.0 Retinoic acid receptors-mediated signaling 6.0 375.0 58.0 -0.169 0.031 1000.0 -1000.0 -0.068 -1000.0 p38 MAPK signaling pathway 6.0 307.0 44.0 -0.08 0.026 1000.0 -1000.0 -0.06 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 111.0 17.0 -0.014 0.023 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class II 5.0 405.0 75.0 -0.044 0.027 1000.0 -1000.0 -0.053 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 93.0 17.0 -0.013 0.031 1000.0 -1000.0 -0.053 -1000.0 IFN-gamma pathway 5.0 340.0 68.0 -0.08 0.046 1000.0 -1000.0 -0.089 -1000.0 Ceramide signaling pathway 5.0 395.0 76.0 -0.09 0.036 1000.0 -1000.0 -0.053 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 457.0 83.0 -0.063 0.039 1000.0 -1000.0 -0.073 -1000.0 FoxO family signaling 5.0 333.0 64.0 -0.12 0.055 1000.0 -1000.0 -0.074 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 411.0 74.0 -0.113 0.059 1000.0 -1000.0 -0.077 -1000.0 Class I PI3K signaling events 5.0 418.0 73.0 -0.08 0.022 1000.0 -1000.0 -0.053 -1000.0 Circadian rhythm pathway 4.0 99.0 22.0 -0.026 0.034 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by HDAC Class I 4.0 517.0 104.0 -0.049 0.043 1000.0 -1000.0 -0.05 -1000.0 IL2 signaling events mediated by PI3K 4.0 285.0 58.0 -0.149 0.065 1000.0 -1000.0 -0.075 -1000.0 TCGA08_rtk_signaling 4.0 109.0 26.0 -0.024 0.036 1000.0 -1000.0 -0.02 -1000.0 Arf6 downstream pathway 3.0 168.0 43.0 -0.036 0.025 1000.0 -1000.0 -0.037 -1000.0 IGF1 pathway 3.0 225.0 57.0 -0.037 0.04 1000.0 -1000.0 -0.081 -1000.0 S1P3 pathway 3.0 156.0 42.0 -0.03 0.021 1000.0 -1000.0 -0.053 -1000.0 Rapid glucocorticoid signaling 3.0 63.0 20.0 -0.007 0.01 1000.0 -1000.0 -0.037 -1000.0 TRAIL signaling pathway 2.0 143.0 48.0 -0.009 0.039 1000.0 -1000.0 -0.058 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 120.0 45.0 -0.011 0.06 1000.0 -1000.0 -0.073 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 188.0 76.0 -0.037 0.049 1000.0 -1000.0 -0.069 -1000.0 PDGFR-beta signaling pathway 2.0 231.0 97.0 -0.036 0.048 1000.0 -1000.0 -0.073 -1000.0 Canonical NF-kappaB pathway 1.0 44.0 39.0 -0.013 0.066 1000.0 -1000.0 -0.068 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.002 0.009 1000.0 -1000.0 -0.032 -1000.0 EPO signaling pathway 1.0 99.0 55.0 -0.005 0.058 1000.0 -1000.0 -0.067 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 48.0 37.0 -0.005 0.037 1000.0 -1000.0 -0.049 -1000.0 ceramide signaling pathway 1.0 59.0 49.0 -0.011 0.039 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling events 1.0 8.0 5.0 -0.002 0.01 1000.0 -1000.0 -0.034 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 12.0 23.0 -0.003 0.036 1000.0 -1000.0 -0.057 -1000.0 Insulin-mediated glucose transport 0.0 25.0 32.0 -0.003 0.034 1000.0 -1000.0 -0.059 -1000.0 mTOR signaling pathway 0.0 14.0 53.0 -0.001 0.026 1000.0 -1000.0 -0.051 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 28.0 68.0 -0.033 0.045 1000.0 -1000.0 -0.049 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 19.0 36.0 -0.003 0.018 1000.0 -1000.0 -0.061 -1000.0 Atypical NF-kappaB pathway 0.0 17.0 31.0 -0.002 0.038 1000.0 -1000.0 -0.054 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 11.0 27.0 -0.001 0.023 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in keratinocytes 0.0 30.0 43.0 -0.007 0.037 1000.0 -1000.0 -0.06 -1000.0 Arf1 pathway 0.0 20.0 54.0 -0.006 0.024 1000.0 -1000.0 -0.038 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.01 1000.0 -1000.0 -0.047 -1000.0 Total 3038 175984 7203 -18.4467508443 -995.257982277 131000 -131000 -8.06066013919 -131000