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 Syndecan-1-mediated signaling events 64.0 2199.0 34.0 -0.703 0.015 1000.0 -1000.0 -0.052 -1000.0 TCGA08_retinoblastoma 25.0 200.0 8.0 -0.134 0.039 1000.0 -1000.0 -0.014 -1000.0 Reelin signaling pathway 23.0 1305.0 56.0 -0.395 0.037 1000.0 -1000.0 -0.064 -1000.0 Glypican 1 network 22.0 1056.0 48.0 -0.437 0.025 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 18.0 1236.0 67.0 -0.333 0.058 1000.0 -1000.0 -0.056 -1000.0 Caspase cascade in apoptosis 15.0 1165.0 74.0 -0.143 0.091 1000.0 -1000.0 -0.041 -1000.0 IL4-mediated signaling events 15.0 1369.0 91.0 -0.69 0.466 1000.0 -1000.0 -0.215 -1000.0 Osteopontin-mediated events 14.0 548.0 38.0 -0.151 0.019 1000.0 -1000.0 -0.067 -1000.0 FOXA2 and FOXA3 transcription factor networks 14.0 682.0 46.0 -0.579 0.023 1000.0 -1000.0 -0.173 -1000.0 Signaling events mediated by the Hedgehog family 13.0 699.0 52.0 -0.165 0.152 1000.0 -1000.0 -0.053 -1000.0 IL23-mediated signaling events 11.0 663.0 60.0 -0.309 0.017 1000.0 -1000.0 -0.149 -1000.0 Angiopoietin receptor Tie2-mediated signaling 11.0 990.0 88.0 -0.297 0.054 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 11.0 935.0 78.0 -0.095 0.031 1000.0 -1000.0 -0.086 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 10.0 574.0 54.0 -0.172 0.021 1000.0 -1000.0 -0.086 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 175.0 17.0 -0.065 0.024 1000.0 -1000.0 -0.044 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 600.0 61.0 -0.376 0.163 1000.0 -1000.0 -0.055 -1000.0 Glucocorticoid receptor regulatory network 9.0 1067.0 114.0 -0.484 0.17 1000.0 -1000.0 -0.078 -1000.0 Endothelins 9.0 887.0 96.0 -0.454 0.18 1000.0 -1000.0 -0.092 -1000.0 TCGA08_p53 9.0 64.0 7.0 -0.101 0.052 1000.0 -1000.0 -0.012 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 402.0 44.0 -0.052 0.012 1000.0 -1000.0 -0.041 -1000.0 Canonical Wnt signaling pathway 9.0 468.0 51.0 -0.376 0.173 1000.0 -1000.0 -0.063 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 304.0 31.0 -0.357 0.012 1000.0 -1000.0 -0.07 -1000.0 Signaling events mediated by PRL 9.0 323.0 34.0 -0.163 0.064 1000.0 -1000.0 -0.041 -1000.0 HIF-1-alpha transcription factor network 8.0 642.0 76.0 -0.73 0.02 1000.0 -1000.0 -0.217 -1000.0 Visual signal transduction: Rods 8.0 417.0 52.0 -0.279 0.012 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 7.0 600.0 81.0 -0.215 0.035 1000.0 -1000.0 -0.082 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 218.0 34.0 -0.032 0.012 1000.0 -1000.0 -0.053 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 109.0 17.0 -0.138 0.024 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 6.0 430.0 69.0 -0.31 0.033 1000.0 -1000.0 -0.027 -1000.0 amb2 Integrin signaling 6.0 495.0 82.0 -0.268 0.022 1000.0 -1000.0 -0.051 -1000.0 Retinoic acid receptors-mediated signaling 6.0 351.0 58.0 -0.27 0.025 1000.0 -1000.0 -0.068 -1000.0 Effects of Botulinum toxin 6.0 173.0 26.0 -0.091 0.019 1000.0 -1000.0 -0.042 -1000.0 Wnt signaling 6.0 42.0 7.0 -0.158 0.012 1000.0 -1000.0 -0.032 -1000.0 BCR signaling pathway 6.0 627.0 99.0 -0.102 0.024 1000.0 -1000.0 -0.08 -1000.0 Plasma membrane estrogen receptor signaling 6.0 523.0 86.0 -0.39 0.098 1000.0 -1000.0 -0.072 -1000.0 Visual signal transduction: Cones 5.0 197.0 38.0 -0.114 0.014 1000.0 -1000.0 -0.032 -1000.0 p75(NTR)-mediated signaling 5.0 724.0 125.0 -0.899 0.037 1000.0 -1000.0 -0.09 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 564.0 97.0 -0.097 0.028 1000.0 -1000.0 -0.075 -1000.0 Nectin adhesion pathway 5.0 345.0 63.0 -0.688 0.041 1000.0 -1000.0 -0.064 -1000.0 IL1-mediated signaling events 5.0 365.0 62.0 -0.103 0.025 1000.0 -1000.0 -0.084 -1000.0 LPA receptor mediated events 5.0 588.0 102.0 -0.117 0.027 1000.0 -1000.0 -0.08 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 402.0 68.0 -0.357 0.037 1000.0 -1000.0 -0.121 -1000.0 IFN-gamma pathway 4.0 302.0 68.0 -0.092 0.018 1000.0 -1000.0 -0.1 -1000.0 S1P5 pathway 4.0 68.0 17.0 -0.109 0.092 1000.0 -1000.0 -0.031 -1000.0 S1P1 pathway 4.0 158.0 36.0 -0.162 0.013 1000.0 -1000.0 -0.056 -1000.0 Syndecan-3-mediated signaling events 4.0 150.0 35.0 -0.21 0.037 1000.0 -1000.0 -0.042 -1000.0 IL27-mediated signaling events 4.0 217.0 51.0 -0.251 0.062 1000.0 -1000.0 -0.081 -1000.0 FOXM1 transcription factor network 4.0 236.0 51.0 -0.294 0.024 1000.0 -1000.0 -0.234 -1000.0 HIF-2-alpha transcription factor network 3.0 144.0 43.0 -0.138 0.055 1000.0 -1000.0 -0.099 -1000.0 Nongenotropic Androgen signaling 3.0 168.0 52.0 -0.158 0.023 1000.0 -1000.0 -0.056 -1000.0 Regulation of Telomerase 3.0 404.0 102.0 -0.389 0.036 1000.0 -1000.0 -0.109 -1000.0 Aurora B signaling 3.0 222.0 67.0 -0.384 0.078 1000.0 -1000.0 -0.047 -1000.0 IL12-mediated signaling events 2.0 231.0 87.0 -0.13 0.042 1000.0 -1000.0 -0.148 -1000.0 ErbB4 signaling events 2.0 157.0 69.0 -0.159 0.076 1000.0 -1000.0 -0.077 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 73.0 28.0 -0.04 0.022 1000.0 -1000.0 -0.032 -1000.0 PLK1 signaling events 2.0 178.0 85.0 -0.114 0.026 1000.0 -1000.0 -0.036 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 193.0 82.0 -0.131 0.012 1000.0 -1000.0 -0.077 -1000.0 Ephrin B reverse signaling 2.0 120.0 48.0 -0.032 0.017 1000.0 -1000.0 -0.046 -1000.0 Integrins in angiogenesis 2.0 175.0 84.0 -0.153 0.03 1000.0 -1000.0 -0.074 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 248.0 93.0 -0.028 0.031 1000.0 -1000.0 -0.075 -1000.0 IL6-mediated signaling events 2.0 160.0 75.0 -0.106 0.041 1000.0 -1000.0 -0.083 -1000.0 EGFR-dependent Endothelin signaling events 2.0 54.0 21.0 -0.03 0.018 1000.0 -1000.0 -0.056 -1000.0 VEGFR1 specific signals 2.0 154.0 56.0 -0.03 0.034 1000.0 -1000.0 -0.058 -1000.0 PDGFR-beta signaling pathway 2.0 228.0 97.0 -0.105 0.035 1000.0 -1000.0 -0.067 -1000.0 S1P4 pathway 2.0 61.0 25.0 -0.109 0.024 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 1.0 128.0 65.0 -0.039 0.036 1000.0 -1000.0 -0.06 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 256.0 136.0 -0.092 0.09 1000.0 -1000.0 -0.061 -1000.0 Coregulation of Androgen receptor activity 1.0 134.0 76.0 -0.125 0.036 1000.0 -1000.0 -0.036 -1000.0 Noncanonical Wnt signaling pathway 1.0 42.0 26.0 -0.158 0.012 1000.0 -1000.0 -0.053 -1000.0 Thromboxane A2 receptor signaling 1.0 191.0 105.0 -0.1 0.039 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by PTP1B 1.0 82.0 76.0 -0.092 0.018 1000.0 -1000.0 -0.066 -1000.0 Aurora A signaling 1.0 98.0 60.0 -0.078 0.033 1000.0 -1000.0 -0.034 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 148.0 83.0 -0.272 0.07 1000.0 -1000.0 -0.06 -1000.0 IL2 signaling events mediated by PI3K 1.0 75.0 58.0 -0.135 0.047 1000.0 -1000.0 -0.065 -1000.0 EPHB forward signaling 1.0 161.0 85.0 -0.059 0.042 1000.0 -1000.0 -0.085 -1000.0 Glypican 2 network 1.0 6.0 4.0 0.008 0.011 1000.0 -1000.0 -0.017 -1000.0 Insulin Pathway 1.0 102.0 74.0 -0.054 0.032 1000.0 -1000.0 -0.079 -1000.0 S1P3 pathway 1.0 80.0 42.0 -0.085 0.025 1000.0 -1000.0 -0.038 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 64.0 33.0 -0.13 0.034 1000.0 -1000.0 -0.035 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 170.0 120.0 -0.073 0.049 1000.0 -1000.0 -0.066 -1000.0 LPA4-mediated signaling events 0.0 6.0 12.0 -0.017 0.012 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.008 0.035 1000.0 -1000.0 -0.04 -1000.0 Canonical NF-kappaB pathway 0.0 6.0 39.0 -0.003 0.058 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by HDAC Class II 0.0 5.0 75.0 -0.024 0.033 1000.0 -1000.0 -0.042 -1000.0 BARD1 signaling events 0.0 18.0 57.0 -0.031 0.045 1000.0 -1000.0 -0.062 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.012 0.016 1000.0 -1000.0 -0.015 -1000.0 Circadian rhythm pathway 0.0 14.0 22.0 -0.014 0.037 1000.0 -1000.0 -0.051 -1000.0 Ephrin A reverse signaling 0.0 6.0 7.0 -0.024 0.009 1000.0 -1000.0 -0.017 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.012 0.015 1000.0 -1000.0 -0.021 -1000.0 Cellular roles of Anthrax toxin 0.0 24.0 39.0 -0.009 0.012 1000.0 -1000.0 -0.018 -1000.0 Arf6 signaling events 0.0 51.0 62.0 -0.044 0.032 1000.0 -1000.0 -0.051 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 26.0 85.0 -0.013 0.045 1000.0 -1000.0 -0.057 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 18.0 65.0 -0.076 0.046 1000.0 -1000.0 -0.069 -1000.0 Arf6 downstream pathway 0.0 23.0 43.0 -0.02 0.024 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.0 0.023 1000.0 -1000.0 -0.018 -1000.0 EPO signaling pathway 0.0 8.0 55.0 -0.002 0.047 1000.0 -1000.0 -0.082 -1000.0 Insulin-mediated glucose transport 0.0 4.0 32.0 -0.002 0.033 1000.0 -1000.0 -0.04 -1000.0 PDGFR-alpha signaling pathway 0.0 20.0 44.0 -0.002 0.031 1000.0 -1000.0 -0.045 -1000.0 mTOR signaling pathway 0.0 0.0 53.0 -0.001 0.029 1000.0 -1000.0 -0.051 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 7.0 68.0 -0.032 0.042 1000.0 -1000.0 -0.044 -1000.0 Ceramide signaling pathway 0.0 42.0 76.0 -0.017 0.038 1000.0 -1000.0 -0.047 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 0.0 37.0 -0.018 0.034 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by HDAC Class III 0.0 14.0 40.0 -0.022 0.023 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 0.0 42.0 48.0 -0.054 0.035 1000.0 -1000.0 -0.05 -1000.0 ceramide signaling pathway 0.0 5.0 49.0 0.0 0.041 1000.0 -1000.0 -0.048 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 0.0 29.0 52.0 -0.069 0.029 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class I 0.0 14.0 104.0 -0.025 0.04 1000.0 -1000.0 -0.046 -1000.0 FoxO family signaling 0.0 49.0 64.0 -0.126 0.084 1000.0 -1000.0 -0.1 -1000.0 FAS signaling pathway (CD95) 0.0 38.0 47.0 -0.022 0.025 1000.0 -1000.0 -0.052 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 5.0 15.0 -0.098 0.022 1000.0 -1000.0 -0.034 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 0.0 36.0 -0.031 0.034 1000.0 -1000.0 -0.048 -1000.0 Atypical NF-kappaB pathway 0.0 2.0 31.0 -0.0 0.037 1000.0 -1000.0 -0.038 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 2.0 45.0 -0.002 0.054 1000.0 -1000.0 -0.086 -1000.0 Regulation of p38-alpha and p38-beta 0.0 1.0 54.0 -0.014 0.032 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 60.0 125.0 -0.002 0.06 1000.0 -1000.0 -0.076 -1000.0 TCGA08_rtk_signaling 0.0 12.0 26.0 -0.018 0.037 1000.0 -1000.0 -0.013 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 10.0 74.0 -0.026 0.051 1000.0 -1000.0 -0.078 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 10.0 76.0 -0.009 0.043 1000.0 -1000.0 -0.072 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.001 0.032 1000.0 -1000.0 -0.05 -1000.0 IL2 signaling events mediated by STAT5 0.0 5.0 22.0 0.004 0.054 1000.0 -1000.0 -0.059 -1000.0 Class I PI3K signaling events 0.0 37.0 73.0 -0.004 0.03 1000.0 -1000.0 -0.056 -1000.0 Arf6 trafficking events 0.0 41.0 71.0 -0.036 0.031 1000.0 -1000.0 -0.051 -1000.0 IGF1 pathway 0.0 28.0 57.0 -0.02 0.025 1000.0 -1000.0 -0.077 -1000.0 Rapid glucocorticoid signaling 0.0 0.0 20.0 -0.0 0.013 1000.0 -1000.0 -0.014 -1000.0 E-cadherin signaling in keratinocytes 0.0 19.0 43.0 -0.032 0.039 1000.0 -1000.0 -0.045 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.012 0.012 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.025 1000.0 -1000.0 -0.023 -1000.0 p38 MAPK signaling pathway 0.0 18.0 44.0 -0.011 0.027 1000.0 -1000.0 -0.064 -1000.0 Arf1 pathway 0.0 16.0 54.0 -0.0 0.026 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.037 1000.0 -1000.0 -0.029 -1000.0 Regulation of Androgen receptor activity 0.0 54.0 70.0 -0.164 0.025 1000.0 -1000.0 -0.06 -1000.0 Total 537 32353 7203 -18.3271319473 5.58256401161 131000 -131000 -7.96545143541 -131000