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 7.0 362.0 46.0 -0.468 0.043 1000.0 -1000.0 -0.119 -1000.0 Ephrin A reverse signaling 5.0 36.0 7.0 -0.059 0.0 1000.0 -1000.0 -0.02 -1000.0 IL23-mediated signaling events 5.0 347.0 60.0 -0.401 0.04 1000.0 -1000.0 -0.112 -1000.0 Signaling events mediated by the Hedgehog family 4.0 223.0 52.0 -0.074 0.047 1000.0 -1000.0 -0.036 -1000.0 IL4-mediated signaling events 4.0 375.0 91.0 -0.487 0.342 1000.0 -1000.0 -0.134 -1000.0 Signaling events regulated by Ret tyrosine kinase 4.0 333.0 82.0 -0.05 0.039 1000.0 -1000.0 -0.044 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 3.0 109.0 34.0 -0.031 0.057 1000.0 -1000.0 -0.037 -1000.0 TCGA08_p53 3.0 25.0 7.0 -0.049 0.034 1000.0 -1000.0 -0.013 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 132.0 44.0 -0.044 0.037 1000.0 -1000.0 -0.021 -1000.0 TCR signaling in naïve CD8+ T cells 3.0 313.0 93.0 -0.097 0.051 1000.0 -1000.0 -0.052 -1000.0 Visual signal transduction: Rods 3.0 166.0 52.0 -0.094 0.057 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 2.0 158.0 65.0 -0.047 0.051 1000.0 -1000.0 -0.084 -1000.0 Visual signal transduction: Cones 2.0 99.0 38.0 -0.044 0.057 1000.0 -1000.0 -0.024 -1000.0 Noncanonical Wnt signaling pathway 2.0 54.0 26.0 -0.038 0.037 1000.0 -1000.0 -0.041 -1000.0 p75(NTR)-mediated signaling 2.0 374.0 125.0 -0.074 0.09 1000.0 -1000.0 -0.065 -1000.0 BMP receptor signaling 2.0 228.0 81.0 -0.085 0.068 1000.0 -1000.0 -0.037 -1000.0 Glypican 1 network 2.0 141.0 48.0 -0.073 0.063 1000.0 -1000.0 -0.03 -1000.0 Fc-epsilon receptor I signaling in mast cells 2.0 290.0 97.0 -0.106 0.059 1000.0 -1000.0 -0.07 -1000.0 Glucocorticoid receptor regulatory network 2.0 340.0 114.0 -0.376 0.173 1000.0 -1000.0 -0.055 -1000.0 IL1-mediated signaling events 2.0 140.0 62.0 -0.077 0.088 1000.0 -1000.0 -0.032 -1000.0 FAS signaling pathway (CD95) 2.0 105.0 47.0 -0.16 0.068 1000.0 -1000.0 -0.053 -1000.0 EPHB forward signaling 2.0 196.0 85.0 -0.051 0.083 1000.0 -1000.0 -0.062 -1000.0 Effects of Botulinum toxin 2.0 53.0 26.0 -0.029 0.035 1000.0 -1000.0 -0.015 -1000.0 BCR signaling pathway 2.0 245.0 99.0 -0.101 0.044 1000.0 -1000.0 -0.073 -1000.0 Syndecan-4-mediated signaling events 2.0 153.0 67.0 -0.045 0.05 1000.0 -1000.0 -0.043 -1000.0 LPA4-mediated signaling events 1.0 13.0 12.0 -0.043 0.011 1000.0 -1000.0 -0.022 -1000.0 Caspase cascade in apoptosis 1.0 144.0 74.0 -0.146 0.08 1000.0 -1000.0 -0.046 -1000.0 Coregulation of Androgen receptor activity 1.0 94.0 76.0 -0.097 0.067 1000.0 -1000.0 -0.022 -1000.0 IL12-mediated signaling events 1.0 134.0 87.0 -0.126 0.067 1000.0 -1000.0 -0.089 -1000.0 ErbB4 signaling events 1.0 81.0 69.0 -0.053 0.051 1000.0 -1000.0 -0.038 -1000.0 Syndecan-1-mediated signaling events 1.0 51.0 34.0 -0.023 0.051 1000.0 -1000.0 -0.025 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 18.0 17.0 -0.029 0.087 1000.0 -1000.0 -0.043 -1000.0 Thromboxane A2 receptor signaling 1.0 130.0 105.0 -0.037 0.049 1000.0 -1000.0 -0.046 -1000.0 HIF-1-alpha transcription factor network 1.0 126.0 76.0 -0.102 0.046 1000.0 -1000.0 -0.082 -1000.0 Syndecan-2-mediated signaling events 1.0 85.0 69.0 -0.029 0.082 1000.0 -1000.0 -0.04 -1000.0 Cellular roles of Anthrax toxin 1.0 41.0 39.0 -0.039 0.039 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by PTP1B 1.0 87.0 76.0 -0.076 0.057 1000.0 -1000.0 -0.033 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 75.0 61.0 -0.091 0.09 1000.0 -1000.0 -0.052 -1000.0 EPO signaling pathway 1.0 55.0 55.0 0.007 0.071 1000.0 -1000.0 -0.03 -1000.0 PLK1 signaling events 1.0 110.0 85.0 -0.02 0.061 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 1.0 106.0 68.0 -0.096 0.052 1000.0 -1000.0 -0.054 -1000.0 amb2 Integrin signaling 1.0 142.0 82.0 -0.092 0.061 1000.0 -1000.0 -0.038 -1000.0 Reelin signaling pathway 1.0 100.0 56.0 -0.041 0.084 1000.0 -1000.0 -0.034 -1000.0 ceramide signaling pathway 1.0 80.0 49.0 -0.013 0.054 1000.0 -1000.0 -0.03 -1000.0 Ephrin B reverse signaling 1.0 71.0 48.0 -0.042 0.056 1000.0 -1000.0 -0.032 -1000.0 Endothelins 1.0 191.0 96.0 -0.099 0.059 1000.0 -1000.0 -0.052 -1000.0 S1P1 pathway 1.0 37.0 36.0 -0.085 0.037 1000.0 -1000.0 -0.035 -1000.0 Retinoic acid receptors-mediated signaling 1.0 58.0 58.0 -0.038 0.066 1000.0 -1000.0 -0.049 -1000.0 Syndecan-3-mediated signaling events 1.0 44.0 35.0 -0.029 0.09 1000.0 -1000.0 -0.016 -1000.0 IL2 signaling events mediated by PI3K 1.0 77.0 58.0 -0.124 0.055 1000.0 -1000.0 -0.05 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 64.0 45.0 -0.042 0.087 1000.0 -1000.0 -0.043 -1000.0 Canonical Wnt signaling pathway 1.0 81.0 51.0 -0.091 0.198 1000.0 -1000.0 -0.044 -1000.0 Glypican 2 network 1.0 6.0 4.0 0.012 0.031 1000.0 -1000.0 0.024 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 44.0 31.0 -0.054 0.039 1000.0 -1000.0 -0.05 -1000.0 IL27-mediated signaling events 1.0 98.0 51.0 -0.167 0.061 1000.0 -1000.0 -0.051 -1000.0 Wnt signaling 1.0 13.0 7.0 -0.038 0.027 1000.0 -1000.0 -0.024 -1000.0 IL6-mediated signaling events 1.0 89.0 75.0 -0.143 0.055 1000.0 -1000.0 -0.061 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 1.0 78.0 68.0 -0.146 0.039 1000.0 -1000.0 -0.104 -1000.0 TCGA08_retinoblastoma 1.0 14.0 8.0 -0.006 0.035 1000.0 -1000.0 -0.007 -1000.0 Regulation of Telomerase 1.0 123.0 102.0 -0.183 0.078 1000.0 -1000.0 -0.054 -1000.0 EGFR-dependent Endothelin signaling events 1.0 23.0 21.0 -0.03 0.071 1000.0 -1000.0 -0.039 -1000.0 Plasma membrane estrogen receptor signaling 1.0 105.0 86.0 -0.06 0.069 1000.0 -1000.0 -0.052 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 235.0 120.0 -0.072 0.087 1000.0 -1000.0 -0.055 -1000.0 FOXM1 transcription factor network 1.0 51.0 51.0 -0.058 0.068 1000.0 -1000.0 -0.137 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 95.0 78.0 -0.099 0.049 1000.0 -1000.0 -0.06 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 17.0 17.0 -0.023 0.056 1000.0 -1000.0 -0.04 -1000.0 Aurora B signaling 1.0 79.0 67.0 -0.204 0.092 1000.0 -1000.0 -0.037 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 88.0 136.0 -0.148 0.083 1000.0 -1000.0 -0.033 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 3.0 23.0 0.012 0.06 1000.0 -1000.0 -0.025 -1000.0 Canonical NF-kappaB pathway 0.0 11.0 39.0 -0.016 0.074 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class II 0.0 6.0 75.0 -0.033 0.092 1000.0 -1000.0 -0.026 -1000.0 BARD1 signaling events 0.0 30.0 57.0 -0.054 0.073 1000.0 -1000.0 -0.041 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 11.0 28.0 -0.016 0.066 1000.0 -1000.0 -0.026 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 -0.013 0.035 1000.0 -1000.0 -0.025 -1000.0 Circadian rhythm pathway 0.0 2.0 22.0 -0.005 0.072 1000.0 -1000.0 -0.043 -1000.0 Osteopontin-mediated events 0.0 25.0 38.0 -0.037 0.067 1000.0 -1000.0 -0.044 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 52.0 54.0 -0.047 0.051 1000.0 -1000.0 -0.03 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.025 0.043 1000.0 -1000.0 0.027 -1000.0 Arf6 signaling events 0.0 50.0 62.0 -0.047 0.089 1000.0 -1000.0 -0.031 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 71.0 85.0 -0.018 0.078 1000.0 -1000.0 -0.047 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 59.0 65.0 -0.123 0.073 1000.0 -1000.0 -0.049 -1000.0 Aurora A signaling 0.0 40.0 60.0 -0.056 0.068 1000.0 -1000.0 -0.025 -1000.0 Arf6 downstream pathway 0.0 36.0 43.0 -0.059 0.06 1000.0 -1000.0 -0.03 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.048 1000.0 -1000.0 -0.012 -1000.0 Insulin-mediated glucose transport 0.0 13.0 32.0 -0.053 0.064 1000.0 -1000.0 -0.034 -1000.0 PDGFR-alpha signaling pathway 0.0 6.0 44.0 -0.027 0.078 1000.0 -1000.0 -0.038 -1000.0 mTOR signaling pathway 0.0 39.0 53.0 -0.069 0.052 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 63.0 68.0 -0.04 0.061 1000.0 -1000.0 -0.03 -1000.0 Nectin adhesion pathway 0.0 57.0 63.0 -0.023 0.069 1000.0 -1000.0 -0.051 -1000.0 Ceramide signaling pathway 0.0 56.0 76.0 -0.017 0.089 1000.0 -1000.0 -0.037 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 24.0 37.0 -0.016 0.075 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class III 0.0 29.0 40.0 -0.068 0.069 1000.0 -1000.0 -0.041 -1000.0 TRAIL signaling pathway 0.0 33.0 48.0 -0.022 0.066 1000.0 -1000.0 -0.026 -1000.0 S1P5 pathway 0.0 16.0 17.0 -0.009 0.046 1000.0 -1000.0 -0.008 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 0.0 46.0 52.0 -0.01 0.086 1000.0 -1000.0 -0.039 -1000.0 HIF-2-alpha transcription factor network 0.0 21.0 43.0 -0.085 0.087 1000.0 -1000.0 -0.055 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 43.0 83.0 -0.028 0.068 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class I 0.0 49.0 104.0 -0.062 0.086 1000.0 -1000.0 -0.041 -1000.0 FoxO family signaling 0.0 55.0 64.0 -0.106 0.05 1000.0 -1000.0 -0.073 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 11.0 15.0 -0.017 0.036 1000.0 -1000.0 -0.029 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 17.0 36.0 -0.061 0.071 1000.0 -1000.0 -0.037 -1000.0 Atypical NF-kappaB pathway 0.0 4.0 31.0 -0.014 0.047 1000.0 -1000.0 -0.021 -1000.0 Integrins in angiogenesis 0.0 54.0 84.0 -0.02 0.089 1000.0 -1000.0 -0.036 -1000.0 Regulation of p38-alpha and p38-beta 0.0 52.0 54.0 -0.065 0.086 1000.0 -1000.0 -0.047 -1000.0 Nongenotropic Androgen signaling 0.0 48.0 52.0 -0.03 0.056 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 16.0 125.0 -0.016 0.091 1000.0 -1000.0 -0.045 -1000.0 TCGA08_rtk_signaling 0.0 8.0 26.0 -0.053 0.087 1000.0 -1000.0 -0.005 -1000.0 LPA receptor mediated events 0.0 93.0 102.0 -0.054 0.069 1000.0 -1000.0 -0.085 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 68.0 74.0 -0.111 0.083 1000.0 -1000.0 -0.057 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 72.0 76.0 -0.025 0.073 1000.0 -1000.0 -0.05 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.019 0.075 1000.0 -1000.0 -0.034 -1000.0 IL2 signaling events mediated by STAT5 0.0 15.0 22.0 -0.016 0.037 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events 0.0 41.0 73.0 -0.017 0.061 1000.0 -1000.0 -0.042 -1000.0 Arf6 trafficking events 0.0 22.0 71.0 -0.059 0.066 1000.0 -1000.0 -0.038 -1000.0 IGF1 pathway 0.0 20.0 57.0 -0.013 0.099 1000.0 -1000.0 -0.03 -1000.0 Insulin Pathway 0.0 38.0 74.0 -0.032 0.085 1000.0 -1000.0 -0.041 -1000.0 VEGFR1 specific signals 0.0 16.0 56.0 -0.016 0.086 1000.0 -1000.0 -0.04 -1000.0 S1P3 pathway 0.0 28.0 42.0 -0.012 0.061 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 28.0 88.0 -0.047 0.086 1000.0 -1000.0 -0.077 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 26.0 33.0 -0.0 0.084 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 0.0 4.0 20.0 -0.01 0.045 1000.0 -1000.0 -0.014 -1000.0 PDGFR-beta signaling pathway 0.0 73.0 97.0 -0.053 0.087 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by PRL 0.0 14.0 34.0 -0.04 0.05 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling in keratinocytes 0.0 32.0 43.0 -0.022 0.055 1000.0 -1000.0 -0.021 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.035 0.035 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 0.0 23.0 25.0 -0.01 0.065 1000.0 -1000.0 -0.021 -1000.0 E-cadherin signaling events 0.0 3.0 5.0 0.024 0.056 1000.0 -1000.0 0.025 -1000.0 p38 MAPK signaling pathway 0.0 10.0 44.0 -0.029 0.076 1000.0 -1000.0 -0.022 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.007 0.068 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.086 1000.0 -1000.0 0.0 -1000.0 Regulation of Androgen receptor activity 0.0 65.0 70.0 -0.147 0.041 1000.0 -1000.0 -0.055 -1000.0 Total 114 10318 7203 -8.42586429698 8.74797594814 131000 -131000 -5.29494320193 -131000