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 Ephrin A reverse signaling 9.0 66.0 7.0 -0.138 -0.0 1000.0 -1000.0 -0.007 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 7.0 248.0 34.0 -0.164 0.029 1000.0 -1000.0 -0.033 -1000.0 Ephrin B reverse signaling 5.0 246.0 48.0 -0.214 0.029 1000.0 -1000.0 -0.025 -1000.0 E-cadherin signaling events 5.0 25.0 5.0 -0.093 0.025 1000.0 -1000.0 0.003 -1000.0 Syndecan-1-mediated signaling events 4.0 143.0 34.0 -0.176 0.028 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by the Hedgehog family 4.0 250.0 52.0 -0.165 0.091 1000.0 -1000.0 -0.032 -1000.0 IL4-mediated signaling events 4.0 402.0 91.0 -0.491 0.441 1000.0 -1000.0 -0.084 -1000.0 Glucocorticoid receptor regulatory network 4.0 511.0 114.0 -0.527 0.193 1000.0 -1000.0 -0.053 -1000.0 Reelin signaling pathway 4.0 245.0 56.0 -0.126 0.044 1000.0 -1000.0 -0.043 -1000.0 Endothelins 4.0 432.0 96.0 -0.213 0.068 1000.0 -1000.0 -0.046 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 346.0 74.0 -0.104 0.039 1000.0 -1000.0 -0.066 -1000.0 TCGA08_retinoblastoma 4.0 38.0 8.0 -0.031 0.085 1000.0 -1000.0 -0.001 -1000.0 IL23-mediated signaling events 4.0 263.0 60.0 -0.428 0.028 1000.0 -1000.0 -0.077 -1000.0 Thromboxane A2 receptor signaling 3.0 364.0 105.0 -0.174 0.081 1000.0 -1000.0 -0.044 -1000.0 p75(NTR)-mediated signaling 3.0 390.0 125.0 -0.15 0.074 1000.0 -1000.0 -0.069 -1000.0 BMP receptor signaling 3.0 261.0 81.0 -0.135 0.055 1000.0 -1000.0 -0.049 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 282.0 82.0 -0.105 0.029 1000.0 -1000.0 -0.061 -1000.0 EPHB forward signaling 3.0 281.0 85.0 -0.096 0.074 1000.0 -1000.0 -0.06 -1000.0 Glypican 2 network 3.0 13.0 4.0 -0.009 -0.003 1000.0 -1000.0 0.002 -1000.0 Calcium signaling in the CD4+ TCR pathway 3.0 93.0 31.0 -0.206 0.028 1000.0 -1000.0 -0.038 -1000.0 IL6-mediated signaling events 3.0 238.0 75.0 -0.332 0.055 1000.0 -1000.0 -0.043 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 270.0 68.0 -0.263 0.069 1000.0 -1000.0 -0.078 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 236.0 76.0 -0.116 0.042 1000.0 -1000.0 -0.059 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 281.0 88.0 -0.161 0.034 1000.0 -1000.0 -0.067 -1000.0 ErbB2/ErbB3 signaling events 2.0 187.0 65.0 -0.106 0.038 1000.0 -1000.0 -0.065 -1000.0 Caspase cascade in apoptosis 2.0 151.0 74.0 -0.077 0.074 1000.0 -1000.0 -0.031 -1000.0 IL12-mediated signaling events 2.0 206.0 87.0 -0.229 0.029 1000.0 -1000.0 -0.081 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 137.0 54.0 -0.118 0.031 1000.0 -1000.0 -0.057 -1000.0 HIF-1-alpha transcription factor network 2.0 198.0 76.0 -0.187 0.042 1000.0 -1000.0 -0.06 -1000.0 Arf6 signaling events 2.0 162.0 62.0 -0.161 0.038 1000.0 -1000.0 -0.029 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 254.0 85.0 -0.154 0.081 1000.0 -1000.0 -0.036 -1000.0 FOXA2 and FOXA3 transcription factor networks 2.0 129.0 46.0 -0.229 0.033 1000.0 -1000.0 -0.085 -1000.0 Glypican 1 network 2.0 102.0 48.0 -0.126 0.042 1000.0 -1000.0 -0.025 -1000.0 Fc-epsilon receptor I signaling in mast cells 2.0 259.0 97.0 -0.075 0.044 1000.0 -1000.0 -0.055 -1000.0 IFN-gamma pathway 2.0 144.0 68.0 -0.114 0.034 1000.0 -1000.0 -0.055 -1000.0 amb2 Integrin signaling 2.0 227.0 82.0 -0.178 0.035 1000.0 -1000.0 -0.034 -1000.0 FAS signaling pathway (CD95) 2.0 134.0 47.0 -0.222 0.048 1000.0 -1000.0 -0.039 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 128.0 44.0 -0.074 0.028 1000.0 -1000.0 -0.028 -1000.0 Integrins in angiogenesis 2.0 234.0 84.0 -0.136 0.05 1000.0 -1000.0 -0.048 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 220.0 93.0 -0.071 0.038 1000.0 -1000.0 -0.051 -1000.0 Canonical Wnt signaling pathway 2.0 103.0 51.0 -0.187 0.076 1000.0 -1000.0 -0.053 -1000.0 Effects of Botulinum toxin 2.0 63.0 26.0 -0.049 0.029 1000.0 -1000.0 -0.01 -1000.0 Nongenotropic Androgen signaling 2.0 135.0 52.0 -0.117 0.067 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 288.0 125.0 -0.06 0.04 1000.0 -1000.0 -0.049 -1000.0 Wnt signaling 2.0 19.0 7.0 -0.048 0.003 1000.0 -1000.0 -0.029 -1000.0 EGFR-dependent Endothelin signaling events 2.0 54.0 21.0 -0.05 0.038 1000.0 -1000.0 -0.043 -1000.0 Syndecan-4-mediated signaling events 2.0 198.0 67.0 -0.103 0.073 1000.0 -1000.0 -0.039 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 2.0 264.0 120.0 -0.122 0.067 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Rods 2.0 121.0 52.0 -0.084 0.03 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 2.0 109.0 43.0 -0.111 0.03 1000.0 -1000.0 -0.033 -1000.0 LPA4-mediated signaling events 1.0 23.0 12.0 -0.039 0.01 1000.0 -1000.0 -0.018 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 182.0 136.0 -0.231 0.17 1000.0 -1000.0 -0.033 -1000.0 Coregulation of Androgen receptor activity 1.0 106.0 76.0 -0.071 0.045 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 1.0 118.0 69.0 -0.102 0.062 1000.0 -1000.0 -0.051 -1000.0 BARD1 signaling events 1.0 74.0 57.0 -0.032 0.05 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 1.0 3.0 3.0 -0.002 0.019 1000.0 -1000.0 -0.015 -1000.0 Visual signal transduction: Cones 1.0 48.0 38.0 -0.037 0.027 1000.0 -1000.0 -0.015 -1000.0 Osteopontin-mediated events 1.0 61.0 38.0 -0.064 0.031 1000.0 -1000.0 -0.04 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 17.0 17.0 -0.043 0.044 1000.0 -1000.0 -0.041 -1000.0 Noncanonical Wnt signaling pathway 1.0 51.0 26.0 -0.072 0.028 1000.0 -1000.0 -0.053 -1000.0 Syndecan-2-mediated signaling events 1.0 91.0 69.0 -0.085 0.043 1000.0 -1000.0 -0.026 -1000.0 Cellular roles of Anthrax toxin 1.0 54.0 39.0 -0.042 0.026 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by PTP1B 1.0 122.0 76.0 -0.129 0.045 1000.0 -1000.0 -0.031 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 101.0 61.0 -0.188 0.069 1000.0 -1000.0 -0.043 -1000.0 Nectin adhesion pathway 1.0 112.0 63.0 -0.14 0.039 1000.0 -1000.0 -0.049 -1000.0 Ceramide signaling pathway 1.0 95.0 76.0 -0.055 0.05 1000.0 -1000.0 -0.035 -1000.0 IL1-mediated signaling events 1.0 67.0 62.0 -0.033 0.063 1000.0 -1000.0 -0.043 -1000.0 S1P5 pathway 1.0 21.0 17.0 -0.02 0.026 1000.0 -1000.0 -0.015 -1000.0 ceramide signaling pathway 1.0 59.0 49.0 -0.0 0.041 1000.0 -1000.0 -0.038 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 60.0 52.0 -0.088 0.068 1000.0 -1000.0 -0.035 -1000.0 HIF-2-alpha transcription factor network 1.0 57.0 43.0 -0.1 0.045 1000.0 -1000.0 -0.06 -1000.0 S1P1 pathway 1.0 66.0 36.0 -0.054 0.027 1000.0 -1000.0 -0.036 -1000.0 TCGA08_p53 1.0 11.0 7.0 -0.026 0.026 1000.0 -1000.0 -0.008 -1000.0 FoxO family signaling 1.0 65.0 64.0 -0.094 0.051 1000.0 -1000.0 -0.048 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 27.0 15.0 -0.025 0.028 1000.0 -1000.0 -0.028 -1000.0 Retinoic acid receptors-mediated signaling 1.0 97.0 58.0 -0.064 0.05 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by PI3K 1.0 64.0 58.0 -0.056 0.048 1000.0 -1000.0 -0.037 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 45.0 45.0 -0.008 0.047 1000.0 -1000.0 -0.049 -1000.0 Regulation of p38-alpha and p38-beta 1.0 74.0 54.0 -0.098 0.056 1000.0 -1000.0 -0.044 -1000.0 IL27-mediated signaling events 1.0 67.0 51.0 -0.119 0.07 1000.0 -1000.0 -0.046 -1000.0 TCGA08_rtk_signaling 1.0 30.0 26.0 -0.064 0.062 1000.0 -1000.0 -0.009 -1000.0 LPA receptor mediated events 1.0 124.0 102.0 -0.065 0.055 1000.0 -1000.0 -0.055 -1000.0 IL2 signaling events mediated by STAT5 1.0 24.0 22.0 -0.04 0.029 1000.0 -1000.0 -0.042 -1000.0 Regulation of Telomerase 1.0 129.0 102.0 -0.214 0.066 1000.0 -1000.0 -0.055 -1000.0 BCR signaling pathway 1.0 184.0 99.0 -0.119 0.038 1000.0 -1000.0 -0.051 -1000.0 IGF1 pathway 1.0 75.0 57.0 -0.024 0.047 1000.0 -1000.0 -0.038 -1000.0 Plasma membrane estrogen receptor signaling 1.0 142.0 86.0 -0.082 0.051 1000.0 -1000.0 -0.057 -1000.0 VEGFR1 specific signals 1.0 59.0 56.0 -0.045 0.029 1000.0 -1000.0 -0.053 -1000.0 S1P3 pathway 1.0 77.0 42.0 -0.173 0.036 1000.0 -1000.0 -0.031 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 42.0 33.0 -0.041 0.056 1000.0 -1000.0 -0.034 -1000.0 PDGFR-beta signaling pathway 1.0 108.0 97.0 -0.064 0.054 1000.0 -1000.0 -0.05 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.021 0.021 1000.0 -1000.0 -0.006 -1000.0 FOXM1 transcription factor network 1.0 101.0 51.0 -0.063 0.083 1000.0 -1000.0 -0.088 -1000.0 S1P4 pathway 1.0 28.0 25.0 -0.02 0.049 1000.0 -1000.0 -0.03 -1000.0 Regulation of Androgen receptor activity 1.0 130.0 70.0 -0.132 0.039 1000.0 -1000.0 -0.038 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 24.0 17.0 -0.013 0.046 1000.0 -1000.0 -0.026 -1000.0 Aurora B signaling 1.0 98.0 67.0 -0.088 0.041 1000.0 -1000.0 -0.042 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 13.0 23.0 -0.025 0.054 1000.0 -1000.0 -0.023 -1000.0 Canonical NF-kappaB pathway 0.0 20.0 39.0 -0.004 0.052 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class II 0.0 18.0 75.0 -0.036 0.076 1000.0 -1000.0 -0.03 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 27.0 28.0 -0.028 0.036 1000.0 -1000.0 -0.022 -1000.0 Circadian rhythm pathway 0.0 6.0 22.0 -0.008 0.048 1000.0 -1000.0 -0.036 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 0.014 0.04 1000.0 -1000.0 -0.0 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 52.0 65.0 -0.111 0.052 1000.0 -1000.0 -0.047 -1000.0 Aurora A signaling 0.0 41.0 60.0 -0.08 0.065 1000.0 -1000.0 -0.022 -1000.0 Arf6 downstream pathway 0.0 18.0 43.0 -0.04 0.045 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 0.0 6.0 7.0 -0.009 0.021 1000.0 -1000.0 -0.009 -1000.0 EPO signaling pathway 0.0 23.0 55.0 -0.005 0.065 1000.0 -1000.0 -0.044 -1000.0 PLK1 signaling events 0.0 79.0 85.0 -0.017 0.047 1000.0 -1000.0 -0.022 -1000.0 Insulin-mediated glucose transport 0.0 26.0 32.0 -0.094 0.047 1000.0 -1000.0 -0.029 -1000.0 PDGFR-alpha signaling pathway 0.0 36.0 44.0 -0.143 0.05 1000.0 -1000.0 -0.04 -1000.0 mTOR signaling pathway 0.0 29.0 53.0 -0.017 0.052 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 44.0 68.0 -0.094 0.054 1000.0 -1000.0 -0.031 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 24.0 37.0 -0.014 0.068 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class III 0.0 26.0 40.0 -0.051 0.05 1000.0 -1000.0 -0.02 -1000.0 TRAIL signaling pathway 0.0 40.0 48.0 -0.02 0.061 1000.0 -1000.0 -0.034 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 75.0 83.0 -0.094 0.055 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class I 0.0 44.0 104.0 -0.051 0.07 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 11.0 36.0 -0.057 0.059 1000.0 -1000.0 -0.035 -1000.0 Atypical NF-kappaB pathway 0.0 28.0 31.0 -0.032 0.037 1000.0 -1000.0 -0.024 -1000.0 Syndecan-3-mediated signaling events 0.0 28.0 35.0 -0.074 0.069 1000.0 -1000.0 -0.035 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 0.0 0.06 1000.0 -1000.0 -0.035 -1000.0 Class I PI3K signaling events 0.0 46.0 73.0 -0.098 0.055 1000.0 -1000.0 -0.033 -1000.0 Arf6 trafficking events 0.0 43.0 71.0 -0.038 0.046 1000.0 -1000.0 -0.027 -1000.0 Insulin Pathway 0.0 53.0 74.0 -0.05 0.064 1000.0 -1000.0 -0.046 -1000.0 Rapid glucocorticoid signaling 0.0 13.0 20.0 -0.02 0.036 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by PRL 0.0 23.0 34.0 -0.041 0.04 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 0.0 33.0 78.0 -0.02 0.048 1000.0 -1000.0 -0.052 -1000.0 p38 MAPK signaling pathway 0.0 36.0 44.0 -0.081 0.046 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 0.0 17.0 54.0 -0.016 0.054 1000.0 -1000.0 -0.018 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.067 1000.0 -1000.0 -0.0 -1000.0 Total 194 14553 7203 -12.6428555688 6.76759385847 131000 -131000 -4.99957175313 -131000