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 16.0 116.0 7.0 -0.14 0.004 1000.0 -1000.0 -0.012 -1000.0 IL4-mediated signaling events 12.0 1095.0 91.0 -0.639 0.57 1000.0 -1000.0 -0.167 -1000.0 IL23-mediated signaling events 11.0 677.0 60.0 -0.522 0.012 1000.0 -1000.0 -0.159 -1000.0 Signaling mediated by p38-alpha and p38-beta 8.0 395.0 44.0 -0.159 0.012 1000.0 -1000.0 -0.041 -1000.0 Wnt signaling 8.0 59.0 7.0 -0.101 -0.003 1000.0 -1000.0 -0.026 -1000.0 IL12-mediated signaling events 7.0 667.0 87.0 -0.29 0.078 1000.0 -1000.0 -0.129 -1000.0 Signaling events mediated by the Hedgehog family 7.0 406.0 52.0 -0.137 0.088 1000.0 -1000.0 -0.042 -1000.0 FOXA2 and FOXA3 transcription factor networks 7.0 335.0 46.0 -0.419 0.017 1000.0 -1000.0 -0.115 -1000.0 Ephrin B reverse signaling 7.0 338.0 48.0 -0.175 0.045 1000.0 -1000.0 -0.047 -1000.0 Endothelins 7.0 716.0 96.0 -0.145 0.012 1000.0 -1000.0 -0.068 -1000.0 TCGA08_p53 7.0 51.0 7.0 -0.052 0.023 1000.0 -1000.0 -0.013 -1000.0 Syndecan-4-mediated signaling events 7.0 533.0 67.0 -0.151 0.026 1000.0 -1000.0 -0.059 -1000.0 Syndecan-1-mediated signaling events 6.0 225.0 34.0 -0.128 0.012 1000.0 -1000.0 -0.045 -1000.0 Noncanonical Wnt signaling pathway 6.0 160.0 26.0 -0.101 0.012 1000.0 -1000.0 -0.046 -1000.0 HIF-1-alpha transcription factor network 6.0 466.0 76.0 -0.314 0.018 1000.0 -1000.0 -0.181 -1000.0 BMP receptor signaling 6.0 504.0 81.0 -0.16 0.024 1000.0 -1000.0 -0.07 -1000.0 Glypican 1 network 6.0 309.0 48.0 -0.146 0.019 1000.0 -1000.0 -0.031 -1000.0 amb2 Integrin signaling 6.0 563.0 82.0 -0.146 0.012 1000.0 -1000.0 -0.062 -1000.0 TCR signaling in naïve CD8+ T cells 6.0 589.0 93.0 -0.11 0.025 1000.0 -1000.0 -0.067 -1000.0 BCR signaling pathway 6.0 617.0 99.0 -0.145 0.022 1000.0 -1000.0 -0.072 -1000.0 Thromboxane A2 receptor signaling 5.0 623.0 105.0 -0.143 0.05 1000.0 -1000.0 -0.054 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 571.0 97.0 -0.127 0.03 1000.0 -1000.0 -0.067 -1000.0 Glucocorticoid receptor regulatory network 5.0 642.0 114.0 -0.365 0.253 1000.0 -1000.0 -0.062 -1000.0 Reelin signaling pathway 5.0 286.0 56.0 -0.088 0.024 1000.0 -1000.0 -0.064 -1000.0 LPA receptor mediated events 5.0 538.0 102.0 -0.149 0.012 1000.0 -1000.0 -0.07 -1000.0 TCGA08_retinoblastoma 5.0 45.0 8.0 -0.073 0.024 1000.0 -1000.0 -0.014 -1000.0 EGFR-dependent Endothelin signaling events 5.0 109.0 21.0 -0.143 0.012 1000.0 -1000.0 -0.054 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 141.0 34.0 -0.047 0.012 1000.0 -1000.0 -0.033 -1000.0 Syndecan-2-mediated signaling events 4.0 327.0 69.0 -0.143 0.029 1000.0 -1000.0 -0.031 -1000.0 p75(NTR)-mediated signaling 4.0 563.0 125.0 -0.13 0.031 1000.0 -1000.0 -0.075 -1000.0 Retinoic acid receptors-mediated signaling 4.0 282.0 58.0 -0.169 0.012 1000.0 -1000.0 -0.061 -1000.0 Glypican 2 network 4.0 18.0 4.0 -0.014 -0.003 1000.0 -1000.0 -0.011 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 326.0 68.0 -0.289 0.065 1000.0 -1000.0 -0.112 -1000.0 Plasma membrane estrogen receptor signaling 4.0 367.0 86.0 -0.056 0.048 1000.0 -1000.0 -0.067 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 399.0 88.0 -0.1 0.043 1000.0 -1000.0 -0.089 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 568.0 120.0 -0.21 0.129 1000.0 -1000.0 -0.059 -1000.0 LPA4-mediated signaling events 3.0 40.0 12.0 -0.028 0.011 1000.0 -1000.0 -0.027 -1000.0 Caspase cascade in apoptosis 3.0 246.0 74.0 -0.079 0.048 1000.0 -1000.0 -0.03 -1000.0 Osteopontin-mediated events 3.0 141.0 38.0 -0.13 0.013 1000.0 -1000.0 -0.078 -1000.0 Cellular roles of Anthrax toxin 3.0 134.0 39.0 -0.042 0.012 1000.0 -1000.0 -0.017 -1000.0 Arf6 signaling events 3.0 187.0 62.0 -0.143 0.026 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by PTP1B 3.0 266.0 76.0 -0.144 0.031 1000.0 -1000.0 -0.062 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 223.0 61.0 -0.164 0.052 1000.0 -1000.0 -0.051 -1000.0 IL1-mediated signaling events 3.0 201.0 62.0 -0.072 0.022 1000.0 -1000.0 -0.081 -1000.0 FAS signaling pathway (CD95) 3.0 152.0 47.0 -0.135 0.026 1000.0 -1000.0 -0.041 -1000.0 Canonical Wnt signaling pathway 3.0 190.0 51.0 -0.164 0.079 1000.0 -1000.0 -0.05 -1000.0 EPHB forward signaling 3.0 295.0 85.0 -0.14 0.056 1000.0 -1000.0 -0.072 -1000.0 Effects of Botulinum toxin 3.0 97.0 26.0 -0.109 0.012 1000.0 -1000.0 -0.048 -1000.0 Calcium signaling in the CD4+ TCR pathway 3.0 123.0 31.0 -0.136 0.012 1000.0 -1000.0 -0.052 -1000.0 IL27-mediated signaling events 3.0 170.0 51.0 -0.286 0.02 1000.0 -1000.0 -0.073 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 3.0 94.0 27.0 -0.047 0.012 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by PRL 3.0 118.0 34.0 -0.053 0.03 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 304.0 78.0 -0.077 0.06 1000.0 -1000.0 -0.073 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 57.0 17.0 -0.054 0.011 1000.0 -1000.0 -0.033 -1000.0 ErbB2/ErbB3 signaling events 2.0 133.0 65.0 -0.031 0.022 1000.0 -1000.0 -0.051 -1000.0 Coregulation of Androgen receptor activity 2.0 167.0 76.0 -0.127 0.041 1000.0 -1000.0 -0.035 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 73.0 28.0 -0.042 0.021 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Cones 2.0 91.0 38.0 -0.029 0.01 1000.0 -1000.0 -0.042 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 115.0 54.0 -0.098 0.022 1000.0 -1000.0 -0.075 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 39.0 17.0 -0.024 0.012 1000.0 -1000.0 -0.037 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 12.0 5.0 -0.029 0.017 1000.0 -1000.0 -0.018 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 166.0 65.0 -0.063 0.029 1000.0 -1000.0 -0.052 -1000.0 PDGFR-alpha signaling pathway 2.0 111.0 44.0 -0.065 0.018 1000.0 -1000.0 -0.043 -1000.0 Nectin adhesion pathway 2.0 141.0 63.0 -0.036 0.022 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class III 2.0 80.0 40.0 -0.063 0.021 1000.0 -1000.0 -0.022 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 226.0 82.0 -0.087 0.012 1000.0 -1000.0 -0.073 -1000.0 S1P5 pathway 2.0 42.0 17.0 -0.036 0.02 1000.0 -1000.0 -0.031 -1000.0 S1P1 pathway 2.0 86.0 36.0 -0.087 0.012 1000.0 -1000.0 -0.053 -1000.0 Syndecan-3-mediated signaling events 2.0 73.0 35.0 -0.143 0.031 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by PI3K 2.0 132.0 58.0 -0.057 0.023 1000.0 -1000.0 -0.067 -1000.0 Integrins in angiogenesis 2.0 234.0 84.0 -0.134 0.023 1000.0 -1000.0 -0.07 -1000.0 Nongenotropic Androgen signaling 2.0 137.0 52.0 -0.036 0.018 1000.0 -1000.0 -0.042 -1000.0 IL6-mediated signaling events 2.0 156.0 75.0 -0.105 0.037 1000.0 -1000.0 -0.06 -1000.0 IL2 signaling events mediated by STAT5 2.0 48.0 22.0 -0.038 0.018 1000.0 -1000.0 -0.049 -1000.0 Class I PI3K signaling events 2.0 191.0 73.0 -0.091 0.024 1000.0 -1000.0 -0.051 -1000.0 Regulation of Telomerase 2.0 238.0 102.0 -0.15 0.032 1000.0 -1000.0 -0.089 -1000.0 S1P3 pathway 2.0 102.0 42.0 -0.055 0.019 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Rods 2.0 138.0 52.0 -0.088 0.012 1000.0 -1000.0 -0.063 -1000.0 S1P4 pathway 2.0 72.0 25.0 -0.036 0.017 1000.0 -1000.0 -0.028 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 210.0 136.0 -0.062 0.055 1000.0 -1000.0 -0.053 -1000.0 Canonical NF-kappaB pathway 1.0 55.0 39.0 -0.03 0.043 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by HDAC Class II 1.0 132.0 75.0 -0.043 0.027 1000.0 -1000.0 -0.035 -1000.0 ErbB4 signaling events 1.0 129.0 69.0 -0.107 0.025 1000.0 -1000.0 -0.07 -1000.0 BARD1 signaling events 1.0 61.0 57.0 -0.045 0.047 1000.0 -1000.0 -0.049 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 0.004 0.009 1000.0 -1000.0 -0.009 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 91.0 85.0 -0.047 0.04 1000.0 -1000.0 -0.056 -1000.0 EPO signaling pathway 1.0 55.0 55.0 -0.038 0.038 1000.0 -1000.0 -0.072 -1000.0 IFN-gamma pathway 1.0 96.0 68.0 -0.054 0.036 1000.0 -1000.0 -0.079 -1000.0 Ceramide signaling pathway 1.0 126.0 76.0 -0.143 0.046 1000.0 -1000.0 -0.035 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 67.0 37.0 -0.083 0.03 1000.0 -1000.0 -0.042 -1000.0 TRAIL signaling pathway 1.0 83.0 48.0 -0.042 0.029 1000.0 -1000.0 -0.049 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 76.0 52.0 -0.057 0.03 1000.0 -1000.0 -0.041 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 119.0 83.0 -0.169 0.044 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by HDAC Class I 1.0 136.0 104.0 -0.038 0.039 1000.0 -1000.0 -0.046 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 15.0 15.0 -0.028 0.019 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 60.0 45.0 -0.04 0.046 1000.0 -1000.0 -0.072 -1000.0 Regulation of p38-alpha and p38-beta 1.0 74.0 54.0 -0.091 0.03 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 127.0 125.0 -0.05 0.061 1000.0 -1000.0 -0.068 -1000.0 TCGA08_rtk_signaling 1.0 50.0 26.0 -0.042 0.024 1000.0 -1000.0 -0.018 -1000.0 IGF1 pathway 1.0 97.0 57.0 -0.029 0.025 1000.0 -1000.0 -0.079 -1000.0 Insulin Pathway 1.0 89.0 74.0 -0.1 0.027 1000.0 -1000.0 -0.069 -1000.0 VEGFR1 specific signals 1.0 59.0 56.0 -0.038 0.023 1000.0 -1000.0 -0.051 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 63.0 33.0 -0.116 0.035 1000.0 -1000.0 -0.033 -1000.0 Rapid glucocorticoid signaling 1.0 20.0 20.0 -0.015 0.012 1000.0 -1000.0 -0.019 -1000.0 PDGFR-beta signaling pathway 1.0 150.0 97.0 -0.078 0.027 1000.0 -1000.0 -0.058 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.004 0.004 1000.0 -1000.0 -0.004 -1000.0 FOXM1 transcription factor network 1.0 101.0 51.0 -0.151 0.038 1000.0 -1000.0 -0.169 -1000.0 p38 MAPK signaling pathway 1.0 44.0 44.0 -0.017 0.022 1000.0 -1000.0 -0.06 -1000.0 Regulation of Androgen receptor activity 1.0 113.0 70.0 -0.202 0.041 1000.0 -1000.0 -0.055 -1000.0 Aurora B signaling 1.0 101.0 67.0 -0.098 0.028 1000.0 -1000.0 -0.051 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 8.0 23.0 0.004 0.034 1000.0 -1000.0 -0.039 -1000.0 Circadian rhythm pathway 0.0 10.0 22.0 -0.01 0.035 1000.0 -1000.0 -0.03 -1000.0 Aurora A signaling 0.0 47.0 60.0 -0.029 0.031 1000.0 -1000.0 -0.025 -1000.0 Arf6 downstream pathway 0.0 25.0 43.0 -0.02 0.02 1000.0 -1000.0 -0.034 -1000.0 Aurora C signaling 0.0 2.0 7.0 -0.001 0.018 1000.0 -1000.0 -0.024 -1000.0 PLK1 signaling events 0.0 68.0 85.0 -0.031 0.029 1000.0 -1000.0 -0.031 -1000.0 Insulin-mediated glucose transport 0.0 19.0 32.0 -0.01 0.029 1000.0 -1000.0 -0.044 -1000.0 mTOR signaling pathway 0.0 45.0 53.0 -0.012 0.023 1000.0 -1000.0 -0.05 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 35.0 68.0 -0.029 0.036 1000.0 -1000.0 -0.032 -1000.0 ceramide signaling pathway 0.0 34.0 49.0 -0.016 0.029 1000.0 -1000.0 -0.041 -1000.0 HIF-2-alpha transcription factor network 0.0 42.0 43.0 -0.038 0.042 1000.0 -1000.0 -0.071 -1000.0 FoxO family signaling 0.0 30.0 64.0 -0.032 0.106 1000.0 -1000.0 -0.064 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 26.0 36.0 -0.033 0.034 1000.0 -1000.0 -0.061 -1000.0 Atypical NF-kappaB pathway 0.0 22.0 31.0 -0.03 0.028 1000.0 -1000.0 -0.027 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 68.0 74.0 -0.143 0.053 1000.0 -1000.0 -0.073 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 69.0 76.0 -0.035 0.041 1000.0 -1000.0 -0.067 -1000.0 Arf6 trafficking events 0.0 40.0 71.0 -0.042 0.027 1000.0 -1000.0 -0.067 -1000.0 E-cadherin signaling in keratinocytes 0.0 4.0 43.0 -0.031 0.036 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.024 1000.0 -1000.0 -0.023 -1000.0 Arf1 pathway 0.0 22.0 54.0 -0.018 0.028 1000.0 -1000.0 -0.026 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.031 1000.0 -1000.0 -0.021 -1000.0 Total 358 23893 7203 -12.7795890285 4.59860792371 131000 -131000 -7.01603101599 -131000