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 Signaling events mediated by the Hedgehog family 9.0 491.0 52.0 -0.138 0.042 1000.0 -1000.0 -0.017 -1000.0 HIF-1-alpha transcription factor network 9.0 743.0 76.0 -0.27 0.033 1000.0 -1000.0 -0.025 -1000.0 Ephrin B reverse signaling 8.0 400.0 48.0 -0.224 0.029 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 7.0 560.0 78.0 -0.235 0.089 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 6.0 20.0 3.0 -0.053 0.021 1000.0 -1000.0 -0.005 -1000.0 TCGA08_retinoblastoma 6.0 48.0 8.0 -0.04 0.022 1000.0 -1000.0 -0.006 -1000.0 IGF1 pathway 6.0 343.0 57.0 -0.065 0.049 1000.0 -1000.0 -0.025 -1000.0 FOXM1 transcription factor network 6.0 352.0 51.0 -0.429 0.029 1000.0 -1000.0 -0.071 -1000.0 Noncanonical Wnt signaling pathway 5.0 143.0 26.0 -0.081 0.029 1000.0 -1000.0 -0.029 -1000.0 IL4-mediated signaling events 5.0 501.0 91.0 -0.577 0.388 1000.0 -1000.0 -0.076 -1000.0 Glypican 1 network 5.0 267.0 48.0 -0.062 0.03 1000.0 -1000.0 -0.016 -1000.0 Nectin adhesion pathway 5.0 344.0 63.0 -0.089 0.062 1000.0 -1000.0 -0.034 -1000.0 Endothelins 5.0 550.0 96.0 -0.164 0.036 1000.0 -1000.0 -0.033 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 357.0 68.0 -0.208 0.122 1000.0 -1000.0 -0.043 -1000.0 IL23-mediated signaling events 5.0 322.0 60.0 -0.328 0.029 1000.0 -1000.0 -0.051 -1000.0 Plasma membrane estrogen receptor signaling 5.0 505.0 86.0 -0.159 0.149 1000.0 -1000.0 -0.035 -1000.0 IL12-mediated signaling events 4.0 426.0 87.0 -0.263 0.048 1000.0 -1000.0 -0.034 -1000.0 Syndecan-1-mediated signaling events 4.0 146.0 34.0 -0.091 0.039 1000.0 -1000.0 -0.017 -1000.0 Osteopontin-mediated events 4.0 181.0 38.0 -0.1 0.029 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-alpha and p38-beta 4.0 187.0 44.0 -0.07 0.029 1000.0 -1000.0 -0.008 -1000.0 EPHB forward signaling 4.0 353.0 85.0 -0.08 0.053 1000.0 -1000.0 -0.046 -1000.0 Wnt signaling 4.0 33.0 7.0 -0.077 0.024 1000.0 -1000.0 -0.011 -1000.0 Caspase cascade in apoptosis 3.0 256.0 74.0 -0.04 0.041 1000.0 -1000.0 -0.031 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 442.0 136.0 -0.425 0.071 1000.0 -1000.0 -0.024 -1000.0 Thromboxane A2 receptor signaling 3.0 342.0 105.0 -0.092 0.048 1000.0 -1000.0 -0.029 -1000.0 BMP receptor signaling 3.0 249.0 81.0 -0.104 0.049 1000.0 -1000.0 -0.018 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 296.0 97.0 -0.063 0.045 1000.0 -1000.0 -0.061 -1000.0 Reelin signaling pathway 3.0 174.0 56.0 -0.046 0.048 1000.0 -1000.0 -0.021 -1000.0 TCGA08_p53 3.0 21.0 7.0 -0.038 0.023 1000.0 -1000.0 -0.003 -1000.0 FAS signaling pathway (CD95) 3.0 165.0 47.0 -0.088 0.036 1000.0 -1000.0 -0.027 -1000.0 Glypican 2 network 3.0 15.0 4.0 -0.01 -0.0 1000.0 -1000.0 -0.0 -1000.0 Nongenotropic Androgen signaling 3.0 184.0 52.0 -0.101 0.048 1000.0 -1000.0 -0.022 -1000.0 IL27-mediated signaling events 3.0 154.0 51.0 -0.107 0.055 1000.0 -1000.0 -0.045 -1000.0 LPA receptor mediated events 3.0 328.0 102.0 -0.099 0.029 1000.0 -1000.0 -0.053 -1000.0 VEGFR1 specific signals 3.0 176.0 56.0 -0.055 0.029 1000.0 -1000.0 -0.024 -1000.0 Regulation of Androgen receptor activity 3.0 213.0 70.0 -0.144 0.034 1000.0 -1000.0 -0.038 -1000.0 Coregulation of Androgen receptor activity 2.0 205.0 76.0 -0.127 0.049 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 2.0 82.0 38.0 -0.016 0.044 1000.0 -1000.0 -0.0 -1000.0 Syndecan-2-mediated signaling events 2.0 141.0 69.0 -0.039 0.042 1000.0 -1000.0 -0.037 -1000.0 Cellular roles of Anthrax toxin 2.0 115.0 39.0 -0.057 0.029 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PTP1B 2.0 181.0 76.0 -0.079 0.043 1000.0 -1000.0 -0.032 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 189.0 65.0 -0.321 0.068 1000.0 -1000.0 -0.023 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 143.0 61.0 -0.092 0.055 1000.0 -1000.0 -0.031 -1000.0 FOXA2 and FOXA3 transcription factor networks 2.0 126.0 46.0 -0.169 0.035 1000.0 -1000.0 -0.057 -1000.0 PDGFR-alpha signaling pathway 2.0 116.0 44.0 -0.135 0.041 1000.0 -1000.0 -0.029 -1000.0 mTOR signaling pathway 2.0 116.0 53.0 -0.019 0.035 1000.0 -1000.0 -0.027 -1000.0 IFN-gamma pathway 2.0 182.0 68.0 -0.044 0.041 1000.0 -1000.0 -0.03 -1000.0 Ceramide signaling pathway 2.0 157.0 76.0 -0.05 0.067 1000.0 -1000.0 -0.024 -1000.0 TRAIL signaling pathway 2.0 102.0 48.0 -0.02 0.033 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 2.0 159.0 62.0 -0.05 0.063 1000.0 -1000.0 -0.024 -1000.0 ceramide signaling pathway 2.0 131.0 49.0 -0.035 0.043 1000.0 -1000.0 -0.023 -1000.0 HIF-2-alpha transcription factor network 2.0 112.0 43.0 -0.051 0.052 1000.0 -1000.0 -0.03 -1000.0 S1P1 pathway 2.0 97.0 36.0 -0.106 0.028 1000.0 -1000.0 -0.02 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 36.0 15.0 -0.027 0.026 1000.0 -1000.0 -0.028 -1000.0 Retinoic acid receptors-mediated signaling 2.0 170.0 58.0 -0.105 0.057 1000.0 -1000.0 -0.013 -1000.0 Syndecan-3-mediated signaling events 2.0 73.0 35.0 -0.061 0.055 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by PI3K 2.0 136.0 58.0 -0.101 0.029 1000.0 -1000.0 -0.028 -1000.0 Integrins in angiogenesis 2.0 212.0 84.0 -0.087 0.055 1000.0 -1000.0 -0.028 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 271.0 93.0 -0.035 0.039 1000.0 -1000.0 -0.027 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 97.0 45.0 -0.039 0.044 1000.0 -1000.0 -0.032 -1000.0 Canonical Wnt signaling pathway 2.0 134.0 51.0 -0.091 0.069 1000.0 -1000.0 -0.029 -1000.0 IL6-mediated signaling events 2.0 206.0 75.0 -0.079 0.056 1000.0 -1000.0 -0.032 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 177.0 74.0 -0.059 0.053 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by STAT5 2.0 44.0 22.0 -0.072 0.036 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events 2.0 184.0 73.0 -0.031 0.04 1000.0 -1000.0 -0.018 -1000.0 BCR signaling pathway 2.0 207.0 99.0 -0.041 0.054 1000.0 -1000.0 -0.037 -1000.0 Syndecan-4-mediated signaling events 2.0 197.0 67.0 -0.065 0.039 1000.0 -1000.0 -0.03 -1000.0 Visual signal transduction: Rods 2.0 108.0 52.0 -0.081 0.063 1000.0 -1000.0 -0.016 -1000.0 E-cadherin signaling in keratinocytes 2.0 104.0 43.0 -0.029 0.043 1000.0 -1000.0 -0.02 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 37.0 17.0 -0.017 0.045 1000.0 -1000.0 -0.009 -1000.0 Aurora B signaling 2.0 159.0 67.0 -0.06 0.039 1000.0 -1000.0 -0.037 -1000.0 LPA4-mediated signaling events 1.0 22.0 12.0 -0.026 0.007 1000.0 -1000.0 -0.02 -1000.0 ErbB2/ErbB3 signaling events 1.0 71.0 65.0 -0.044 0.064 1000.0 -1000.0 -0.041 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 24.0 23.0 -0.002 0.038 1000.0 -1000.0 -0.007 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 65.0 34.0 -0.024 0.062 1000.0 -1000.0 -0.021 -1000.0 BARD1 signaling events 1.0 57.0 57.0 -0.052 0.067 1000.0 -1000.0 -0.029 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 33.0 28.0 -0.026 0.04 1000.0 -1000.0 -0.008 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 1.0 78.0 54.0 -0.038 0.041 1000.0 -1000.0 -0.023 -1000.0 Ephrin A reverse signaling 1.0 8.0 7.0 -0.002 0.033 1000.0 -1000.0 0.0 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 32.0 17.0 -0.036 0.046 1000.0 -1000.0 -0.019 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.011 0.028 1000.0 -1000.0 0.014 -1000.0 Arf6 signaling events 1.0 95.0 62.0 -0.01 0.046 1000.0 -1000.0 -0.011 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 132.0 85.0 -0.133 0.055 1000.0 -1000.0 -0.04 -1000.0 Aurora A signaling 1.0 68.0 60.0 -0.023 0.061 1000.0 -1000.0 -0.01 -1000.0 p75(NTR)-mediated signaling 1.0 244.0 125.0 -0.092 0.063 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 1.0 93.0 55.0 -0.073 0.04 1000.0 -1000.0 -0.022 -1000.0 PLK1 signaling events 1.0 131.0 85.0 -0.034 0.032 1000.0 -1000.0 -0.018 -1000.0 amb2 Integrin signaling 1.0 157.0 82.0 -0.029 0.064 1000.0 -1000.0 -0.025 -1000.0 Glucocorticoid receptor regulatory network 1.0 207.0 114.0 -0.139 0.076 1000.0 -1000.0 -0.039 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 55.0 37.0 -0.027 0.05 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class III 1.0 71.0 40.0 -0.054 0.055 1000.0 -1000.0 -0.024 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 97.0 82.0 -0.02 0.048 1000.0 -1000.0 -0.034 -1000.0 S1P5 pathway 1.0 30.0 17.0 -0.026 0.028 1000.0 -1000.0 -0.007 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 92.0 52.0 -0.059 0.066 1000.0 -1000.0 -0.016 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 104.0 83.0 -0.032 0.052 1000.0 -1000.0 -0.017 -1000.0 FoxO family signaling 1.0 79.0 64.0 -0.041 0.038 1000.0 -1000.0 -0.029 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 47.0 36.0 -0.039 0.054 1000.0 -1000.0 -0.027 -1000.0 Regulation of p38-alpha and p38-beta 1.0 58.0 54.0 -0.024 0.063 1000.0 -1000.0 -0.015 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 51.0 31.0 -0.034 0.04 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 184.0 125.0 -0.026 0.045 1000.0 -1000.0 -0.025 -1000.0 TCGA08_rtk_signaling 1.0 28.0 26.0 -0.036 0.042 1000.0 -1000.0 -0.006 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 123.0 76.0 -0.028 0.057 1000.0 -1000.0 -0.037 -1000.0 Regulation of Telomerase 1.0 150.0 102.0 -0.068 0.058 1000.0 -1000.0 -0.016 -1000.0 EGFR-dependent Endothelin signaling events 1.0 37.0 21.0 -0.004 0.041 1000.0 -1000.0 -0.019 -1000.0 Insulin Pathway 1.0 131.0 74.0 -0.046 0.063 1000.0 -1000.0 -0.019 -1000.0 S1P3 pathway 1.0 58.0 42.0 -0.032 0.04 1000.0 -1000.0 -0.036 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 168.0 120.0 -0.037 0.079 1000.0 -1000.0 -0.031 -1000.0 PDGFR-beta signaling pathway 1.0 158.0 97.0 -0.047 0.059 1000.0 -1000.0 -0.041 -1000.0 S1P4 pathway 1.0 47.0 25.0 -0.027 0.04 1000.0 -1000.0 -0.014 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.015 0.043 1000.0 -1000.0 0.014 -1000.0 p38 MAPK signaling pathway 1.0 53.0 44.0 -0.051 0.05 1000.0 -1000.0 -0.021 -1000.0 Canonical NF-kappaB pathway 0.0 23.0 39.0 -0.0 0.065 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class II 0.0 60.0 75.0 -0.068 0.068 1000.0 -1000.0 -0.025 -1000.0 ErbB4 signaling events 0.0 40.0 69.0 -0.037 0.053 1000.0 -1000.0 -0.022 -1000.0 Circadian rhythm pathway 0.0 9.0 22.0 -0.01 0.057 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 0.0 24.0 43.0 -0.039 0.052 1000.0 -1000.0 -0.022 -1000.0 Aurora C signaling 0.0 5.0 7.0 0.0 0.037 1000.0 -1000.0 -0.01 -1000.0 Insulin-mediated glucose transport 0.0 24.0 32.0 -0.004 0.036 1000.0 -1000.0 -0.015 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 57.0 68.0 -0.043 0.06 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class I 0.0 69.0 104.0 -0.035 0.067 1000.0 -1000.0 -0.024 -1000.0 Atypical NF-kappaB pathway 0.0 22.0 31.0 -0.001 0.031 1000.0 -1000.0 -0.011 -1000.0 Effects of Botulinum toxin 0.0 7.0 26.0 -0.004 0.046 1000.0 -1000.0 -0.002 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 14.0 27.0 -0.014 0.066 1000.0 -1000.0 -0.028 -1000.0 Arf6 trafficking events 0.0 24.0 71.0 -0.049 0.052 1000.0 -1000.0 -0.018 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 84.0 88.0 -0.046 0.047 1000.0 -1000.0 -0.057 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 30.0 33.0 -0.046 0.065 1000.0 -1000.0 -0.024 -1000.0 Rapid glucocorticoid signaling 0.0 8.0 20.0 -0.003 0.036 1000.0 -1000.0 -0.0 -1000.0 Signaling events mediated by PRL 0.0 24.0 34.0 -0.029 0.042 1000.0 -1000.0 -0.027 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.029 0.029 1000.0 -1000.0 -0.016 -1000.0 Arf1 pathway 0.0 11.0 54.0 -0.001 0.05 1000.0 -1000.0 -0.013 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 -0.0 0.067 1000.0 -1000.0 -0.0 -1000.0 Total 273 19082 7203 -9.68032834675 6.54478401604 131000 -131000 -3.21443625313 -131000