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 9.0 479.0 52.0 -0.137 0.043 1000.0 -1000.0 -0.02 -1000.0 HIF-1-alpha transcription factor network 8.0 649.0 76.0 -0.268 0.034 1000.0 -1000.0 -0.022 -1000.0 Ephrin B reverse signaling 8.0 400.0 48.0 -0.225 0.03 1000.0 -1000.0 -0.021 -1000.0 PLK2 and PLK4 events 6.0 20.0 3.0 -0.05 0.022 1000.0 -1000.0 -0.003 -1000.0 TCGA08_retinoblastoma 6.0 49.0 8.0 -0.039 0.022 1000.0 -1000.0 -0.005 -1000.0 IGF1 pathway 6.0 356.0 57.0 -0.066 0.051 1000.0 -1000.0 -0.026 -1000.0 FOXM1 transcription factor network 6.0 350.0 51.0 -0.428 0.03 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 6.0 537.0 78.0 -0.235 0.089 1000.0 -1000.0 -0.043 -1000.0 Osteopontin-mediated events 5.0 197.0 38.0 -0.101 0.03 1000.0 -1000.0 -0.018 -1000.0 Noncanonical Wnt signaling pathway 5.0 143.0 26.0 -0.081 0.03 1000.0 -1000.0 -0.029 -1000.0 IL4-mediated signaling events 5.0 486.0 91.0 -0.577 0.387 1000.0 -1000.0 -0.089 -1000.0 Glypican 1 network 5.0 266.0 48.0 -0.061 0.032 1000.0 -1000.0 -0.019 -1000.0 Nectin adhesion pathway 5.0 345.0 63.0 -0.088 0.064 1000.0 -1000.0 -0.028 -1000.0 Endothelins 5.0 572.0 96.0 -0.168 0.038 1000.0 -1000.0 -0.026 -1000.0 IL23-mediated signaling events 5.0 342.0 60.0 -0.327 0.03 1000.0 -1000.0 -0.049 -1000.0 Plasma membrane estrogen receptor signaling 5.0 504.0 86.0 -0.16 0.151 1000.0 -1000.0 -0.033 -1000.0 IL12-mediated signaling events 4.0 380.0 87.0 -0.263 0.051 1000.0 -1000.0 -0.044 -1000.0 TCGA08_p53 4.0 29.0 7.0 -0.038 0.022 1000.0 -1000.0 -0.005 -1000.0 Wnt signaling 4.0 33.0 7.0 -0.076 0.025 1000.0 -1000.0 -0.011 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 339.0 68.0 -0.205 0.122 1000.0 -1000.0 -0.058 -1000.0 Caspase cascade in apoptosis 3.0 267.0 74.0 -0.041 0.041 1000.0 -1000.0 -0.027 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 463.0 136.0 -0.427 0.07 1000.0 -1000.0 -0.032 -1000.0 Syndecan-1-mediated signaling events 3.0 104.0 34.0 -0.089 0.04 1000.0 -1000.0 -0.024 -1000.0 Thromboxane A2 receptor signaling 3.0 339.0 105.0 -0.093 0.048 1000.0 -1000.0 -0.029 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 208.0 65.0 -0.33 0.071 1000.0 -1000.0 -0.019 -1000.0 BMP receptor signaling 3.0 255.0 81.0 -0.103 0.05 1000.0 -1000.0 -0.019 -1000.0 FAS signaling pathway (CD95) 3.0 157.0 47.0 -0.086 0.037 1000.0 -1000.0 -0.035 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 170.0 44.0 -0.068 0.03 1000.0 -1000.0 -0.022 -1000.0 EPHB forward signaling 3.0 298.0 85.0 -0.082 0.055 1000.0 -1000.0 -0.051 -1000.0 Glypican 2 network 3.0 15.0 4.0 -0.009 -0.0 1000.0 -1000.0 -0.0 -1000.0 Nongenotropic Androgen signaling 3.0 180.0 52.0 -0.102 0.048 1000.0 -1000.0 -0.018 -1000.0 LPA receptor mediated events 3.0 316.0 102.0 -0.099 0.03 1000.0 -1000.0 -0.035 -1000.0 Syndecan-4-mediated signaling events 3.0 202.0 67.0 -0.064 0.041 1000.0 -1000.0 -0.028 -1000.0 VEGFR1 specific signals 3.0 182.0 56.0 -0.057 0.03 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 2.0 215.0 76.0 -0.126 0.051 1000.0 -1000.0 -0.011 -1000.0 Visual signal transduction: Cones 2.0 83.0 38.0 -0.015 0.046 1000.0 -1000.0 -0.001 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 36.0 17.0 -0.038 0.047 1000.0 -1000.0 -0.016 -1000.0 Syndecan-2-mediated signaling events 2.0 140.0 69.0 -0.038 0.044 1000.0 -1000.0 -0.033 -1000.0 Cellular roles of Anthrax toxin 2.0 115.0 39.0 -0.057 0.03 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by PTP1B 2.0 181.0 76.0 -0.078 0.042 1000.0 -1000.0 -0.032 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 147.0 61.0 -0.09 0.061 1000.0 -1000.0 -0.027 -1000.0 FOXA2 and FOXA3 transcription factor networks 2.0 117.0 46.0 -0.169 0.036 1000.0 -1000.0 -0.067 -1000.0 Fc-epsilon receptor I signaling in mast cells 2.0 247.0 97.0 -0.077 0.045 1000.0 -1000.0 -0.043 -1000.0 PDGFR-alpha signaling pathway 2.0 116.0 44.0 -0.136 0.04 1000.0 -1000.0 -0.029 -1000.0 mTOR signaling pathway 2.0 117.0 53.0 -0.019 0.036 1000.0 -1000.0 -0.028 -1000.0 IFN-gamma pathway 2.0 161.0 68.0 -0.045 0.041 1000.0 -1000.0 -0.037 -1000.0 Ceramide signaling pathway 2.0 161.0 76.0 -0.048 0.069 1000.0 -1000.0 -0.021 -1000.0 Reelin signaling pathway 2.0 158.0 56.0 -0.046 0.049 1000.0 -1000.0 -0.025 -1000.0 TRAIL signaling pathway 2.0 110.0 48.0 -0.02 0.035 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 2.0 144.0 62.0 -0.052 0.066 1000.0 -1000.0 -0.026 -1000.0 S1P5 pathway 2.0 40.0 17.0 -0.025 0.028 1000.0 -1000.0 -0.006 -1000.0 ceramide signaling pathway 2.0 132.0 49.0 -0.038 0.044 1000.0 -1000.0 -0.027 -1000.0 HIF-2-alpha transcription factor network 2.0 111.0 43.0 -0.054 0.055 1000.0 -1000.0 -0.027 -1000.0 S1P1 pathway 2.0 96.0 36.0 -0.106 0.028 1000.0 -1000.0 -0.031 -1000.0 Retinoic acid receptors-mediated signaling 2.0 152.0 58.0 -0.101 0.059 1000.0 -1000.0 -0.025 -1000.0 Syndecan-3-mediated signaling events 2.0 72.0 35.0 -0.06 0.059 1000.0 -1000.0 -0.018 -1000.0 IL2 signaling events mediated by PI3K 2.0 137.0 58.0 -0.101 0.032 1000.0 -1000.0 -0.024 -1000.0 Integrins in angiogenesis 2.0 209.0 84.0 -0.089 0.06 1000.0 -1000.0 -0.028 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 217.0 93.0 -0.033 0.041 1000.0 -1000.0 -0.029 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 104.0 45.0 -0.038 0.046 1000.0 -1000.0 -0.031 -1000.0 Canonical Wnt signaling pathway 2.0 139.0 51.0 -0.09 0.072 1000.0 -1000.0 -0.026 -1000.0 IL27-mediated signaling events 2.0 142.0 51.0 -0.107 0.054 1000.0 -1000.0 -0.035 -1000.0 IL6-mediated signaling events 2.0 199.0 75.0 -0.078 0.058 1000.0 -1000.0 -0.043 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 160.0 74.0 -0.06 0.055 1000.0 -1000.0 -0.047 -1000.0 IL2 signaling events mediated by STAT5 2.0 47.0 22.0 -0.071 0.037 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events 2.0 162.0 73.0 -0.029 0.042 1000.0 -1000.0 -0.023 -1000.0 BCR signaling pathway 2.0 201.0 99.0 -0.038 0.056 1000.0 -1000.0 -0.037 -1000.0 Visual signal transduction: Rods 2.0 108.0 52.0 -0.079 0.066 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling in keratinocytes 2.0 100.0 43.0 -0.029 0.045 1000.0 -1000.0 -0.023 -1000.0 S1P4 pathway 2.0 62.0 25.0 -0.027 0.04 1000.0 -1000.0 -0.015 -1000.0 Regulation of Androgen receptor activity 2.0 206.0 70.0 -0.145 0.035 1000.0 -1000.0 -0.029 -1000.0 Aurora B signaling 2.0 163.0 67.0 -0.06 0.042 1000.0 -1000.0 -0.026 -1000.0 LPA4-mediated signaling events 1.0 22.0 12.0 -0.027 0.008 1000.0 -1000.0 -0.019 -1000.0 ErbB2/ErbB3 signaling events 1.0 68.0 65.0 -0.043 0.067 1000.0 -1000.0 -0.044 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 66.0 34.0 -0.023 0.075 1000.0 -1000.0 -0.022 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 34.0 28.0 -0.025 0.04 1000.0 -1000.0 -0.009 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 1.0 80.0 54.0 -0.037 0.042 1000.0 -1000.0 -0.021 -1000.0 Ephrin A reverse signaling 1.0 8.0 7.0 -0.002 0.035 1000.0 -1000.0 -0.0 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.012 0.029 1000.0 -1000.0 0.015 -1000.0 Arf6 signaling events 1.0 95.0 62.0 -0.008 0.048 1000.0 -1000.0 -0.008 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 126.0 85.0 -0.133 0.057 1000.0 -1000.0 -0.037 -1000.0 Aurora A signaling 1.0 68.0 60.0 -0.023 0.062 1000.0 -1000.0 -0.01 -1000.0 p75(NTR)-mediated signaling 1.0 229.0 125.0 -0.09 0.065 1000.0 -1000.0 -0.046 -1000.0 EPO signaling pathway 1.0 95.0 55.0 -0.073 0.039 1000.0 -1000.0 -0.022 -1000.0 PLK1 signaling events 1.0 130.0 85.0 -0.034 0.032 1000.0 -1000.0 -0.028 -1000.0 amb2 Integrin signaling 1.0 156.0 82.0 -0.029 0.067 1000.0 -1000.0 -0.023 -1000.0 Glucocorticoid receptor regulatory network 1.0 197.0 114.0 -0.138 0.078 1000.0 -1000.0 -0.045 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 55.0 37.0 -0.029 0.051 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class III 1.0 68.0 40.0 -0.055 0.055 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 88.0 82.0 -0.02 0.05 1000.0 -1000.0 -0.042 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 79.0 52.0 -0.057 0.069 1000.0 -1000.0 -0.021 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 102.0 83.0 -0.032 0.055 1000.0 -1000.0 -0.011 -1000.0 FoxO family signaling 1.0 77.0 64.0 -0.042 0.039 1000.0 -1000.0 -0.028 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 28.0 15.0 -0.027 0.028 1000.0 -1000.0 -0.029 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 47.0 36.0 -0.04 0.055 1000.0 -1000.0 -0.022 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 46.0 31.0 -0.038 0.04 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 226.0 125.0 -0.026 0.051 1000.0 -1000.0 -0.022 -1000.0 TCGA08_rtk_signaling 1.0 27.0 26.0 -0.035 0.042 1000.0 -1000.0 -0.005 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 119.0 76.0 -0.03 0.059 1000.0 -1000.0 -0.038 -1000.0 Regulation of Telomerase 1.0 125.0 102.0 -0.066 0.061 1000.0 -1000.0 -0.025 -1000.0 EGFR-dependent Endothelin signaling events 1.0 39.0 21.0 -0.003 0.041 1000.0 -1000.0 -0.014 -1000.0 Insulin Pathway 1.0 127.0 74.0 -0.045 0.063 1000.0 -1000.0 -0.025 -1000.0 S1P3 pathway 1.0 67.0 42.0 -0.032 0.04 1000.0 -1000.0 -0.023 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 175.0 120.0 -0.035 0.082 1000.0 -1000.0 -0.029 -1000.0 PDGFR-beta signaling pathway 1.0 165.0 97.0 -0.049 0.061 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.016 0.045 1000.0 -1000.0 0.015 -1000.0 p38 MAPK signaling pathway 1.0 55.0 44.0 -0.051 0.052 1000.0 -1000.0 -0.013 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 33.0 17.0 -0.017 0.046 1000.0 -1000.0 -0.018 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 21.0 23.0 -0.002 0.039 1000.0 -1000.0 -0.016 -1000.0 Canonical NF-kappaB pathway 0.0 21.0 39.0 -0.009 0.067 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class II 0.0 60.0 75.0 -0.066 0.07 1000.0 -1000.0 -0.024 -1000.0 ErbB4 signaling events 0.0 38.0 69.0 -0.036 0.055 1000.0 -1000.0 -0.025 -1000.0 BARD1 signaling events 0.0 51.0 57.0 -0.057 0.069 1000.0 -1000.0 -0.032 -1000.0 Circadian rhythm pathway 0.0 6.0 22.0 -0.01 0.059 1000.0 -1000.0 -0.022 -1000.0 Arf6 downstream pathway 0.0 24.0 43.0 -0.041 0.054 1000.0 -1000.0 -0.024 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.0 0.039 1000.0 -1000.0 -0.009 -1000.0 Insulin-mediated glucose transport 0.0 24.0 32.0 -0.003 0.037 1000.0 -1000.0 -0.012 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 52.0 68.0 -0.044 0.058 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 0.0 70.0 104.0 -0.035 0.069 1000.0 -1000.0 -0.023 -1000.0 Atypical NF-kappaB pathway 0.0 24.0 31.0 -0.0 0.031 1000.0 -1000.0 -0.011 -1000.0 Regulation of p38-alpha and p38-beta 0.0 53.0 54.0 -0.023 0.069 1000.0 -1000.0 -0.019 -1000.0 Effects of Botulinum toxin 0.0 7.0 26.0 -0.004 0.045 1000.0 -1000.0 -0.002 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 12.0 27.0 -0.016 0.068 1000.0 -1000.0 -0.028 -1000.0 Arf6 trafficking events 0.0 23.0 71.0 -0.05 0.053 1000.0 -1000.0 -0.022 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 84.0 88.0 -0.045 0.049 1000.0 -1000.0 -0.055 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 27.0 33.0 -0.045 0.067 1000.0 -1000.0 -0.023 -1000.0 Rapid glucocorticoid signaling 0.0 8.0 20.0 -0.003 0.037 1000.0 -1000.0 -0.001 -1000.0 Signaling events mediated by PRL 0.0 25.0 34.0 -0.03 0.043 1000.0 -1000.0 -0.03 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.03 0.03 1000.0 -1000.0 -0.02 -1000.0 Arf1 pathway 0.0 14.0 54.0 -0.001 0.052 1000.0 -1000.0 -0.01 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.07 1000.0 -1000.0 0.0 -1000.0 Total 265 18626 7203 -9.69067792645 6.74494951519 131000 -131000 -3.28570992801 -131000