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 1115.0 91.0 -0.686 0.603 1000.0 -1000.0 -0.165 -1000.0 Signaling mediated by p38-alpha and p38-beta 10.0 476.0 44.0 -0.193 0.012 1000.0 -1000.0 -0.044 -1000.0 Syndecan-4-mediated signaling events 9.0 609.0 67.0 -0.174 0.025 1000.0 -1000.0 -0.08 -1000.0 IL23-mediated signaling events 9.0 545.0 60.0 -0.432 0.012 1000.0 -1000.0 -0.184 -1000.0 FOXA2 and FOXA3 transcription factor networks 8.0 382.0 46.0 -0.503 0.018 1000.0 -1000.0 -0.113 -1000.0 Endothelins 8.0 778.0 96.0 -0.166 0.012 1000.0 -1000.0 -0.078 -1000.0 IL12-mediated signaling events 7.0 628.0 87.0 -0.323 0.079 1000.0 -1000.0 -0.139 -1000.0 Signaling events mediated by the Hedgehog family 7.0 374.0 52.0 -0.148 0.091 1000.0 -1000.0 -0.054 -1000.0 TCGA08_p53 7.0 55.0 7.0 -0.055 0.027 1000.0 -1000.0 -0.02 -1000.0 Wnt signaling 7.0 49.0 7.0 -0.089 0.004 1000.0 -1000.0 -0.027 -1000.0 Syndecan-1-mediated signaling events 6.0 215.0 34.0 -0.152 0.012 1000.0 -1000.0 -0.047 -1000.0 HIF-1-alpha transcription factor network 6.0 517.0 76.0 -0.323 0.018 1000.0 -1000.0 -0.164 -1000.0 p75(NTR)-mediated signaling 6.0 754.0 125.0 -0.157 0.03 1000.0 -1000.0 -0.083 -1000.0 Glypican 1 network 6.0 334.0 48.0 -0.172 0.015 1000.0 -1000.0 -0.034 -1000.0 amb2 Integrin signaling 6.0 497.0 82.0 -0.132 0.012 1000.0 -1000.0 -0.076 -1000.0 BCR signaling pathway 6.0 635.0 99.0 -0.161 0.02 1000.0 -1000.0 -0.082 -1000.0 EGFR-dependent Endothelin signaling events 6.0 127.0 21.0 -0.147 0.012 1000.0 -1000.0 -0.06 -1000.0 Syndecan-2-mediated signaling events 5.0 360.0 69.0 -0.147 0.02 1000.0 -1000.0 -0.035 -1000.0 BMP receptor signaling 5.0 422.0 81.0 -0.165 0.022 1000.0 -1000.0 -0.089 -1000.0 Glucocorticoid receptor regulatory network 5.0 630.0 114.0 -0.381 0.233 1000.0 -1000.0 -0.055 -1000.0 Ephrin B reverse signaling 5.0 250.0 48.0 -0.142 0.048 1000.0 -1000.0 -0.06 -1000.0 TCR signaling in naïve CD8+ T cells 5.0 518.0 93.0 -0.118 0.012 1000.0 -1000.0 -0.077 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 369.0 68.0 -0.301 0.083 1000.0 -1000.0 -0.113 -1000.0 TCGA08_retinoblastoma 5.0 47.0 8.0 -0.068 0.02 1000.0 -1000.0 -0.013 -1000.0 Caspase cascade in apoptosis 4.0 303.0 74.0 -0.094 0.068 1000.0 -1000.0 -0.041 -1000.0 Thromboxane A2 receptor signaling 4.0 475.0 105.0 -0.147 0.043 1000.0 -1000.0 -0.062 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 450.0 97.0 -0.133 0.031 1000.0 -1000.0 -0.08 -1000.0 Reelin signaling pathway 4.0 251.0 56.0 -0.087 0.02 1000.0 -1000.0 -0.067 -1000.0 Retinoic acid receptors-mediated signaling 4.0 236.0 58.0 -0.166 0.012 1000.0 -1000.0 -0.063 -1000.0 Effects of Botulinum toxin 4.0 129.0 26.0 -0.13 0.012 1000.0 -1000.0 -0.05 -1000.0 Calcium signaling in the CD4+ TCR pathway 4.0 148.0 31.0 -0.129 0.012 1000.0 -1000.0 -0.045 -1000.0 LPA receptor mediated events 4.0 478.0 102.0 -0.152 0.021 1000.0 -1000.0 -0.08 -1000.0 Plasma membrane estrogen receptor signaling 4.0 376.0 86.0 -0.067 0.055 1000.0 -1000.0 -0.083 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 598.0 120.0 -0.2 0.132 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 339.0 78.0 -0.097 0.067 1000.0 -1000.0 -0.083 -1000.0 Osteopontin-mediated events 3.0 137.0 38.0 -0.143 0.013 1000.0 -1000.0 -0.091 -1000.0 Noncanonical Wnt signaling pathway 3.0 95.0 26.0 -0.089 0.012 1000.0 -1000.0 -0.042 -1000.0 Cellular roles of Anthrax toxin 3.0 148.0 39.0 -0.044 0.012 1000.0 -1000.0 -0.029 -1000.0 Arf6 signaling events 3.0 201.0 62.0 -0.147 0.023 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by PTP1B 3.0 233.0 76.0 -0.147 0.018 1000.0 -1000.0 -0.08 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 239.0 61.0 -0.16 0.061 1000.0 -1000.0 -0.065 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 254.0 82.0 -0.106 0.012 1000.0 -1000.0 -0.077 -1000.0 FAS signaling pathway (CD95) 3.0 181.0 47.0 -0.139 0.015 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 3.0 198.0 51.0 -0.161 0.089 1000.0 -1000.0 -0.058 -1000.0 EPHB forward signaling 3.0 303.0 85.0 -0.14 0.063 1000.0 -1000.0 -0.077 -1000.0 Glypican 2 network 3.0 15.0 4.0 -0.008 -0.001 1000.0 -1000.0 -0.015 -1000.0 IL27-mediated signaling events 3.0 175.0 51.0 -0.282 0.013 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by PRL 3.0 119.0 34.0 -0.047 0.039 1000.0 -1000.0 -0.031 -1000.0 LPA4-mediated signaling events 2.0 31.0 12.0 -0.029 0.016 1000.0 -1000.0 -0.027 -1000.0 Coregulation of Androgen receptor activity 2.0 175.0 76.0 -0.175 0.045 1000.0 -1000.0 -0.027 -1000.0 ErbB4 signaling events 2.0 170.0 69.0 -0.118 0.035 1000.0 -1000.0 -0.088 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 66.0 28.0 -0.058 0.019 1000.0 -1000.0 -0.039 -1000.0 Visual signal transduction: Cones 2.0 77.0 38.0 -0.023 0.011 1000.0 -1000.0 -0.023 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 108.0 54.0 -0.083 0.023 1000.0 -1000.0 -0.084 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 146.0 65.0 -0.085 0.029 1000.0 -1000.0 -0.063 -1000.0 Nectin adhesion pathway 2.0 168.0 63.0 -0.043 0.02 1000.0 -1000.0 -0.071 -1000.0 Signaling events mediated by HDAC Class III 2.0 92.0 40.0 -0.091 0.022 1000.0 -1000.0 -0.026 -1000.0 TRAIL signaling pathway 2.0 118.0 48.0 -0.043 0.025 1000.0 -1000.0 -0.058 -1000.0 IL1-mediated signaling events 2.0 170.0 62.0 -0.085 0.049 1000.0 -1000.0 -0.083 -1000.0 S1P1 pathway 2.0 80.0 36.0 -0.108 0.012 1000.0 -1000.0 -0.068 -1000.0 Syndecan-3-mediated signaling events 2.0 78.0 35.0 -0.147 0.027 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by PI3K 2.0 123.0 58.0 -0.053 0.022 1000.0 -1000.0 -0.08 -1000.0 Integrins in angiogenesis 2.0 223.0 84.0 -0.173 0.026 1000.0 -1000.0 -0.082 -1000.0 Nongenotropic Androgen signaling 2.0 116.0 52.0 -0.058 0.02 1000.0 -1000.0 -0.052 -1000.0 IL6-mediated signaling events 2.0 156.0 75.0 -0.119 0.034 1000.0 -1000.0 -0.067 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 2.0 71.0 27.0 -0.041 0.012 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by STAT5 2.0 53.0 22.0 -0.061 0.021 1000.0 -1000.0 -0.058 -1000.0 Class I PI3K signaling events 2.0 212.0 73.0 -0.057 0.019 1000.0 -1000.0 -0.057 -1000.0 Regulation of Telomerase 2.0 216.0 102.0 -0.174 0.029 1000.0 -1000.0 -0.1 -1000.0 S1P3 pathway 2.0 93.0 42.0 -0.059 0.019 1000.0 -1000.0 -0.04 -1000.0 Angiopoietin receptor Tie2-mediated signaling 2.0 237.0 88.0 -0.153 0.073 1000.0 -1000.0 -0.091 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.003 -1000.0 1000.0 -1000.0 -0.01 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 39.0 17.0 -0.046 0.011 1000.0 -1000.0 -0.041 -1000.0 ErbB2/ErbB3 signaling events 1.0 109.0 65.0 -0.041 0.039 1000.0 -1000.0 -0.064 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 188.0 136.0 -0.056 0.048 1000.0 -1000.0 -0.056 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 65.0 34.0 -0.041 0.012 1000.0 -1000.0 -0.041 -1000.0 Canonical NF-kappaB pathway 1.0 45.0 39.0 -0.025 0.047 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by HDAC Class II 1.0 113.0 75.0 -0.044 0.031 1000.0 -1000.0 -0.037 -1000.0 BARD1 signaling events 1.0 61.0 57.0 -0.056 0.048 1000.0 -1000.0 -0.058 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 -0.001 0.012 1000.0 -1000.0 -0.01 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 32.0 17.0 -0.025 0.014 1000.0 -1000.0 -0.038 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.017 0.017 1000.0 -1000.0 -0.021 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 118.0 85.0 -0.048 0.037 1000.0 -1000.0 -0.064 -1000.0 Aurora A signaling 1.0 60.0 60.0 -0.053 0.032 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 1.0 65.0 55.0 -0.048 0.032 1000.0 -1000.0 -0.082 -1000.0 PDGFR-alpha signaling pathway 1.0 73.0 44.0 -0.058 0.023 1000.0 -1000.0 -0.06 -1000.0 mTOR signaling pathway 1.0 60.0 53.0 -0.014 0.02 1000.0 -1000.0 -0.057 -1000.0 IFN-gamma pathway 1.0 95.0 68.0 -0.048 0.033 1000.0 -1000.0 -0.089 -1000.0 Ceramide signaling pathway 1.0 118.0 76.0 -0.147 0.047 1000.0 -1000.0 -0.043 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 40.0 37.0 -0.085 0.033 1000.0 -1000.0 -0.049 -1000.0 S1P5 pathway 1.0 31.0 17.0 -0.058 0.017 1000.0 -1000.0 -0.037 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 75.0 52.0 -0.074 0.031 1000.0 -1000.0 -0.043 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 115.0 83.0 -0.165 0.044 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by HDAC Class I 1.0 111.0 104.0 -0.041 0.034 1000.0 -1000.0 -0.062 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 16.0 15.0 -0.027 0.021 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 51.0 45.0 -0.048 0.044 1000.0 -1000.0 -0.081 -1000.0 Regulation of p38-alpha and p38-beta 1.0 59.0 54.0 -0.057 0.03 1000.0 -1000.0 -0.06 -1000.0 TCGA08_rtk_signaling 1.0 47.0 26.0 -0.043 0.025 1000.0 -1000.0 -0.02 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 92.0 74.0 -0.147 0.042 1000.0 -1000.0 -0.08 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 109.0 76.0 -0.036 0.028 1000.0 -1000.0 -0.074 -1000.0 Insulin Pathway 1.0 132.0 74.0 -0.138 0.027 1000.0 -1000.0 -0.075 -1000.0 VEGFR1 specific signals 1.0 60.0 56.0 -0.041 0.023 1000.0 -1000.0 -0.052 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 54.0 33.0 -0.076 0.035 1000.0 -1000.0 -0.035 -1000.0 PDGFR-beta signaling pathway 1.0 165.0 97.0 -0.052 0.028 1000.0 -1000.0 -0.073 -1000.0 Visual signal transduction: Rods 1.0 95.0 52.0 -0.06 0.017 1000.0 -1000.0 -0.064 -1000.0 FOXM1 transcription factor network 1.0 68.0 51.0 -0.143 0.035 1000.0 -1000.0 -0.193 -1000.0 S1P4 pathway 1.0 44.0 25.0 -0.058 0.019 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 -0.003 0.014 1000.0 -1000.0 -0.021 -1000.0 p38 MAPK signaling pathway 1.0 45.0 44.0 -0.023 0.022 1000.0 -1000.0 -0.069 -1000.0 Regulation of Androgen receptor activity 1.0 122.0 70.0 -0.245 0.039 1000.0 -1000.0 -0.063 -1000.0 Aurora B signaling 1.0 94.0 67.0 -0.103 0.028 1000.0 -1000.0 -0.068 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 8.0 23.0 0.004 0.033 1000.0 -1000.0 -0.047 -1000.0 Circadian rhythm pathway 0.0 8.0 22.0 -0.012 0.038 1000.0 -1000.0 -0.05 -1000.0 Arf6 downstream pathway 0.0 11.0 43.0 -0.024 0.025 1000.0 -1000.0 -0.034 -1000.0 Aurora C signaling 0.0 6.0 7.0 -0.01 0.012 1000.0 -1000.0 -0.027 -1000.0 PLK1 signaling events 0.0 64.0 85.0 -0.026 0.029 1000.0 -1000.0 -0.041 -1000.0 Insulin-mediated glucose transport 0.0 20.0 32.0 -0.018 0.03 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 32.0 68.0 -0.029 0.037 1000.0 -1000.0 -0.048 -1000.0 ceramide signaling pathway 0.0 32.0 49.0 -0.024 0.028 1000.0 -1000.0 -0.046 -1000.0 HIF-2-alpha transcription factor network 0.0 37.0 43.0 -0.039 0.048 1000.0 -1000.0 -0.077 -1000.0 FoxO family signaling 0.0 28.0 64.0 -0.05 0.108 1000.0 -1000.0 -0.077 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 20.0 36.0 -0.033 0.035 1000.0 -1000.0 -0.065 -1000.0 Atypical NF-kappaB pathway 0.0 10.0 31.0 -0.031 0.029 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 95.0 125.0 -0.044 0.056 1000.0 -1000.0 -0.091 -1000.0 Arf6 trafficking events 0.0 33.0 71.0 -0.039 0.029 1000.0 -1000.0 -0.068 -1000.0 IGF1 pathway 0.0 40.0 57.0 -0.022 0.029 1000.0 -1000.0 -0.079 -1000.0 Rapid glucocorticoid signaling 0.0 11.0 20.0 -0.008 0.012 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in keratinocytes 0.0 19.0 43.0 -0.027 0.032 1000.0 -1000.0 -0.055 -1000.0 Arf1 pathway 0.0 7.0 54.0 -0.022 0.028 1000.0 -1000.0 -0.031 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.035 1000.0 -1000.0 -0.029 -1000.0 Total 348 23233 7203 -13.4779970344 -995.301052343 131000 -131000 -7.89500491313 -131000