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 Nephrin/Neph1 signaling in the kidney podocyte 19.0 648.0 34.0 -0.102 0.01 1000.0 -1000.0 -0.008 -1000.0 TCGA08_retinoblastoma 15.0 123.0 8.0 -0.039 0.045 1000.0 -1000.0 0.0 -1000.0 Ephrin A reverse signaling 12.0 87.0 7.0 -0.044 0.0 1000.0 -1000.0 -0.003 -1000.0 Syndecan-1-mediated signaling events 10.0 364.0 34.0 -0.113 0.011 1000.0 -1000.0 -0.019 -1000.0 Glucocorticoid receptor regulatory network 10.0 1232.0 114.0 -0.41 0.184 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 867.0 82.0 -0.063 0.01 1000.0 -1000.0 -0.042 -1000.0 Endothelins 10.0 978.0 96.0 -0.133 0.037 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling events 10.0 53.0 5.0 -0.069 0.01 1000.0 -1000.0 0.003 -1000.0 TCGA08_p53 9.0 64.0 7.0 -0.039 0.027 1000.0 -1000.0 -0.001 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 419.0 44.0 -0.064 0.01 1000.0 -1000.0 -0.019 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 707.0 74.0 -0.069 0.019 1000.0 -1000.0 -0.03 -1000.0 p75(NTR)-mediated signaling 8.0 1077.0 125.0 -0.095 0.029 1000.0 -1000.0 -0.035 -1000.0 IL4-mediated signaling events 8.0 760.0 91.0 -0.452 0.363 1000.0 -1000.0 -0.139 -1000.0 Reelin signaling pathway 8.0 496.0 56.0 -0.091 0.021 1000.0 -1000.0 -0.023 -1000.0 Ephrin B reverse signaling 8.0 397.0 48.0 -0.123 0.016 1000.0 -1000.0 -0.015 -1000.0 Integrins in angiogenesis 8.0 699.0 84.0 -0.121 0.021 1000.0 -1000.0 -0.029 -1000.0 ErbB2/ErbB3 signaling events 7.0 490.0 65.0 -0.11 0.014 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by the Hedgehog family 7.0 396.0 52.0 -0.08 0.02 1000.0 -1000.0 -0.015 -1000.0 Thromboxane A2 receptor signaling 7.0 774.0 105.0 -0.09 0.018 1000.0 -1000.0 -0.031 -1000.0 HIF-1-alpha transcription factor network 7.0 564.0 76.0 -0.127 0.016 1000.0 -1000.0 -0.049 -1000.0 Fc-epsilon receptor I signaling in mast cells 7.0 703.0 97.0 -0.074 0.019 1000.0 -1000.0 -0.035 -1000.0 amb2 Integrin signaling 7.0 610.0 82.0 -0.138 0.013 1000.0 -1000.0 -0.015 -1000.0 EPHB forward signaling 7.0 636.0 85.0 -0.051 0.039 1000.0 -1000.0 -0.033 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 238.0 31.0 -0.113 0.012 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling in the nascent adherens junction 7.0 575.0 76.0 -0.069 0.018 1000.0 -1000.0 -0.035 -1000.0 IL23-mediated signaling events 7.0 475.0 60.0 -0.294 0.011 1000.0 -1000.0 -0.08 -1000.0 E-cadherin signaling in keratinocytes 7.0 312.0 43.0 -0.069 0.011 1000.0 -1000.0 -0.014 -1000.0 Caspase cascade in apoptosis 6.0 461.0 74.0 -0.081 0.04 1000.0 -1000.0 -0.027 -1000.0 Osteopontin-mediated events 6.0 243.0 38.0 -0.041 0.012 1000.0 -1000.0 -0.027 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 576.0 85.0 -0.112 0.01 1000.0 -1000.0 -0.028 -1000.0 TCR signaling in naïve CD8+ T cells 6.0 607.0 93.0 -0.103 0.033 1000.0 -1000.0 -0.037 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 6.0 446.0 68.0 -0.177 0.039 1000.0 -1000.0 -0.041 -1000.0 IL12-mediated signaling events 5.0 514.0 87.0 -0.19 0.013 1000.0 -1000.0 -0.088 -1000.0 FAS signaling pathway (CD95) 5.0 267.0 47.0 -0.189 0.027 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 713.0 125.0 -0.044 0.016 1000.0 -1000.0 -0.036 -1000.0 EGFR-dependent Endothelin signaling events 5.0 114.0 21.0 -0.02 0.015 1000.0 -1000.0 -0.018 -1000.0 Syndecan-4-mediated signaling events 5.0 377.0 67.0 -0.073 0.015 1000.0 -1000.0 -0.023 -1000.0 IGF1 pathway 5.0 297.0 57.0 -0.028 0.02 1000.0 -1000.0 -0.033 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 611.0 120.0 -0.084 0.077 1000.0 -1000.0 -0.029 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 243.0 54.0 -0.043 0.021 1000.0 -1000.0 -0.035 -1000.0 BMP receptor signaling 4.0 381.0 81.0 -0.071 0.034 1000.0 -1000.0 -0.037 -1000.0 HIF-2-alpha transcription factor network 4.0 177.0 43.0 -0.11 0.018 1000.0 -1000.0 -0.044 -1000.0 Nongenotropic Androgen signaling 4.0 250.0 52.0 -0.086 0.037 1000.0 -1000.0 -0.02 -1000.0 Wnt signaling 4.0 30.0 7.0 -0.018 0.01 1000.0 -1000.0 -0.011 -1000.0 IL6-mediated signaling events 4.0 374.0 75.0 -0.088 0.029 1000.0 -1000.0 -0.027 -1000.0 BCR signaling pathway 4.0 481.0 99.0 -0.061 0.019 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 402.0 88.0 -0.079 0.015 1000.0 -1000.0 -0.045 -1000.0 Visual signal transduction: Rods 4.0 230.0 52.0 -0.048 0.015 1000.0 -1000.0 -0.024 -1000.0 ErbB4 signaling events 3.0 208.0 69.0 -0.078 0.082 1000.0 -1000.0 -0.036 -1000.0 BARD1 signaling events 3.0 220.0 57.0 -0.029 0.025 1000.0 -1000.0 -0.019 -1000.0 Noncanonical Wnt signaling pathway 3.0 89.0 26.0 -0.045 0.01 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by PTP1B 3.0 257.0 76.0 -0.041 0.02 1000.0 -1000.0 -0.021 -1000.0 FOXA2 and FOXA3 transcription factor networks 3.0 158.0 46.0 -0.125 0.012 1000.0 -1000.0 -0.075 -1000.0 Glypican 1 network 3.0 149.0 48.0 -0.068 0.02 1000.0 -1000.0 -0.012 -1000.0 IFN-gamma pathway 3.0 270.0 68.0 -0.07 0.017 1000.0 -1000.0 -0.047 -1000.0 Nectin adhesion pathway 3.0 241.0 63.0 -0.069 0.012 1000.0 -1000.0 -0.034 -1000.0 S1P1 pathway 3.0 134.0 36.0 -0.055 0.01 1000.0 -1000.0 -0.024 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 46.0 15.0 -0.02 0.011 1000.0 -1000.0 -0.006 -1000.0 Retinoic acid receptors-mediated signaling 3.0 186.0 58.0 -0.039 0.02 1000.0 -1000.0 -0.028 -1000.0 Effects of Botulinum toxin 3.0 80.0 26.0 -0.032 0.015 1000.0 -1000.0 -0.005 -1000.0 Glypican 2 network 3.0 13.0 4.0 -0.003 -0.0 1000.0 -1000.0 0.001 -1000.0 IL27-mediated signaling events 3.0 160.0 51.0 -0.072 0.04 1000.0 -1000.0 -0.033 -1000.0 S1P3 pathway 3.0 138.0 42.0 -0.088 0.015 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 3.0 9.0 3.0 -0.003 -1000.0 1000.0 -1000.0 -0.002 -1000.0 FOXM1 transcription factor network 3.0 189.0 51.0 -0.133 0.023 1000.0 -1000.0 -0.139 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 338.0 136.0 -0.155 0.152 1000.0 -1000.0 -0.023 -1000.0 Coregulation of Androgen receptor activity 2.0 189.0 76.0 -0.055 0.019 1000.0 -1000.0 -0.021 -1000.0 PLK2 and PLK4 events 2.0 6.0 3.0 0.001 0.002 1000.0 -1000.0 -0.002 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 39.0 17.0 -0.028 0.019 1000.0 -1000.0 -0.02 -1000.0 Arf6 signaling events 2.0 184.0 62.0 -0.035 0.017 1000.0 -1000.0 -0.016 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 183.0 65.0 -0.155 0.037 1000.0 -1000.0 -0.036 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 181.0 61.0 -0.078 0.029 1000.0 -1000.0 -0.026 -1000.0 PDGFR-alpha signaling pathway 2.0 125.0 44.0 -0.104 0.017 1000.0 -1000.0 -0.012 -1000.0 IL1-mediated signaling events 2.0 155.0 62.0 -0.025 0.033 1000.0 -1000.0 -0.031 -1000.0 IL2 signaling events mediated by PI3K 2.0 137.0 58.0 -0.048 0.024 1000.0 -1000.0 -0.032 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 90.0 45.0 -0.02 0.025 1000.0 -1000.0 -0.033 -1000.0 Canonical Wnt signaling pathway 2.0 124.0 51.0 -0.078 0.039 1000.0 -1000.0 -0.027 -1000.0 TCGA08_rtk_signaling 2.0 65.0 26.0 -0.035 0.026 1000.0 -1000.0 -0.004 -1000.0 LPA receptor mediated events 2.0 256.0 102.0 -0.054 0.026 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by STAT5 2.0 60.0 22.0 -0.038 0.01 1000.0 -1000.0 -0.03 -1000.0 PDGFR-beta signaling pathway 2.0 206.0 97.0 -0.049 0.027 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 171.0 78.0 -0.018 0.025 1000.0 -1000.0 -0.051 -1000.0 Regulation of Androgen receptor activity 2.0 204.0 70.0 -0.135 0.023 1000.0 -1000.0 -0.032 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 46.0 17.0 -0.017 0.016 1000.0 -1000.0 -0.021 -1000.0 Aurora B signaling 2.0 172.0 67.0 -0.082 0.014 1000.0 -1000.0 -0.027 -1000.0 LPA4-mediated signaling events 1.0 21.0 12.0 -0.025 0.009 1000.0 -1000.0 -0.009 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 51.0 28.0 -0.014 0.018 1000.0 -1000.0 -0.011 -1000.0 Visual signal transduction: Cones 1.0 65.0 38.0 -0.037 0.019 1000.0 -1000.0 -0.004 -1000.0 Syndecan-2-mediated signaling events 1.0 125.0 69.0 -0.041 0.021 1000.0 -1000.0 -0.022 -1000.0 Cellular roles of Anthrax toxin 1.0 76.0 39.0 -0.024 0.01 1000.0 -1000.0 -0.009 -1000.0 Aurora A signaling 1.0 87.0 60.0 -0.043 0.027 1000.0 -1000.0 -0.01 -1000.0 PLK1 signaling events 1.0 130.0 85.0 -0.016 0.02 1000.0 -1000.0 -0.022 -1000.0 Ceramide signaling pathway 1.0 101.0 76.0 -0.049 0.023 1000.0 -1000.0 -0.015 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 47.0 37.0 -0.017 0.025 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by HDAC Class III 1.0 57.0 40.0 -0.036 0.019 1000.0 -1000.0 -0.005 -1000.0 TRAIL signaling pathway 1.0 90.0 48.0 -0.015 0.025 1000.0 -1000.0 -0.018 -1000.0 S1P5 pathway 1.0 33.0 17.0 -0.008 0.01 1000.0 -1000.0 -0.01 -1000.0 ceramide signaling pathway 1.0 55.0 49.0 -0.009 0.019 1000.0 -1000.0 -0.019 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 90.0 52.0 -0.016 0.038 1000.0 -1000.0 -0.021 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 84.0 83.0 -0.041 0.028 1000.0 -1000.0 -0.023 -1000.0 FoxO family signaling 1.0 102.0 64.0 -0.041 0.045 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 1.0 47.0 31.0 -0.018 0.016 1000.0 -1000.0 -0.011 -1000.0 Syndecan-3-mediated signaling events 1.0 62.0 35.0 -0.021 0.029 1000.0 -1000.0 -0.014 -1000.0 Regulation of p38-alpha and p38-beta 1.0 74.0 54.0 -0.026 0.026 1000.0 -1000.0 -0.031 -1000.0 Regulation of Telomerase 1.0 202.0 102.0 -0.125 0.028 1000.0 -1000.0 -0.05 -1000.0 Insulin Pathway 1.0 95.0 74.0 -0.047 0.029 1000.0 -1000.0 -0.029 -1000.0 Plasma membrane estrogen receptor signaling 1.0 131.0 86.0 -0.027 0.022 1000.0 -1000.0 -0.042 -1000.0 VEGFR1 specific signals 1.0 84.0 56.0 -0.02 0.025 1000.0 -1000.0 -0.027 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 56.0 33.0 -0.041 0.027 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PRL 1.0 38.0 34.0 -0.018 0.015 1000.0 -1000.0 -0.018 -1000.0 S1P4 pathway 1.0 39.0 25.0 -0.002 0.018 1000.0 -1000.0 -0.012 -1000.0 p38 MAPK signaling pathway 1.0 64.0 44.0 -0.028 0.019 1000.0 -1000.0 -0.028 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 9.0 23.0 -0.005 0.025 1000.0 -1000.0 -0.016 -1000.0 Canonical NF-kappaB pathway 0.0 18.0 39.0 -0.009 0.042 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class II 0.0 31.0 75.0 -0.019 0.029 1000.0 -1000.0 -0.017 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.006 0.022 1000.0 -1000.0 -0.026 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 0.007 0.015 1000.0 -1000.0 -0.002 -1000.0 Arf6 downstream pathway 0.0 36.0 43.0 -0.019 0.019 1000.0 -1000.0 -0.019 -1000.0 Aurora C signaling 0.0 6.0 7.0 -0.0 0.014 1000.0 -1000.0 -0.006 -1000.0 EPO signaling pathway 0.0 35.0 55.0 -0.005 0.041 1000.0 -1000.0 -0.031 -1000.0 Insulin-mediated glucose transport 0.0 29.0 32.0 -0.041 0.02 1000.0 -1000.0 -0.017 -1000.0 mTOR signaling pathway 0.0 42.0 53.0 -0.009 0.019 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 24.0 68.0 -0.041 0.03 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class I 0.0 1.0 15.0 -0.005 0.01 1000.0 -1000.0 -0.002 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 15.0 36.0 -0.026 0.027 1000.0 -1000.0 -0.021 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 0.0 0.023 1000.0 -1000.0 -0.022 -1000.0 Class I PI3K signaling events 0.0 9.0 73.0 -0.096 0.043 1000.0 -1000.0 -0.026 -1000.0 Arf6 trafficking events 0.0 7.0 71.0 -0.017 0.025 1000.0 -1000.0 -0.023 -1000.0 Rapid glucocorticoid signaling 0.0 19.0 20.0 -0.006 0.013 1000.0 -1000.0 -0.003 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.0 0.02 1000.0 -1000.0 -0.011 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 0.0 0.029 1000.0 -1000.0 -0.002 -1000.0 Total 459 30430 7114 -8.27310002033 -996.50094512 131000 -131000 -3.34690189458 -131000