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 21.0 739.0 34.0 -0.278 0.014 1000.0 -1000.0 -0.061 -1000.0 Ephrin A reverse signaling 20.0 142.0 7.0 -0.171 -0.0 1000.0 -1000.0 -0.03 -1000.0 TCGA08_retinoblastoma 19.0 159.0 8.0 -0.131 0.084 1000.0 -1000.0 -0.015 -1000.0 Syndecan-1-mediated signaling events 16.0 561.0 34.0 -0.289 0.014 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by the Hedgehog family 14.0 730.0 52.0 -0.309 0.178 1000.0 -1000.0 -0.08 -1000.0 IL4-mediated signaling events 13.0 1204.0 91.0 -0.774 0.692 1000.0 -1000.0 -0.145 -1000.0 E-cadherin signaling events 11.0 56.0 5.0 -0.121 0.014 1000.0 -1000.0 -0.045 -1000.0 p75(NTR)-mediated signaling 10.0 1364.0 125.0 -0.335 0.027 1000.0 -1000.0 -0.107 -1000.0 Glucocorticoid receptor regulatory network 10.0 1237.0 114.0 -0.744 0.36 1000.0 -1000.0 -0.082 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 825.0 82.0 -0.208 0.014 1000.0 -1000.0 -0.087 -1000.0 Reelin signaling pathway 9.0 505.0 56.0 -0.276 0.021 1000.0 -1000.0 -0.085 -1000.0 Endothelins 9.0 933.0 96.0 -0.255 0.014 1000.0 -1000.0 -0.088 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 406.0 44.0 -0.125 0.014 1000.0 -1000.0 -0.048 -1000.0 Integrins in angiogenesis 9.0 785.0 84.0 -0.26 0.027 1000.0 -1000.0 -0.102 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 627.0 68.0 -0.369 0.08 1000.0 -1000.0 -0.126 -1000.0 IL23-mediated signaling events 9.0 580.0 60.0 -0.484 0.014 1000.0 -1000.0 -0.16 -1000.0 amb2 Integrin signaling 8.0 732.0 82.0 -0.318 0.014 1000.0 -1000.0 -0.089 -1000.0 Ephrin B reverse signaling 8.0 385.0 48.0 -0.18 0.051 1000.0 -1000.0 -0.074 -1000.0 TCR signaling in naïve CD8+ T cells 8.0 773.0 93.0 -0.166 0.083 1000.0 -1000.0 -0.083 -1000.0 Caspase cascade in apoptosis 7.0 528.0 74.0 -0.139 0.069 1000.0 -1000.0 -0.04 -1000.0 IL12-mediated signaling events 7.0 683.0 87.0 -0.287 0.027 1000.0 -1000.0 -0.122 -1000.0 Thromboxane A2 receptor signaling 7.0 735.0 105.0 -0.191 0.053 1000.0 -1000.0 -0.068 -1000.0 HIF-1-alpha transcription factor network 7.0 592.0 76.0 -0.31 0.026 1000.0 -1000.0 -0.153 -1000.0 FOXA2 and FOXA3 transcription factor networks 7.0 357.0 46.0 -0.376 0.023 1000.0 -1000.0 -0.09 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 237.0 31.0 -0.299 0.014 1000.0 -1000.0 -0.096 -1000.0 Nongenotropic Androgen signaling 7.0 371.0 52.0 -0.137 0.071 1000.0 -1000.0 -0.054 -1000.0 Syndecan-4-mediated signaling events 7.0 514.0 67.0 -0.171 0.017 1000.0 -1000.0 -0.093 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 7.0 847.0 120.0 -0.238 0.179 1000.0 -1000.0 -0.075 -1000.0 LPA4-mediated signaling events 6.0 73.0 12.0 -0.095 0.017 1000.0 -1000.0 -0.025 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 527.0 85.0 -0.143 0.014 1000.0 -1000.0 -0.073 -1000.0 BMP receptor signaling 6.0 545.0 81.0 -0.223 0.043 1000.0 -1000.0 -0.106 -1000.0 Glypican 1 network 6.0 319.0 48.0 -0.201 0.018 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 6.0 809.0 125.0 -0.107 0.021 1000.0 -1000.0 -0.1 -1000.0 Wnt signaling 6.0 48.0 7.0 -0.091 0.014 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 462.0 76.0 -0.121 0.021 1000.0 -1000.0 -0.083 -1000.0 BCR signaling pathway 6.0 648.0 99.0 -0.25 0.016 1000.0 -1000.0 -0.097 -1000.0 Coregulation of Androgen receptor activity 5.0 400.0 76.0 -0.165 0.024 1000.0 -1000.0 -0.053 -1000.0 ErbB4 signaling events 5.0 369.0 69.0 -0.193 0.15 1000.0 -1000.0 -0.091 -1000.0 Visual signal transduction: Cones 5.0 197.0 38.0 -0.077 0.014 1000.0 -1000.0 -0.067 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 5.0 308.0 54.0 -0.198 0.029 1000.0 -1000.0 -0.1 -1000.0 Arf6 signaling events 5.0 327.0 62.0 -0.267 0.016 1000.0 -1000.0 -0.059 -1000.0 TCGA08_p53 5.0 40.0 7.0 -0.099 0.054 1000.0 -1000.0 -0.013 -1000.0 Effects of Botulinum toxin 5.0 145.0 26.0 -0.128 0.014 1000.0 -1000.0 -0.071 -1000.0 Glypican 2 network 5.0 22.0 4.0 -0.023 -0.022 1000.0 -1000.0 -0.023 -1000.0 IL27-mediated signaling events 5.0 256.0 51.0 -0.177 0.072 1000.0 -1000.0 -0.081 -1000.0 IL6-mediated signaling events 5.0 446.0 75.0 -0.216 0.056 1000.0 -1000.0 -0.09 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 375.0 74.0 -0.16 0.069 1000.0 -1000.0 -0.091 -1000.0 EGFR-dependent Endothelin signaling events 5.0 106.0 21.0 -0.124 0.021 1000.0 -1000.0 -0.077 -1000.0 Angiopoietin receptor Tie2-mediated signaling 5.0 494.0 88.0 -0.265 0.016 1000.0 -1000.0 -0.118 -1000.0 Visual signal transduction: Rods 5.0 291.0 52.0 -0.188 0.014 1000.0 -1000.0 -0.085 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.023 -1000.0 1000.0 -1000.0 -0.01 -1000.0 ErbB2/ErbB3 signaling events 4.0 317.0 65.0 -0.146 0.023 1000.0 -1000.0 -0.069 -1000.0 Osteopontin-mediated events 4.0 159.0 38.0 -0.141 0.018 1000.0 -1000.0 -0.122 -1000.0 Noncanonical Wnt signaling pathway 4.0 122.0 26.0 -0.115 0.014 1000.0 -1000.0 -0.059 -1000.0 Syndecan-2-mediated signaling events 4.0 293.0 69.0 -0.134 0.035 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by PTP1B 4.0 313.0 76.0 -0.16 0.024 1000.0 -1000.0 -0.077 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 255.0 61.0 -0.274 0.034 1000.0 -1000.0 -0.08 -1000.0 PDGFR-alpha signaling pathway 4.0 178.0 44.0 -0.221 0.028 1000.0 -1000.0 -0.068 -1000.0 S1P1 pathway 4.0 144.0 36.0 -0.101 0.014 1000.0 -1000.0 -0.059 -1000.0 FAS signaling pathway (CD95) 4.0 215.0 47.0 -0.262 0.028 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 4.0 402.0 85.0 -0.152 0.094 1000.0 -1000.0 -0.099 -1000.0 IGF1 pathway 4.0 258.0 57.0 -0.08 0.021 1000.0 -1000.0 -0.098 -1000.0 FOXM1 transcription factor network 4.0 206.0 51.0 -0.141 0.141 1000.0 -1000.0 -0.172 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 450.0 136.0 -0.223 0.219 1000.0 -1000.0 -0.072 -1000.0 BARD1 signaling events 3.0 199.0 57.0 -0.05 0.044 1000.0 -1000.0 -0.072 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 208.0 65.0 -0.248 0.071 1000.0 -1000.0 -0.07 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 373.0 97.0 -0.141 0.034 1000.0 -1000.0 -0.092 -1000.0 Nectin adhesion pathway 3.0 244.0 63.0 -0.124 0.024 1000.0 -1000.0 -0.081 -1000.0 HIF-2-alpha transcription factor network 3.0 132.0 43.0 -0.144 0.029 1000.0 -1000.0 -0.095 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 49.0 15.0 -0.02 0.019 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 3.0 201.0 58.0 -0.138 0.019 1000.0 -1000.0 -0.076 -1000.0 Syndecan-3-mediated signaling events 3.0 119.0 35.0 -0.107 0.015 1000.0 -1000.0 -0.061 -1000.0 IL2 signaling events mediated by PI3K 3.0 178.0 58.0 -0.096 0.036 1000.0 -1000.0 -0.087 -1000.0 Canonical Wnt signaling pathway 3.0 192.0 51.0 -0.274 0.052 1000.0 -1000.0 -0.05 -1000.0 LPA receptor mediated events 3.0 365.0 102.0 -0.141 0.041 1000.0 -1000.0 -0.09 -1000.0 IL2 signaling events mediated by STAT5 3.0 76.0 22.0 -0.071 0.015 1000.0 -1000.0 -0.049 -1000.0 VEGFR1 specific signals 3.0 168.0 56.0 -0.094 0.014 1000.0 -1000.0 -0.074 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 102.0 33.0 -0.139 0.027 1000.0 -1000.0 -0.067 -1000.0 Regulation of Androgen receptor activity 3.0 257.0 70.0 -0.304 0.027 1000.0 -1000.0 -0.067 -1000.0 Aurora B signaling 3.0 254.0 67.0 -0.134 0.014 1000.0 -1000.0 -0.077 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 59.0 28.0 -0.038 0.025 1000.0 -1000.0 -0.035 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 -0.008 0.002 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 44.0 17.0 -0.039 0.027 1000.0 -1000.0 -0.069 -1000.0 Cellular roles of Anthrax toxin 2.0 90.0 39.0 -0.07 0.018 1000.0 -1000.0 -0.036 -1000.0 Aurora C signaling 2.0 18.0 7.0 -0.03 0.0 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 2.0 156.0 68.0 -0.165 0.036 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by HDAC Class III 2.0 91.0 40.0 -0.125 0.031 1000.0 -1000.0 -0.051 -1000.0 TRAIL signaling pathway 2.0 126.0 48.0 -0.041 0.031 1000.0 -1000.0 -0.072 -1000.0 IL1-mediated signaling events 2.0 150.0 62.0 -0.097 0.064 1000.0 -1000.0 -0.101 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 134.0 52.0 -0.148 0.034 1000.0 -1000.0 -0.061 -1000.0 Regulation of p38-alpha and p38-beta 2.0 137.0 54.0 -0.16 0.033 1000.0 -1000.0 -0.064 -1000.0 Regulation of Telomerase 2.0 261.0 102.0 -0.164 0.036 1000.0 -1000.0 -0.118 -1000.0 Plasma membrane estrogen receptor signaling 2.0 197.0 86.0 -0.068 0.04 1000.0 -1000.0 -0.088 -1000.0 S1P3 pathway 2.0 96.0 42.0 -0.096 0.021 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 2.0 109.0 43.0 -0.12 0.017 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 192.0 78.0 -0.058 0.048 1000.0 -1000.0 -0.068 -1000.0 p38 MAPK signaling pathway 2.0 96.0 44.0 -0.152 0.028 1000.0 -1000.0 -0.071 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 49.0 17.0 -0.039 0.022 1000.0 -1000.0 -0.053 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.014 0.021 1000.0 -1000.0 -0.027 -1000.0 Aurora A signaling 1.0 104.0 60.0 -0.128 0.042 1000.0 -1000.0 -0.054 -1000.0 Arf6 downstream pathway 1.0 45.0 43.0 -0.027 0.027 1000.0 -1000.0 -0.038 -1000.0 PLK1 signaling events 1.0 120.0 85.0 -0.031 0.026 1000.0 -1000.0 -0.047 -1000.0 Insulin-mediated glucose transport 1.0 43.0 32.0 -0.141 0.034 1000.0 -1000.0 -0.062 -1000.0 Ceramide signaling pathway 1.0 111.0 76.0 -0.068 0.034 1000.0 -1000.0 -0.069 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 60.0 37.0 -0.054 0.037 1000.0 -1000.0 -0.06 -1000.0 S1P5 pathway 1.0 26.0 17.0 -0.03 0.026 1000.0 -1000.0 -0.045 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 155.0 83.0 -0.141 0.053 1000.0 -1000.0 -0.075 -1000.0 FoxO family signaling 1.0 96.0 64.0 -0.141 0.103 1000.0 -1000.0 -0.073 -1000.0 Atypical NF-kappaB pathway 1.0 38.0 31.0 -0.047 0.027 1000.0 -1000.0 -0.051 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 67.0 45.0 -0.06 0.057 1000.0 -1000.0 -0.095 -1000.0 TCGA08_rtk_signaling 1.0 50.0 26.0 -0.049 0.041 1000.0 -1000.0 -0.024 -1000.0 Class I PI3K signaling events 1.0 80.0 73.0 -0.16 0.041 1000.0 -1000.0 -0.079 -1000.0 Insulin Pathway 1.0 124.0 74.0 -0.135 0.039 1000.0 -1000.0 -0.089 -1000.0 Rapid glucocorticoid signaling 1.0 33.0 20.0 -0.044 0.014 1000.0 -1000.0 -0.046 -1000.0 PDGFR-beta signaling pathway 1.0 190.0 97.0 -0.081 0.031 1000.0 -1000.0 -0.079 -1000.0 Signaling events mediated by PRL 1.0 61.0 34.0 -0.059 0.021 1000.0 -1000.0 -0.04 -1000.0 S1P4 pathway 1.0 42.0 25.0 -0.03 0.021 1000.0 -1000.0 -0.054 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 9.0 23.0 -0.01 0.045 1000.0 -1000.0 -0.07 -1000.0 Canonical NF-kappaB pathway 0.0 22.0 39.0 -0.024 0.079 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by HDAC Class II 0.0 53.0 75.0 -0.051 0.039 1000.0 -1000.0 -0.062 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.011 0.038 1000.0 -1000.0 -0.06 -1000.0 EPO signaling pathway 0.0 32.0 55.0 -0.03 0.079 1000.0 -1000.0 -0.093 -1000.0 mTOR signaling pathway 0.0 37.0 53.0 -0.012 0.033 1000.0 -1000.0 -0.062 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 57.0 68.0 -0.141 0.052 1000.0 -1000.0 -0.058 -1000.0 ceramide signaling pathway 0.0 36.0 49.0 -0.024 0.046 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class I 0.0 81.0 104.0 -0.051 0.042 1000.0 -1000.0 -0.065 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 21.0 36.0 -0.044 0.043 1000.0 -1000.0 -0.072 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 0.0 0.036 1000.0 -1000.0 -0.055 -1000.0 Arf6 trafficking events 0.0 29.0 71.0 -0.054 0.047 1000.0 -1000.0 -0.074 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.004 0.039 1000.0 -1000.0 -0.048 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 0.0 0.015 1000.0 -1000.0 -0.061 -1000.0 Total 562 35127 7203 -19.3636415681 -994.093084935 131000 -131000 -9.33263543711 -131000