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 22.0 157.0 7.0 -0.18 -0.0 1000.0 -1000.0 -0.038 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 19.0 661.0 34.0 -0.273 0.014 1000.0 -1000.0 -0.07 -1000.0 TCGA08_retinoblastoma 18.0 149.0 8.0 -0.135 0.083 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by the Hedgehog family 14.0 746.0 52.0 -0.288 0.166 1000.0 -1000.0 -0.065 -1000.0 Syndecan-1-mediated signaling events 13.0 473.0 34.0 -0.283 0.014 1000.0 -1000.0 -0.054 -1000.0 IL4-mediated signaling events 13.0 1237.0 91.0 -0.793 0.707 1000.0 -1000.0 -0.154 -1000.0 E-cadherin signaling events 11.0 56.0 5.0 -0.117 0.014 1000.0 -1000.0 -0.048 -1000.0 p75(NTR)-mediated signaling 10.0 1363.0 125.0 -0.341 0.028 1000.0 -1000.0 -0.103 -1000.0 Glucocorticoid receptor regulatory network 10.0 1238.0 114.0 -0.714 0.353 1000.0 -1000.0 -0.08 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 868.0 82.0 -0.225 0.014 1000.0 -1000.0 -0.089 -1000.0 Endothelins 10.0 975.0 96.0 -0.245 0.014 1000.0 -1000.0 -0.088 -1000.0 Signaling mediated by p38-alpha and p38-beta 10.0 457.0 44.0 -0.13 0.014 1000.0 -1000.0 -0.056 -1000.0 Integrins in angiogenesis 10.0 850.0 84.0 -0.269 0.028 1000.0 -1000.0 -0.092 -1000.0 HIF-1-alpha transcription factor network 9.0 718.0 76.0 -0.314 0.027 1000.0 -1000.0 -0.132 -1000.0 amb2 Integrin signaling 9.0 748.0 82.0 -0.32 0.014 1000.0 -1000.0 -0.086 -1000.0 Reelin signaling pathway 9.0 509.0 56.0 -0.279 0.021 1000.0 -1000.0 -0.081 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 615.0 68.0 -0.389 0.083 1000.0 -1000.0 -0.13 -1000.0 IL23-mediated signaling events 9.0 579.0 60.0 -0.471 0.014 1000.0 -1000.0 -0.164 -1000.0 TCR signaling in naïve CD8+ T cells 8.0 757.0 93.0 -0.162 0.078 1000.0 -1000.0 -0.083 -1000.0 Syndecan-4-mediated signaling events 8.0 545.0 67.0 -0.178 0.019 1000.0 -1000.0 -0.087 -1000.0 Caspase cascade in apoptosis 7.0 527.0 74.0 -0.131 0.067 1000.0 -1000.0 -0.035 -1000.0 Thromboxane A2 receptor signaling 7.0 796.0 105.0 -0.2 0.056 1000.0 -1000.0 -0.069 -1000.0 FOXA2 and FOXA3 transcription factor networks 7.0 347.0 46.0 -0.381 0.025 1000.0 -1000.0 -0.09 -1000.0 BMP receptor signaling 7.0 620.0 81.0 -0.232 0.044 1000.0 -1000.0 -0.096 -1000.0 Ephrin B reverse signaling 7.0 380.0 48.0 -0.176 0.032 1000.0 -1000.0 -0.07 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 246.0 31.0 -0.305 0.014 1000.0 -1000.0 -0.096 -1000.0 Wnt signaling 7.0 52.0 7.0 -0.104 0.014 1000.0 -1000.0 -0.032 -1000.0 BCR signaling pathway 7.0 765.0 99.0 -0.247 0.018 1000.0 -1000.0 -0.084 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 7.0 864.0 120.0 -0.228 0.178 1000.0 -1000.0 -0.082 -1000.0 LPA4-mediated signaling events 6.0 76.0 12.0 -0.097 0.017 1000.0 -1000.0 -0.025 -1000.0 IL12-mediated signaling events 6.0 608.0 87.0 -0.286 0.028 1000.0 -1000.0 -0.142 -1000.0 Glypican 1 network 6.0 329.0 48.0 -0.212 0.019 1000.0 -1000.0 -0.046 -1000.0 TCGA08_p53 6.0 42.0 7.0 -0.102 0.056 1000.0 -1000.0 -0.017 -1000.0 Glypican 2 network 6.0 25.0 4.0 -0.03 -0.027 1000.0 -1000.0 -0.021 -1000.0 Nongenotropic Androgen signaling 6.0 359.0 52.0 -0.136 0.068 1000.0 -1000.0 -0.064 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 456.0 76.0 -0.117 0.021 1000.0 -1000.0 -0.092 -1000.0 ErbB2/ErbB3 signaling events 5.0 344.0 65.0 -0.153 0.023 1000.0 -1000.0 -0.071 -1000.0 Coregulation of Androgen receptor activity 5.0 383.0 76.0 -0.158 0.025 1000.0 -1000.0 -0.052 -1000.0 ErbB4 signaling events 5.0 363.0 69.0 -0.189 0.16 1000.0 -1000.0 -0.092 -1000.0 Visual signal transduction: Cones 5.0 199.0 38.0 -0.076 0.014 1000.0 -1000.0 -0.071 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 5.0 313.0 54.0 -0.2 0.029 1000.0 -1000.0 -0.106 -1000.0 Noncanonical Wnt signaling pathway 5.0 147.0 26.0 -0.114 0.014 1000.0 -1000.0 -0.063 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 508.0 85.0 -0.145 0.014 1000.0 -1000.0 -0.077 -1000.0 Effects of Botulinum toxin 5.0 143.0 26.0 -0.118 0.014 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 747.0 125.0 -0.1 0.021 1000.0 -1000.0 -0.092 -1000.0 IL6-mediated signaling events 5.0 448.0 75.0 -0.22 0.057 1000.0 -1000.0 -0.088 -1000.0 EGFR-dependent Endothelin signaling events 5.0 110.0 21.0 -0.129 0.021 1000.0 -1000.0 -0.072 -1000.0 Angiopoietin receptor Tie2-mediated signaling 5.0 475.0 88.0 -0.263 0.016 1000.0 -1000.0 -0.117 -1000.0 Visual signal transduction: Rods 5.0 296.0 52.0 -0.181 0.014 1000.0 -1000.0 -0.087 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.022 -1000.0 1000.0 -1000.0 -0.015 -1000.0 Osteopontin-mediated events 4.0 178.0 38.0 -0.145 0.018 1000.0 -1000.0 -0.119 -1000.0 Syndecan-2-mediated signaling events 4.0 293.0 69.0 -0.121 0.04 1000.0 -1000.0 -0.049 -1000.0 Arf6 signaling events 4.0 300.0 62.0 -0.264 0.016 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by PTP1B 4.0 305.0 76.0 -0.159 0.023 1000.0 -1000.0 -0.084 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 257.0 61.0 -0.252 0.035 1000.0 -1000.0 -0.077 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 408.0 97.0 -0.145 0.034 1000.0 -1000.0 -0.092 -1000.0 PDGFR-alpha signaling pathway 4.0 184.0 44.0 -0.226 0.029 1000.0 -1000.0 -0.062 -1000.0 S1P1 pathway 4.0 153.0 36.0 -0.104 0.014 1000.0 -1000.0 -0.057 -1000.0 FAS signaling pathway (CD95) 4.0 216.0 47.0 -0.262 0.027 1000.0 -1000.0 -0.045 -1000.0 Syndecan-3-mediated signaling events 4.0 151.0 35.0 -0.105 0.021 1000.0 -1000.0 -0.067 -1000.0 EPHB forward signaling 4.0 398.0 85.0 -0.153 0.092 1000.0 -1000.0 -0.097 -1000.0 IL27-mediated signaling events 4.0 254.0 51.0 -0.18 0.08 1000.0 -1000.0 -0.091 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 296.0 74.0 -0.154 0.067 1000.0 -1000.0 -0.092 -1000.0 IGF1 pathway 4.0 253.0 57.0 -0.082 0.021 1000.0 -1000.0 -0.101 -1000.0 VEGFR1 specific signals 4.0 268.0 56.0 -0.099 0.014 1000.0 -1000.0 -0.068 -1000.0 FOXM1 transcription factor network 4.0 209.0 51.0 -0.145 0.142 1000.0 -1000.0 -0.17 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 496.0 136.0 -0.231 0.227 1000.0 -1000.0 -0.071 -1000.0 BARD1 signaling events 3.0 205.0 57.0 -0.054 0.045 1000.0 -1000.0 -0.065 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 243.0 65.0 -0.244 0.072 1000.0 -1000.0 -0.063 -1000.0 Nectin adhesion pathway 3.0 250.0 63.0 -0.129 0.026 1000.0 -1000.0 -0.075 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 157.0 52.0 -0.16 0.035 1000.0 -1000.0 -0.067 -1000.0 HIF-2-alpha transcription factor network 3.0 157.0 43.0 -0.125 0.024 1000.0 -1000.0 -0.084 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 50.0 15.0 -0.023 0.019 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 3.0 209.0 58.0 -0.144 0.02 1000.0 -1000.0 -0.079 -1000.0 IL2 signaling events mediated by PI3K 3.0 183.0 58.0 -0.094 0.038 1000.0 -1000.0 -0.088 -1000.0 Canonical Wnt signaling pathway 3.0 189.0 51.0 -0.252 0.055 1000.0 -1000.0 -0.064 -1000.0 LPA receptor mediated events 3.0 396.0 102.0 -0.151 0.038 1000.0 -1000.0 -0.092 -1000.0 IL2 signaling events mediated by STAT5 3.0 73.0 22.0 -0.062 0.016 1000.0 -1000.0 -0.048 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 111.0 33.0 -0.138 0.027 1000.0 -1000.0 -0.059 -1000.0 Regulation of Androgen receptor activity 3.0 249.0 70.0 -0.315 0.028 1000.0 -1000.0 -0.072 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 52.0 17.0 -0.04 0.022 1000.0 -1000.0 -0.041 -1000.0 Aurora B signaling 3.0 241.0 67.0 -0.135 0.015 1000.0 -1000.0 -0.075 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 66.0 28.0 -0.044 0.023 1000.0 -1000.0 -0.037 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 -0.008 0.002 1000.0 -1000.0 -0.019 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 44.0 17.0 -0.039 0.028 1000.0 -1000.0 -0.069 -1000.0 Cellular roles of Anthrax toxin 2.0 87.0 39.0 -0.062 0.018 1000.0 -1000.0 -0.033 -1000.0 Aurora C signaling 2.0 16.0 7.0 -0.021 0.0 1000.0 -1000.0 -0.028 -1000.0 IFN-gamma pathway 2.0 153.0 68.0 -0.165 0.037 1000.0 -1000.0 -0.105 -1000.0 Signaling events mediated by HDAC Class III 2.0 97.0 40.0 -0.123 0.031 1000.0 -1000.0 -0.044 -1000.0 TRAIL signaling pathway 2.0 125.0 48.0 -0.04 0.032 1000.0 -1000.0 -0.077 -1000.0 IL1-mediated signaling events 2.0 150.0 62.0 -0.088 0.065 1000.0 -1000.0 -0.114 -1000.0 Regulation of p38-alpha and p38-beta 2.0 134.0 54.0 -0.159 0.033 1000.0 -1000.0 -0.059 -1000.0 Regulation of Telomerase 2.0 258.0 102.0 -0.161 0.037 1000.0 -1000.0 -0.114 -1000.0 Plasma membrane estrogen receptor signaling 2.0 215.0 86.0 -0.073 0.04 1000.0 -1000.0 -0.088 -1000.0 S1P3 pathway 2.0 104.0 42.0 -0.095 0.021 1000.0 -1000.0 -0.037 -1000.0 Rapid glucocorticoid signaling 2.0 41.0 20.0 -0.05 0.014 1000.0 -1000.0 -0.041 -1000.0 PDGFR-beta signaling pathway 2.0 282.0 97.0 -0.088 0.023 1000.0 -1000.0 -0.088 -1000.0 E-cadherin signaling in keratinocytes 2.0 111.0 43.0 -0.117 0.017 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 190.0 78.0 -0.06 0.045 1000.0 -1000.0 -0.072 -1000.0 p38 MAPK signaling pathway 2.0 112.0 44.0 -0.157 0.028 1000.0 -1000.0 -0.07 -1000.0 Circadian rhythm pathway 1.0 23.0 22.0 -0.011 0.039 1000.0 -1000.0 -0.038 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.013 0.021 1000.0 -1000.0 -0.023 -1000.0 Aurora A signaling 1.0 104.0 60.0 -0.125 0.042 1000.0 -1000.0 -0.061 -1000.0 PLK1 signaling events 1.0 116.0 85.0 -0.029 0.027 1000.0 -1000.0 -0.043 -1000.0 Insulin-mediated glucose transport 1.0 44.0 32.0 -0.146 0.034 1000.0 -1000.0 -0.068 -1000.0 Ceramide signaling pathway 1.0 117.0 76.0 -0.073 0.035 1000.0 -1000.0 -0.068 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 66.0 37.0 -0.052 0.037 1000.0 -1000.0 -0.061 -1000.0 S1P5 pathway 1.0 26.0 17.0 -0.029 0.026 1000.0 -1000.0 -0.036 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 161.0 83.0 -0.147 0.05 1000.0 -1000.0 -0.076 -1000.0 FoxO family signaling 1.0 100.0 64.0 -0.146 0.107 1000.0 -1000.0 -0.064 -1000.0 Atypical NF-kappaB pathway 1.0 37.0 31.0 -0.045 0.03 1000.0 -1000.0 -0.047 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 64.0 45.0 -0.059 0.058 1000.0 -1000.0 -0.096 -1000.0 TCGA08_rtk_signaling 1.0 48.0 26.0 -0.047 0.041 1000.0 -1000.0 -0.018 -1000.0 Class I PI3K signaling events 1.0 83.0 73.0 -0.159 0.04 1000.0 -1000.0 -0.071 -1000.0 Insulin Pathway 1.0 114.0 74.0 -0.133 0.039 1000.0 -1000.0 -0.097 -1000.0 Signaling events mediated by PRL 1.0 64.0 34.0 -0.074 0.021 1000.0 -1000.0 -0.043 -1000.0 S1P4 pathway 1.0 44.0 25.0 -0.029 0.021 1000.0 -1000.0 -0.054 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 9.0 23.0 -0.009 0.045 1000.0 -1000.0 -0.064 -1000.0 Canonical NF-kappaB pathway 0.0 22.0 39.0 -0.023 0.08 1000.0 -1000.0 -0.089 -1000.0 Signaling events mediated by HDAC Class II 0.0 49.0 75.0 -0.05 0.039 1000.0 -1000.0 -0.07 -1000.0 Arf6 downstream pathway 0.0 42.0 43.0 -0.028 0.027 1000.0 -1000.0 -0.047 -1000.0 EPO signaling pathway 0.0 27.0 55.0 -0.029 0.083 1000.0 -1000.0 -0.095 -1000.0 mTOR signaling pathway 0.0 31.0 53.0 -0.012 0.034 1000.0 -1000.0 -0.064 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 56.0 68.0 -0.146 0.055 1000.0 -1000.0 -0.056 -1000.0 ceramide signaling pathway 0.0 42.0 49.0 -0.023 0.047 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by HDAC Class I 0.0 79.0 104.0 -0.05 0.043 1000.0 -1000.0 -0.072 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 27.0 36.0 -0.051 0.044 1000.0 -1000.0 -0.075 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.036 1000.0 -1000.0 -0.061 -1000.0 Arf6 trafficking events 0.0 28.0 71.0 -0.047 0.047 1000.0 -1000.0 -0.083 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.004 0.039 1000.0 -1000.0 -0.055 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.0 0.016 1000.0 -1000.0 -0.069 -1000.0 Total 571 35903 7203 -19.3945853277 -994.061419476 131000 -131000 -9.33731650869 -131000