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 TCGA08_retinoblastoma 42.0 339.0 8.0 -0.298 0.134 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by the Hedgehog family 36.0 1912.0 52.0 -0.535 0.237 1000.0 -1000.0 -0.079 -1000.0 FOXA2 and FOXA3 transcription factor networks 31.0 1444.0 46.0 -0.759 0.011 1000.0 -1000.0 -0.103 -1000.0 p75(NTR)-mediated signaling 17.0 2181.0 125.0 -0.245 0.011 1000.0 -1000.0 -0.099 -1000.0 Glypican 1 network 17.0 844.0 48.0 -0.291 0.046 1000.0 -1000.0 -0.046 -1000.0 TCGA08_p53 17.0 119.0 7.0 -0.228 0.126 1000.0 -1000.0 -0.014 -1000.0 IL23-mediated signaling events 17.0 1074.0 60.0 -0.47 0.011 1000.0 -1000.0 -0.158 -1000.0 IL4-mediated signaling events 16.0 1462.0 91.0 -0.755 0.569 1000.0 -1000.0 -0.164 -1000.0 Ephrin B reverse signaling 14.0 703.0 48.0 -0.166 0.091 1000.0 -1000.0 -0.064 -1000.0 Wnt signaling 13.0 95.0 7.0 -0.128 0.0 1000.0 -1000.0 -0.031 -1000.0 Glucocorticoid receptor regulatory network 12.0 1443.0 114.0 -0.564 0.308 1000.0 -1000.0 -0.074 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 12.0 832.0 68.0 -0.31 0.14 1000.0 -1000.0 -0.127 -1000.0 BMP receptor signaling 11.0 947.0 81.0 -0.251 0.033 1000.0 -1000.0 -0.09 -1000.0 S1P5 pathway 11.0 198.0 17.0 -0.181 0.119 1000.0 -1000.0 -0.052 -1000.0 Syndecan-1-mediated signaling events 10.0 340.0 34.0 -0.137 0.011 1000.0 -1000.0 -0.06 -1000.0 Ephrin A reverse signaling 10.0 75.0 7.0 -0.049 0.0 1000.0 -1000.0 -0.033 -1000.0 HIF-1-alpha transcription factor network 10.0 803.0 76.0 -0.321 0.018 1000.0 -1000.0 -0.168 -1000.0 Endothelins 10.0 1010.0 96.0 -0.254 0.012 1000.0 -1000.0 -0.083 -1000.0 LPA receptor mediated events 10.0 1055.0 102.0 -0.173 0.023 1000.0 -1000.0 -0.085 -1000.0 BCR signaling pathway 10.0 1073.0 99.0 -0.167 0.014 1000.0 -1000.0 -0.077 -1000.0 IL12-mediated signaling events 9.0 835.0 87.0 -0.234 0.065 1000.0 -1000.0 -0.13 -1000.0 Visual signal transduction: Cones 9.0 378.0 38.0 -0.174 0.011 1000.0 -1000.0 -0.062 -1000.0 Noncanonical Wnt signaling pathway 9.0 241.0 26.0 -0.128 0.011 1000.0 -1000.0 -0.086 -1000.0 Fc-epsilon receptor I signaling in mast cells 9.0 883.0 97.0 -0.19 0.025 1000.0 -1000.0 -0.091 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 412.0 44.0 -0.142 0.011 1000.0 -1000.0 -0.052 -1000.0 TCR signaling in naïve CD8+ T cells 9.0 875.0 93.0 -0.16 0.087 1000.0 -1000.0 -0.077 -1000.0 EPHB forward signaling 9.0 832.0 85.0 -0.134 0.104 1000.0 -1000.0 -0.079 -1000.0 EGFR-dependent Endothelin signaling events 9.0 205.0 21.0 -0.13 0.011 1000.0 -1000.0 -0.068 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 9.0 1188.0 120.0 -0.36 0.143 1000.0 -1000.0 -0.077 -1000.0 Visual signal transduction: Rods 9.0 518.0 52.0 -0.22 0.011 1000.0 -1000.0 -0.077 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 8.0 289.0 34.0 -0.085 0.011 1000.0 -1000.0 -0.056 -1000.0 Osteopontin-mediated events 8.0 313.0 38.0 -0.172 0.014 1000.0 -1000.0 -0.092 -1000.0 Thromboxane A2 receptor signaling 8.0 866.0 105.0 -0.13 0.02 1000.0 -1000.0 -0.063 -1000.0 amb2 Integrin signaling 8.0 704.0 82.0 -0.138 0.011 1000.0 -1000.0 -0.073 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 735.0 82.0 -0.117 0.011 1000.0 -1000.0 -0.083 -1000.0 Glypican 2 network 8.0 33.0 4.0 -0.04 -1000.0 1000.0 -1000.0 -0.031 -1000.0 Syndecan-2-mediated signaling events 7.0 538.0 69.0 -0.165 0.03 1000.0 -1000.0 -0.05 -1000.0 Arf6 signaling events 7.0 493.0 62.0 -0.13 0.011 1000.0 -1000.0 -0.071 -1000.0 Effects of Botulinum toxin 7.0 207.0 26.0 -0.105 0.011 1000.0 -1000.0 -0.057 -1000.0 Syndecan-4-mediated signaling events 7.0 535.0 67.0 -0.165 0.015 1000.0 -1000.0 -0.082 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.027 -1000.0 1000.0 -1000.0 -0.013 -1000.0 ErbB4 signaling events 6.0 441.0 69.0 -0.192 0.043 1000.0 -1000.0 -0.082 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 179.0 28.0 -0.181 0.011 1000.0 -1000.0 -0.06 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 414.0 65.0 -0.509 0.038 1000.0 -1000.0 -0.065 -1000.0 EPO signaling pathway 6.0 332.0 55.0 -0.167 0.011 1000.0 -1000.0 -0.092 -1000.0 Reelin signaling pathway 6.0 390.0 56.0 -0.135 0.011 1000.0 -1000.0 -0.08 -1000.0 IL1-mediated signaling events 6.0 384.0 62.0 -0.176 0.054 1000.0 -1000.0 -0.085 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 209.0 31.0 -0.206 0.012 1000.0 -1000.0 -0.09 -1000.0 IGF1 pathway 6.0 388.0 57.0 -0.098 0.019 1000.0 -1000.0 -0.09 -1000.0 Plasma membrane estrogen receptor signaling 6.0 534.0 86.0 -0.095 0.024 1000.0 -1000.0 -0.076 -1000.0 S1P4 pathway 6.0 169.0 25.0 -0.181 0.014 1000.0 -1000.0 -0.055 -1000.0 LPA4-mediated signaling events 5.0 68.0 12.0 -0.063 0.017 1000.0 -1000.0 -0.03 -1000.0 Caspase cascade in apoptosis 5.0 384.0 74.0 -0.074 0.022 1000.0 -1000.0 -0.052 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 309.0 61.0 -0.181 0.036 1000.0 -1000.0 -0.076 -1000.0 Nectin adhesion pathway 5.0 357.0 63.0 -0.078 0.011 1000.0 -1000.0 -0.065 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 5.0 293.0 52.0 -0.137 0.013 1000.0 -1000.0 -0.06 -1000.0 S1P1 pathway 5.0 215.0 36.0 -0.082 0.011 1000.0 -1000.0 -0.053 -1000.0 Syndecan-3-mediated signaling events 5.0 182.0 35.0 -0.128 0.011 1000.0 -1000.0 -0.068 -1000.0 Integrins in angiogenesis 5.0 440.0 84.0 -0.176 0.016 1000.0 -1000.0 -0.079 -1000.0 Canonical Wnt signaling pathway 5.0 288.0 51.0 -0.182 0.048 1000.0 -1000.0 -0.063 -1000.0 Angiopoietin receptor Tie2-mediated signaling 5.0 440.0 88.0 -0.129 0.035 1000.0 -1000.0 -0.097 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 5.0 180.0 33.0 -0.306 0.032 1000.0 -1000.0 -0.061 -1000.0 FOXM1 transcription factor network 5.0 304.0 51.0 -0.312 0.106 1000.0 -1000.0 -0.18 -1000.0 ErbB2/ErbB3 signaling events 4.0 304.0 65.0 -0.117 0.029 1000.0 -1000.0 -0.064 -1000.0 Coregulation of Androgen receptor activity 4.0 353.0 76.0 -0.365 0.02 1000.0 -1000.0 -0.049 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 240.0 54.0 -0.099 0.023 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by PTP1B 4.0 377.0 76.0 -0.159 0.017 1000.0 -1000.0 -0.073 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 175.0 37.0 -0.169 0.025 1000.0 -1000.0 -0.055 -1000.0 FAS signaling pathway (CD95) 4.0 228.0 47.0 -0.113 0.012 1000.0 -1000.0 -0.046 -1000.0 Retinoic acid receptors-mediated signaling 4.0 281.0 58.0 -0.138 0.011 1000.0 -1000.0 -0.076 -1000.0 Nongenotropic Androgen signaling 4.0 214.0 52.0 -0.055 0.021 1000.0 -1000.0 -0.063 -1000.0 IL27-mediated signaling events 4.0 248.0 51.0 -0.095 0.017 1000.0 -1000.0 -0.065 -1000.0 S1P3 pathway 4.0 186.0 42.0 -0.064 0.012 1000.0 -1000.0 -0.058 -1000.0 Regulation of Androgen receptor activity 4.0 311.0 70.0 -0.37 0.023 1000.0 -1000.0 -0.061 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 518.0 136.0 -0.282 0.087 1000.0 -1000.0 -0.071 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 54.0 17.0 -0.029 0.026 1000.0 -1000.0 -0.054 -1000.0 Cellular roles of Anthrax toxin 3.0 150.0 39.0 -0.053 0.015 1000.0 -1000.0 -0.031 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 276.0 85.0 -0.06 0.029 1000.0 -1000.0 -0.071 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 54.0 15.0 -0.018 0.021 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by PI3K 3.0 174.0 58.0 -0.108 0.033 1000.0 -1000.0 -0.08 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 287.0 74.0 -0.161 0.058 1000.0 -1000.0 -0.082 -1000.0 Regulation of Telomerase 3.0 341.0 102.0 -0.131 0.039 1000.0 -1000.0 -0.098 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 279.0 78.0 -0.167 0.03 1000.0 -1000.0 -0.08 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 64.0 17.0 -0.027 0.011 1000.0 -1000.0 -0.043 -1000.0 Circadian rhythm pathway 2.0 46.0 22.0 -0.065 0.033 1000.0 -1000.0 -0.059 -1000.0 IFN-gamma pathway 2.0 198.0 68.0 -0.119 0.032 1000.0 -1000.0 -0.099 -1000.0 Ceramide signaling pathway 2.0 222.0 76.0 -0.13 0.032 1000.0 -1000.0 -0.058 -1000.0 Signaling events mediated by HDAC Class III 2.0 111.0 40.0 -0.174 0.02 1000.0 -1000.0 -0.041 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 118.0 45.0 -0.062 0.027 1000.0 -1000.0 -0.091 -1000.0 Regulation of p38-alpha and p38-beta 2.0 147.0 54.0 -0.127 0.011 1000.0 -1000.0 -0.061 -1000.0 IL6-mediated signaling events 2.0 208.0 75.0 -0.08 0.054 1000.0 -1000.0 -0.092 -1000.0 IL2 signaling events mediated by STAT5 2.0 55.0 22.0 -0.054 0.032 1000.0 -1000.0 -0.061 -1000.0 Class I PI3K signaling events 2.0 212.0 73.0 -0.127 0.013 1000.0 -1000.0 -0.065 -1000.0 PDGFR-beta signaling pathway 2.0 257.0 97.0 -0.08 0.046 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by PRL 2.0 90.0 34.0 -0.142 0.023 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling events 2.0 12.0 5.0 -0.016 0.011 1000.0 -1000.0 -0.04 -1000.0 p38 MAPK signaling pathway 2.0 102.0 44.0 -0.119 0.015 1000.0 -1000.0 -0.064 -1000.0 Canonical NF-kappaB pathway 1.0 61.0 39.0 -0.053 0.057 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by HDAC Class II 1.0 94.0 75.0 -0.054 0.026 1000.0 -1000.0 -0.062 -1000.0 BARD1 signaling events 1.0 75.0 57.0 -0.016 0.05 1000.0 -1000.0 -0.067 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.011 0.007 1000.0 -1000.0 -0.037 -1000.0 Aurora A signaling 1.0 80.0 60.0 -0.048 0.025 1000.0 -1000.0 -0.053 -1000.0 Arf6 downstream pathway 1.0 83.0 43.0 -0.063 0.028 1000.0 -1000.0 -0.048 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 98.0 68.0 -0.051 0.035 1000.0 -1000.0 -0.065 -1000.0 TRAIL signaling pathway 1.0 63.0 48.0 -0.026 0.039 1000.0 -1000.0 -0.063 -1000.0 ceramide signaling pathway 1.0 66.0 49.0 -0.062 0.025 1000.0 -1000.0 -0.046 -1000.0 HIF-2-alpha transcription factor network 1.0 78.0 43.0 -0.057 0.046 1000.0 -1000.0 -0.095 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 152.0 83.0 -0.14 0.041 1000.0 -1000.0 -0.074 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 37.0 36.0 -0.02 0.02 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 231.0 125.0 -0.046 0.055 1000.0 -1000.0 -0.095 -1000.0 TCGA08_rtk_signaling 1.0 43.0 26.0 -0.034 0.036 1000.0 -1000.0 -0.022 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 134.0 76.0 -0.064 0.049 1000.0 -1000.0 -0.077 -1000.0 Insulin Pathway 1.0 136.0 74.0 -0.109 0.033 1000.0 -1000.0 -0.081 -1000.0 VEGFR1 specific signals 1.0 64.0 56.0 -0.019 0.036 1000.0 -1000.0 -0.082 -1000.0 Rapid glucocorticoid signaling 1.0 36.0 20.0 -0.021 0.011 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling in keratinocytes 1.0 79.0 43.0 -0.031 0.034 1000.0 -1000.0 -0.062 -1000.0 Aurora B signaling 1.0 89.0 67.0 -0.109 0.029 1000.0 -1000.0 -0.071 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.004 0.039 1000.0 -1000.0 -0.067 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.006 0.016 1000.0 -1000.0 -0.021 -1000.0 Aurora C signaling 0.0 6.0 7.0 -0.01 0.011 1000.0 -1000.0 -0.043 -1000.0 PLK1 signaling events 0.0 66.0 85.0 -0.012 0.025 1000.0 -1000.0 -0.046 -1000.0 Insulin-mediated glucose transport 0.0 21.0 32.0 -0.051 0.028 1000.0 -1000.0 -0.067 -1000.0 PDGFR-alpha signaling pathway 0.0 39.0 44.0 -0.055 0.033 1000.0 -1000.0 -0.063 -1000.0 mTOR signaling pathway 0.0 13.0 53.0 -0.021 0.021 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by HDAC Class I 0.0 96.0 104.0 -0.081 0.049 1000.0 -1000.0 -0.065 -1000.0 FoxO family signaling 0.0 61.0 64.0 -0.088 0.117 1000.0 -1000.0 -0.091 -1000.0 Atypical NF-kappaB pathway 0.0 20.0 31.0 -0.02 0.035 1000.0 -1000.0 -0.049 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.006 0.026 1000.0 -1000.0 -0.054 -1000.0 Arf6 trafficking events 0.0 67.0 71.0 -0.048 0.035 1000.0 -1000.0 -0.06 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.009 0.026 1000.0 -1000.0 -0.04 -1000.0 Alternative NF-kappaB pathway 0.0 5.0 13.0 -0.004 0.011 1000.0 -1000.0 -0.055 -1000.0 Total 739 44964 7203 -18.7318982132 -1994.81954016 131000 -131000 -9.01840519805 -131000