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 374.0 2996.0 8.0 -0.843 0.217 1000.0 -1000.0 -0.035 -1000.0 HIF-1-alpha transcription factor network 200.0 15233.0 76.0 -1.334 0.026 1000.0 -1000.0 -0.177 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 172.0 5853.0 34.0 -0.608 0.016 1000.0 -1000.0 -0.109 -1000.0 TCR signaling in naïve CD8+ T cells 146.0 13655.0 93.0 -0.659 0.329 1000.0 -1000.0 -0.115 -1000.0 TCGA08_p53 142.0 999.0 7.0 -0.654 0.313 1000.0 -1000.0 -0.018 -1000.0 Aurora B signaling 120.0 8050.0 67.0 -0.408 0.016 1000.0 -1000.0 -0.104 -1000.0 Syndecan-4-mediated signaling events 118.0 7939.0 67.0 -0.646 0.109 1000.0 -1000.0 -0.135 -1000.0 FOXA2 and FOXA3 transcription factor networks 117.0 5387.0 46.0 -1.225 0.025 1000.0 -1000.0 -0.083 -1000.0 IL12-mediated signaling events 107.0 9314.0 87.0 -0.701 0.165 1000.0 -1000.0 -0.157 -1000.0 FOXM1 transcription factor network 106.0 5441.0 51.0 -0.825 0.04 1000.0 -1000.0 -0.189 -1000.0 Glypican 1 network 103.0 4964.0 48.0 -0.56 0.045 1000.0 -1000.0 -0.08 -1000.0 PDGFR-alpha signaling pathway 101.0 4486.0 44.0 -0.275 0.034 1000.0 -1000.0 -0.09 -1000.0 amb2 Integrin signaling 84.0 6921.0 82.0 -0.555 0.016 1000.0 -1000.0 -0.113 -1000.0 JNK signaling in the CD4+ TCR pathway 82.0 1401.0 17.0 -0.415 0.016 1000.0 -1000.0 -0.085 -1000.0 IL4-mediated signaling events 76.0 6996.0 91.0 -0.838 0.542 1000.0 -1000.0 -0.172 -1000.0 EGFR-dependent Endothelin signaling events 72.0 1522.0 21.0 -0.67 0.016 1000.0 -1000.0 -0.111 -1000.0 Caspase cascade in apoptosis 69.0 5167.0 74.0 -0.328 0.162 1000.0 -1000.0 -0.083 -1000.0 Aurora C signaling 69.0 489.0 7.0 -0.397 0.012 1000.0 -1000.0 -0.06 -1000.0 VEGFR1 specific signals 69.0 3897.0 56.0 -0.47 0.046 1000.0 -1000.0 -0.115 -1000.0 Glypican 2 network 68.0 272.0 4.0 -0.123 -1000.0 1000.0 -1000.0 -0.051 -1000.0 HIF-2-alpha transcription factor network 66.0 2841.0 43.0 -0.762 0.339 1000.0 -1000.0 -0.112 -1000.0 Syndecan-1-mediated signaling events 64.0 2186.0 34.0 -0.416 0.016 1000.0 -1000.0 -0.109 -1000.0 IL23-mediated signaling events 59.0 3584.0 60.0 -0.397 0.021 1000.0 -1000.0 -0.191 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 59.0 1958.0 33.0 -0.832 0.016 1000.0 -1000.0 -0.085 -1000.0 BMP receptor signaling 58.0 4741.0 81.0 -0.698 0.016 1000.0 -1000.0 -0.127 -1000.0 Signaling events mediated by the Hedgehog family 48.0 2537.0 52.0 -0.443 0.119 1000.0 -1000.0 -0.13 -1000.0 Fc-epsilon receptor I signaling in mast cells 44.0 4343.0 97.0 -0.325 0.04 1000.0 -1000.0 -0.132 -1000.0 IL27-mediated signaling events 42.0 2144.0 51.0 -0.61 0.078 1000.0 -1000.0 -0.114 -1000.0 Effects of Botulinum toxin 41.0 1072.0 26.0 -0.369 0.016 1000.0 -1000.0 -0.087 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 41.0 2813.0 68.0 -0.549 0.064 1000.0 -1000.0 -0.179 -1000.0 Ephrin A reverse signaling 39.0 277.0 7.0 -0.057 -0.0 1000.0 -1000.0 -0.043 -1000.0 Arf6 signaling events 37.0 2354.0 62.0 -0.67 0.016 1000.0 -1000.0 -0.09 -1000.0 p75(NTR)-mediated signaling 37.0 4734.0 125.0 -0.418 0.016 1000.0 -1000.0 -0.148 -1000.0 Calcium signaling in the CD4+ TCR pathway 37.0 1175.0 31.0 -0.463 0.016 1000.0 -1000.0 -0.153 -1000.0 IL2 signaling events mediated by STAT5 34.0 760.0 22.0 -0.445 0.038 1000.0 -1000.0 -0.073 -1000.0 BCR signaling pathway 34.0 3439.0 99.0 -0.343 0.035 1000.0 -1000.0 -0.127 -1000.0 LPA4-mediated signaling events 33.0 402.0 12.0 -0.165 0.026 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by PI3K 33.0 1948.0 58.0 -0.443 0.031 1000.0 -1000.0 -0.115 -1000.0 Coregulation of Androgen receptor activity 30.0 2287.0 76.0 -0.922 0.033 1000.0 -1000.0 -0.071 -1000.0 PLK1 signaling events 30.0 2603.0 85.0 -0.382 0.016 1000.0 -1000.0 -0.086 -1000.0 Glucocorticoid receptor regulatory network 29.0 3405.0 114.0 -0.413 0.16 1000.0 -1000.0 -0.1 -1000.0 S1P1 pathway 29.0 1056.0 36.0 -0.38 0.018 1000.0 -1000.0 -0.102 -1000.0 IL6-mediated signaling events 29.0 2226.0 75.0 -0.284 0.076 1000.0 -1000.0 -0.118 -1000.0 Regulation of Telomerase 29.0 2998.0 102.0 -0.67 0.051 1000.0 -1000.0 -0.148 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 28.0 1516.0 54.0 -0.658 0.031 1000.0 -1000.0 -0.131 -1000.0 Integrins in angiogenesis 26.0 2264.0 84.0 -0.38 0.039 1000.0 -1000.0 -0.143 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 25.0 1965.0 78.0 -0.315 0.045 1000.0 -1000.0 -0.102 -1000.0 Aurora A signaling 24.0 1458.0 60.0 -0.244 0.053 1000.0 -1000.0 -0.089 -1000.0 Visual signal transduction: Rods 24.0 1253.0 52.0 -0.291 0.016 1000.0 -1000.0 -0.118 -1000.0 Reelin signaling pathway 23.0 1296.0 56.0 -0.238 0.016 1000.0 -1000.0 -0.111 -1000.0 Angiopoietin receptor Tie2-mediated signaling 23.0 2043.0 88.0 -0.319 0.074 1000.0 -1000.0 -0.145 -1000.0 Signaling events mediated by PTP1B 22.0 1725.0 76.0 -0.673 0.049 1000.0 -1000.0 -0.113 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 22.0 1000.0 45.0 -0.576 0.061 1000.0 -1000.0 -0.123 -1000.0 Syndecan-2-mediated signaling events 20.0 1415.0 69.0 -0.555 0.054 1000.0 -1000.0 -0.089 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 20.0 2465.0 120.0 -0.166 0.143 1000.0 -1000.0 -0.118 -1000.0 Endothelins 19.0 1908.0 96.0 -0.348 0.088 1000.0 -1000.0 -0.115 -1000.0 Regulation of nuclear SMAD2/3 signaling 17.0 2410.0 136.0 -0.451 0.1 1000.0 -1000.0 -0.112 -1000.0 EPO signaling pathway 17.0 975.0 55.0 -0.287 0.018 1000.0 -1000.0 -0.147 -1000.0 Wnt signaling 17.0 123.0 7.0 -0.07 0.016 1000.0 -1000.0 -0.077 -1000.0 Thromboxane A2 receptor signaling 16.0 1730.0 105.0 -0.67 0.066 1000.0 -1000.0 -0.102 -1000.0 Presenilin action in Notch and Wnt signaling 16.0 1011.0 61.0 -0.188 0.093 1000.0 -1000.0 -0.108 -1000.0 S1P3 pathway 16.0 698.0 42.0 -0.376 0.062 1000.0 -1000.0 -0.084 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 15.0 590.0 37.0 -0.295 0.026 1000.0 -1000.0 -0.125 -1000.0 FoxO family signaling 15.0 980.0 64.0 -0.569 0.122 1000.0 -1000.0 -0.103 -1000.0 LPA receptor mediated events 15.0 1619.0 102.0 -0.404 0.061 1000.0 -1000.0 -0.124 -1000.0 Sphingosine 1-phosphate (S1P) pathway 14.0 402.0 28.0 -0.134 0.025 1000.0 -1000.0 -0.086 -1000.0 PLK2 and PLK4 events 14.0 42.0 3.0 -0.015 0.011 1000.0 -1000.0 -0.03 -1000.0 Ceramide signaling pathway 14.0 1134.0 76.0 -0.67 0.232 1000.0 -1000.0 -0.099 -1000.0 Canonical Wnt signaling pathway 14.0 727.0 51.0 -0.188 0.096 1000.0 -1000.0 -0.086 -1000.0 FAS signaling pathway (CD95) 13.0 638.0 47.0 -0.43 0.028 1000.0 -1000.0 -0.069 -1000.0 Class I PI3K signaling events 13.0 998.0 73.0 -0.461 0.036 1000.0 -1000.0 -0.112 -1000.0 E-cadherin signaling events 13.0 68.0 5.0 -0.023 0.016 1000.0 -1000.0 -0.07 -1000.0 IFN-gamma pathway 12.0 869.0 68.0 -0.382 0.017 1000.0 -1000.0 -0.135 -1000.0 Nongenotropic Androgen signaling 12.0 637.0 52.0 -0.175 0.071 1000.0 -1000.0 -0.087 -1000.0 Regulation of Androgen receptor activity 12.0 896.0 70.0 -0.964 0.04 1000.0 -1000.0 -0.106 -1000.0 ErbB4 signaling events 11.0 818.0 69.0 -0.177 0.105 1000.0 -1000.0 -0.123 -1000.0 S1P5 pathway 11.0 187.0 17.0 -0.134 0.045 1000.0 -1000.0 -0.081 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 11.0 1454.0 125.0 -0.393 0.044 1000.0 -1000.0 -0.149 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 845.0 74.0 -0.67 0.099 1000.0 -1000.0 -0.139 -1000.0 S1P4 pathway 10.0 265.0 25.0 -0.134 0.035 1000.0 -1000.0 -0.076 -1000.0 Visual signal transduction: Cones 9.0 355.0 38.0 -0.041 0.016 1000.0 -1000.0 -0.096 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 45.0 5.0 -0.019 0.016 1000.0 -1000.0 -0.053 -1000.0 Noncanonical Wnt signaling pathway 8.0 213.0 26.0 -0.114 0.016 1000.0 -1000.0 -0.126 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 667.0 82.0 -0.064 0.027 1000.0 -1000.0 -0.117 -1000.0 TCGA08_rtk_signaling 8.0 232.0 26.0 -0.277 0.041 1000.0 -1000.0 -0.036 -1000.0 Canonical NF-kappaB pathway 6.0 268.0 39.0 -0.193 0.075 1000.0 -1000.0 -0.116 -1000.0 Signaling events mediated by HDAC Class III 6.0 240.0 40.0 -0.059 0.033 1000.0 -1000.0 -0.063 -1000.0 IL1-mediated signaling events 6.0 385.0 62.0 -0.091 0.06 1000.0 -1000.0 -0.144 -1000.0 Signaling events mediated by PRL 6.0 231.0 34.0 -0.056 0.046 1000.0 -1000.0 -0.088 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.006 0.006 1000.0 -1000.0 -0.022 -1000.0 p38 MAPK signaling pathway 6.0 270.0 44.0 -0.101 0.049 1000.0 -1000.0 -0.089 -1000.0 ErbB2/ErbB3 signaling events 5.0 382.0 65.0 -0.132 0.059 1000.0 -1000.0 -0.106 -1000.0 Insulin-mediated glucose transport 5.0 183.0 32.0 -0.086 0.067 1000.0 -1000.0 -0.095 -1000.0 Ephrin B reverse signaling 5.0 279.0 48.0 -0.027 0.032 1000.0 -1000.0 -0.109 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 82.0 15.0 -0.0 0.037 1000.0 -1000.0 -0.05 -1000.0 Syndecan-3-mediated signaling events 5.0 205.0 35.0 -0.04 0.016 1000.0 -1000.0 -0.108 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 391.0 76.0 -0.026 0.068 1000.0 -1000.0 -0.116 -1000.0 Arf6 trafficking events 5.0 397.0 71.0 -0.125 0.058 1000.0 -1000.0 -0.1 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 85.0 17.0 -0.037 0.055 1000.0 -1000.0 -0.068 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 368.0 85.0 -0.037 0.079 1000.0 -1000.0 -0.108 -1000.0 Arf6 downstream pathway 4.0 214.0 43.0 -0.033 0.033 1000.0 -1000.0 -0.059 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 146.0 36.0 -0.026 0.031 1000.0 -1000.0 -0.104 -1000.0 EPHB forward signaling 4.0 360.0 85.0 -0.074 0.07 1000.0 -1000.0 -0.135 -1000.0 Plasma membrane estrogen receptor signaling 4.0 345.0 86.0 -0.166 0.072 1000.0 -1000.0 -0.115 -1000.0 BARD1 signaling events 3.0 218.0 57.0 -0.169 0.043 1000.0 -1000.0 -0.104 -1000.0 Cellular roles of Anthrax toxin 3.0 119.0 39.0 -0.022 0.027 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in keratinocytes 3.0 162.0 43.0 -0.292 0.054 1000.0 -1000.0 -0.116 -1000.0 Osteopontin-mediated events 2.0 113.0 38.0 -0.03 0.099 1000.0 -1000.0 -0.153 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 130.0 65.0 -0.062 0.093 1000.0 -1000.0 -0.093 -1000.0 ceramide signaling pathway 2.0 126.0 49.0 -0.12 0.054 1000.0 -1000.0 -0.071 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 128.0 52.0 -0.031 0.093 1000.0 -1000.0 -0.096 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 176.0 83.0 -0.086 0.081 1000.0 -1000.0 -0.111 -1000.0 Retinoic acid receptors-mediated signaling 2.0 122.0 58.0 -0.026 0.063 1000.0 -1000.0 -0.11 -1000.0 Regulation of p38-alpha and p38-beta 2.0 148.0 54.0 -0.041 0.073 1000.0 -1000.0 -0.083 -1000.0 Insulin Pathway 2.0 207.0 74.0 -0.034 0.055 1000.0 -1000.0 -0.137 -1000.0 PDGFR-beta signaling pathway 2.0 272.0 97.0 -0.057 0.087 1000.0 -1000.0 -0.129 -1000.0 Signaling events mediated by HDAC Class II 1.0 121.0 75.0 -0.027 0.051 1000.0 -1000.0 -0.095 -1000.0 Circadian rhythm pathway 1.0 33.0 22.0 -0.019 0.064 1000.0 -1000.0 -0.095 -1000.0 mTOR signaling pathway 1.0 70.0 53.0 -0.008 0.044 1000.0 -1000.0 -0.093 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 104.0 68.0 -0.086 0.06 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by HDAC Class I 1.0 202.0 104.0 -0.029 0.064 1000.0 -1000.0 -0.11 -1000.0 Atypical NF-kappaB pathway 1.0 52.0 31.0 -0.021 0.037 1000.0 -1000.0 -0.11 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 57.0 44.0 -0.043 0.051 1000.0 -1000.0 -0.082 -1000.0 IGF1 pathway 1.0 92.0 57.0 -0.065 0.071 1000.0 -1000.0 -0.144 -1000.0 Alternative NF-kappaB pathway 1.0 14.0 13.0 -0.005 0.016 1000.0 -1000.0 -0.091 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 -0.001 0.062 1000.0 -1000.0 -0.096 -1000.0 Nectin adhesion pathway 0.0 61.0 63.0 -0.015 0.08 1000.0 -1000.0 -0.117 -1000.0 TRAIL signaling pathway 0.0 29.0 48.0 -0.002 0.071 1000.0 -1000.0 -0.101 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.081 -1000.0 Rapid glucocorticoid signaling 0.0 12.0 20.0 -0.005 0.016 1000.0 -1000.0 -0.07 -1000.0 Arf1 pathway 0.0 31.0 54.0 -0.01 0.043 1000.0 -1000.0 -0.071 -1000.0 Total 4156 218451 7203 -40.1476637427 -991.817853551 131000 -131000 -13.5188711169 -131000