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 383.0 3069.0 8.0 -0.841 0.217 1000.0 -1000.0 -0.031 -1000.0 HIF-1-alpha transcription factor network 212.0 16112.0 76.0 -1.331 0.026 1000.0 -1000.0 -0.164 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 188.0 6408.0 34.0 -0.607 0.016 1000.0 -1000.0 -0.098 -1000.0 TCGA08_p53 146.0 1023.0 7.0 -0.652 0.313 1000.0 -1000.0 -0.022 -1000.0 TCR signaling in naïve CD8+ T cells 141.0 13123.0 93.0 -0.655 0.328 1000.0 -1000.0 -0.12 -1000.0 FOXA2 and FOXA3 transcription factor networks 120.0 5537.0 46.0 -1.22 0.025 1000.0 -1000.0 -0.1 -1000.0 Syndecan-4-mediated signaling events 119.0 7998.0 67.0 -0.637 0.108 1000.0 -1000.0 -0.142 -1000.0 Aurora B signaling 119.0 7979.0 67.0 -0.404 0.016 1000.0 -1000.0 -0.11 -1000.0 FOXM1 transcription factor network 110.0 5633.0 51.0 -0.823 0.04 1000.0 -1000.0 -0.187 -1000.0 IL12-mediated signaling events 107.0 9370.0 87.0 -0.69 0.162 1000.0 -1000.0 -0.158 -1000.0 Glypican 1 network 106.0 5100.0 48.0 -0.557 0.045 1000.0 -1000.0 -0.069 -1000.0 PDGFR-alpha signaling pathway 104.0 4618.0 44.0 -0.275 0.034 1000.0 -1000.0 -0.09 -1000.0 JNK signaling in the CD4+ TCR pathway 84.0 1429.0 17.0 -0.412 0.016 1000.0 -1000.0 -0.092 -1000.0 amb2 Integrin signaling 84.0 6941.0 82.0 -0.552 0.016 1000.0 -1000.0 -0.124 -1000.0 IL4-mediated signaling events 75.0 6852.0 91.0 -0.839 0.544 1000.0 -1000.0 -0.175 -1000.0 EGFR-dependent Endothelin signaling events 74.0 1561.0 21.0 -0.667 0.016 1000.0 -1000.0 -0.117 -1000.0 HIF-2-alpha transcription factor network 72.0 3104.0 43.0 -0.762 0.342 1000.0 -1000.0 -0.114 -1000.0 Aurora C signaling 71.0 497.0 7.0 -0.393 0.012 1000.0 -1000.0 -0.064 -1000.0 Caspase cascade in apoptosis 70.0 5239.0 74.0 -0.325 0.161 1000.0 -1000.0 -0.076 -1000.0 Glypican 2 network 69.0 278.0 4.0 -0.123 -1000.0 1000.0 -1000.0 -0.054 -1000.0 Syndecan-1-mediated signaling events 67.0 2282.0 34.0 -0.411 0.016 1000.0 -1000.0 -0.102 -1000.0 BMP receptor signaling 64.0 5240.0 81.0 -0.691 0.016 1000.0 -1000.0 -0.131 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 60.0 2004.0 33.0 -0.83 0.016 1000.0 -1000.0 -0.094 -1000.0 IL23-mediated signaling events 59.0 3582.0 60.0 -0.392 0.021 1000.0 -1000.0 -0.185 -1000.0 Signaling events mediated by the Hedgehog family 49.0 2577.0 52.0 -0.437 0.119 1000.0 -1000.0 -0.124 -1000.0 Fc-epsilon receptor I signaling in mast cells 46.0 4510.0 97.0 -0.32 0.04 1000.0 -1000.0 -0.122 -1000.0 S1P1 pathway 43.0 1562.0 36.0 -0.381 0.018 1000.0 -1000.0 -0.088 -1000.0 IL27-mediated signaling events 42.0 2159.0 51.0 -0.62 0.074 1000.0 -1000.0 -0.132 -1000.0 Ephrin A reverse signaling 41.0 292.0 7.0 -0.059 0.0 1000.0 -1000.0 -0.042 -1000.0 Effects of Botulinum toxin 41.0 1083.0 26.0 -0.361 0.016 1000.0 -1000.0 -0.099 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 41.0 2829.0 68.0 -0.542 0.063 1000.0 -1000.0 -0.177 -1000.0 Arf6 signaling events 39.0 2448.0 62.0 -0.667 0.016 1000.0 -1000.0 -0.089 -1000.0 VEGFR1 specific signals 38.0 2131.0 56.0 -0.466 0.045 1000.0 -1000.0 -0.111 -1000.0 Calcium signaling in the CD4+ TCR pathway 37.0 1175.0 31.0 -0.455 0.016 1000.0 -1000.0 -0.17 -1000.0 p75(NTR)-mediated signaling 36.0 4539.0 125.0 -0.415 0.016 1000.0 -1000.0 -0.149 -1000.0 LPA4-mediated signaling events 34.0 417.0 12.0 -0.166 0.026 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by STAT5 34.0 759.0 22.0 -0.435 0.038 1000.0 -1000.0 -0.07 -1000.0 IL2 signaling events mediated by PI3K 33.0 1953.0 58.0 -0.433 0.032 1000.0 -1000.0 -0.114 -1000.0 PLK1 signaling events 31.0 2651.0 85.0 -0.376 0.016 1000.0 -1000.0 -0.075 -1000.0 IL6-mediated signaling events 31.0 2367.0 75.0 -0.288 0.076 1000.0 -1000.0 -0.12 -1000.0 BCR signaling pathway 31.0 3150.0 99.0 -0.342 0.035 1000.0 -1000.0 -0.142 -1000.0 Coregulation of Androgen receptor activity 30.0 2349.0 76.0 -0.915 0.033 1000.0 -1000.0 -0.07 -1000.0 Regulation of Telomerase 29.0 3020.0 102.0 -0.668 0.051 1000.0 -1000.0 -0.152 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 29.0 2335.0 78.0 -0.317 0.045 1000.0 -1000.0 -0.107 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 28.0 1550.0 54.0 -0.651 0.031 1000.0 -1000.0 -0.136 -1000.0 Reelin signaling pathway 28.0 1570.0 56.0 -0.24 0.016 1000.0 -1000.0 -0.113 -1000.0 Glucocorticoid receptor regulatory network 27.0 3146.0 114.0 -0.407 0.161 1000.0 -1000.0 -0.107 -1000.0 Integrins in angiogenesis 27.0 2331.0 84.0 -0.381 0.04 1000.0 -1000.0 -0.129 -1000.0 Aurora A signaling 24.0 1484.0 60.0 -0.239 0.053 1000.0 -1000.0 -0.091 -1000.0 EPO signaling pathway 24.0 1372.0 55.0 -0.286 0.018 1000.0 -1000.0 -0.142 -1000.0 Angiopoietin receptor Tie2-mediated signaling 24.0 2125.0 88.0 -0.313 0.075 1000.0 -1000.0 -0.152 -1000.0 Visual signal transduction: Rods 24.0 1285.0 52.0 -0.288 0.016 1000.0 -1000.0 -0.114 -1000.0 Signaling events mediated by PTP1B 23.0 1755.0 76.0 -0.67 0.049 1000.0 -1000.0 -0.111 -1000.0 Syndecan-2-mediated signaling events 20.0 1439.0 69.0 -0.552 0.053 1000.0 -1000.0 -0.092 -1000.0 Endothelins 20.0 1958.0 96.0 -0.347 0.086 1000.0 -1000.0 -0.107 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 20.0 900.0 45.0 -0.566 0.062 1000.0 -1000.0 -0.123 -1000.0 Regulation of nuclear SMAD2/3 signaling 19.0 2673.0 136.0 -0.451 0.1 1000.0 -1000.0 -0.108 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2347.0 120.0 -0.165 0.142 1000.0 -1000.0 -0.129 -1000.0 Wnt signaling 18.0 127.0 7.0 -0.068 0.016 1000.0 -1000.0 -0.077 -1000.0 S1P3 pathway 17.0 719.0 42.0 -0.377 0.062 1000.0 -1000.0 -0.084 -1000.0 Thromboxane A2 receptor signaling 16.0 1732.0 105.0 -0.667 0.067 1000.0 -1000.0 -0.113 -1000.0 Presenilin action in Notch and Wnt signaling 16.0 1035.0 61.0 -0.188 0.093 1000.0 -1000.0 -0.106 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 16.0 609.0 37.0 -0.294 0.026 1000.0 -1000.0 -0.116 -1000.0 Ceramide signaling pathway 15.0 1159.0 76.0 -0.667 0.232 1000.0 -1000.0 -0.085 -1000.0 FoxO family signaling 15.0 1003.0 64.0 -0.569 0.122 1000.0 -1000.0 -0.1 -1000.0 LPA receptor mediated events 15.0 1612.0 102.0 -0.396 0.061 1000.0 -1000.0 -0.12 -1000.0 Sphingosine 1-phosphate (S1P) pathway 14.0 416.0 28.0 -0.135 0.024 1000.0 -1000.0 -0.076 -1000.0 PLK2 and PLK4 events 14.0 44.0 3.0 -0.016 0.011 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling events 14.0 71.0 5.0 -0.023 0.016 1000.0 -1000.0 -0.066 -1000.0 FAS signaling pathway (CD95) 13.0 638.0 47.0 -0.424 0.027 1000.0 -1000.0 -0.066 -1000.0 Canonical Wnt signaling pathway 13.0 708.0 51.0 -0.187 0.096 1000.0 -1000.0 -0.085 -1000.0 Class I PI3K signaling events 13.0 1003.0 73.0 -0.471 0.036 1000.0 -1000.0 -0.114 -1000.0 Regulation of Androgen receptor activity 13.0 932.0 70.0 -0.957 0.04 1000.0 -1000.0 -0.096 -1000.0 ErbB4 signaling events 12.0 839.0 69.0 -0.179 0.105 1000.0 -1000.0 -0.129 -1000.0 IFN-gamma pathway 12.0 879.0 68.0 -0.373 0.018 1000.0 -1000.0 -0.143 -1000.0 Nongenotropic Androgen signaling 12.0 638.0 52.0 -0.177 0.07 1000.0 -1000.0 -0.088 -1000.0 S1P5 pathway 11.0 193.0 17.0 -0.135 0.045 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 11.0 1495.0 125.0 -0.392 0.043 1000.0 -1000.0 -0.155 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 863.0 74.0 -0.667 0.098 1000.0 -1000.0 -0.131 -1000.0 S1P4 pathway 11.0 277.0 25.0 -0.135 0.034 1000.0 -1000.0 -0.078 -1000.0 Noncanonical Wnt signaling pathway 10.0 270.0 26.0 -0.115 0.016 1000.0 -1000.0 -0.131 -1000.0 Visual signal transduction: Cones 9.0 370.0 38.0 -0.041 0.016 1000.0 -1000.0 -0.088 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 -0.02 0.016 1000.0 -1000.0 -0.048 -1000.0 TCGA08_rtk_signaling 9.0 239.0 26.0 -0.277 0.041 1000.0 -1000.0 -0.033 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 731.0 82.0 -0.064 0.025 1000.0 -1000.0 -0.123 -1000.0 Class IB PI3K non-lipid kinase events 8.0 24.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by PRL 7.0 245.0 34.0 -0.055 0.045 1000.0 -1000.0 -0.089 -1000.0 Canonical NF-kappaB pathway 6.0 270.0 39.0 -0.189 0.075 1000.0 -1000.0 -0.112 -1000.0 Insulin-mediated glucose transport 6.0 194.0 32.0 -0.083 0.068 1000.0 -1000.0 -0.091 -1000.0 Signaling events mediated by HDAC Class III 6.0 240.0 40.0 -0.057 0.032 1000.0 -1000.0 -0.074 -1000.0 IL1-mediated signaling events 6.0 401.0 62.0 -0.091 0.059 1000.0 -1000.0 -0.137 -1000.0 Ephrin B reverse signaling 6.0 319.0 48.0 -0.03 0.031 1000.0 -1000.0 -0.117 -1000.0 p38 MAPK signaling pathway 6.0 276.0 44.0 -0.099 0.049 1000.0 -1000.0 -0.088 -1000.0 ErbB2/ErbB3 signaling events 5.0 388.0 65.0 -0.127 0.059 1000.0 -1000.0 -0.106 -1000.0 Arf6 downstream pathway 5.0 225.0 43.0 -0.033 0.033 1000.0 -1000.0 -0.063 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 85.0 15.0 -0.0 0.036 1000.0 -1000.0 -0.05 -1000.0 Paxillin-dependent events mediated by a4b1 5.0 211.0 36.0 -0.027 0.031 1000.0 -1000.0 -0.098 -1000.0 Syndecan-3-mediated signaling events 5.0 209.0 35.0 -0.039 0.016 1000.0 -1000.0 -0.099 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 430.0 76.0 -0.026 0.067 1000.0 -1000.0 -0.115 -1000.0 Arf6 trafficking events 5.0 411.0 71.0 -0.124 0.058 1000.0 -1000.0 -0.105 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 369.0 85.0 -0.037 0.079 1000.0 -1000.0 -0.102 -1000.0 EPHB forward signaling 4.0 369.0 85.0 -0.075 0.069 1000.0 -1000.0 -0.138 -1000.0 Plasma membrane estrogen receptor signaling 4.0 372.0 86.0 -0.162 0.07 1000.0 -1000.0 -0.119 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 84.0 17.0 -0.038 0.055 1000.0 -1000.0 -0.069 -1000.0 BARD1 signaling events 3.0 222.0 57.0 -0.168 0.044 1000.0 -1000.0 -0.096 -1000.0 Osteopontin-mediated events 3.0 122.0 38.0 -0.03 0.097 1000.0 -1000.0 -0.156 -1000.0 Cellular roles of Anthrax toxin 3.0 119.0 39.0 -0.022 0.027 1000.0 -1000.0 -0.042 -1000.0 PDGFR-beta signaling pathway 3.0 380.0 97.0 -0.056 0.087 1000.0 -1000.0 -0.121 -1000.0 E-cadherin signaling in keratinocytes 3.0 164.0 43.0 -0.291 0.054 1000.0 -1000.0 -0.111 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 135.0 65.0 -0.06 0.093 1000.0 -1000.0 -0.09 -1000.0 ceramide signaling pathway 2.0 131.0 49.0 -0.117 0.054 1000.0 -1000.0 -0.068 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 130.0 52.0 -0.031 0.092 1000.0 -1000.0 -0.088 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 181.0 83.0 -0.083 0.081 1000.0 -1000.0 -0.11 -1000.0 Retinoic acid receptors-mediated signaling 2.0 126.0 58.0 -0.025 0.062 1000.0 -1000.0 -0.11 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 115.0 44.0 -0.046 0.049 1000.0 -1000.0 -0.072 -1000.0 Regulation of p38-alpha and p38-beta 2.0 153.0 54.0 -0.04 0.073 1000.0 -1000.0 -0.086 -1000.0 Insulin Pathway 2.0 214.0 74.0 -0.032 0.055 1000.0 -1000.0 -0.125 -1000.0 Signaling events mediated by HDAC Class II 1.0 124.0 75.0 -0.026 0.051 1000.0 -1000.0 -0.099 -1000.0 Circadian rhythm pathway 1.0 33.0 22.0 -0.019 0.064 1000.0 -1000.0 -0.089 -1000.0 mTOR signaling pathway 1.0 103.0 53.0 -0.01 0.044 1000.0 -1000.0 -0.089 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 104.0 68.0 -0.083 0.059 1000.0 -1000.0 -0.103 -1000.0 Nectin adhesion pathway 1.0 98.0 63.0 -0.016 0.078 1000.0 -1000.0 -0.108 -1000.0 Signaling events mediated by HDAC Class I 1.0 194.0 104.0 -0.028 0.063 1000.0 -1000.0 -0.102 -1000.0 Atypical NF-kappaB pathway 1.0 55.0 31.0 -0.02 0.037 1000.0 -1000.0 -0.099 -1000.0 IGF1 pathway 1.0 98.0 57.0 -0.065 0.071 1000.0 -1000.0 -0.137 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 -0.001 0.062 1000.0 -1000.0 -0.104 -1000.0 TRAIL signaling pathway 0.0 27.0 48.0 -0.002 0.07 1000.0 -1000.0 -0.092 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.087 -1000.0 Rapid glucocorticoid signaling 0.0 16.0 20.0 -0.006 0.016 1000.0 -1000.0 -0.068 -1000.0 Arf1 pathway 0.0 31.0 54.0 -0.01 0.043 1000.0 -1000.0 -0.077 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.005 0.016 1000.0 -1000.0 -0.097 -1000.0 Total 4254 222079 7203 -39.9066087291 -991.853072278 131000 -131000 -13.4513717761 -131000