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 55.0 443.0 8.0 -0.217 0.109 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by the Hedgehog family 38.0 1987.0 52.0 -0.328 0.185 1000.0 -1000.0 -0.073 -1000.0 Ephrin A reverse signaling 36.0 254.0 7.0 -0.118 0.0 1000.0 -1000.0 -0.038 -1000.0 IL23-mediated signaling events 34.0 2048.0 60.0 -0.649 0.012 1000.0 -1000.0 -0.214 -1000.0 Wnt signaling 30.0 210.0 7.0 -0.176 0.006 1000.0 -1000.0 -0.041 -1000.0 IL4-mediated signaling events 27.0 2542.0 91.0 -0.681 0.581 1000.0 -1000.0 -0.183 -1000.0 TCGA08_p53 26.0 182.0 7.0 -0.169 0.099 1000.0 -1000.0 -0.013 -1000.0 LPA4-mediated signaling events 23.0 287.0 12.0 -0.148 0.015 1000.0 -1000.0 -0.033 -1000.0 HIF-1-alpha transcription factor network 23.0 1801.0 76.0 -0.427 0.019 1000.0 -1000.0 -0.233 -1000.0 p75(NTR)-mediated signaling 23.0 2993.0 125.0 -0.261 0.033 1000.0 -1000.0 -0.13 -1000.0 Glypican 2 network 23.0 94.0 4.0 -0.063 -0.053 1000.0 -1000.0 -0.028 -1000.0 FOXA2 and FOXA3 transcription factor networks 22.0 1048.0 46.0 -0.329 0.041 1000.0 -1000.0 -0.142 -1000.0 Noncanonical Wnt signaling pathway 21.0 568.0 26.0 -0.176 0.012 1000.0 -1000.0 -0.074 -1000.0 Glypican 1 network 21.0 1044.0 48.0 -0.232 0.041 1000.0 -1000.0 -0.064 -1000.0 Signaling mediated by p38-alpha and p38-beta 21.0 931.0 44.0 -0.316 0.012 1000.0 -1000.0 -0.061 -1000.0 Glucocorticoid receptor regulatory network 20.0 2317.0 114.0 -0.577 0.282 1000.0 -1000.0 -0.09 -1000.0 Syndecan-1-mediated signaling events 18.0 645.0 34.0 -0.156 0.012 1000.0 -1000.0 -0.069 -1000.0 amb2 Integrin signaling 17.0 1432.0 82.0 -0.255 0.014 1000.0 -1000.0 -0.103 -1000.0 BMP receptor signaling 16.0 1313.0 81.0 -0.199 0.03 1000.0 -1000.0 -0.119 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 16.0 2007.0 120.0 -0.298 0.182 1000.0 -1000.0 -0.098 -1000.0 IL12-mediated signaling events 15.0 1375.0 87.0 -0.345 0.09 1000.0 -1000.0 -0.162 -1000.0 Effects of Botulinum toxin 15.0 399.0 26.0 -0.124 0.012 1000.0 -1000.0 -0.077 -1000.0 BCR signaling pathway 15.0 1519.0 99.0 -0.208 0.021 1000.0 -1000.0 -0.112 -1000.0 EGFR-dependent Endothelin signaling events 15.0 335.0 21.0 -0.14 0.018 1000.0 -1000.0 -0.089 -1000.0 Visual signal transduction: Rods 15.0 828.0 52.0 -0.207 0.012 1000.0 -1000.0 -0.097 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 494.0 34.0 -0.064 0.012 1000.0 -1000.0 -0.057 -1000.0 Visual signal transduction: Cones 14.0 553.0 38.0 -0.082 0.012 1000.0 -1000.0 -0.051 -1000.0 Syndecan-2-mediated signaling events 14.0 969.0 69.0 -0.232 0.025 1000.0 -1000.0 -0.063 -1000.0 Signaling events regulated by Ret tyrosine kinase 14.0 1178.0 82.0 -0.154 0.012 1000.0 -1000.0 -0.108 -1000.0 Endothelins 14.0 1378.0 96.0 -0.196 0.019 1000.0 -1000.0 -0.11 -1000.0 Syndecan-4-mediated signaling events 14.0 951.0 67.0 -0.232 0.013 1000.0 -1000.0 -0.094 -1000.0 Reelin signaling pathway 13.0 766.0 56.0 -0.188 0.019 1000.0 -1000.0 -0.097 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1300.0 93.0 -0.178 0.093 1000.0 -1000.0 -0.109 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 12.0 838.0 68.0 -0.258 0.045 1000.0 -1000.0 -0.177 -1000.0 Coregulation of Androgen receptor activity 11.0 837.0 76.0 -0.224 0.024 1000.0 -1000.0 -0.052 -1000.0 Thromboxane A2 receptor signaling 11.0 1181.0 105.0 -0.123 0.026 1000.0 -1000.0 -0.084 -1000.0 Arf6 signaling events 11.0 706.0 62.0 -0.14 0.012 1000.0 -1000.0 -0.077 -1000.0 Signaling events mediated by PTP1B 11.0 857.0 76.0 -0.191 0.022 1000.0 -1000.0 -0.097 -1000.0 IL1-mediated signaling events 11.0 693.0 62.0 -0.229 0.056 1000.0 -1000.0 -0.121 -1000.0 Syndecan-3-mediated signaling events 11.0 405.0 35.0 -0.162 0.033 1000.0 -1000.0 -0.068 -1000.0 Canonical Wnt signaling pathway 11.0 602.0 51.0 -0.262 0.085 1000.0 -1000.0 -0.087 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 366.0 31.0 -0.182 0.012 1000.0 -1000.0 -0.107 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 623.0 61.0 -0.262 0.03 1000.0 -1000.0 -0.103 -1000.0 EPHB forward signaling 10.0 933.0 85.0 -0.149 0.113 1000.0 -1000.0 -0.105 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 10.0 340.0 33.0 -0.224 0.032 1000.0 -1000.0 -0.076 -1000.0 ErbB4 signaling events 9.0 658.0 69.0 -0.19 0.05 1000.0 -1000.0 -0.116 -1000.0 Fc-epsilon receptor I signaling in mast cells 9.0 917.0 97.0 -0.123 0.027 1000.0 -1000.0 -0.104 -1000.0 S1P5 pathway 9.0 157.0 17.0 -0.073 0.076 1000.0 -1000.0 -0.052 -1000.0 Ephrin B reverse signaling 9.0 473.0 48.0 -0.15 0.092 1000.0 -1000.0 -0.078 -1000.0 LPA receptor mediated events 9.0 952.0 102.0 -0.123 0.033 1000.0 -1000.0 -0.104 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1098.0 136.0 -0.203 0.132 1000.0 -1000.0 -0.092 -1000.0 Nectin adhesion pathway 8.0 518.0 63.0 -0.101 0.022 1000.0 -1000.0 -0.097 -1000.0 Integrins in angiogenesis 8.0 723.0 84.0 -0.105 0.024 1000.0 -1000.0 -0.115 -1000.0 IL27-mediated signaling events 8.0 418.0 51.0 -0.108 0.037 1000.0 -1000.0 -0.109 -1000.0 Plasma membrane estrogen receptor signaling 8.0 760.0 86.0 -0.085 0.031 1000.0 -1000.0 -0.111 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 8.0 687.0 78.0 -0.072 0.034 1000.0 -1000.0 -0.092 -1000.0 Caspase cascade in apoptosis 7.0 542.0 74.0 -0.083 0.019 1000.0 -1000.0 -0.054 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 395.0 54.0 -0.136 0.024 1000.0 -1000.0 -0.12 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 459.0 65.0 -0.203 0.041 1000.0 -1000.0 -0.085 -1000.0 TRAIL signaling pathway 7.0 339.0 48.0 -0.039 0.022 1000.0 -1000.0 -0.081 -1000.0 Nongenotropic Androgen signaling 7.0 415.0 52.0 -0.109 0.012 1000.0 -1000.0 -0.073 -1000.0 Regulation of Androgen receptor activity 7.0 511.0 70.0 -0.332 0.025 1000.0 -1000.0 -0.095 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 171.0 28.0 -0.073 0.023 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by HDAC Class III 6.0 275.0 40.0 -0.087 0.07 1000.0 -1000.0 -0.052 -1000.0 S1P1 pathway 6.0 247.0 36.0 -0.101 0.012 1000.0 -1000.0 -0.072 -1000.0 FAS signaling pathway (CD95) 6.0 299.0 47.0 -0.075 0.018 1000.0 -1000.0 -0.071 -1000.0 IL6-mediated signaling events 6.0 453.0 75.0 -0.319 0.043 1000.0 -1000.0 -0.117 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 535.0 88.0 -0.125 0.05 1000.0 -1000.0 -0.133 -1000.0 S1P4 pathway 6.0 154.0 25.0 -0.073 0.019 1000.0 -1000.0 -0.067 -1000.0 ErbB2/ErbB3 signaling events 5.0 335.0 65.0 -0.107 0.021 1000.0 -1000.0 -0.086 -1000.0 Osteopontin-mediated events 5.0 215.0 38.0 -0.078 0.014 1000.0 -1000.0 -0.129 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 89.0 17.0 -0.013 0.018 1000.0 -1000.0 -0.055 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 5.0 298.0 52.0 -0.077 0.018 1000.0 -1000.0 -0.06 -1000.0 IL2 signaling events mediated by PI3K 5.0 322.0 58.0 -0.092 0.024 1000.0 -1000.0 -0.11 -1000.0 IL2 signaling events mediated by STAT5 5.0 129.0 22.0 -0.057 0.024 1000.0 -1000.0 -0.084 -1000.0 Regulation of Telomerase 5.0 584.0 102.0 -0.149 0.039 1000.0 -1000.0 -0.134 -1000.0 IGF1 pathway 5.0 333.0 57.0 -0.048 0.024 1000.0 -1000.0 -0.108 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.003 -1000.0 1000.0 -1000.0 -0.021 -1000.0 FOXM1 transcription factor network 5.0 290.0 51.0 -0.231 0.141 1000.0 -1000.0 -0.232 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 98.0 17.0 -0.023 0.019 1000.0 -1000.0 -0.059 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 21.0 5.0 -0.007 0.011 1000.0 -1000.0 -0.03 -1000.0 Cellular roles of Anthrax toxin 4.0 161.0 39.0 -0.054 0.017 1000.0 -1000.0 -0.029 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 398.0 85.0 -0.056 0.022 1000.0 -1000.0 -0.096 -1000.0 PDGFR-alpha signaling pathway 4.0 214.0 44.0 -0.036 0.021 1000.0 -1000.0 -0.075 -1000.0 Ceramide signaling pathway 4.0 307.0 76.0 -0.123 0.039 1000.0 -1000.0 -0.062 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 154.0 37.0 -0.041 0.025 1000.0 -1000.0 -0.066 -1000.0 Retinoic acid receptors-mediated signaling 4.0 237.0 58.0 -0.063 0.024 1000.0 -1000.0 -0.09 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 188.0 45.0 -0.054 0.029 1000.0 -1000.0 -0.118 -1000.0 Aurora A signaling 3.0 197.0 60.0 -0.112 0.03 1000.0 -1000.0 -0.065 -1000.0 HIF-2-alpha transcription factor network 3.0 160.0 43.0 -0.059 0.041 1000.0 -1000.0 -0.123 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 58.0 15.0 -0.017 0.022 1000.0 -1000.0 -0.043 -1000.0 Regulation of p38-alpha and p38-beta 3.0 189.0 54.0 -0.131 0.029 1000.0 -1000.0 -0.081 -1000.0 TCGA08_rtk_signaling 3.0 88.0 26.0 -0.069 0.038 1000.0 -1000.0 -0.029 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 260.0 74.0 -0.132 0.058 1000.0 -1000.0 -0.116 -1000.0 Insulin Pathway 3.0 291.0 74.0 -0.213 0.032 1000.0 -1000.0 -0.1 -1000.0 S1P3 pathway 3.0 143.0 42.0 -0.058 0.023 1000.0 -1000.0 -0.056 -1000.0 Rapid glucocorticoid signaling 3.0 73.0 20.0 -0.038 0.014 1000.0 -1000.0 -0.032 -1000.0 PDGFR-beta signaling pathway 3.0 354.0 97.0 -0.108 0.034 1000.0 -1000.0 -0.107 -1000.0 Signaling events mediated by PRL 3.0 112.0 34.0 -0.062 0.025 1000.0 -1000.0 -0.041 -1000.0 p38 MAPK signaling pathway 3.0 163.0 44.0 -0.116 0.023 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by HDAC Class II 2.0 155.0 75.0 -0.074 0.03 1000.0 -1000.0 -0.061 -1000.0 BARD1 signaling events 2.0 121.0 57.0 -0.019 0.05 1000.0 -1000.0 -0.078 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 0.004 0.012 1000.0 -1000.0 -0.034 -1000.0 Circadian rhythm pathway 2.0 52.0 22.0 -0.029 0.039 1000.0 -1000.0 -0.067 -1000.0 Arf6 downstream pathway 2.0 100.0 43.0 -0.015 0.021 1000.0 -1000.0 -0.053 -1000.0 Aurora C signaling 2.0 14.0 7.0 -0.006 0.009 1000.0 -1000.0 -0.036 -1000.0 IFN-gamma pathway 2.0 186.0 68.0 -0.115 0.031 1000.0 -1000.0 -0.119 -1000.0 ceramide signaling pathway 2.0 106.0 49.0 -0.054 0.031 1000.0 -1000.0 -0.069 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 169.0 83.0 -0.039 0.058 1000.0 -1000.0 -0.093 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 298.0 125.0 -0.032 0.053 1000.0 -1000.0 -0.122 -1000.0 Class I PI3K signaling events 2.0 217.0 73.0 -0.131 0.031 1000.0 -1000.0 -0.088 -1000.0 Aurora B signaling 2.0 181.0 67.0 -0.091 0.028 1000.0 -1000.0 -0.086 -1000.0 Canonical NF-kappaB pathway 1.0 76.0 39.0 -0.054 0.066 1000.0 -1000.0 -0.113 -1000.0 EPO signaling pathway 1.0 107.0 55.0 -0.029 0.033 1000.0 -1000.0 -0.126 -1000.0 mTOR signaling pathway 1.0 63.0 53.0 -0.008 0.026 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by HDAC Class I 1.0 126.0 104.0 -0.054 0.048 1000.0 -1000.0 -0.082 -1000.0 FoxO family signaling 1.0 84.0 64.0 -0.059 0.12 1000.0 -1000.0 -0.086 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 64.0 36.0 -0.041 0.031 1000.0 -1000.0 -0.092 -1000.0 Atypical NF-kappaB pathway 1.0 51.0 31.0 -0.022 0.031 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 100.0 76.0 -0.04 0.049 1000.0 -1000.0 -0.1 -1000.0 Arf6 trafficking events 1.0 90.0 71.0 -0.029 0.039 1000.0 -1000.0 -0.101 -1000.0 VEGFR1 specific signals 1.0 78.0 56.0 -0.02 0.038 1000.0 -1000.0 -0.091 -1000.0 E-cadherin signaling in keratinocytes 1.0 65.0 43.0 -0.069 0.04 1000.0 -1000.0 -0.077 -1000.0 Alternative NF-kappaB pathway 1.0 24.0 13.0 -0.011 0.024 1000.0 -1000.0 -0.038 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 3.0 23.0 0.009 0.041 1000.0 -1000.0 -0.073 -1000.0 PLK1 signaling events 0.0 80.0 85.0 -0.009 0.032 1000.0 -1000.0 -0.059 -1000.0 Insulin-mediated glucose transport 0.0 27.0 32.0 -0.013 0.034 1000.0 -1000.0 -0.084 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 39.0 68.0 -0.034 0.047 1000.0 -1000.0 -0.072 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.03 1000.0 -1000.0 -0.071 -1000.0 E-cadherin signaling events 0.0 2.0 5.0 0.009 0.022 1000.0 -1000.0 -0.031 -1000.0 Arf1 pathway 0.0 20.0 54.0 -0.003 0.025 1000.0 -1000.0 -0.042 -1000.0 Total 1161 65913 7203 -17.1260207413 -994.514555422 131000 -131000 -11.2411789897 -131000