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 56.0 448.0 8.0 -0.215 0.109 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by the Hedgehog family 38.0 2006.0 52.0 -0.323 0.188 1000.0 -1000.0 -0.069 -1000.0 Ephrin A reverse signaling 35.0 248.0 7.0 -0.116 -0.0 1000.0 -1000.0 -0.029 -1000.0 IL23-mediated signaling events 35.0 2115.0 60.0 -0.647 0.012 1000.0 -1000.0 -0.207 -1000.0 Wnt signaling 29.0 209.0 7.0 -0.176 0.006 1000.0 -1000.0 -0.043 -1000.0 HIF-1-alpha transcription factor network 27.0 2088.0 76.0 -0.419 0.019 1000.0 -1000.0 -0.23 -1000.0 IL4-mediated signaling events 27.0 2459.0 91.0 -0.685 0.583 1000.0 -1000.0 -0.199 -1000.0 TCGA08_p53 26.0 182.0 7.0 -0.167 0.099 1000.0 -1000.0 -0.021 -1000.0 p75(NTR)-mediated signaling 24.0 3077.0 125.0 -0.26 0.032 1000.0 -1000.0 -0.111 -1000.0 LPA4-mediated signaling events 23.0 282.0 12.0 -0.147 0.015 1000.0 -1000.0 -0.035 -1000.0 Noncanonical Wnt signaling pathway 23.0 600.0 26.0 -0.176 0.012 1000.0 -1000.0 -0.082 -1000.0 Glypican 1 network 23.0 1134.0 48.0 -0.229 0.041 1000.0 -1000.0 -0.049 -1000.0 Glypican 2 network 23.0 94.0 4.0 -0.063 -0.053 1000.0 -1000.0 -0.026 -1000.0 Signaling mediated by p38-alpha and p38-beta 22.0 977.0 44.0 -0.314 0.012 1000.0 -1000.0 -0.059 -1000.0 FOXA2 and FOXA3 transcription factor networks 21.0 992.0 46.0 -0.323 0.041 1000.0 -1000.0 -0.142 -1000.0 Glucocorticoid receptor regulatory network 20.0 2356.0 114.0 -0.574 0.279 1000.0 -1000.0 -0.088 -1000.0 Syndecan-1-mediated signaling events 18.0 641.0 34.0 -0.153 0.012 1000.0 -1000.0 -0.069 -1000.0 amb2 Integrin signaling 17.0 1460.0 82.0 -0.249 0.014 1000.0 -1000.0 -0.094 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 17.0 2077.0 120.0 -0.29 0.179 1000.0 -1000.0 -0.098 -1000.0 IL12-mediated signaling events 16.0 1449.0 87.0 -0.344 0.09 1000.0 -1000.0 -0.146 -1000.0 BMP receptor signaling 16.0 1351.0 81.0 -0.196 0.03 1000.0 -1000.0 -0.116 -1000.0 Syndecan-2-mediated signaling events 15.0 1058.0 69.0 -0.229 0.025 1000.0 -1000.0 -0.044 -1000.0 Effects of Botulinum toxin 15.0 400.0 26.0 -0.124 0.012 1000.0 -1000.0 -0.072 -1000.0 BCR signaling pathway 15.0 1530.0 99.0 -0.206 0.022 1000.0 -1000.0 -0.11 -1000.0 EGFR-dependent Endothelin signaling events 15.0 335.0 21.0 -0.14 0.018 1000.0 -1000.0 -0.079 -1000.0 Visual signal transduction: Rods 15.0 824.0 52.0 -0.212 0.012 1000.0 -1000.0 -0.098 -1000.0 Signaling events regulated by Ret tyrosine kinase 14.0 1212.0 82.0 -0.148 0.012 1000.0 -1000.0 -0.1 -1000.0 Endothelins 14.0 1404.0 96.0 -0.196 0.019 1000.0 -1000.0 -0.103 -1000.0 Syndecan-3-mediated signaling events 14.0 500.0 35.0 -0.162 0.032 1000.0 -1000.0 -0.07 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1369.0 93.0 -0.17 0.089 1000.0 -1000.0 -0.093 -1000.0 Syndecan-4-mediated signaling events 14.0 942.0 67.0 -0.229 0.013 1000.0 -1000.0 -0.101 -1000.0 Visual signal transduction: Cones 13.0 504.0 38.0 -0.08 0.012 1000.0 -1000.0 -0.065 -1000.0 Reelin signaling pathway 13.0 758.0 56.0 -0.182 0.019 1000.0 -1000.0 -0.094 -1000.0 Coregulation of Androgen receptor activity 12.0 929.0 76.0 -0.222 0.023 1000.0 -1000.0 -0.048 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 12.0 431.0 34.0 -0.065 0.012 1000.0 -1000.0 -0.064 -1000.0 Arf6 signaling events 12.0 747.0 62.0 -0.14 0.012 1000.0 -1000.0 -0.076 -1000.0 EPHB forward signaling 12.0 1078.0 85.0 -0.15 0.113 1000.0 -1000.0 -0.102 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 12.0 870.0 68.0 -0.255 0.042 1000.0 -1000.0 -0.152 -1000.0 Thromboxane A2 receptor signaling 11.0 1248.0 105.0 -0.123 0.026 1000.0 -1000.0 -0.077 -1000.0 Fc-epsilon receptor I signaling in mast cells 11.0 1088.0 97.0 -0.123 0.027 1000.0 -1000.0 -0.093 -1000.0 IL1-mediated signaling events 11.0 687.0 62.0 -0.226 0.056 1000.0 -1000.0 -0.124 -1000.0 S1P5 pathway 11.0 188.0 17.0 -0.072 0.075 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 11.0 604.0 51.0 -0.26 0.085 1000.0 -1000.0 -0.073 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 626.0 61.0 -0.26 0.03 1000.0 -1000.0 -0.081 -1000.0 Calcium signaling in the CD4+ TCR pathway 10.0 332.0 31.0 -0.181 0.012 1000.0 -1000.0 -0.115 -1000.0 Nongenotropic Androgen signaling 10.0 541.0 52.0 -0.109 0.012 1000.0 -1000.0 -0.071 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 10.0 337.0 33.0 -0.223 0.032 1000.0 -1000.0 -0.066 -1000.0 ErbB4 signaling events 9.0 668.0 69.0 -0.191 0.051 1000.0 -1000.0 -0.11 -1000.0 Signaling events mediated by PTP1B 9.0 743.0 76.0 -0.192 0.021 1000.0 -1000.0 -0.093 -1000.0 Ephrin B reverse signaling 9.0 465.0 48.0 -0.151 0.093 1000.0 -1000.0 -0.082 -1000.0 LPA receptor mediated events 9.0 992.0 102.0 -0.123 0.032 1000.0 -1000.0 -0.099 -1000.0 Caspase cascade in apoptosis 8.0 609.0 74.0 -0.084 0.018 1000.0 -1000.0 -0.054 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1141.0 136.0 -0.203 0.131 1000.0 -1000.0 -0.087 -1000.0 Nectin adhesion pathway 8.0 554.0 63.0 -0.098 0.021 1000.0 -1000.0 -0.087 -1000.0 Integrins in angiogenesis 8.0 737.0 84.0 -0.104 0.024 1000.0 -1000.0 -0.109 -1000.0 IL27-mediated signaling events 8.0 451.0 51.0 -0.106 0.037 1000.0 -1000.0 -0.112 -1000.0 Plasma membrane estrogen receptor signaling 8.0 763.0 86.0 -0.084 0.03 1000.0 -1000.0 -0.1 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 8.0 665.0 78.0 -0.072 0.034 1000.0 -1000.0 -0.097 -1000.0 Osteopontin-mediated events 7.0 283.0 38.0 -0.077 0.014 1000.0 -1000.0 -0.117 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 427.0 54.0 -0.14 0.024 1000.0 -1000.0 -0.119 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 477.0 65.0 -0.202 0.04 1000.0 -1000.0 -0.082 -1000.0 TRAIL signaling pathway 7.0 338.0 48.0 -0.039 0.023 1000.0 -1000.0 -0.079 -1000.0 FAS signaling pathway (CD95) 7.0 335.0 47.0 -0.075 0.019 1000.0 -1000.0 -0.049 -1000.0 Regulation of Androgen receptor activity 7.0 537.0 70.0 -0.333 0.025 1000.0 -1000.0 -0.073 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 169.0 28.0 -0.072 0.023 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by HDAC Class III 6.0 273.0 40.0 -0.087 0.07 1000.0 -1000.0 -0.047 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 325.0 52.0 -0.075 0.018 1000.0 -1000.0 -0.06 -1000.0 S1P1 pathway 6.0 239.0 36.0 -0.1 0.012 1000.0 -1000.0 -0.071 -1000.0 IL6-mediated signaling events 6.0 492.0 75.0 -0.32 0.043 1000.0 -1000.0 -0.118 -1000.0 IL2 signaling events mediated by STAT5 6.0 145.0 22.0 -0.052 0.025 1000.0 -1000.0 -0.062 -1000.0 IGF1 pathway 6.0 356.0 57.0 -0.048 0.024 1000.0 -1000.0 -0.112 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 548.0 88.0 -0.125 0.049 1000.0 -1000.0 -0.118 -1000.0 S1P4 pathway 6.0 164.0 25.0 -0.072 0.018 1000.0 -1000.0 -0.062 -1000.0 ErbB2/ErbB3 signaling events 5.0 361.0 65.0 -0.107 0.021 1000.0 -1000.0 -0.084 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 91.0 17.0 -0.013 0.017 1000.0 -1000.0 -0.046 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 433.0 85.0 -0.055 0.023 1000.0 -1000.0 -0.078 -1000.0 PDGFR-alpha signaling pathway 5.0 232.0 44.0 -0.036 0.021 1000.0 -1000.0 -0.076 -1000.0 IL2 signaling events mediated by PI3K 5.0 321.0 58.0 -0.09 0.024 1000.0 -1000.0 -0.1 -1000.0 Regulation of Telomerase 5.0 583.0 102.0 -0.15 0.039 1000.0 -1000.0 -0.138 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.003 -1000.0 1000.0 -1000.0 -0.023 -1000.0 FOXM1 transcription factor network 5.0 303.0 51.0 -0.229 0.135 1000.0 -1000.0 -0.225 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 98.0 17.0 -0.023 0.019 1000.0 -1000.0 -0.057 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 21.0 5.0 -0.007 0.011 1000.0 -1000.0 -0.025 -1000.0 Cellular roles of Anthrax toxin 4.0 165.0 39.0 -0.057 0.016 1000.0 -1000.0 -0.023 -1000.0 Ceramide signaling pathway 4.0 354.0 76.0 -0.123 0.038 1000.0 -1000.0 -0.056 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 174.0 37.0 -0.041 0.025 1000.0 -1000.0 -0.062 -1000.0 HIF-2-alpha transcription factor network 4.0 178.0 43.0 -0.055 0.039 1000.0 -1000.0 -0.119 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 62.0 15.0 -0.018 0.022 1000.0 -1000.0 -0.041 -1000.0 Retinoic acid receptors-mediated signaling 4.0 243.0 58.0 -0.063 0.024 1000.0 -1000.0 -0.079 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 215.0 45.0 -0.057 0.03 1000.0 -1000.0 -0.101 -1000.0 Rapid glucocorticoid signaling 4.0 81.0 20.0 -0.042 0.014 1000.0 -1000.0 -0.028 -1000.0 Aurora A signaling 3.0 197.0 60.0 -0.112 0.03 1000.0 -1000.0 -0.059 -1000.0 Regulation of p38-alpha and p38-beta 3.0 195.0 54.0 -0.13 0.029 1000.0 -1000.0 -0.074 -1000.0 TCGA08_rtk_signaling 3.0 87.0 26.0 -0.069 0.038 1000.0 -1000.0 -0.026 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 260.0 74.0 -0.131 0.058 1000.0 -1000.0 -0.107 -1000.0 Insulin Pathway 3.0 276.0 74.0 -0.214 0.032 1000.0 -1000.0 -0.103 -1000.0 S1P3 pathway 3.0 155.0 42.0 -0.054 0.023 1000.0 -1000.0 -0.046 -1000.0 PDGFR-beta signaling pathway 3.0 356.0 97.0 -0.108 0.033 1000.0 -1000.0 -0.098 -1000.0 p38 MAPK signaling pathway 3.0 165.0 44.0 -0.114 0.023 1000.0 -1000.0 -0.083 -1000.0 Canonical NF-kappaB pathway 2.0 78.0 39.0 -0.057 0.066 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by HDAC Class II 2.0 155.0 75.0 -0.074 0.03 1000.0 -1000.0 -0.05 -1000.0 BARD1 signaling events 2.0 121.0 57.0 -0.019 0.05 1000.0 -1000.0 -0.07 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 0.004 0.012 1000.0 -1000.0 -0.027 -1000.0 Circadian rhythm pathway 2.0 50.0 22.0 -0.027 0.039 1000.0 -1000.0 -0.074 -1000.0 Arf6 downstream pathway 2.0 126.0 43.0 -0.016 0.022 1000.0 -1000.0 -0.052 -1000.0 Aurora C signaling 2.0 14.0 7.0 -0.006 0.009 1000.0 -1000.0 -0.038 -1000.0 EPO signaling pathway 2.0 140.0 55.0 -0.029 0.032 1000.0 -1000.0 -0.104 -1000.0 IFN-gamma pathway 2.0 192.0 68.0 -0.114 0.03 1000.0 -1000.0 -0.119 -1000.0 ceramide signaling pathway 2.0 109.0 49.0 -0.057 0.03 1000.0 -1000.0 -0.07 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 168.0 83.0 -0.039 0.057 1000.0 -1000.0 -0.088 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 72.0 36.0 -0.041 0.031 1000.0 -1000.0 -0.083 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 298.0 125.0 -0.032 0.053 1000.0 -1000.0 -0.113 -1000.0 Class I PI3K signaling events 2.0 217.0 73.0 -0.13 0.031 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by PRL 2.0 100.0 34.0 -0.063 0.025 1000.0 -1000.0 -0.054 -1000.0 Aurora B signaling 2.0 183.0 67.0 -0.09 0.028 1000.0 -1000.0 -0.084 -1000.0 PLK1 signaling events 1.0 91.0 85.0 -0.009 0.03 1000.0 -1000.0 -0.056 -1000.0 Insulin-mediated glucose transport 1.0 35.0 32.0 -0.013 0.034 1000.0 -1000.0 -0.073 -1000.0 mTOR signaling pathway 1.0 63.0 53.0 -0.008 0.026 1000.0 -1000.0 -0.069 -1000.0 Signaling events mediated by HDAC Class I 1.0 165.0 104.0 -0.057 0.048 1000.0 -1000.0 -0.081 -1000.0 FoxO family signaling 1.0 95.0 64.0 -0.06 0.12 1000.0 -1000.0 -0.094 -1000.0 Atypical NF-kappaB pathway 1.0 48.0 31.0 -0.022 0.031 1000.0 -1000.0 -0.053 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 102.0 76.0 -0.039 0.049 1000.0 -1000.0 -0.097 -1000.0 Arf6 trafficking events 1.0 105.0 71.0 -0.029 0.039 1000.0 -1000.0 -0.084 -1000.0 VEGFR1 specific signals 1.0 91.0 56.0 -0.015 0.038 1000.0 -1000.0 -0.075 -1000.0 E-cadherin signaling in keratinocytes 1.0 70.0 43.0 -0.069 0.04 1000.0 -1000.0 -0.075 -1000.0 Alternative NF-kappaB pathway 1.0 23.0 13.0 -0.0 0.024 1000.0 -1000.0 -0.053 -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 Class I PI3K signaling events mediated by Akt 0.0 24.0 68.0 -0.034 0.047 1000.0 -1000.0 -0.062 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 4.0 27.0 -0.0 0.03 1000.0 -1000.0 -0.058 -1000.0 E-cadherin signaling events 0.0 2.0 5.0 0.009 0.022 1000.0 -1000.0 -0.036 -1000.0 Arf1 pathway 0.0 22.0 54.0 -0.003 0.025 1000.0 -1000.0 -0.041 -1000.0 Total 1198 68278 7203 -17.0081996073 -994.543560929 131000 -131000 -10.6299571768 -131000