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 35.0 280.0 8.0 -0.069 0.046 1000.0 -1000.0 -0.004 -1000.0 E-cadherin signaling events 34.0 173.0 5.0 -0.094 0.015 1000.0 -1000.0 -0.003 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 32.0 1101.0 34.0 -0.12 0.015 1000.0 -1000.0 -0.009 -1000.0 LPA receptor mediated events 32.0 3341.0 102.0 -0.17 0.015 1000.0 -1000.0 -0.047 -1000.0 IL4-mediated signaling events 30.0 2763.0 91.0 -0.636 0.575 1000.0 -1000.0 -0.115 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 30.0 3851.0 125.0 -0.215 0.023 1000.0 -1000.0 -0.045 -1000.0 Thromboxane A2 receptor signaling 28.0 3001.0 105.0 -0.205 0.089 1000.0 -1000.0 -0.034 -1000.0 Endothelins 28.0 2738.0 96.0 -0.26 0.072 1000.0 -1000.0 -0.04 -1000.0 Angiopoietin receptor Tie2-mediated signaling 28.0 2529.0 88.0 -0.285 0.044 1000.0 -1000.0 -0.051 -1000.0 Osteopontin-mediated events 27.0 1058.0 38.0 -0.176 0.019 1000.0 -1000.0 -0.03 -1000.0 Syndecan-2-mediated signaling events 27.0 1927.0 69.0 -0.111 0.021 1000.0 -1000.0 -0.018 -1000.0 Nectin adhesion pathway 26.0 1646.0 63.0 -0.156 0.019 1000.0 -1000.0 -0.038 -1000.0 Wnt signaling 26.0 185.0 7.0 -0.072 0.015 1000.0 -1000.0 -0.01 -1000.0 Integrins in angiogenesis 25.0 2183.0 84.0 -0.165 0.023 1000.0 -1000.0 -0.044 -1000.0 Ephrin B reverse signaling 24.0 1197.0 48.0 -0.113 0.078 1000.0 -1000.0 -0.027 -1000.0 Syndecan-4-mediated signaling events 23.0 1595.0 67.0 -0.181 0.021 1000.0 -1000.0 -0.022 -1000.0 amb2 Integrin signaling 22.0 1815.0 82.0 -0.137 0.021 1000.0 -1000.0 -0.027 -1000.0 EPHB forward signaling 22.0 1873.0 85.0 -0.116 0.087 1000.0 -1000.0 -0.044 -1000.0 Syndecan-1-mediated signaling events 21.0 732.0 34.0 -0.124 0.015 1000.0 -1000.0 -0.022 -1000.0 Fc-epsilon receptor I signaling in mast cells 21.0 2132.0 97.0 -0.18 0.034 1000.0 -1000.0 -0.041 -1000.0 Nongenotropic Androgen signaling 21.0 1128.0 52.0 -0.17 0.031 1000.0 -1000.0 -0.023 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 21.0 1582.0 74.0 -0.101 0.029 1000.0 -1000.0 -0.038 -1000.0 p75(NTR)-mediated signaling 20.0 2621.0 125.0 -0.145 0.045 1000.0 -1000.0 -0.046 -1000.0 EGFR-dependent Endothelin signaling events 20.0 433.0 21.0 -0.092 0.023 1000.0 -1000.0 -0.034 -1000.0 IL23-mediated signaling events 20.0 1226.0 60.0 -0.449 0.015 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 19.0 1590.0 81.0 -0.121 0.031 1000.0 -1000.0 -0.05 -1000.0 Syndecan-3-mediated signaling events 19.0 676.0 35.0 -0.113 0.045 1000.0 -1000.0 -0.021 -1000.0 E-cadherin signaling in keratinocytes 19.0 834.0 43.0 -0.093 0.018 1000.0 -1000.0 -0.017 -1000.0 S1P1 pathway 18.0 650.0 36.0 -0.099 0.015 1000.0 -1000.0 -0.036 -1000.0 Coregulation of Androgen receptor activity 17.0 1347.0 76.0 -0.181 0.031 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by the Hedgehog family 17.0 918.0 52.0 -0.063 0.038 1000.0 -1000.0 -0.013 -1000.0 Noncanonical Wnt signaling pathway 17.0 467.0 26.0 -0.078 0.015 1000.0 -1000.0 -0.022 -1000.0 LPA4-mediated signaling events 16.0 200.0 12.0 -0.06 0.01 1000.0 -1000.0 -0.009 -1000.0 Cellular roles of Anthrax toxin 16.0 656.0 39.0 -0.117 0.015 1000.0 -1000.0 -0.01 -1000.0 Glypican 1 network 16.0 790.0 48.0 -0.128 0.027 1000.0 -1000.0 -0.009 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 16.0 1118.0 68.0 -0.266 0.132 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling in the nascent adherens junction 16.0 1269.0 76.0 -0.094 0.023 1000.0 -1000.0 -0.041 -1000.0 HIF-1-alpha transcription factor network 15.0 1161.0 76.0 -0.177 0.022 1000.0 -1000.0 -0.047 -1000.0 Arf6 signaling events 15.0 954.0 62.0 -0.113 0.019 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by PTP1B 15.0 1156.0 76.0 -0.133 0.032 1000.0 -1000.0 -0.032 -1000.0 Glucocorticoid receptor regulatory network 15.0 1800.0 114.0 -0.328 0.217 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 15.0 401.0 26.0 -0.093 0.015 1000.0 -1000.0 -0.012 -1000.0 Plasma membrane estrogen receptor signaling 15.0 1350.0 86.0 -0.128 0.056 1000.0 -1000.0 -0.046 -1000.0 S1P3 pathway 15.0 634.0 42.0 -0.093 0.021 1000.0 -1000.0 -0.031 -1000.0 Signaling events regulated by Ret tyrosine kinase 14.0 1177.0 82.0 -0.082 0.015 1000.0 -1000.0 -0.043 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1689.0 120.0 -0.168 0.075 1000.0 -1000.0 -0.038 -1000.0 IL12-mediated signaling events 13.0 1185.0 87.0 -0.175 0.032 1000.0 -1000.0 -0.08 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1135.0 85.0 -0.117 0.015 1000.0 -1000.0 -0.035 -1000.0 IGF1 pathway 13.0 780.0 57.0 -0.086 0.031 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 13.0 1086.0 78.0 -0.106 0.038 1000.0 -1000.0 -0.049 -1000.0 IL1-mediated signaling events 12.0 749.0 62.0 -0.121 0.059 1000.0 -1000.0 -0.046 -1000.0 Signaling mediated by p38-alpha and p38-beta 12.0 529.0 44.0 -0.091 0.015 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by PRL 12.0 426.0 34.0 -0.047 0.023 1000.0 -1000.0 -0.014 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 11.0 440.0 37.0 -0.168 0.035 1000.0 -1000.0 -0.016 -1000.0 Reelin signaling pathway 11.0 624.0 56.0 -0.079 0.045 1000.0 -1000.0 -0.039 -1000.0 TCGA08_p53 11.0 83.0 7.0 -0.052 0.044 1000.0 -1000.0 -0.003 -1000.0 Caspase cascade in apoptosis 10.0 765.0 74.0 -0.198 0.036 1000.0 -1000.0 -0.023 -1000.0 HIF-2-alpha transcription factor network 10.0 462.0 43.0 -0.182 0.083 1000.0 -1000.0 -0.047 -1000.0 Retinoic acid receptors-mediated signaling 10.0 630.0 58.0 -0.131 0.031 1000.0 -1000.0 -0.042 -1000.0 Canonical Wnt signaling pathway 10.0 560.0 51.0 -0.12 0.027 1000.0 -1000.0 -0.026 -1000.0 Visual signal transduction: Rods 10.0 536.0 52.0 -0.085 0.015 1000.0 -1000.0 -0.036 -1000.0 FOXM1 transcription factor network 10.0 512.0 51.0 -0.216 0.028 1000.0 -1000.0 -0.116 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1305.0 136.0 -0.199 0.088 1000.0 -1000.0 -0.025 -1000.0 Visual signal transduction: Cones 9.0 356.0 38.0 -0.044 0.015 1000.0 -1000.0 -0.005 -1000.0 S1P5 pathway 9.0 153.0 17.0 -0.071 0.027 1000.0 -1000.0 -0.014 -1000.0 Paxillin-dependent events mediated by a4b1 9.0 341.0 36.0 -0.168 0.039 1000.0 -1000.0 -0.028 -1000.0 TCR signaling in naïve CD8+ T cells 9.0 896.0 93.0 -0.066 0.025 1000.0 -1000.0 -0.042 -1000.0 Glypican 2 network 9.0 39.0 4.0 -0.001 0.002 1000.0 -1000.0 -0.002 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 303.0 31.0 -0.091 0.015 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 9.0 540.0 56.0 -0.071 0.015 1000.0 -1000.0 -0.026 -1000.0 PDGFR-beta signaling pathway 9.0 931.0 97.0 -0.107 0.035 1000.0 -1000.0 -0.038 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 234.0 28.0 -0.094 0.037 1000.0 -1000.0 -0.015 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 547.0 61.0 -0.12 0.045 1000.0 -1000.0 -0.018 -1000.0 Ceramide signaling pathway 8.0 638.0 76.0 -0.103 0.045 1000.0 -1000.0 -0.019 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 445.0 52.0 -0.122 0.026 1000.0 -1000.0 -0.03 -1000.0 PLK2 and PLK4 events 7.0 22.0 3.0 -0.006 0.015 1000.0 -1000.0 -0.009 -1000.0 Ephrin A reverse signaling 7.0 51.0 7.0 -0.008 0.002 1000.0 -1000.0 -0.003 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 469.0 65.0 -0.072 0.038 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class III 7.0 294.0 40.0 -0.146 0.033 1000.0 -1000.0 -0.007 -1000.0 Signaling events mediated by HDAC Class II 6.0 478.0 75.0 -0.072 0.034 1000.0 -1000.0 -0.02 -1000.0 ErbB4 signaling events 6.0 417.0 69.0 -0.159 0.029 1000.0 -1000.0 -0.043 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 368.0 54.0 -0.079 0.027 1000.0 -1000.0 -0.045 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 313.0 46.0 -0.096 0.022 1000.0 -1000.0 -0.027 -1000.0 FAS signaling pathway (CD95) 6.0 287.0 47.0 -0.07 0.034 1000.0 -1000.0 -0.022 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 102.0 15.0 -0.013 0.021 1000.0 -1000.0 -0.007 -1000.0 Class I PI3K signaling events 6.0 499.0 73.0 -0.072 0.023 1000.0 -1000.0 -0.017 -1000.0 Regulation of Telomerase 6.0 613.0 102.0 -0.104 0.044 1000.0 -1000.0 -0.057 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 112.0 17.0 -0.031 0.03 1000.0 -1000.0 -0.015 -1000.0 Regulation of p38-alpha and p38-beta 5.0 298.0 54.0 -0.072 0.039 1000.0 -1000.0 -0.033 -1000.0 IL27-mediated signaling events 5.0 275.0 51.0 -0.052 0.021 1000.0 -1000.0 -0.034 -1000.0 IL6-mediated signaling events 5.0 375.0 75.0 -0.064 0.055 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by STAT5 5.0 122.0 22.0 -0.057 0.042 1000.0 -1000.0 -0.021 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.003 -1000.0 S1P4 pathway 5.0 149.0 25.0 -0.071 0.027 1000.0 -1000.0 -0.018 -1000.0 Arf6 downstream pathway 4.0 190.0 43.0 -0.035 0.026 1000.0 -1000.0 -0.018 -1000.0 PDGFR-alpha signaling pathway 4.0 202.0 44.0 -0.059 0.039 1000.0 -1000.0 -0.01 -1000.0 TRAIL signaling pathway 4.0 216.0 48.0 -0.025 0.039 1000.0 -1000.0 -0.019 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 153.0 33.0 -0.074 0.045 1000.0 -1000.0 -0.026 -1000.0 ErbB2/ErbB3 signaling events 3.0 246.0 65.0 -0.044 0.039 1000.0 -1000.0 -0.033 -1000.0 Canonical NF-kappaB pathway 3.0 144.0 39.0 -0.05 0.043 1000.0 -1000.0 -0.04 -1000.0 IFN-gamma pathway 3.0 255.0 68.0 -0.032 0.045 1000.0 -1000.0 -0.052 -1000.0 TCGA08_rtk_signaling 3.0 84.0 26.0 -0.032 0.034 1000.0 -1000.0 -0.006 -1000.0 BCR signaling pathway 3.0 386.0 99.0 -0.051 0.045 1000.0 -1000.0 -0.044 -1000.0 Insulin Pathway 3.0 271.0 74.0 -0.053 0.036 1000.0 -1000.0 -0.041 -1000.0 Regulation of Androgen receptor activity 3.0 264.0 70.0 -0.095 0.027 1000.0 -1000.0 -0.026 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 67.0 23.0 -0.036 0.036 1000.0 -1000.0 -0.013 -1000.0 Circadian rhythm pathway 2.0 50.0 22.0 -0.012 0.038 1000.0 -1000.0 -0.026 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 45.0 17.0 -0.016 0.033 1000.0 -1000.0 -0.017 -1000.0 EPO signaling pathway 2.0 116.0 55.0 -0.006 0.064 1000.0 -1000.0 -0.043 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 207.0 83.0 -0.032 0.06 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 2.0 309.0 104.0 -0.072 0.051 1000.0 -1000.0 -0.02 -1000.0 Atypical NF-kappaB pathway 2.0 89.0 31.0 -0.017 0.033 1000.0 -1000.0 -0.006 -1000.0 IL2 signaling events mediated by PI3K 2.0 146.0 58.0 -0.056 0.064 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 132.0 45.0 -0.034 0.057 1000.0 -1000.0 -0.047 -1000.0 Arf6 trafficking events 2.0 179.0 71.0 -0.062 0.04 1000.0 -1000.0 -0.028 -1000.0 Rapid glucocorticoid signaling 2.0 59.0 20.0 -0.008 0.015 1000.0 -1000.0 -0.006 -1000.0 p38 MAPK signaling pathway 2.0 99.0 44.0 -0.025 0.033 1000.0 -1000.0 -0.035 -1000.0 Aurora B signaling 2.0 173.0 67.0 -0.073 0.042 1000.0 -1000.0 -0.025 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 6.0 5.0 0.01 0.021 1000.0 -1000.0 -0.004 -1000.0 Aurora A signaling 1.0 87.0 60.0 -0.027 0.043 1000.0 -1000.0 -0.012 -1000.0 Aurora C signaling 1.0 9.0 7.0 -0.0 0.023 1000.0 -1000.0 -0.006 -1000.0 PLK1 signaling events 1.0 137.0 85.0 -0.019 0.036 1000.0 -1000.0 -0.02 -1000.0 Insulin-mediated glucose transport 1.0 53.0 32.0 -0.0 0.031 1000.0 -1000.0 -0.022 -1000.0 mTOR signaling pathway 1.0 94.0 53.0 -0.009 0.031 1000.0 -1000.0 -0.032 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 93.0 68.0 -0.033 0.043 1000.0 -1000.0 -0.018 -1000.0 ceramide signaling pathway 1.0 58.0 49.0 -0.034 0.038 1000.0 -1000.0 -0.022 -1000.0 FoxO family signaling 1.0 114.0 64.0 -0.044 0.105 1000.0 -1000.0 -0.029 -1000.0 Arf1 pathway 1.0 106.0 54.0 -0.018 0.027 1000.0 -1000.0 -0.01 -1000.0 BARD1 signaling events 0.0 53.0 57.0 -0.031 0.059 1000.0 -1000.0 -0.016 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.025 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.0 0.042 1000.0 -1000.0 -0.005 -1000.0 Total 1461 91338 7203 -12.9571304783 5.29327118154 131000 -131000 -3.72535639434 -131000