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 Signaling mediated by p38-alpha and p38-beta 35.0 1546.0 44.0 -0.091 0.029 1000.0 -1000.0 -0.018 -1000.0 IL4-mediated signaling events 31.0 2824.0 91.0 -0.48 0.41 1000.0 -1000.0 -0.097 -1000.0 TCGA08_p53 30.0 212.0 7.0 -0.053 0.026 1000.0 -1000.0 -0.016 -1000.0 IL23-mediated signaling events 30.0 1853.0 60.0 -0.299 0.03 1000.0 -1000.0 -0.086 -1000.0 FOXA2 and FOXA3 transcription factor networks 22.0 1043.0 46.0 -0.234 0.03 1000.0 -1000.0 -0.097 -1000.0 Endothelins 22.0 2179.0 96.0 -0.091 0.044 1000.0 -1000.0 -0.048 -1000.0 Fc-epsilon receptor I signaling in mast cells 21.0 2072.0 97.0 -0.169 0.057 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by the Hedgehog family 20.0 1087.0 52.0 -0.06 0.042 1000.0 -1000.0 -0.028 -1000.0 HIF-1-alpha transcription factor network 20.0 1558.0 76.0 -0.118 0.03 1000.0 -1000.0 -0.058 -1000.0 Wnt signaling 19.0 135.0 7.0 -0.056 0.028 1000.0 -1000.0 -0.012 -1000.0 BCR signaling pathway 19.0 1911.0 99.0 -0.136 0.036 1000.0 -1000.0 -0.047 -1000.0 IL12-mediated signaling events 18.0 1643.0 87.0 -0.18 0.035 1000.0 -1000.0 -0.051 -1000.0 Noncanonical Wnt signaling pathway 18.0 483.0 26.0 -0.056 0.028 1000.0 -1000.0 -0.033 -1000.0 Ephrin B reverse signaling 18.0 897.0 48.0 -0.072 0.046 1000.0 -1000.0 -0.031 -1000.0 Glypican 1 network 17.0 848.0 48.0 -0.061 0.054 1000.0 -1000.0 -0.029 -1000.0 IL1-mediated signaling events 17.0 1084.0 62.0 -0.042 0.091 1000.0 -1000.0 -0.051 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1665.0 93.0 -0.062 0.043 1000.0 -1000.0 -0.041 -1000.0 Osteopontin-mediated events 16.0 616.0 38.0 -0.073 0.032 1000.0 -1000.0 -0.037 -1000.0 Thromboxane A2 receptor signaling 16.0 1688.0 105.0 -0.078 0.032 1000.0 -1000.0 -0.04 -1000.0 Reelin signaling pathway 16.0 928.0 56.0 -0.051 0.073 1000.0 -1000.0 -0.031 -1000.0 EPHB forward signaling 16.0 1363.0 85.0 -0.055 0.097 1000.0 -1000.0 -0.056 -1000.0 TCGA08_retinoblastoma 15.0 125.0 8.0 0.0 0.03 1000.0 -1000.0 -0.003 -1000.0 EGFR-dependent Endothelin signaling events 15.0 317.0 21.0 -0.045 0.048 1000.0 -1000.0 -0.037 -1000.0 Syndecan-4-mediated signaling events 15.0 1045.0 67.0 -0.036 0.041 1000.0 -1000.0 -0.031 -1000.0 Angiopoietin receptor Tie2-mediated signaling 15.0 1371.0 88.0 -0.067 0.041 1000.0 -1000.0 -0.069 -1000.0 PDGFR-beta signaling pathway 15.0 1519.0 97.0 -0.069 0.085 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 15.0 1182.0 78.0 -0.152 0.031 1000.0 -1000.0 -0.035 -1000.0 amb2 Integrin signaling 14.0 1203.0 82.0 -0.055 0.049 1000.0 -1000.0 -0.032 -1000.0 Glucocorticoid receptor regulatory network 14.0 1656.0 114.0 -0.179 0.099 1000.0 -1000.0 -0.045 -1000.0 LPA receptor mediated events 14.0 1438.0 102.0 -0.06 0.037 1000.0 -1000.0 -0.064 -1000.0 p75(NTR)-mediated signaling 13.0 1667.0 125.0 -0.07 0.068 1000.0 -1000.0 -0.06 -1000.0 BMP receptor signaling 13.0 1089.0 81.0 -0.044 0.05 1000.0 -1000.0 -0.024 -1000.0 Retinoic acid receptors-mediated signaling 13.0 768.0 58.0 -0.061 0.047 1000.0 -1000.0 -0.034 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 13.0 909.0 68.0 -0.125 0.043 1000.0 -1000.0 -0.055 -1000.0 Syndecan-1-mediated signaling events 12.0 421.0 34.0 -0.031 0.038 1000.0 -1000.0 -0.031 -1000.0 Ephrin A reverse signaling 12.0 84.0 7.0 -0.034 0.032 1000.0 -1000.0 -0.019 -1000.0 Plasma membrane estrogen receptor signaling 12.0 1111.0 86.0 -0.042 0.072 1000.0 -1000.0 -0.041 -1000.0 FOXM1 transcription factor network 12.0 613.0 51.0 -0.139 0.047 1000.0 -1000.0 -0.114 -1000.0 Class I PI3K signaling events 11.0 867.0 73.0 -0.053 0.036 1000.0 -1000.0 -0.032 -1000.0 IGF1 pathway 11.0 655.0 57.0 -0.041 0.057 1000.0 -1000.0 -0.044 -1000.0 VEGFR1 specific signals 11.0 664.0 56.0 -0.004 0.081 1000.0 -1000.0 -0.036 -1000.0 Caspase cascade in apoptosis 10.0 766.0 74.0 -0.046 0.05 1000.0 -1000.0 -0.034 -1000.0 Syndecan-2-mediated signaling events 10.0 756.0 69.0 -0.019 0.044 1000.0 -1000.0 -0.043 -1000.0 a4b1 and a4b7 Integrin signaling 10.0 52.0 5.0 0.009 0.028 1000.0 -1000.0 0.018 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 658.0 61.0 -0.049 0.065 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 10.0 596.0 55.0 -0.027 0.062 1000.0 -1000.0 -0.031 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 884.0 82.0 -0.041 0.049 1000.0 -1000.0 -0.043 -1000.0 S1P1 pathway 10.0 385.0 36.0 -0.038 0.044 1000.0 -1000.0 -0.036 -1000.0 FAS signaling pathway (CD95) 10.0 486.0 47.0 -0.077 0.048 1000.0 -1000.0 -0.026 -1000.0 Integrins in angiogenesis 10.0 875.0 84.0 -0.076 0.058 1000.0 -1000.0 -0.035 -1000.0 Canonical Wnt signaling pathway 10.0 542.0 51.0 -0.098 0.098 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 10.0 275.0 26.0 -0.059 0.052 1000.0 -1000.0 -0.013 -1000.0 Nongenotropic Androgen signaling 10.0 568.0 52.0 -0.029 0.055 1000.0 -1000.0 -0.03 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 10.0 274.0 27.0 -0.042 0.035 1000.0 -1000.0 -0.032 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 10.0 1229.0 120.0 -0.069 0.078 1000.0 -1000.0 -0.037 -1000.0 ErbB2/ErbB3 signaling events 9.0 599.0 65.0 -0.052 0.043 1000.0 -1000.0 -0.06 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 160.0 17.0 -0.039 0.056 1000.0 -1000.0 -0.026 -1000.0 Cellular roles of Anthrax toxin 9.0 367.0 39.0 -0.034 0.028 1000.0 -1000.0 -0.018 -1000.0 Arf6 signaling events 9.0 576.0 62.0 -0.056 0.07 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PTP1B 9.0 714.0 76.0 -0.041 0.05 1000.0 -1000.0 -0.022 -1000.0 IFN-gamma pathway 9.0 614.0 68.0 -0.065 0.05 1000.0 -1000.0 -0.047 -1000.0 Class I PI3K signaling events mediated by Akt 9.0 673.0 68.0 -0.038 0.051 1000.0 -1000.0 -0.025 -1000.0 Ceramide signaling pathway 9.0 754.0 76.0 -0.04 0.07 1000.0 -1000.0 -0.026 -1000.0 Syndecan-3-mediated signaling events 9.0 348.0 35.0 -0.019 0.064 1000.0 -1000.0 -0.01 -1000.0 Regulation of p38-alpha and p38-beta 9.0 491.0 54.0 -0.071 0.053 1000.0 -1000.0 -0.039 -1000.0 Glypican 2 network 9.0 38.0 4.0 0.014 0.028 1000.0 -1000.0 0.019 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 292.0 31.0 -0.04 0.03 1000.0 -1000.0 -0.044 -1000.0 IL6-mediated signaling events 9.0 723.0 75.0 -0.032 0.062 1000.0 -1000.0 -0.043 -1000.0 S1P4 pathway 9.0 240.0 25.0 -0.02 0.041 1000.0 -1000.0 -0.018 -1000.0 Ras signaling in the CD4+ TCR pathway 9.0 168.0 17.0 -0.018 0.035 1000.0 -1000.0 -0.019 -1000.0 Arf6 downstream pathway 8.0 352.0 43.0 -0.037 0.04 1000.0 -1000.0 -0.025 -1000.0 PLK1 signaling events 8.0 721.0 85.0 -0.018 0.061 1000.0 -1000.0 -0.029 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 316.0 37.0 -0.024 0.057 1000.0 -1000.0 -0.029 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 425.0 52.0 -0.015 0.082 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by PRL 8.0 296.0 34.0 -0.014 0.078 1000.0 -1000.0 -0.03 -1000.0 Class IB PI3K non-lipid kinase events 8.0 24.0 3.0 -0.017 0.017 1000.0 -1000.0 -0.02 -1000.0 Regulation of Androgen receptor activity 8.0 574.0 70.0 -0.077 0.058 1000.0 -1000.0 -0.036 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 399.0 54.0 -0.032 0.041 1000.0 -1000.0 -0.048 -1000.0 mTOR signaling pathway 7.0 421.0 53.0 -0.081 0.035 1000.0 -1000.0 -0.036 -1000.0 S1P5 pathway 7.0 125.0 17.0 -0.008 0.033 1000.0 -1000.0 -0.006 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 113.0 15.0 -0.025 0.028 1000.0 -1000.0 -0.027 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 7.0 334.0 45.0 -0.036 0.075 1000.0 -1000.0 -0.037 -1000.0 IL27-mediated signaling events 7.0 393.0 51.0 -0.1 0.056 1000.0 -1000.0 -0.05 -1000.0 Visual signal transduction: Rods 7.0 404.0 52.0 -0.041 0.059 1000.0 -1000.0 -0.027 -1000.0 Aurora B signaling 7.0 534.0 67.0 -0.156 0.058 1000.0 -1000.0 -0.025 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 217.0 34.0 -0.039 0.078 1000.0 -1000.0 -0.026 -1000.0 Insulin-mediated glucose transport 6.0 215.0 32.0 -0.149 0.041 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 6.0 281.0 44.0 -0.024 0.067 1000.0 -1000.0 -0.039 -1000.0 Paxillin-dependent events mediated by a4b1 6.0 224.0 36.0 -0.046 0.048 1000.0 -1000.0 -0.026 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 451.0 74.0 -0.057 0.063 1000.0 -1000.0 -0.055 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 491.0 76.0 -0.021 0.075 1000.0 -1000.0 -0.048 -1000.0 Arf6 trafficking events 6.0 449.0 71.0 -0.044 0.049 1000.0 -1000.0 -0.029 -1000.0 Regulation of Telomerase 6.0 629.0 102.0 -0.071 0.051 1000.0 -1000.0 -0.047 -1000.0 S1P3 pathway 6.0 252.0 42.0 -0.024 0.047 1000.0 -1000.0 -0.027 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 201.0 33.0 -0.01 0.067 1000.0 -1000.0 -0.025 -1000.0 LPA4-mediated signaling events 5.0 67.0 12.0 -0.029 0.004 1000.0 -1000.0 -0.023 -1000.0 Coregulation of Androgen receptor activity 5.0 452.0 76.0 -0.048 0.051 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 5.0 392.0 69.0 -0.046 0.05 1000.0 -1000.0 -0.035 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 471.0 85.0 -0.064 0.068 1000.0 -1000.0 -0.05 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 345.0 65.0 -0.027 0.048 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 5.0 367.0 63.0 -0.012 0.073 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class III 5.0 217.0 40.0 -0.048 0.052 1000.0 -1000.0 -0.032 -1000.0 ceramide signaling pathway 5.0 293.0 49.0 -0.005 0.045 1000.0 -1000.0 -0.026 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 497.0 83.0 -0.048 0.052 1000.0 -1000.0 -0.025 -1000.0 FoxO family signaling 5.0 330.0 64.0 -0.051 0.051 1000.0 -1000.0 -0.05 -1000.0 IL2 signaling events mediated by PI3K 5.0 346.0 58.0 -0.025 0.048 1000.0 -1000.0 -0.029 -1000.0 TCGA08_rtk_signaling 5.0 138.0 26.0 -0.035 0.067 1000.0 -1000.0 -0.011 -1000.0 IL2 signaling events mediated by STAT5 5.0 124.0 22.0 -0.022 0.03 1000.0 -1000.0 -0.036 -1000.0 Arf1 pathway 5.0 298.0 54.0 -0.005 0.068 1000.0 -1000.0 -0.017 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 618.0 136.0 -0.073 0.06 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class II 4.0 321.0 75.0 -0.035 0.075 1000.0 -1000.0 -0.027 -1000.0 BARD1 signaling events 4.0 235.0 57.0 -0.032 0.073 1000.0 -1000.0 -0.041 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 136.0 28.0 -0.025 0.044 1000.0 -1000.0 -0.025 -1000.0 HIF-2-alpha transcription factor network 4.0 198.0 43.0 -0.084 0.086 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by HDAC Class I 4.0 519.0 104.0 -0.056 0.069 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 621.0 125.0 -0.033 0.096 1000.0 -1000.0 -0.043 -1000.0 Insulin Pathway 4.0 353.0 74.0 -0.04 0.088 1000.0 -1000.0 -0.05 -1000.0 Canonical NF-kappaB pathway 3.0 141.0 39.0 -0.014 0.063 1000.0 -1000.0 -0.031 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 -0.022 0.026 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Cones 3.0 150.0 38.0 -0.017 0.053 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling in keratinocytes 3.0 164.0 43.0 -0.036 0.085 1000.0 -1000.0 -0.025 -1000.0 Aurora A signaling 2.0 133.0 60.0 -0.025 0.074 1000.0 -1000.0 -0.026 -1000.0 TRAIL signaling pathway 2.0 108.0 48.0 -0.018 0.06 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 2.0 68.0 31.0 -0.013 0.05 1000.0 -1000.0 -0.026 -1000.0 Rapid glucocorticoid signaling 2.0 42.0 20.0 -0.01 0.031 1000.0 -1000.0 -0.016 -1000.0 p38 MAPK signaling pathway 2.0 128.0 44.0 -0.017 0.062 1000.0 -1000.0 -0.02 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 31.0 23.0 0.005 0.039 1000.0 -1000.0 -0.015 -1000.0 Circadian rhythm pathway 1.0 29.0 22.0 -0.006 0.064 1000.0 -1000.0 -0.021 -1000.0 Aurora C signaling 1.0 13.0 7.0 0.0 0.04 1000.0 -1000.0 -0.01 -1000.0 E-cadherin signaling events 1.0 9.0 5.0 0.026 0.053 1000.0 -1000.0 0.019 -1000.0 Alternative NF-kappaB pathway 1.0 23.0 13.0 0.0 0.073 1000.0 -1000.0 0.0 -1000.0 Total 1279 78671 7203 -7.19106956204 7.25733282598 131000 -131000 -4.40324876983 -131000