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 33.0 1473.0 44.0 -0.166 0.026 1000.0 -1000.0 -0.025 -1000.0 IL4-mediated signaling events 31.0 2829.0 91.0 -0.655 0.582 1000.0 -1000.0 -0.115 -1000.0 IL23-mediated signaling events 30.0 1856.0 60.0 -0.455 0.025 1000.0 -1000.0 -0.082 -1000.0 Wnt signaling 28.0 196.0 7.0 -0.092 0.02 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by the Hedgehog family 21.0 1106.0 52.0 -0.083 0.045 1000.0 -1000.0 -0.031 -1000.0 Noncanonical Wnt signaling pathway 21.0 556.0 26.0 -0.092 0.025 1000.0 -1000.0 -0.036 -1000.0 HIF-1-alpha transcription factor network 21.0 1642.0 76.0 -0.244 0.031 1000.0 -1000.0 -0.088 -1000.0 Reelin signaling pathway 21.0 1193.0 56.0 -0.096 0.061 1000.0 -1000.0 -0.042 -1000.0 Endothelins 21.0 2058.0 96.0 -0.161 0.026 1000.0 -1000.0 -0.054 -1000.0 Ephrin A reverse signaling 20.0 146.0 7.0 -0.053 0.014 1000.0 -1000.0 -0.012 -1000.0 Ephrin B reverse signaling 19.0 943.0 48.0 -0.131 0.028 1000.0 -1000.0 -0.025 -1000.0 Syndecan-1-mediated signaling events 18.0 620.0 34.0 -0.085 0.026 1000.0 -1000.0 -0.034 -1000.0 amb2 Integrin signaling 18.0 1522.0 82.0 -0.123 0.034 1000.0 -1000.0 -0.03 -1000.0 BCR signaling pathway 18.0 1868.0 99.0 -0.151 0.027 1000.0 -1000.0 -0.049 -1000.0 IL12-mediated signaling events 17.0 1517.0 87.0 -0.26 0.037 1000.0 -1000.0 -0.066 -1000.0 Glypican 1 network 17.0 832.0 48.0 -0.109 0.04 1000.0 -1000.0 -0.02 -1000.0 Fc-epsilon receptor I signaling in mast cells 17.0 1662.0 97.0 -0.129 0.043 1000.0 -1000.0 -0.053 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1671.0 93.0 -0.1 0.037 1000.0 -1000.0 -0.041 -1000.0 Osteopontin-mediated events 16.0 643.0 38.0 -0.102 0.036 1000.0 -1000.0 -0.035 -1000.0 p75(NTR)-mediated signaling 16.0 2117.0 125.0 -0.084 0.066 1000.0 -1000.0 -0.055 -1000.0 Signaling events regulated by Ret tyrosine kinase 16.0 1391.0 82.0 -0.075 0.026 1000.0 -1000.0 -0.055 -1000.0 EGFR-dependent Endothelin signaling events 16.0 352.0 21.0 -0.108 0.037 1000.0 -1000.0 -0.04 -1000.0 Thromboxane A2 receptor signaling 15.0 1670.0 105.0 -0.11 0.052 1000.0 -1000.0 -0.036 -1000.0 TCGA08_retinoblastoma 15.0 126.0 8.0 -0.013 0.029 1000.0 -1000.0 -0.007 -1000.0 JNK signaling in the CD4+ TCR pathway 14.0 242.0 17.0 -0.053 0.026 1000.0 -1000.0 -0.026 -1000.0 BMP receptor signaling 14.0 1177.0 81.0 -0.143 0.048 1000.0 -1000.0 -0.037 -1000.0 LPA receptor mediated events 14.0 1464.0 102.0 -0.1 0.026 1000.0 -1000.0 -0.061 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 14.0 989.0 68.0 -0.227 0.098 1000.0 -1000.0 -0.071 -1000.0 Syndecan-4-mediated signaling events 14.0 966.0 67.0 -0.068 0.026 1000.0 -1000.0 -0.034 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 621.0 46.0 -0.283 0.029 1000.0 -1000.0 -0.089 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 426.0 31.0 -0.141 0.026 1000.0 -1000.0 -0.039 -1000.0 Glucocorticoid receptor regulatory network 12.0 1422.0 114.0 -0.286 0.176 1000.0 -1000.0 -0.05 -1000.0 Canonical Wnt signaling pathway 12.0 613.0 51.0 -0.182 0.074 1000.0 -1000.0 -0.047 -1000.0 IGF1 pathway 12.0 686.0 57.0 -0.067 0.049 1000.0 -1000.0 -0.044 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1462.0 120.0 -0.117 0.106 1000.0 -1000.0 -0.045 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 11.0 395.0 34.0 -0.028 0.043 1000.0 -1000.0 -0.025 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 614.0 54.0 -0.097 0.035 1000.0 -1000.0 -0.048 -1000.0 IL1-mediated signaling events 11.0 723.0 62.0 -0.061 0.097 1000.0 -1000.0 -0.038 -1000.0 Plasma membrane estrogen receptor signaling 11.0 976.0 86.0 -0.068 0.047 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 11.0 931.0 78.0 -0.108 0.042 1000.0 -1000.0 -0.061 -1000.0 Syndecan-2-mediated signaling events 10.0 709.0 69.0 -0.067 0.037 1000.0 -1000.0 -0.038 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 623.0 61.0 -0.112 0.067 1000.0 -1000.0 -0.044 -1000.0 S1P1 pathway 10.0 369.0 36.0 -0.088 0.026 1000.0 -1000.0 -0.041 -1000.0 FAS signaling pathway (CD95) 10.0 484.0 47.0 -0.177 0.04 1000.0 -1000.0 -0.031 -1000.0 Integrins in angiogenesis 10.0 844.0 84.0 -0.103 0.057 1000.0 -1000.0 -0.04 -1000.0 Effects of Botulinum toxin 10.0 280.0 26.0 -0.088 0.025 1000.0 -1000.0 -0.007 -1000.0 Nongenotropic Androgen signaling 10.0 544.0 52.0 -0.05 0.04 1000.0 -1000.0 -0.038 -1000.0 Angiopoietin receptor Tie2-mediated signaling 10.0 897.0 88.0 -0.102 0.035 1000.0 -1000.0 -0.055 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 184.0 17.0 -0.032 0.046 1000.0 -1000.0 -0.022 -1000.0 Caspase cascade in apoptosis 9.0 736.0 74.0 -0.082 0.061 1000.0 -1000.0 -0.045 -1000.0 Arf6 signaling events 9.0 601.0 62.0 -0.108 0.057 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by PTP1B 9.0 689.0 76.0 -0.105 0.043 1000.0 -1000.0 -0.029 -1000.0 TCGA08_p53 9.0 68.0 7.0 -0.025 0.025 1000.0 -1000.0 -0.009 -1000.0 EPHB forward signaling 9.0 824.0 85.0 -0.053 0.083 1000.0 -1000.0 -0.059 -1000.0 Glypican 2 network 9.0 38.0 4.0 -0.003 0.01 1000.0 -1000.0 0.01 -1000.0 IL6-mediated signaling events 9.0 721.0 75.0 -0.065 0.049 1000.0 -1000.0 -0.048 -1000.0 PDGFR-beta signaling pathway 9.0 917.0 97.0 -0.079 0.069 1000.0 -1000.0 -0.046 -1000.0 S1P4 pathway 9.0 241.0 25.0 -0.05 0.034 1000.0 -1000.0 -0.028 -1000.0 a4b1 and a4b7 Integrin signaling 8.0 40.0 5.0 0.002 0.022 1000.0 -1000.0 0.006 -1000.0 Cellular roles of Anthrax toxin 8.0 329.0 39.0 -0.035 0.024 1000.0 -1000.0 -0.018 -1000.0 Ceramide signaling pathway 8.0 649.0 76.0 -0.108 0.066 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 8.0 489.0 58.0 -0.064 0.048 1000.0 -1000.0 -0.043 -1000.0 IL27-mediated signaling events 8.0 427.0 51.0 -0.102 0.029 1000.0 -1000.0 -0.034 -1000.0 Visual signal transduction: Rods 8.0 464.0 52.0 -0.058 0.03 1000.0 -1000.0 -0.034 -1000.0 LPA4-mediated signaling events 7.0 85.0 12.0 -0.07 0.007 1000.0 -1000.0 -0.022 -1000.0 Visual signal transduction: Cones 7.0 276.0 38.0 -0.022 0.038 1000.0 -1000.0 -0.015 -1000.0 PDGFR-alpha signaling pathway 7.0 345.0 44.0 -0.041 0.046 1000.0 -1000.0 -0.039 -1000.0 S1P5 pathway 7.0 121.0 17.0 -0.05 0.026 1000.0 -1000.0 -0.017 -1000.0 Syndecan-3-mediated signaling events 7.0 271.0 35.0 -0.046 0.066 1000.0 -1000.0 -0.025 -1000.0 Regulation of p38-alpha and p38-beta 7.0 418.0 54.0 -0.062 0.05 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events 7.0 560.0 73.0 -0.061 0.035 1000.0 -1000.0 -0.041 -1000.0 ErbB2/ErbB3 signaling events 6.0 413.0 65.0 -0.042 0.037 1000.0 -1000.0 -0.054 -1000.0 Coregulation of Androgen receptor activity 6.0 494.0 76.0 -0.146 0.055 1000.0 -1000.0 -0.02 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 190.0 28.0 -0.05 0.037 1000.0 -1000.0 -0.022 -1000.0 IFN-gamma pathway 6.0 460.0 68.0 -0.043 0.039 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 6.0 414.0 63.0 -0.018 0.066 1000.0 -1000.0 -0.039 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 6.0 231.0 37.0 -0.064 0.054 1000.0 -1000.0 -0.029 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 337.0 52.0 -0.074 0.076 1000.0 -1000.0 -0.041 -1000.0 IL2 signaling events mediated by STAT5 6.0 149.0 22.0 -0.053 0.026 1000.0 -1000.0 -0.039 -1000.0 S1P3 pathway 6.0 292.0 42.0 -0.05 0.038 1000.0 -1000.0 -0.041 -1000.0 FOXM1 transcription factor network 6.0 328.0 51.0 -0.094 0.075 1000.0 -1000.0 -0.111 -1000.0 ErbB4 signaling events 5.0 410.0 69.0 -0.124 0.058 1000.0 -1000.0 -0.038 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 493.0 85.0 -0.061 0.039 1000.0 -1000.0 -0.036 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 364.0 65.0 -0.05 0.049 1000.0 -1000.0 -0.041 -1000.0 IL2 signaling events mediated by PI3K 5.0 306.0 58.0 -0.025 0.044 1000.0 -1000.0 -0.041 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 576.0 136.0 -0.067 0.053 1000.0 -1000.0 -0.042 -1000.0 HIF-2-alpha transcription factor network 4.0 179.0 43.0 -0.069 0.071 1000.0 -1000.0 -0.046 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 64.0 15.0 -0.036 0.022 1000.0 -1000.0 -0.031 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 182.0 45.0 -0.05 0.071 1000.0 -1000.0 -0.044 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 352.0 74.0 -0.108 0.061 1000.0 -1000.0 -0.055 -1000.0 Regulation of Telomerase 4.0 449.0 102.0 -0.136 0.06 1000.0 -1000.0 -0.04 -1000.0 Insulin Pathway 4.0 320.0 74.0 -0.102 0.078 1000.0 -1000.0 -0.041 -1000.0 VEGFR1 specific signals 4.0 246.0 56.0 -0.0 0.078 1000.0 -1000.0 -0.045 -1000.0 Regulation of Androgen receptor activity 4.0 325.0 70.0 -0.168 0.051 1000.0 -1000.0 -0.053 -1000.0 Aurora B signaling 4.0 332.0 67.0 -0.179 0.064 1000.0 -1000.0 -0.029 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 0.006 0.025 1000.0 -1000.0 -0.017 -1000.0 Arf6 downstream pathway 3.0 168.0 43.0 -0.031 0.041 1000.0 -1000.0 -0.022 -1000.0 PLK1 signaling events 3.0 331.0 85.0 -0.01 0.056 1000.0 -1000.0 -0.021 -1000.0 mTOR signaling pathway 3.0 165.0 53.0 -0.06 0.027 1000.0 -1000.0 -0.037 -1000.0 ceramide signaling pathway 3.0 148.0 49.0 0.0 0.035 1000.0 -1000.0 -0.033 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 330.0 83.0 -0.066 0.052 1000.0 -1000.0 -0.037 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 132.0 36.0 -0.045 0.047 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 422.0 125.0 -0.022 0.086 1000.0 -1000.0 -0.041 -1000.0 TCGA08_rtk_signaling 3.0 81.0 26.0 -0.03 0.055 1000.0 -1000.0 -0.015 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 106.0 33.0 -0.026 0.062 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by PRL 3.0 131.0 34.0 -0.027 0.066 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 3.0 9.0 3.0 -0.017 0.017 1000.0 -1000.0 -0.009 -1000.0 EPO signaling pathway 2.0 162.0 55.0 -0.009 0.067 1000.0 -1000.0 -0.043 -1000.0 Insulin-mediated glucose transport 2.0 86.0 32.0 -0.11 0.043 1000.0 -1000.0 -0.026 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 177.0 68.0 -0.045 0.054 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class III 2.0 89.0 40.0 -0.047 0.05 1000.0 -1000.0 -0.017 -1000.0 FoxO family signaling 2.0 135.0 64.0 -0.084 0.084 1000.0 -1000.0 -0.051 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 181.0 76.0 -0.031 0.081 1000.0 -1000.0 -0.056 -1000.0 Arf6 trafficking events 2.0 186.0 71.0 -0.038 0.045 1000.0 -1000.0 -0.028 -1000.0 Canonical NF-kappaB pathway 1.0 51.0 39.0 -0.0 0.055 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by HDAC Class II 1.0 134.0 75.0 -0.026 0.065 1000.0 -1000.0 -0.026 -1000.0 BARD1 signaling events 1.0 60.0 57.0 -0.038 0.069 1000.0 -1000.0 -0.04 -1000.0 Aurora C signaling 1.0 10.0 7.0 0.0 0.032 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class I 1.0 128.0 104.0 -0.05 0.062 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 1.0 38.0 31.0 -0.011 0.044 1000.0 -1000.0 -0.019 -1000.0 Rapid glucocorticoid signaling 1.0 30.0 20.0 -0.009 0.027 1000.0 -1000.0 -0.006 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 5.0 23.0 0.011 0.042 1000.0 -1000.0 -0.028 -1000.0 Circadian rhythm pathway 0.0 8.0 22.0 -0.008 0.058 1000.0 -1000.0 -0.029 -1000.0 Aurora A signaling 0.0 45.0 60.0 -0.007 0.069 1000.0 -1000.0 -0.019 -1000.0 TRAIL signaling pathway 0.0 32.0 48.0 -0.0 0.057 1000.0 -1000.0 -0.031 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.0 0.053 1000.0 -1000.0 -0.031 -1000.0 E-cadherin signaling in keratinocytes 0.0 15.0 43.0 -0.043 0.078 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.025 0.051 1000.0 -1000.0 0.005 -1000.0 p38 MAPK signaling pathway 0.0 35.0 44.0 -0.0 0.058 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 0.0 52.0 54.0 -0.008 0.038 1000.0 -1000.0 -0.019 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.071 1000.0 -1000.0 0.0 -1000.0 Total 1126 69539 7203 -10.4824969513 6.8384878064 131000 -131000 -4.75881961041 -131000