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 Ephrin A reverse signaling 42.0 294.0 7.0 -0.045 0.004 1000.0 -1000.0 0.0 -1000.0 E-cadherin signaling events 37.0 188.0 5.0 -0.067 0.029 1000.0 -1000.0 0.02 -1000.0 IL4-mediated signaling events 34.0 3166.0 91.0 -0.53 0.395 1000.0 -1000.0 -0.07 -1000.0 TCR signaling in naïve CD8+ T cells 31.0 2907.0 93.0 -0.205 0.122 1000.0 -1000.0 -0.036 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 31.0 2340.0 74.0 -0.067 0.064 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling in the nascent adherens junction 30.0 2319.0 76.0 -0.129 0.044 1000.0 -1000.0 -0.037 -1000.0 IL23-mediated signaling events 29.0 1747.0 60.0 -0.278 0.029 1000.0 -1000.0 -0.086 -1000.0 Angiopoietin receptor Tie2-mediated signaling 29.0 2579.0 88.0 -0.215 0.039 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 29.0 2297.0 78.0 -0.181 0.057 1000.0 -1000.0 -0.043 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 27.0 1862.0 68.0 -0.303 0.084 1000.0 -1000.0 -0.047 -1000.0 Signaling events regulated by Ret tyrosine kinase 25.0 2091.0 82.0 -0.054 0.033 1000.0 -1000.0 -0.034 -1000.0 IL12-mediated signaling events 24.0 2162.0 87.0 -0.278 0.061 1000.0 -1000.0 -0.042 -1000.0 Endothelins 24.0 2354.0 96.0 -0.116 0.05 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 24.0 1054.0 43.0 -0.07 0.032 1000.0 -1000.0 -0.012 -1000.0 BCR signaling pathway 23.0 2319.0 99.0 -0.142 0.036 1000.0 -1000.0 -0.042 -1000.0 Osteopontin-mediated events 20.0 771.0 38.0 -0.048 0.032 1000.0 -1000.0 -0.013 -1000.0 Nectin adhesion pathway 20.0 1308.0 63.0 -0.099 0.044 1000.0 -1000.0 -0.031 -1000.0 Calcium signaling in the CD4+ TCR pathway 20.0 627.0 31.0 -0.085 0.03 1000.0 -1000.0 -0.022 -1000.0 Glucocorticoid receptor regulatory network 19.0 2273.0 114.0 -0.232 0.123 1000.0 -1000.0 -0.037 -1000.0 IL27-mediated signaling events 19.0 989.0 51.0 -0.176 0.104 1000.0 -1000.0 -0.064 -1000.0 LPA receptor mediated events 19.0 2033.0 102.0 -0.077 0.033 1000.0 -1000.0 -0.065 -1000.0 Syndecan-1-mediated signaling events 18.0 625.0 34.0 -0.053 0.03 1000.0 -1000.0 -0.015 -1000.0 Glypican 1 network 18.0 883.0 48.0 -0.038 0.042 1000.0 -1000.0 -0.02 -1000.0 EGFR-dependent Endothelin signaling events 18.0 379.0 21.0 -0.036 0.042 1000.0 -1000.0 -0.028 -1000.0 Thromboxane A2 receptor signaling 17.0 1855.0 105.0 -0.09 0.035 1000.0 -1000.0 -0.036 -1000.0 p75(NTR)-mediated signaling 17.0 2182.0 125.0 -0.051 0.073 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 17.0 843.0 47.0 -0.022 0.037 1000.0 -1000.0 -0.035 -1000.0 Signaling mediated by p38-alpha and p38-beta 17.0 787.0 44.0 -0.068 0.029 1000.0 -1000.0 -0.013 -1000.0 Integrins in angiogenesis 17.0 1499.0 84.0 -0.1 0.055 1000.0 -1000.0 -0.018 -1000.0 Glypican 2 network 17.0 68.0 4.0 0.01 0.013 1000.0 -1000.0 0.018 -1000.0 TCGA08_retinoblastoma 17.0 139.0 8.0 -0.007 0.05 1000.0 -1000.0 -0.006 -1000.0 Caspase cascade in apoptosis 16.0 1200.0 74.0 -0.061 0.041 1000.0 -1000.0 -0.025 -1000.0 a4b1 and a4b7 Integrin signaling 16.0 83.0 5.0 0.003 0.021 1000.0 -1000.0 0.019 -1000.0 EPHB forward signaling 16.0 1403.0 85.0 -0.056 0.055 1000.0 -1000.0 -0.041 -1000.0 Wnt signaling 16.0 114.0 7.0 -0.026 0.024 1000.0 -1000.0 -0.001 -1000.0 JNK signaling in the CD4+ TCR pathway 15.0 262.0 17.0 -0.089 0.039 1000.0 -1000.0 -0.021 -1000.0 Noncanonical Wnt signaling pathway 15.0 407.0 26.0 -0.036 0.028 1000.0 -1000.0 -0.02 -1000.0 Syndecan-4-mediated signaling events 15.0 1035.0 67.0 -0.038 0.038 1000.0 -1000.0 -0.022 -1000.0 HIF-1-alpha transcription factor network 14.0 1131.0 76.0 -0.023 0.067 1000.0 -1000.0 -0.02 -1000.0 Arf6 signaling events 14.0 879.0 62.0 -0.025 0.059 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by PTP1B 14.0 1098.0 76.0 -0.06 0.036 1000.0 -1000.0 -0.02 -1000.0 BMP receptor signaling 14.0 1152.0 81.0 -0.053 0.051 1000.0 -1000.0 -0.015 -1000.0 Ceramide signaling pathway 14.0 1083.0 76.0 -0.04 0.047 1000.0 -1000.0 -0.018 -1000.0 Class IB PI3K non-lipid kinase events 14.0 42.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.02 -1000.0 Reelin signaling pathway 13.0 768.0 56.0 -0.028 0.057 1000.0 -1000.0 -0.014 -1000.0 TRAIL signaling pathway 13.0 649.0 48.0 -0.025 0.042 1000.0 -1000.0 -0.026 -1000.0 Ephrin B reverse signaling 13.0 658.0 48.0 -0.045 0.038 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 13.0 602.0 45.0 -0.046 0.058 1000.0 -1000.0 -0.028 -1000.0 Plasma membrane estrogen receptor signaling 13.0 1126.0 86.0 -0.115 0.084 1000.0 -1000.0 -0.034 -1000.0 S1P4 pathway 13.0 342.0 25.0 -0.031 0.037 1000.0 -1000.0 -0.011 -1000.0 Fc-epsilon receptor I signaling in mast cells 12.0 1243.0 97.0 -0.044 0.051 1000.0 -1000.0 -0.051 -1000.0 IFN-gamma pathway 12.0 871.0 68.0 -0.034 0.038 1000.0 -1000.0 -0.029 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 12.0 637.0 52.0 -0.052 0.06 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by PI3K 12.0 739.0 58.0 -0.094 0.044 1000.0 -1000.0 -0.028 -1000.0 Ras signaling in the CD4+ TCR pathway 12.0 205.0 17.0 -0.018 0.052 1000.0 -1000.0 -0.008 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 11.0 1016.0 85.0 -0.023 0.046 1000.0 -1000.0 -0.036 -1000.0 amb2 Integrin signaling 11.0 932.0 82.0 -0.027 0.048 1000.0 -1000.0 -0.012 -1000.0 Effects of Botulinum toxin 11.0 289.0 26.0 -0.018 0.043 1000.0 -1000.0 -0.001 -1000.0 Class I PI3K signaling events 11.0 851.0 73.0 -0.098 0.052 1000.0 -1000.0 -0.023 -1000.0 LPA4-mediated signaling events 10.0 120.0 12.0 -0.039 0.006 1000.0 -1000.0 -0.017 -1000.0 ErbB2/ErbB3 signaling events 10.0 670.0 65.0 -0.034 0.042 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by the Hedgehog family 10.0 559.0 52.0 -0.031 0.044 1000.0 -1000.0 -0.024 -1000.0 Syndecan-2-mediated signaling events 10.0 705.0 69.0 -0.015 0.043 1000.0 -1000.0 -0.033 -1000.0 ceramide signaling pathway 10.0 518.0 49.0 -0.022 0.042 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-gamma and p38-delta 10.0 155.0 15.0 -0.018 0.028 1000.0 -1000.0 -0.022 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 10.0 1231.0 120.0 -0.07 0.071 1000.0 -1000.0 -0.039 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 9.0 489.0 54.0 -0.023 0.041 1000.0 -1000.0 -0.018 -1000.0 Cellular roles of Anthrax toxin 9.0 370.0 39.0 -0.03 0.029 1000.0 -1000.0 -0.017 -1000.0 FOXA2 and FOXA3 transcription factor networks 9.0 453.0 46.0 -0.156 0.034 1000.0 -1000.0 -0.062 -1000.0 PDGFR-alpha signaling pathway 9.0 396.0 44.0 -0.02 0.056 1000.0 -1000.0 -0.031 -1000.0 S1P1 pathway 9.0 342.0 36.0 -0.059 0.029 1000.0 -1000.0 -0.017 -1000.0 TCGA08_p53 9.0 65.0 7.0 -0.012 0.026 1000.0 -1000.0 -0.002 -1000.0 PDGFR-beta signaling pathway 9.0 929.0 97.0 -0.057 0.064 1000.0 -1000.0 -0.033 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 323.0 37.0 -0.032 0.05 1000.0 -1000.0 -0.019 -1000.0 IL1-mediated signaling events 8.0 527.0 62.0 -0.026 0.077 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 8.0 144.0 17.0 -0.027 0.034 1000.0 -1000.0 -0.004 -1000.0 Paxillin-dependent events mediated by a4b1 8.0 300.0 36.0 -0.039 0.048 1000.0 -1000.0 -0.031 -1000.0 IL2 signaling events mediated by STAT5 8.0 193.0 22.0 -0.037 0.03 1000.0 -1000.0 -0.022 -1000.0 Presenilin action in Notch and Wnt signaling 7.0 436.0 61.0 -0.013 0.073 1000.0 -1000.0 -0.029 -1000.0 EPO signaling pathway 7.0 401.0 55.0 -0.001 0.05 1000.0 -1000.0 -0.018 -1000.0 Canonical Wnt signaling pathway 7.0 382.0 51.0 -0.047 0.063 1000.0 -1000.0 -0.026 -1000.0 Regulation of p38-alpha and p38-beta 7.0 415.0 54.0 -0.058 0.059 1000.0 -1000.0 -0.039 -1000.0 IGF1 pathway 7.0 430.0 57.0 -0.027 0.062 1000.0 -1000.0 -0.025 -1000.0 Insulin Pathway 7.0 546.0 74.0 -0.088 0.065 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 7.0 140.0 20.0 -0.0 0.029 1000.0 -1000.0 -0.0 -1000.0 Visual signal transduction: Rods 7.0 406.0 52.0 -0.0 0.047 1000.0 -1000.0 -0.008 -1000.0 Regulation of Androgen receptor activity 7.0 520.0 70.0 -0.105 0.037 1000.0 -1000.0 -0.045 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 896.0 136.0 -0.29 0.07 1000.0 -1000.0 -0.036 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 186.0 28.0 -0.027 0.044 1000.0 -1000.0 -0.018 -1000.0 mTOR signaling pathway 6.0 322.0 53.0 -0.041 0.034 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class III 6.0 240.0 40.0 -0.061 0.048 1000.0 -1000.0 -0.039 -1000.0 Atypical NF-kappaB pathway 6.0 188.0 31.0 -0.017 0.038 1000.0 -1000.0 -0.019 -1000.0 Nongenotropic Androgen signaling 6.0 363.0 52.0 -0.052 0.044 1000.0 -1000.0 -0.018 -1000.0 S1P3 pathway 6.0 289.0 42.0 -0.027 0.045 1000.0 -1000.0 -0.022 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 208.0 33.0 -0.003 0.062 1000.0 -1000.0 -0.028 -1000.0 Aurora B signaling 6.0 407.0 67.0 -0.066 0.065 1000.0 -1000.0 -0.038 -1000.0 Coregulation of Androgen receptor activity 5.0 408.0 76.0 -0.072 0.05 1000.0 -1000.0 -0.018 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 385.0 65.0 -0.041 0.068 1000.0 -1000.0 -0.039 -1000.0 HIF-2-alpha transcription factor network 5.0 226.0 43.0 -0.104 0.107 1000.0 -1000.0 -0.034 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 428.0 83.0 -0.033 0.054 1000.0 -1000.0 -0.018 -1000.0 FoxO family signaling 5.0 342.0 64.0 -0.186 0.043 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 5.0 324.0 58.0 -0.037 0.056 1000.0 -1000.0 -0.024 -1000.0 TCGA08_rtk_signaling 5.0 153.0 26.0 -0.022 0.061 1000.0 -1000.0 -0.006 -1000.0 IL6-mediated signaling events 5.0 432.0 75.0 -0.037 0.084 1000.0 -1000.0 -0.044 -1000.0 Regulation of Telomerase 5.0 579.0 102.0 -0.086 0.058 1000.0 -1000.0 -0.03 -1000.0 FOXM1 transcription factor network 5.0 297.0 51.0 -0.016 0.084 1000.0 -1000.0 -0.072 -1000.0 ErbB4 signaling events 4.0 337.0 69.0 -0.073 0.066 1000.0 -1000.0 -0.019 -1000.0 Visual signal transduction: Cones 4.0 164.0 38.0 -0.01 0.049 1000.0 -1000.0 -0.013 -1000.0 Arf6 downstream pathway 4.0 180.0 43.0 -0.04 0.05 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 283.0 68.0 -0.038 0.053 1000.0 -1000.0 -0.02 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 3.0 107.0 34.0 -0.043 0.066 1000.0 -1000.0 -0.031 -1000.0 Canonical NF-kappaB pathway 3.0 142.0 39.0 -0.007 0.06 1000.0 -1000.0 -0.015 -1000.0 BARD1 signaling events 3.0 207.0 57.0 -0.056 0.062 1000.0 -1000.0 -0.043 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 -0.017 -1000.0 1000.0 -1000.0 -0.018 -1000.0 PLK1 signaling events 3.0 338.0 85.0 -0.007 0.052 1000.0 -1000.0 -0.02 -1000.0 Syndecan-3-mediated signaling events 3.0 110.0 35.0 0.0 0.073 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 460.0 125.0 -0.014 0.068 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PRL 3.0 125.0 34.0 -0.027 0.046 1000.0 -1000.0 -0.023 -1000.0 p38 MAPK signaling pathway 3.0 167.0 44.0 -0.041 0.047 1000.0 -1000.0 -0.017 -1000.0 Aurora A signaling 2.0 150.0 60.0 -0.028 0.061 1000.0 -1000.0 -0.017 -1000.0 Aurora C signaling 2.0 15.0 7.0 -0.0 0.047 1000.0 -1000.0 -0.006 -1000.0 Insulin-mediated glucose transport 2.0 77.0 32.0 -0.026 0.053 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by HDAC Class I 2.0 219.0 104.0 -0.054 0.068 1000.0 -1000.0 -0.04 -1000.0 Arf6 trafficking events 2.0 149.0 71.0 -0.041 0.053 1000.0 -1000.0 -0.033 -1000.0 VEGFR1 specific signals 2.0 131.0 56.0 -0.033 0.055 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class II 1.0 127.0 75.0 -0.031 0.073 1000.0 -1000.0 -0.021 -1000.0 Circadian rhythm pathway 1.0 38.0 22.0 -0.007 0.045 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 1.0 92.0 54.0 -0.002 0.048 1000.0 -1000.0 -0.013 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 11.0 23.0 0.004 0.058 1000.0 -1000.0 -0.01 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 5.0 27.0 -0.011 0.068 1000.0 -1000.0 -0.026 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 -0.0 0.074 1000.0 -1000.0 -0.0 -1000.0 Total 1502 90243 7203 -7.97443130903 -993.096842633 131000 -131000 -3.38185442812 -131000