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 events mediated by the Hedgehog family 43.0 2250.0 52.0 -0.153 0.066 1000.0 -1000.0 -0.024 -1000.0 IL4-mediated signaling events 37.0 3385.0 91.0 -0.598 0.468 1000.0 -1000.0 -0.088 -1000.0 Signaling mediated by p38-alpha and p38-beta 35.0 1545.0 44.0 -0.125 0.025 1000.0 -1000.0 -0.015 -1000.0 IL23-mediated signaling events 30.0 1813.0 60.0 -0.389 0.024 1000.0 -1000.0 -0.092 -1000.0 EPHB forward signaling 29.0 2489.0 85.0 -0.084 0.069 1000.0 -1000.0 -0.046 -1000.0 HIF-1-alpha transcription factor network 27.0 2068.0 76.0 -0.196 0.037 1000.0 -1000.0 -0.056 -1000.0 Syndecan-1-mediated signaling events 26.0 884.0 34.0 -0.109 0.024 1000.0 -1000.0 -0.028 -1000.0 Ephrin A reverse signaling 25.0 175.0 7.0 -0.041 0.015 1000.0 -1000.0 -0.0 -1000.0 Noncanonical Wnt signaling pathway 25.0 664.0 26.0 -0.082 0.025 1000.0 -1000.0 -0.032 -1000.0 TCR signaling in naïve CD8+ T cells 25.0 2377.0 93.0 -0.095 0.035 1000.0 -1000.0 -0.037 -1000.0 Ephrin B reverse signaling 24.0 1198.0 48.0 -0.089 0.025 1000.0 -1000.0 -0.024 -1000.0 Wnt signaling 24.0 169.0 7.0 -0.082 0.02 1000.0 -1000.0 -0.014 -1000.0 Glucocorticoid receptor regulatory network 23.0 2700.0 114.0 -0.386 0.195 1000.0 -1000.0 -0.041 -1000.0 Endothelins 23.0 2225.0 96.0 -0.12 0.047 1000.0 -1000.0 -0.046 -1000.0 FOXA2 and FOXA3 transcription factor networks 21.0 1010.0 46.0 -0.277 0.026 1000.0 -1000.0 -0.095 -1000.0 LPA receptor mediated events 21.0 2207.0 102.0 -0.089 0.028 1000.0 -1000.0 -0.041 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 21.0 1432.0 68.0 -0.211 0.077 1000.0 -1000.0 -0.074 -1000.0 p75(NTR)-mediated signaling 20.0 2539.0 125.0 -0.137 0.058 1000.0 -1000.0 -0.048 -1000.0 TCGA08_retinoblastoma 20.0 165.0 8.0 -0.02 0.021 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 19.0 1496.0 78.0 -0.102 0.046 1000.0 -1000.0 -0.043 -1000.0 Nectin adhesion pathway 18.0 1156.0 63.0 -0.059 0.06 1000.0 -1000.0 -0.044 -1000.0 Reelin signaling pathway 18.0 1056.0 56.0 -0.062 0.046 1000.0 -1000.0 -0.032 -1000.0 FOXM1 transcription factor network 18.0 929.0 51.0 -0.151 0.025 1000.0 -1000.0 -0.125 -1000.0 Thromboxane A2 receptor signaling 17.0 1854.0 105.0 -0.079 0.031 1000.0 -1000.0 -0.035 -1000.0 Plasma membrane estrogen receptor signaling 17.0 1534.0 86.0 -0.087 0.081 1000.0 -1000.0 -0.042 -1000.0 IL12-mediated signaling events 16.0 1477.0 87.0 -0.202 0.025 1000.0 -1000.0 -0.076 -1000.0 Glypican 1 network 16.0 788.0 48.0 -0.065 0.042 1000.0 -1000.0 -0.018 -1000.0 Signaling events regulated by Ret tyrosine kinase 16.0 1382.0 82.0 -0.047 0.025 1000.0 -1000.0 -0.044 -1000.0 BMP receptor signaling 15.0 1269.0 81.0 -0.084 0.046 1000.0 -1000.0 -0.04 -1000.0 IGF1 pathway 15.0 889.0 57.0 -0.033 0.039 1000.0 -1000.0 -0.032 -1000.0 Caspase cascade in apoptosis 14.0 1069.0 74.0 -0.087 0.036 1000.0 -1000.0 -0.035 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 14.0 477.0 34.0 -0.013 0.026 1000.0 -1000.0 -0.023 -1000.0 Fc-epsilon receptor I signaling in mast cells 14.0 1389.0 97.0 -0.053 0.04 1000.0 -1000.0 -0.042 -1000.0 Osteopontin-mediated events 13.0 495.0 38.0 -0.045 0.025 1000.0 -1000.0 -0.04 -1000.0 amb2 Integrin signaling 13.0 1074.0 82.0 -0.118 0.034 1000.0 -1000.0 -0.032 -1000.0 TCGA08_p53 13.0 91.0 7.0 -0.022 0.021 1000.0 -1000.0 -0.008 -1000.0 IL6-mediated signaling events 13.0 995.0 75.0 -0.162 0.059 1000.0 -1000.0 -0.047 -1000.0 BCR signaling pathway 13.0 1366.0 99.0 -0.066 0.033 1000.0 -1000.0 -0.054 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 13.0 1644.0 120.0 -0.087 0.068 1000.0 -1000.0 -0.038 -1000.0 Syndecan-2-mediated signaling events 12.0 836.0 69.0 -0.03 0.034 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by PTP1B 12.0 960.0 76.0 -0.064 0.028 1000.0 -1000.0 -0.024 -1000.0 Integrins in angiogenesis 12.0 1008.0 84.0 -0.067 0.042 1000.0 -1000.0 -0.034 -1000.0 Canonical Wnt signaling pathway 12.0 630.0 51.0 -0.127 0.066 1000.0 -1000.0 -0.044 -1000.0 Syndecan-4-mediated signaling events 12.0 851.0 67.0 -0.067 0.034 1000.0 -1000.0 -0.034 -1000.0 Arf6 signaling events 11.0 742.0 62.0 -0.023 0.039 1000.0 -1000.0 -0.023 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 11.0 621.0 52.0 -0.064 0.048 1000.0 -1000.0 -0.042 -1000.0 S1P1 pathway 11.0 403.0 36.0 -0.139 0.025 1000.0 -1000.0 -0.03 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 368.0 31.0 -0.1 0.025 1000.0 -1000.0 -0.021 -1000.0 Nongenotropic Androgen signaling 11.0 602.0 52.0 -0.039 0.035 1000.0 -1000.0 -0.028 -1000.0 EGFR-dependent Endothelin signaling events 11.0 236.0 21.0 -0.027 0.035 1000.0 -1000.0 -0.031 -1000.0 JNK signaling in the CD4+ TCR pathway 10.0 182.0 17.0 -0.036 0.036 1000.0 -1000.0 -0.029 -1000.0 Cellular roles of Anthrax toxin 10.0 411.0 39.0 -0.055 0.025 1000.0 -1000.0 -0.021 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 891.0 85.0 -0.027 0.025 1000.0 -1000.0 -0.039 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 652.0 61.0 -0.126 0.051 1000.0 -1000.0 -0.042 -1000.0 FAS signaling pathway (CD95) 10.0 484.0 47.0 -0.056 0.037 1000.0 -1000.0 -0.041 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 10.0 475.0 45.0 -0.038 0.065 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 9.0 28.0 3.0 -0.002 -1000.0 1000.0 -1000.0 -0.001 -1000.0 IL1-mediated signaling events 9.0 611.0 62.0 -0.033 0.056 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 9.0 525.0 58.0 -0.047 0.048 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by PI3K 9.0 540.0 58.0 -0.058 0.033 1000.0 -1000.0 -0.039 -1000.0 Glypican 2 network 9.0 36.0 4.0 0.01 0.015 1000.0 -1000.0 0.012 -1000.0 ErbB2/ErbB3 signaling events 8.0 546.0 65.0 -0.04 0.046 1000.0 -1000.0 -0.055 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1170.0 136.0 -0.247 0.078 1000.0 -1000.0 -0.026 -1000.0 Coregulation of Androgen receptor activity 8.0 618.0 76.0 -0.069 0.039 1000.0 -1000.0 -0.019 -1000.0 BARD1 signaling events 8.0 507.0 57.0 -0.027 0.045 1000.0 -1000.0 -0.027 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 8.0 459.0 54.0 -0.062 0.036 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 8.0 471.0 55.0 -0.007 0.048 1000.0 -1000.0 -0.028 -1000.0 PDGFR-alpha signaling pathway 8.0 372.0 44.0 -0.041 0.042 1000.0 -1000.0 -0.036 -1000.0 IFN-gamma pathway 8.0 555.0 68.0 -0.048 0.048 1000.0 -1000.0 -0.051 -1000.0 Effects of Botulinum toxin 8.0 227.0 26.0 -0.045 0.038 1000.0 -1000.0 -0.003 -1000.0 Regulation of Androgen receptor activity 8.0 598.0 70.0 -0.087 0.032 1000.0 -1000.0 -0.045 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 137.0 17.0 -0.019 0.041 1000.0 -1000.0 -0.025 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 506.0 65.0 -0.196 0.054 1000.0 -1000.0 -0.04 -1000.0 Ceramide signaling pathway 7.0 587.0 76.0 -0.034 0.068 1000.0 -1000.0 -0.031 -1000.0 ceramide signaling pathway 7.0 356.0 49.0 -0.018 0.037 1000.0 -1000.0 -0.029 -1000.0 HIF-2-alpha transcription factor network 7.0 343.0 43.0 -0.042 0.053 1000.0 -1000.0 -0.044 -1000.0 IL27-mediated signaling events 7.0 407.0 51.0 -0.053 0.036 1000.0 -1000.0 -0.059 -1000.0 Regulation of Telomerase 7.0 739.0 102.0 -0.15 0.057 1000.0 -1000.0 -0.051 -1000.0 Angiopoietin receptor Tie2-mediated signaling 7.0 664.0 88.0 -0.054 0.034 1000.0 -1000.0 -0.054 -1000.0 Aurora B signaling 7.0 522.0 67.0 -0.154 0.061 1000.0 -1000.0 -0.027 -1000.0 LPA4-mediated signaling events 6.0 77.0 12.0 -0.036 0.007 1000.0 -1000.0 -0.019 -1000.0 PLK1 signaling events 6.0 516.0 85.0 -0.006 0.039 1000.0 -1000.0 -0.04 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 6.0 253.0 37.0 -0.027 0.05 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class III 6.0 252.0 40.0 -0.047 0.044 1000.0 -1000.0 -0.013 -1000.0 S1P5 pathway 6.0 114.0 17.0 -0.006 0.025 1000.0 -1000.0 -0.011 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 515.0 74.0 -0.045 0.051 1000.0 -1000.0 -0.05 -1000.0 IL2 signaling events mediated by STAT5 6.0 147.0 22.0 -0.029 0.026 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in keratinocytes 6.0 258.0 43.0 -0.014 0.039 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 6.0 155.0 25.0 -0.008 0.034 1000.0 -1000.0 -0.023 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 27.0 5.0 0.011 0.025 1000.0 -1000.0 0.009 -1000.0 mTOR signaling pathway 5.0 287.0 53.0 -0.019 0.025 1000.0 -1000.0 -0.03 -1000.0 TRAIL signaling pathway 5.0 277.0 48.0 -0.002 0.05 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 75.0 15.0 -0.013 0.024 1000.0 -1000.0 -0.029 -1000.0 TCGA08_rtk_signaling 5.0 130.0 26.0 -0.037 0.052 1000.0 -1000.0 -0.006 -1000.0 Class I PI3K signaling events 5.0 401.0 73.0 -0.038 0.047 1000.0 -1000.0 -0.031 -1000.0 Insulin Pathway 5.0 413.0 74.0 -0.054 0.058 1000.0 -1000.0 -0.034 -1000.0 Visual signal transduction: Rods 5.0 290.0 52.0 -0.035 0.037 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by PRL 5.0 199.0 34.0 -0.044 0.037 1000.0 -1000.0 -0.039 -1000.0 Canonical NF-kappaB pathway 4.0 182.0 39.0 -0.018 0.054 1000.0 -1000.0 -0.024 -1000.0 ErbB4 signaling events 4.0 305.0 69.0 -0.026 0.029 1000.0 -1000.0 -0.036 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 131.0 28.0 -0.009 0.045 1000.0 -1000.0 -0.015 -1000.0 Arf6 downstream pathway 4.0 197.0 43.0 -0.036 0.04 1000.0 -1000.0 -0.022 -1000.0 FoxO family signaling 4.0 261.0 64.0 -0.103 0.051 1000.0 -1000.0 -0.053 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 158.0 36.0 -0.041 0.043 1000.0 -1000.0 -0.023 -1000.0 Syndecan-3-mediated signaling events 4.0 153.0 35.0 -0.032 0.051 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 523.0 125.0 -0.014 0.055 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 314.0 76.0 -0.024 0.055 1000.0 -1000.0 -0.045 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 135.0 33.0 -0.022 0.06 1000.0 -1000.0 -0.022 -1000.0 PDGFR-beta signaling pathway 4.0 444.0 97.0 -0.061 0.061 1000.0 -1000.0 -0.032 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 257.0 68.0 -0.031 0.047 1000.0 -1000.0 -0.028 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 260.0 83.0 -0.031 0.042 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class I 3.0 376.0 104.0 -0.039 0.062 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 3.0 97.0 31.0 -0.0 0.025 1000.0 -1000.0 -0.014 -1000.0 Regulation of p38-alpha and p38-beta 3.0 215.0 54.0 -0.034 0.059 1000.0 -1000.0 -0.041 -1000.0 S1P3 pathway 3.0 154.0 42.0 -0.006 0.041 1000.0 -1000.0 -0.04 -1000.0 p38 MAPK signaling pathway 3.0 161.0 44.0 -0.048 0.045 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class II 2.0 222.0 75.0 -0.034 0.067 1000.0 -1000.0 -0.02 -1000.0 Visual signal transduction: Cones 2.0 96.0 38.0 -0.003 0.033 1000.0 -1000.0 -0.004 -1000.0 Aurora A signaling 2.0 135.0 60.0 -0.015 0.049 1000.0 -1000.0 -0.017 -1000.0 Aurora C signaling 2.0 19.0 7.0 -0.0 0.034 1000.0 -1000.0 -0.009 -1000.0 Insulin-mediated glucose transport 2.0 76.0 32.0 -0.008 0.041 1000.0 -1000.0 -0.024 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 2.0 75.0 27.0 -0.001 0.056 1000.0 -1000.0 -0.024 -1000.0 Arf6 trafficking events 2.0 193.0 71.0 -0.04 0.043 1000.0 -1000.0 -0.021 -1000.0 VEGFR1 specific signals 2.0 164.0 56.0 -0.014 0.048 1000.0 -1000.0 -0.04 -1000.0 E-cadherin signaling events 2.0 13.0 5.0 0.02 0.039 1000.0 -1000.0 0.008 -1000.0 Arf1 pathway 2.0 111.0 54.0 -0.001 0.039 1000.0 -1000.0 -0.014 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 42.0 23.0 0.004 0.047 1000.0 -1000.0 -0.025 -1000.0 Circadian rhythm pathway 1.0 23.0 22.0 -0.008 0.045 1000.0 -1000.0 -0.034 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.022 0.022 1000.0 -1000.0 -0.013 -1000.0 Rapid glucocorticoid signaling 0.0 18.0 20.0 -0.0 0.026 1000.0 -1000.0 -0.003 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.0 0.067 1000.0 -1000.0 -0.0 -1000.0 Total 1366 85502 7203 -8.66054501773 -994.020748182 131000 -131000 -4.22839165339 -131000