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 BCR signaling pathway 139.0 13775.0 99.0 -0.764 0.026 1000.0 -1000.0 -0.053 -1000.0 IL4-mediated signaling events 132.0 12062.0 91.0 -1.305 1.04 1000.0 -1000.0 -0.106 -1000.0 TCR signaling in naïve CD8+ T cells 104.0 9728.0 93.0 -0.589 0.028 1000.0 -1000.0 -0.045 -1000.0 IL23-mediated signaling events 101.0 6111.0 60.0 -0.738 0.019 1000.0 -1000.0 -0.066 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 92.0 3131.0 34.0 -0.211 0.019 1000.0 -1000.0 -0.022 -1000.0 IL12-mediated signaling events 80.0 7018.0 87.0 -0.677 0.114 1000.0 -1000.0 -0.092 -1000.0 Caspase cascade in apoptosis 69.0 5108.0 74.0 -0.207 0.136 1000.0 -1000.0 -0.026 -1000.0 FAS signaling pathway (CD95) 69.0 3269.0 47.0 -0.162 0.121 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling events 63.0 317.0 5.0 -0.135 0.019 1000.0 -1000.0 -0.001 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 61.0 4172.0 68.0 -0.626 0.119 1000.0 -1000.0 -0.059 -1000.0 Calcium signaling in the CD4+ TCR pathway 58.0 1807.0 31.0 -0.433 0.019 1000.0 -1000.0 -0.052 -1000.0 JNK signaling in the CD4+ TCR pathway 56.0 964.0 17.0 -0.202 0.019 1000.0 -1000.0 -0.017 -1000.0 Ras signaling in the CD4+ TCR pathway 56.0 960.0 17.0 -0.166 0.037 1000.0 -1000.0 -0.008 -1000.0 IL27-mediated signaling events 53.0 2705.0 51.0 -0.264 0.167 1000.0 -1000.0 -0.051 -1000.0 S1P4 pathway 53.0 1330.0 25.0 -0.164 0.028 1000.0 -1000.0 -0.009 -1000.0 Glypican 1 network 50.0 2415.0 48.0 -0.298 0.069 1000.0 -1000.0 -0.019 -1000.0 Signaling events regulated by Ret tyrosine kinase 49.0 4080.0 82.0 -0.128 0.019 1000.0 -1000.0 -0.052 -1000.0 Wnt signaling 49.0 344.0 7.0 -0.081 0.008 1000.0 -1000.0 -0.005 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 48.0 3610.0 74.0 -0.135 0.05 1000.0 -1000.0 -0.048 -1000.0 a4b1 and a4b7 Integrin signaling 45.0 225.0 5.0 -0.076 -0.02 1000.0 -1000.0 -0.005 -1000.0 amb2 Integrin signaling 45.0 3733.0 82.0 -0.27 0.026 1000.0 -1000.0 -0.03 -1000.0 Endothelins 44.0 4283.0 96.0 -0.178 0.02 1000.0 -1000.0 -0.04 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 44.0 2008.0 45.0 -0.274 0.045 1000.0 -1000.0 -0.052 -1000.0 Glucocorticoid receptor regulatory network 43.0 4962.0 114.0 -0.519 0.309 1000.0 -1000.0 -0.04 -1000.0 E-cadherin signaling in the nascent adherens junction 42.0 3253.0 76.0 -0.135 0.028 1000.0 -1000.0 -0.05 -1000.0 TCGA08_retinoblastoma 41.0 333.0 8.0 -0.107 0.03 1000.0 -1000.0 -0.002 -1000.0 Syndecan-4-mediated signaling events 40.0 2684.0 67.0 -0.256 0.025 1000.0 -1000.0 -0.018 -1000.0 Angiopoietin receptor Tie2-mediated signaling 40.0 3560.0 88.0 -0.228 0.031 1000.0 -1000.0 -0.051 -1000.0 IL2 signaling events mediated by PI3K 39.0 2266.0 58.0 -0.193 0.046 1000.0 -1000.0 -0.025 -1000.0 IL2 signaling events mediated by STAT5 39.0 858.0 22.0 -0.195 0.02 1000.0 -1000.0 -0.018 -1000.0 Syndecan-1-mediated signaling events 38.0 1306.0 34.0 -0.147 0.019 1000.0 -1000.0 -0.017 -1000.0 Thromboxane A2 receptor signaling 37.0 3968.0 105.0 -0.123 0.041 1000.0 -1000.0 -0.044 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 37.0 1402.0 37.0 -0.293 0.041 1000.0 -1000.0 -0.014 -1000.0 Regulation of p38-alpha and p38-beta 36.0 1985.0 54.0 -0.339 0.049 1000.0 -1000.0 -0.038 -1000.0 LPA receptor mediated events 36.0 3769.0 102.0 -0.131 0.025 1000.0 -1000.0 -0.058 -1000.0 Class I PI3K signaling events 35.0 2556.0 73.0 -0.448 0.048 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling in keratinocytes 34.0 1468.0 43.0 -0.135 0.022 1000.0 -1000.0 -0.014 -1000.0 HIF-1-alpha transcription factor network 32.0 2455.0 76.0 -0.114 0.084 1000.0 -1000.0 -0.05 -1000.0 Fc-epsilon receptor I signaling in mast cells 31.0 3029.0 97.0 -0.134 0.033 1000.0 -1000.0 -0.053 -1000.0 Ephrin A reverse signaling 30.0 213.0 7.0 -0.07 0.008 1000.0 -1000.0 -0.004 -1000.0 Visual signal transduction: Cones 28.0 1088.0 38.0 -0.208 0.017 1000.0 -1000.0 -0.006 -1000.0 TRAIL signaling pathway 27.0 1310.0 48.0 -0.058 0.021 1000.0 -1000.0 -0.028 -1000.0 ceramide signaling pathway 27.0 1323.0 49.0 -0.176 0.028 1000.0 -1000.0 -0.021 -1000.0 Visual signal transduction: Rods 27.0 1454.0 52.0 -0.208 0.019 1000.0 -1000.0 -0.045 -1000.0 Atypical NF-kappaB pathway 26.0 810.0 31.0 -0.196 0.033 1000.0 -1000.0 -0.01 -1000.0 Osteopontin-mediated events 25.0 950.0 38.0 -0.049 0.034 1000.0 -1000.0 -0.013 -1000.0 Noncanonical Wnt signaling pathway 25.0 674.0 26.0 -0.081 0.019 1000.0 -1000.0 -0.017 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 25.0 1300.0 52.0 -0.192 0.031 1000.0 -1000.0 -0.018 -1000.0 TCGA08_p53 25.0 179.0 7.0 -0.071 0.051 1000.0 -1000.0 -0.004 -1000.0 BMP receptor signaling 24.0 1989.0 81.0 -0.229 0.059 1000.0 -1000.0 -0.057 -1000.0 Sphingosine 1-phosphate (S1P) pathway 23.0 660.0 28.0 -0.164 0.049 1000.0 -1000.0 -0.011 -1000.0 Aurora C signaling 22.0 156.0 7.0 -0.097 0.017 1000.0 -1000.0 -0.006 -1000.0 FOXA2 and FOXA3 transcription factor networks 22.0 1050.0 46.0 -0.503 0.027 1000.0 -1000.0 -0.033 -1000.0 IFN-gamma pathway 22.0 1560.0 68.0 -0.179 0.028 1000.0 -1000.0 -0.057 -1000.0 IL6-mediated signaling events 21.0 1633.0 75.0 -0.188 0.068 1000.0 -1000.0 -0.025 -1000.0 Arf6 signaling events 20.0 1284.0 62.0 -0.174 0.045 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PTP1B 20.0 1565.0 76.0 -0.339 0.032 1000.0 -1000.0 -0.031 -1000.0 Paxillin-dependent events mediated by a4b1 20.0 746.0 36.0 -0.076 0.059 1000.0 -1000.0 -0.026 -1000.0 Integrins in angiogenesis 20.0 1757.0 84.0 -0.199 0.043 1000.0 -1000.0 -0.048 -1000.0 Syndecan-2-mediated signaling events 19.0 1329.0 69.0 -0.256 0.046 1000.0 -1000.0 -0.009 -1000.0 p75(NTR)-mediated signaling 19.0 2460.0 125.0 -0.176 0.054 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 17.0 1387.0 78.0 -0.148 0.055 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 16.0 912.0 55.0 -0.079 0.029 1000.0 -1000.0 -0.05 -1000.0 Effects of Botulinum toxin 16.0 436.0 26.0 -0.066 0.025 1000.0 -1000.0 -0.009 -1000.0 EGFR-dependent Endothelin signaling events 16.0 353.0 21.0 -0.031 0.028 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by the Hedgehog family 15.0 824.0 52.0 -0.278 0.043 1000.0 -1000.0 -0.022 -1000.0 Cellular roles of Anthrax toxin 15.0 615.0 39.0 -0.147 0.019 1000.0 -1000.0 -0.01 -1000.0 Ceramide signaling pathway 15.0 1184.0 76.0 -0.176 0.042 1000.0 -1000.0 -0.016 -1000.0 EPHB forward signaling 15.0 1297.0 85.0 -0.059 0.04 1000.0 -1000.0 -0.05 -1000.0 Nectin adhesion pathway 14.0 920.0 63.0 -0.242 0.046 1000.0 -1000.0 -0.05 -1000.0 S1P5 pathway 14.0 254.0 17.0 -0.093 0.019 1000.0 -1000.0 -0.007 -1000.0 Plasma membrane estrogen receptor signaling 14.0 1277.0 86.0 -0.093 0.048 1000.0 -1000.0 -0.052 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1154.0 85.0 -0.075 0.041 1000.0 -1000.0 -0.043 -1000.0 Ephrin B reverse signaling 13.0 638.0 48.0 -0.119 0.021 1000.0 -1000.0 -0.035 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1108.0 83.0 -0.158 0.084 1000.0 -1000.0 -0.027 -1000.0 Nongenotropic Androgen signaling 13.0 693.0 52.0 -0.093 0.037 1000.0 -1000.0 -0.026 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 13.0 1643.0 120.0 -0.115 0.078 1000.0 -1000.0 -0.042 -1000.0 LPA4-mediated signaling events 12.0 155.0 12.0 -0.056 0.02 1000.0 -1000.0 -0.008 -1000.0 Reelin signaling pathway 12.0 675.0 56.0 -0.105 0.052 1000.0 -1000.0 -0.049 -1000.0 IL1-mediated signaling events 12.0 746.0 62.0 -0.069 0.07 1000.0 -1000.0 -0.051 -1000.0 Coregulation of Androgen receptor activity 11.0 865.0 76.0 -0.107 0.038 1000.0 -1000.0 -0.023 -1000.0 Syndecan-3-mediated signaling events 11.0 412.0 35.0 -0.054 0.054 1000.0 -1000.0 -0.025 -1000.0 Glypican 2 network 11.0 47.0 4.0 0.004 0.01 1000.0 -1000.0 -0.004 -1000.0 S1P3 pathway 11.0 488.0 42.0 -0.091 0.037 1000.0 -1000.0 -0.018 -1000.0 ErbB2/ErbB3 signaling events 10.0 652.0 65.0 -0.023 0.042 1000.0 -1000.0 -0.039 -1000.0 ErbB4 signaling events 10.0 750.0 69.0 -0.122 0.052 1000.0 -1000.0 -0.046 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 619.0 61.0 -0.11 0.055 1000.0 -1000.0 -0.024 -1000.0 S1P1 pathway 10.0 376.0 36.0 -0.093 0.021 1000.0 -1000.0 -0.036 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 9.0 497.0 54.0 -0.128 0.033 1000.0 -1000.0 -0.054 -1000.0 Canonical Wnt signaling pathway 9.0 509.0 51.0 -0.078 0.071 1000.0 -1000.0 -0.03 -1000.0 PDGFR-beta signaling pathway 9.0 926.0 97.0 -0.341 0.061 1000.0 -1000.0 -0.045 -1000.0 Regulation of Androgen receptor activity 9.0 668.0 70.0 -0.139 0.056 1000.0 -1000.0 -0.036 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 8.0 269.0 33.0 -0.107 0.055 1000.0 -1000.0 -0.013 -1000.0 Rapid glucocorticoid signaling 8.0 170.0 20.0 -0.02 0.02 1000.0 -1000.0 -0.004 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1078.0 136.0 -0.107 0.081 1000.0 -1000.0 -0.021 -1000.0 TCGA08_rtk_signaling 7.0 182.0 26.0 -0.055 0.05 1000.0 -1000.0 -0.006 -1000.0 Aurora B signaling 7.0 475.0 67.0 -0.147 0.057 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class I 6.0 668.0 104.0 -0.095 0.063 1000.0 -1000.0 -0.027 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 103.0 15.0 -0.03 0.027 1000.0 -1000.0 -0.011 -1000.0 Signaling mediated by p38-alpha and p38-beta 6.0 267.0 44.0 -0.038 0.028 1000.0 -1000.0 -0.018 -1000.0 Regulation of Telomerase 6.0 713.0 102.0 -0.173 0.069 1000.0 -1000.0 -0.062 -1000.0 Insulin Pathway 6.0 448.0 74.0 -0.061 0.048 1000.0 -1000.0 -0.049 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.01 0.01 1000.0 -1000.0 -0.002 -1000.0 Canonical NF-kappaB pathway 5.0 232.0 39.0 -0.095 0.085 1000.0 -1000.0 -0.045 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 373.0 65.0 -0.092 0.085 1000.0 -1000.0 -0.042 -1000.0 PDGFR-alpha signaling pathway 5.0 225.0 44.0 -0.013 0.041 1000.0 -1000.0 -0.01 -1000.0 Signaling events mediated by PRL 5.0 174.0 34.0 -0.089 0.049 1000.0 -1000.0 -0.022 -1000.0 FOXM1 transcription factor network 5.0 273.0 51.0 -0.115 0.288 1000.0 -1000.0 -0.1 -1000.0 Signaling events mediated by HDAC Class III 4.0 196.0 40.0 -0.093 0.035 1000.0 -1000.0 -0.008 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 576.0 125.0 -0.12 0.083 1000.0 -1000.0 -0.052 -1000.0 Insulin-mediated glucose transport 3.0 119.0 32.0 -0.035 0.05 1000.0 -1000.0 -0.015 -1000.0 FoxO family signaling 3.0 201.0 64.0 -0.429 0.175 1000.0 -1000.0 -0.022 -1000.0 Retinoic acid receptors-mediated signaling 3.0 200.0 58.0 -0.051 0.057 1000.0 -1000.0 -0.041 -1000.0 p38 MAPK signaling pathway 3.0 152.0 44.0 -0.045 0.042 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class II 2.0 179.0 75.0 -0.064 0.054 1000.0 -1000.0 -0.028 -1000.0 Arf6 downstream pathway 2.0 94.0 43.0 -0.031 0.036 1000.0 -1000.0 -0.013 -1000.0 IGF1 pathway 2.0 118.0 57.0 -0.046 0.054 1000.0 -1000.0 -0.054 -1000.0 VEGFR1 specific signals 2.0 167.0 56.0 -0.052 0.064 1000.0 -1000.0 -0.021 -1000.0 Aurora A signaling 1.0 103.0 60.0 -0.023 0.052 1000.0 -1000.0 -0.013 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 90.0 68.0 -0.044 0.059 1000.0 -1000.0 -0.018 -1000.0 HIF-2-alpha transcription factor network 1.0 83.0 43.0 -0.162 0.165 1000.0 -1000.0 -0.046 -1000.0 Arf6 trafficking events 1.0 119.0 71.0 -0.028 0.049 1000.0 -1000.0 -0.031 -1000.0 Arf1 pathway 1.0 105.0 54.0 -0.034 0.034 1000.0 -1000.0 -0.011 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.015 0.056 1000.0 -1000.0 -0.014 -1000.0 BARD1 signaling events 0.0 25.0 57.0 -0.046 0.079 1000.0 -1000.0 -0.02 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.017 0.025 1000.0 -1000.0 -0.006 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.016 0.06 1000.0 -1000.0 -0.026 -1000.0 PLK1 signaling events 0.0 48.0 85.0 -0.012 0.05 1000.0 -1000.0 -0.022 -1000.0 mTOR signaling pathway 0.0 19.0 53.0 -0.005 0.041 1000.0 -1000.0 -0.036 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 10.0 27.0 -0.001 0.046 1000.0 -1000.0 -0.033 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.056 1000.0 -1000.0 -0.005 -1000.0 Total 3196 189865 7203 -21.5062171788 7.57199169165 131000 -131000 -3.97048346483 -131000