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 127.0 12645.0 99.0 -0.713 0.043 1000.0 -1000.0 -0.049 -1000.0 IL4-mediated signaling events 119.0 10906.0 91.0 -1.253 1.004 1000.0 -1000.0 -0.048 -1000.0 TCR signaling in naïve CD8+ T cells 106.0 9876.0 93.0 -0.56 0.12 1000.0 -1000.0 -0.031 -1000.0 IL23-mediated signaling events 101.0 6102.0 60.0 -0.758 0.035 1000.0 -1000.0 -0.035 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 81.0 2767.0 34.0 -0.147 0.035 1000.0 -1000.0 -0.029 -1000.0 IL12-mediated signaling events 76.0 6687.0 87.0 -0.68 0.113 1000.0 -1000.0 -0.038 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 64.0 4367.0 68.0 -0.572 0.12 1000.0 -1000.0 -0.028 -1000.0 Caspase cascade in apoptosis 60.0 4465.0 74.0 -0.161 0.125 1000.0 -1000.0 -0.016 -1000.0 Calcium signaling in the CD4+ TCR pathway 57.0 1784.0 31.0 -0.346 0.035 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling events 55.0 276.0 5.0 -0.08 0.035 1000.0 -1000.0 0.019 -1000.0 JNK signaling in the CD4+ TCR pathway 54.0 928.0 17.0 -0.221 0.033 1000.0 -1000.0 -0.016 -1000.0 FAS signaling pathway (CD95) 52.0 2456.0 47.0 -0.094 0.076 1000.0 -1000.0 -0.022 -1000.0 IL27-mediated signaling events 52.0 2675.0 51.0 -0.264 0.171 1000.0 -1000.0 -0.037 -1000.0 Ras signaling in the CD4+ TCR pathway 51.0 868.0 17.0 -0.139 0.063 1000.0 -1000.0 -0.013 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 47.0 3487.0 74.0 -0.08 0.08 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 42.0 1930.0 45.0 -0.172 0.073 1000.0 -1000.0 -0.028 -1000.0 a4b1 and a4b7 Integrin signaling 41.0 207.0 5.0 -0.03 0.011 1000.0 -1000.0 0.022 -1000.0 E-cadherin signaling in the nascent adherens junction 40.0 3064.0 76.0 -0.092 0.052 1000.0 -1000.0 -0.03 -1000.0 amb2 Integrin signaling 39.0 3226.0 82.0 -0.183 0.044 1000.0 -1000.0 -0.012 -1000.0 IL2 signaling events mediated by PI3K 39.0 2298.0 58.0 -0.149 0.06 1000.0 -1000.0 -0.023 -1000.0 IFN-gamma pathway 38.0 2631.0 68.0 -0.119 0.045 1000.0 -1000.0 -0.027 -1000.0 Signaling events regulated by Ret tyrosine kinase 38.0 3164.0 82.0 -0.069 0.035 1000.0 -1000.0 -0.033 -1000.0 Thromboxane A2 receptor signaling 37.0 3951.0 105.0 -0.122 0.057 1000.0 -1000.0 -0.024 -1000.0 Class I PI3K signaling events 37.0 2763.0 73.0 -0.377 0.069 1000.0 -1000.0 -0.019 -1000.0 Angiopoietin receptor Tie2-mediated signaling 37.0 3325.0 88.0 -0.207 0.046 1000.0 -1000.0 -0.049 -1000.0 Glucocorticoid receptor regulatory network 36.0 4144.0 114.0 -0.417 0.233 1000.0 -1000.0 -0.033 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 36.0 1360.0 37.0 -0.218 0.049 1000.0 -1000.0 -0.011 -1000.0 IL2 signaling events mediated by STAT5 36.0 800.0 22.0 -0.164 0.036 1000.0 -1000.0 -0.015 -1000.0 ceramide signaling pathway 35.0 1751.0 49.0 -0.102 0.05 1000.0 -1000.0 -0.017 -1000.0 S1P4 pathway 35.0 891.0 25.0 -0.111 0.045 1000.0 -1000.0 -0.013 -1000.0 Endothelins 34.0 3337.0 96.0 -0.147 0.037 1000.0 -1000.0 -0.024 -1000.0 Syndecan-1-mediated signaling events 31.0 1087.0 34.0 -0.096 0.035 1000.0 -1000.0 -0.014 -1000.0 Fc-epsilon receptor I signaling in mast cells 31.0 3088.0 97.0 -0.104 0.06 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in keratinocytes 30.0 1326.0 43.0 -0.08 0.037 1000.0 -1000.0 -0.016 -1000.0 Syndecan-4-mediated signaling events 28.0 1926.0 67.0 -0.171 0.046 1000.0 -1000.0 -0.027 -1000.0 LPA receptor mediated events 27.0 2796.0 102.0 -0.073 0.045 1000.0 -1000.0 -0.039 -1000.0 Visual signal transduction: Cones 25.0 982.0 38.0 -0.145 0.043 1000.0 -1000.0 -0.004 -1000.0 HIF-1-alpha transcription factor network 25.0 1928.0 76.0 -0.08 0.107 1000.0 -1000.0 0.0 -1000.0 FOXA2 and FOXA3 transcription factor networks 25.0 1180.0 46.0 -0.417 0.04 1000.0 -1000.0 -0.026 -1000.0 Glypican 1 network 24.0 1167.0 48.0 -0.216 0.038 1000.0 -1000.0 -0.018 -1000.0 Atypical NF-kappaB pathway 24.0 747.0 31.0 -0.135 0.049 1000.0 -1000.0 -0.005 -1000.0 TRAIL signaling pathway 23.0 1129.0 48.0 -0.03 0.053 1000.0 -1000.0 -0.021 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 23.0 1230.0 52.0 -0.176 0.079 1000.0 -1000.0 -0.009 -1000.0 Visual signal transduction: Rods 23.0 1221.0 52.0 -0.145 0.047 1000.0 -1000.0 -0.005 -1000.0 Ceramide signaling pathway 22.0 1739.0 76.0 -0.102 0.079 1000.0 -1000.0 -0.013 -1000.0 Osteopontin-mediated events 21.0 814.0 38.0 -0.035 0.049 1000.0 -1000.0 -0.022 -1000.0 Aurora C signaling 21.0 150.0 7.0 -0.056 0.032 1000.0 -1000.0 -0.007 -1000.0 Regulation of p38-alpha and p38-beta 21.0 1181.0 54.0 -0.234 0.072 1000.0 -1000.0 -0.037 -1000.0 Ephrin A reverse signaling 20.0 141.0 7.0 -0.0 0.025 1000.0 -1000.0 -0.0 -1000.0 Arf6 signaling events 20.0 1283.0 62.0 -0.104 0.073 1000.0 -1000.0 -0.023 -1000.0 Paxillin-dependent events mediated by a4b1 20.0 721.0 36.0 -0.04 0.059 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 19.0 1056.0 55.0 -0.038 0.053 1000.0 -1000.0 -0.014 -1000.0 IL6-mediated signaling events 19.0 1445.0 75.0 -0.186 0.056 1000.0 -1000.0 -0.038 -1000.0 EPHB forward signaling 18.0 1551.0 85.0 -0.054 0.067 1000.0 -1000.0 -0.036 -1000.0 Plasma membrane estrogen receptor signaling 18.0 1610.0 86.0 -0.054 0.062 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by PTP1B 17.0 1304.0 76.0 -0.24 0.063 1000.0 -1000.0 -0.027 -1000.0 Nectin adhesion pathway 16.0 1070.0 63.0 -0.175 0.072 1000.0 -1000.0 -0.023 -1000.0 Integrins in angiogenesis 16.0 1360.0 84.0 -0.137 0.077 1000.0 -1000.0 -0.025 -1000.0 PDGFR-beta signaling pathway 15.0 1495.0 97.0 -0.298 0.087 1000.0 -1000.0 -0.025 -1000.0 p75(NTR)-mediated signaling 14.0 1766.0 125.0 -0.102 0.088 1000.0 -1000.0 -0.03 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 376.0 28.0 -0.111 0.066 1000.0 -1000.0 -0.006 -1000.0 Signaling events mediated by the Hedgehog family 13.0 682.0 52.0 -0.203 0.058 1000.0 -1000.0 -0.023 -1000.0 Cellular roles of Anthrax toxin 13.0 545.0 39.0 -0.122 0.041 1000.0 -1000.0 -0.016 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 13.0 1132.0 85.0 -0.038 0.074 1000.0 -1000.0 -0.031 -1000.0 BMP receptor signaling 13.0 1105.0 81.0 -0.138 0.074 1000.0 -1000.0 -0.019 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1094.0 83.0 -0.098 0.066 1000.0 -1000.0 -0.013 -1000.0 LPA4-mediated signaling events 12.0 146.0 12.0 -0.048 0.01 1000.0 -1000.0 -0.009 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 12.0 1493.0 120.0 -0.075 0.084 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 12.0 988.0 78.0 -0.074 0.09 1000.0 -1000.0 -0.031 -1000.0 Syndecan-2-mediated signaling events 11.0 823.0 69.0 -0.171 0.058 1000.0 -1000.0 -0.029 -1000.0 IL1-mediated signaling events 11.0 696.0 62.0 -0.032 0.09 1000.0 -1000.0 -0.019 -1000.0 Ephrin B reverse signaling 11.0 555.0 48.0 -0.101 0.048 1000.0 -1000.0 -0.034 -1000.0 ErbB2/ErbB3 signaling events 10.0 665.0 65.0 -0.023 0.06 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class I 10.0 1072.0 104.0 -0.064 0.081 1000.0 -1000.0 -0.036 -1000.0 Canonical Wnt signaling pathway 10.0 526.0 51.0 -0.026 0.075 1000.0 -1000.0 -0.035 -1000.0 EGFR-dependent Endothelin signaling events 10.0 225.0 21.0 -0.02 0.055 1000.0 -1000.0 -0.026 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 595.0 61.0 -0.067 0.089 1000.0 -1000.0 -0.028 -1000.0 Canonical NF-kappaB pathway 8.0 315.0 39.0 -0.054 0.073 1000.0 -1000.0 -0.009 -1000.0 Noncanonical Wnt signaling pathway 8.0 231.0 26.0 -0.001 0.052 1000.0 -1000.0 -0.022 -1000.0 TCGA08_retinoblastoma 8.0 69.0 8.0 -0.002 0.027 1000.0 -1000.0 -0.004 -1000.0 Aurora B signaling 8.0 547.0 67.0 -0.096 0.089 1000.0 -1000.0 -0.028 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 382.0 54.0 -0.078 0.064 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 115.0 15.0 -0.004 0.034 1000.0 -1000.0 -0.015 -1000.0 Effects of Botulinum toxin 7.0 188.0 26.0 -0.026 0.046 1000.0 -1000.0 -0.001 -1000.0 mTOR signaling pathway 6.0 327.0 53.0 -0.02 0.058 1000.0 -1000.0 -0.025 -1000.0 Glypican 2 network 6.0 27.0 4.0 0.025 0.036 1000.0 -1000.0 0.016 -1000.0 TCGA08_rtk_signaling 6.0 164.0 26.0 -0.04 0.082 1000.0 -1000.0 -0.007 -1000.0 Insulin Pathway 6.0 463.0 74.0 -0.059 0.083 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 207.0 33.0 -0.009 0.077 1000.0 -1000.0 -0.023 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.027 0.027 1000.0 -1000.0 -0.019 -1000.0 PLK1 signaling events 5.0 426.0 85.0 -0.008 0.069 1000.0 -1000.0 -0.024 -1000.0 HIF-2-alpha transcription factor network 5.0 244.0 43.0 -0.164 0.168 1000.0 -1000.0 -0.041 -1000.0 FoxO family signaling 5.0 362.0 64.0 -0.411 0.094 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 238.0 44.0 -0.005 0.061 1000.0 -1000.0 -0.008 -1000.0 Wnt signaling 5.0 41.0 7.0 0.007 0.033 1000.0 -1000.0 -0.004 -1000.0 Regulation of Telomerase 5.0 586.0 102.0 -0.111 0.077 1000.0 -1000.0 -0.012 -1000.0 S1P3 pathway 5.0 215.0 42.0 -0.037 0.054 1000.0 -1000.0 -0.015 -1000.0 Regulation of Androgen receptor activity 5.0 388.0 70.0 -0.057 0.055 1000.0 -1000.0 -0.036 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 585.0 136.0 -0.114 0.129 1000.0 -1000.0 -0.03 -1000.0 Arf6 downstream pathway 4.0 207.0 43.0 -0.051 0.064 1000.0 -1000.0 -0.033 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 300.0 68.0 -0.054 0.066 1000.0 -1000.0 -0.015 -1000.0 S1P1 pathway 4.0 173.0 36.0 -0.0 0.052 1000.0 -1000.0 -0.013 -1000.0 VEGFR1 specific signals 4.0 251.0 56.0 -0.047 0.084 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by PRL 4.0 146.0 34.0 -0.054 0.078 1000.0 -1000.0 -0.033 -1000.0 p38 MAPK signaling pathway 4.0 185.0 44.0 -0.011 0.057 1000.0 -1000.0 -0.008 -1000.0 ErbB4 signaling events 3.0 254.0 69.0 -0.031 0.055 1000.0 -1000.0 -0.025 -1000.0 Retinoic acid receptors-mediated signaling 3.0 204.0 58.0 -0.033 0.067 1000.0 -1000.0 -0.016 -1000.0 Syndecan-3-mediated signaling events 3.0 132.0 35.0 -0.016 0.088 1000.0 -1000.0 -0.013 -1000.0 Nongenotropic Androgen signaling 3.0 157.0 52.0 -0.041 0.057 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 444.0 125.0 -0.075 0.087 1000.0 -1000.0 -0.02 -1000.0 Arf6 trafficking events 3.0 250.0 71.0 -0.053 0.065 1000.0 -1000.0 -0.035 -1000.0 Arf1 pathway 3.0 200.0 54.0 -0.008 0.05 1000.0 -1000.0 -0.01 -1000.0 Coregulation of Androgen receptor activity 2.0 194.0 76.0 -0.015 0.06 1000.0 -1000.0 -0.018 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 188.0 65.0 0.0 0.081 1000.0 -1000.0 -0.033 -1000.0 Aurora A signaling 2.0 121.0 60.0 -0.0 0.075 1000.0 -1000.0 -0.009 -1000.0 PDGFR-alpha signaling pathway 2.0 119.0 44.0 -0.019 0.071 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by HDAC Class III 2.0 102.0 40.0 -0.056 0.057 1000.0 -1000.0 -0.033 -1000.0 Reelin signaling pathway 2.0 138.0 56.0 -0.002 0.079 1000.0 -1000.0 -0.017 -1000.0 IGF1 pathway 2.0 166.0 57.0 -0.025 0.085 1000.0 -1000.0 -0.024 -1000.0 FOXM1 transcription factor network 2.0 123.0 51.0 0.008 0.262 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class II 1.0 149.0 75.0 -0.039 0.089 1000.0 -1000.0 -0.016 -1000.0 Insulin-mediated glucose transport 1.0 48.0 32.0 -0.0 0.064 1000.0 -1000.0 -0.014 -1000.0 Rapid glucocorticoid signaling 1.0 36.0 20.0 -0.009 0.041 1000.0 -1000.0 -0.0 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 0.007 0.069 1000.0 -1000.0 -0.013 -1000.0 BARD1 signaling events 0.0 38.0 57.0 -0.078 0.091 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.018 -1000.0 1000.0 -1000.0 -0.005 -1000.0 Circadian rhythm pathway 0.0 6.0 22.0 -0.012 0.08 1000.0 -1000.0 -0.026 -1000.0 S1P5 pathway 0.0 13.0 17.0 -0.039 0.04 1000.0 -1000.0 -0.008 -1000.0 TCGA08_p53 0.0 1.0 7.0 -0.0 0.031 1000.0 -1000.0 -0.004 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 5.0 27.0 0.0 0.082 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.089 1000.0 -1000.0 0.0 -1000.0 Total 2731 170838 7203 -15.9119934563 -990.352347089 131000 -131000 -2.73343470193 -131000