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 Nephrin/Neph1 signaling in the kidney podocyte 98.0 3365.0 34.0 -0.606 0.012 1000.0 -1000.0 -0.064 -1000.0 EGFR-dependent Endothelin signaling events 82.0 1737.0 21.0 -0.724 0.018 1000.0 -1000.0 -0.065 -1000.0 Angiopoietin receptor Tie2-mediated signaling 69.0 6074.0 88.0 -0.937 0.081 1000.0 -1000.0 -0.092 -1000.0 FOXA2 and FOXA3 transcription factor networks 63.0 2940.0 46.0 -1.257 0.019 1000.0 -1000.0 -0.065 -1000.0 PDGFR-alpha signaling pathway 44.0 1941.0 44.0 -0.315 0.027 1000.0 -1000.0 -0.054 -1000.0 Thromboxane A2 receptor signaling 35.0 3702.0 105.0 -0.724 0.078 1000.0 -1000.0 -0.063 -1000.0 Arf6 signaling events 31.0 1922.0 62.0 -0.724 0.031 1000.0 -1000.0 -0.056 -1000.0 Glypican 1 network 31.0 1492.0 48.0 -0.423 0.03 1000.0 -1000.0 -0.043 -1000.0 Glypican 2 network 30.0 123.0 4.0 -0.116 -0.111 1000.0 -1000.0 -0.019 -1000.0 Signaling mediated by p38-alpha and p38-beta 27.0 1210.0 44.0 -0.172 0.012 1000.0 -1000.0 -0.047 -1000.0 Syndecan-4-mediated signaling events 26.0 1787.0 67.0 -0.451 0.074 1000.0 -1000.0 -0.083 -1000.0 TCGA08_retinoblastoma 25.0 201.0 8.0 -0.225 0.06 1000.0 -1000.0 -0.017 -1000.0 amb2 Integrin signaling 24.0 2014.0 82.0 -0.482 0.012 1000.0 -1000.0 -0.081 -1000.0 BMP receptor signaling 23.0 1878.0 81.0 -0.505 0.018 1000.0 -1000.0 -0.099 -1000.0 Endothelins 23.0 2293.0 96.0 -0.602 0.012 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 22.0 2753.0 125.0 -0.154 0.018 1000.0 -1000.0 -0.09 -1000.0 IL4-mediated signaling events 21.0 1944.0 91.0 -0.888 0.485 1000.0 -1000.0 -0.129 -1000.0 FOXM1 transcription factor network 21.0 1075.0 51.0 -0.224 0.023 1000.0 -1000.0 -0.16 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 21.0 1681.0 78.0 -0.301 0.04 1000.0 -1000.0 -0.066 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 20.0 1390.0 68.0 -0.593 0.085 1000.0 -1000.0 -0.122 -1000.0 Integrins in angiogenesis 19.0 1648.0 84.0 -0.556 0.036 1000.0 -1000.0 -0.093 -1000.0 S1P1 pathway 18.0 676.0 36.0 -0.17 0.012 1000.0 -1000.0 -0.05 -1000.0 Effects of Botulinum toxin 18.0 490.0 26.0 -0.208 0.015 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by PTP1B 17.0 1364.0 76.0 -0.729 0.102 1000.0 -1000.0 -0.079 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 16.0 1985.0 120.0 -0.323 0.139 1000.0 -1000.0 -0.071 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 14.0 1102.0 74.0 -0.724 0.05 1000.0 -1000.0 -0.087 -1000.0 Syndecan-1-mediated signaling events 13.0 460.0 34.0 -0.099 0.012 1000.0 -1000.0 -0.047 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1220.0 93.0 -0.554 0.261 1000.0 -1000.0 -0.082 -1000.0 LPA4-mediated signaling events 12.0 144.0 12.0 -0.246 0.018 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by the Hedgehog family 11.0 585.0 52.0 -0.089 0.018 1000.0 -1000.0 -0.072 -1000.0 FoxO family signaling 11.0 756.0 64.0 -0.941 0.087 1000.0 -1000.0 -0.063 -1000.0 Coregulation of Androgen receptor activity 10.0 780.0 76.0 -0.743 0.022 1000.0 -1000.0 -0.042 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 290.0 28.0 -0.165 0.017 1000.0 -1000.0 -0.031 -1000.0 Ephrin A reverse signaling 10.0 75.0 7.0 -0.047 -0.0 1000.0 -1000.0 -0.035 -1000.0 Nongenotropic Androgen signaling 10.0 568.0 52.0 -0.095 0.027 1000.0 -1000.0 -0.053 -1000.0 IL27-mediated signaling events 10.0 518.0 51.0 -1.01 0.173 1000.0 -1000.0 -0.068 -1000.0 IL6-mediated signaling events 10.0 777.0 75.0 -0.264 0.052 1000.0 -1000.0 -0.079 -1000.0 Plasma membrane estrogen receptor signaling 10.0 867.0 86.0 -0.165 0.024 1000.0 -1000.0 -0.079 -1000.0 S1P3 pathway 10.0 444.0 42.0 -0.165 0.019 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling events 10.0 51.0 5.0 -0.053 0.012 1000.0 -1000.0 -0.037 -1000.0 Aurora B signaling 10.0 675.0 67.0 -0.294 0.012 1000.0 -1000.0 -0.073 -1000.0 ErbB4 signaling events 9.0 642.0 69.0 -0.366 0.116 1000.0 -1000.0 -0.088 -1000.0 p75(NTR)-mediated signaling 9.0 1232.0 125.0 -0.459 0.031 1000.0 -1000.0 -0.097 -1000.0 Glucocorticoid receptor regulatory network 9.0 1115.0 114.0 -0.614 0.161 1000.0 -1000.0 -0.072 -1000.0 Signaling events regulated by Ret tyrosine kinase 9.0 763.0 82.0 -0.123 0.012 1000.0 -1000.0 -0.077 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 284.0 31.0 -0.14 0.015 1000.0 -1000.0 -0.086 -1000.0 Wnt signaling 9.0 68.0 7.0 -0.039 0.012 1000.0 -1000.0 -0.03 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 8.0 436.0 54.0 -0.214 0.025 1000.0 -1000.0 -0.092 -1000.0 Noncanonical Wnt signaling pathway 8.0 217.0 26.0 -0.197 0.013 1000.0 -1000.0 -0.061 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 498.0 61.0 -0.205 0.096 1000.0 -1000.0 -0.071 -1000.0 Reelin signaling pathway 8.0 479.0 56.0 -0.179 0.018 1000.0 -1000.0 -0.069 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1025.0 136.0 -0.591 0.067 1000.0 -1000.0 -0.073 -1000.0 HIF-1-alpha transcription factor network 7.0 579.0 76.0 -0.131 0.05 1000.0 -1000.0 -0.16 -1000.0 Regulation of Telomerase 7.0 744.0 102.0 -0.724 0.042 1000.0 -1000.0 -0.107 -1000.0 IL23-mediated signaling events 7.0 449.0 60.0 -0.113 0.024 1000.0 -1000.0 -0.129 -1000.0 Visual signal transduction: Rods 7.0 368.0 52.0 -0.204 0.012 1000.0 -1000.0 -0.084 -1000.0 E-cadherin signaling in keratinocytes 7.0 337.0 43.0 -0.272 0.035 1000.0 -1000.0 -0.062 -1000.0 IL12-mediated signaling events 6.0 601.0 87.0 -0.185 0.024 1000.0 -1000.0 -0.126 -1000.0 PLK2 and PLK4 events 6.0 18.0 3.0 -0.01 0.009 1000.0 -1000.0 -0.014 -1000.0 Osteopontin-mediated events 6.0 247.0 38.0 -0.118 0.045 1000.0 -1000.0 -0.096 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 348.0 52.0 -0.335 0.054 1000.0 -1000.0 -0.058 -1000.0 Syndecan-3-mediated signaling events 6.0 237.0 35.0 -0.176 0.018 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 480.0 76.0 -0.053 0.029 1000.0 -1000.0 -0.074 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 212.0 33.0 -0.224 0.035 1000.0 -1000.0 -0.066 -1000.0 PDGFR-beta signaling pathway 6.0 626.0 97.0 -0.126 0.042 1000.0 -1000.0 -0.071 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.007 -1000.0 1000.0 -1000.0 -0.015 -1000.0 Regulation of Androgen receptor activity 6.0 453.0 70.0 -0.837 0.027 1000.0 -1000.0 -0.064 -1000.0 Caspase cascade in apoptosis 5.0 408.0 74.0 -0.418 0.039 1000.0 -1000.0 -0.041 -1000.0 Syndecan-2-mediated signaling events 5.0 360.0 69.0 -0.482 0.039 1000.0 -1000.0 -0.044 -1000.0 Ceramide signaling pathway 5.0 446.0 76.0 -0.724 0.249 1000.0 -1000.0 -0.064 -1000.0 EPHB forward signaling 5.0 496.0 85.0 -0.177 0.06 1000.0 -1000.0 -0.085 -1000.0 BCR signaling pathway 5.0 569.0 99.0 -0.083 0.029 1000.0 -1000.0 -0.09 -1000.0 S1P4 pathway 5.0 149.0 25.0 -0.054 0.027 1000.0 -1000.0 -0.045 -1000.0 BARD1 signaling events 4.0 243.0 57.0 -0.109 0.025 1000.0 -1000.0 -0.064 -1000.0 IFN-gamma pathway 4.0 275.0 68.0 -0.385 0.065 1000.0 -1000.0 -0.089 -1000.0 IL1-mediated signaling events 4.0 256.0 62.0 -0.144 0.058 1000.0 -1000.0 -0.098 -1000.0 Canonical Wnt signaling pathway 4.0 211.0 51.0 -0.205 0.102 1000.0 -1000.0 -0.063 -1000.0 TCGA08_rtk_signaling 4.0 114.0 26.0 -0.265 0.029 1000.0 -1000.0 -0.021 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 77.0 17.0 -0.012 0.025 1000.0 -1000.0 -0.048 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 332.0 85.0 -0.119 0.035 1000.0 -1000.0 -0.072 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 368.0 97.0 -0.119 0.029 1000.0 -1000.0 -0.087 -1000.0 S1P5 pathway 3.0 67.0 17.0 -0.054 0.027 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by PI3K 3.0 195.0 58.0 -0.056 0.056 1000.0 -1000.0 -0.085 -1000.0 Regulation of p38-alpha and p38-beta 3.0 206.0 54.0 -0.173 0.06 1000.0 -1000.0 -0.059 -1000.0 LPA receptor mediated events 3.0 382.0 102.0 -0.119 0.053 1000.0 -1000.0 -0.089 -1000.0 IL2 signaling events mediated by STAT5 3.0 86.0 22.0 -0.05 0.043 1000.0 -1000.0 -0.046 -1000.0 Class I PI3K signaling events 3.0 221.0 73.0 -0.044 0.038 1000.0 -1000.0 -0.074 -1000.0 ErbB2/ErbB3 signaling events 2.0 141.0 65.0 -0.114 0.032 1000.0 -1000.0 -0.064 -1000.0 JNK signaling in the CD4+ TCR pathway 2.0 38.0 17.0 -0.03 0.029 1000.0 -1000.0 -0.067 -1000.0 Cellular roles of Anthrax toxin 2.0 106.0 39.0 -0.19 0.018 1000.0 -1000.0 -0.034 -1000.0 PLK1 signaling events 2.0 228.0 85.0 -0.092 0.023 1000.0 -1000.0 -0.043 -1000.0 Insulin-mediated glucose transport 2.0 71.0 32.0 -0.125 0.063 1000.0 -1000.0 -0.075 -1000.0 Nectin adhesion pathway 2.0 144.0 63.0 -0.089 0.049 1000.0 -1000.0 -0.071 -1000.0 Ephrin B reverse signaling 2.0 137.0 48.0 -0.072 0.031 1000.0 -1000.0 -0.06 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 180.0 83.0 -0.274 0.047 1000.0 -1000.0 -0.067 -1000.0 FAS signaling pathway (CD95) 2.0 129.0 47.0 -0.103 0.021 1000.0 -1000.0 -0.04 -1000.0 Retinoic acid receptors-mediated signaling 2.0 127.0 58.0 -0.06 0.032 1000.0 -1000.0 -0.065 -1000.0 Arf6 trafficking events 2.0 209.0 71.0 -0.346 0.04 1000.0 -1000.0 -0.071 -1000.0 IGF1 pathway 2.0 168.0 57.0 -0.036 0.04 1000.0 -1000.0 -0.089 -1000.0 Signaling events mediated by PRL 2.0 93.0 34.0 -0.031 0.021 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by HDAC Class II 1.0 112.0 75.0 -0.127 0.036 1000.0 -1000.0 -0.061 -1000.0 Visual signal transduction: Cones 1.0 49.0 38.0 -0.015 0.014 1000.0 -1000.0 -0.066 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 74.0 65.0 -0.053 0.062 1000.0 -1000.0 -0.071 -1000.0 Aurora A signaling 1.0 115.0 60.0 -0.11 0.038 1000.0 -1000.0 -0.057 -1000.0 HIF-2-alpha transcription factor network 1.0 73.0 43.0 -0.207 0.125 1000.0 -1000.0 -0.095 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 24.0 15.0 -0.0 0.025 1000.0 -1000.0 -0.029 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 46.0 45.0 -0.024 0.057 1000.0 -1000.0 -0.079 -1000.0 Insulin Pathway 1.0 111.0 74.0 -0.038 0.033 1000.0 -1000.0 -0.088 -1000.0 VEGFR1 specific signals 1.0 90.0 56.0 -0.009 0.045 1000.0 -1000.0 -0.068 -1000.0 p38 MAPK signaling pathway 1.0 45.0 44.0 -0.037 0.039 1000.0 -1000.0 -0.056 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 0.0 0.044 1000.0 -1000.0 -0.062 -1000.0 Canonical NF-kappaB pathway 0.0 16.0 39.0 -0.012 0.075 1000.0 -1000.0 -0.084 -1000.0 Circadian rhythm pathway 0.0 6.0 22.0 -0.012 0.043 1000.0 -1000.0 -0.041 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.012 0.018 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 0.0 0.0 43.0 -0.024 0.024 1000.0 -1000.0 -0.031 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.124 0.012 1000.0 -1000.0 -0.027 -1000.0 EPO signaling pathway 0.0 49.0 55.0 -0.039 0.073 1000.0 -1000.0 -0.092 -1000.0 mTOR signaling pathway 0.0 40.0 53.0 -0.007 0.032 1000.0 -1000.0 -0.059 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 5.0 68.0 -0.125 0.046 1000.0 -1000.0 -0.05 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 33.0 37.0 -0.032 0.035 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by HDAC Class III 0.0 20.0 40.0 -0.019 0.021 1000.0 -1000.0 -0.047 -1000.0 TRAIL signaling pathway 0.0 37.0 48.0 -0.013 0.043 1000.0 -1000.0 -0.068 -1000.0 ceramide signaling pathway 0.0 34.0 49.0 -0.012 0.045 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by HDAC Class I 0.0 101.0 104.0 -0.127 0.052 1000.0 -1000.0 -0.064 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.15 0.094 1000.0 -1000.0 -0.012 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 0.0 36.0 -0.036 0.037 1000.0 -1000.0 -0.068 -1000.0 Atypical NF-kappaB pathway 0.0 15.0 31.0 -0.0 0.044 1000.0 -1000.0 -0.04 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.002 0.031 1000.0 -1000.0 -0.051 -1000.0 Rapid glucocorticoid signaling 0.0 8.0 20.0 -0.002 0.012 1000.0 -1000.0 -0.043 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.005 0.03 1000.0 -1000.0 -0.044 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.018 1000.0 -1000.0 -0.062 -1000.0 Total 1300 77825 7203 -31.4119591952 -994.01756219 131000 -131000 -8.5902439128 -131000