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 Glypican 2 network 177.0 710.0 4.0 -0.203 -0.128 1000.0 -1000.0 -0.029 -1000.0 Angiopoietin receptor Tie2-mediated signaling 134.0 11798.0 88.0 -0.601 0.056 1000.0 -1000.0 -0.103 -1000.0 FOXM1 transcription factor network 125.0 6406.0 51.0 -0.568 0.01 1000.0 -1000.0 -0.182 -1000.0 Aurora B signaling 117.0 7889.0 67.0 -0.415 0.01 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by the Hedgehog family 93.0 4875.0 52.0 -0.369 0.176 1000.0 -1000.0 -0.065 -1000.0 Aurora C signaling 71.0 501.0 7.0 -0.266 0.005 1000.0 -1000.0 -0.036 -1000.0 Endothelins 71.0 6876.0 96.0 -0.306 0.02 1000.0 -1000.0 -0.067 -1000.0 PLK1 signaling events 66.0 5628.0 85.0 -0.3 0.06 1000.0 -1000.0 -0.04 -1000.0 HIF-1-alpha transcription factor network 63.0 4835.0 76.0 -0.487 0.016 1000.0 -1000.0 -0.166 -1000.0 Visual signal transduction: Cones 57.0 2170.0 38.0 -0.165 0.01 1000.0 -1000.0 -0.058 -1000.0 Signaling mediated by p38-alpha and p38-beta 54.0 2393.0 44.0 -0.119 0.01 1000.0 -1000.0 -0.048 -1000.0 IL4-mediated signaling events 53.0 4860.0 91.0 -0.781 0.513 1000.0 -1000.0 -0.172 -1000.0 Signaling events regulated by Ret tyrosine kinase 52.0 4303.0 82.0 -0.16 0.01 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 47.0 3811.0 81.0 -0.352 0.027 1000.0 -1000.0 -0.079 -1000.0 amb2 Integrin signaling 47.0 3877.0 82.0 -0.466 0.01 1000.0 -1000.0 -0.07 -1000.0 Fc-epsilon receptor I signaling in mast cells 45.0 4431.0 97.0 -0.149 0.028 1000.0 -1000.0 -0.077 -1000.0 Osteopontin-mediated events 44.0 1675.0 38.0 -0.366 0.011 1000.0 -1000.0 -0.09 -1000.0 TCGA08_retinoblastoma 44.0 354.0 8.0 -0.155 0.05 1000.0 -1000.0 -0.021 -1000.0 TCGA08_p53 41.0 288.0 7.0 -0.107 0.054 1000.0 -1000.0 -0.013 -1000.0 FOXA2 and FOXA3 transcription factor networks 40.0 1847.0 46.0 -0.494 0.016 1000.0 -1000.0 -0.1 -1000.0 Visual signal transduction: Rods 40.0 2098.0 52.0 -0.153 0.01 1000.0 -1000.0 -0.067 -1000.0 Arf6 signaling events 36.0 2239.0 62.0 -0.188 0.011 1000.0 -1000.0 -0.053 -1000.0 Glucocorticoid receptor regulatory network 36.0 4210.0 114.0 -0.404 0.247 1000.0 -1000.0 -0.074 -1000.0 LPA4-mediated signaling events 34.0 416.0 12.0 -0.119 0.012 1000.0 -1000.0 -0.022 -1000.0 Canonical Wnt signaling pathway 34.0 1739.0 51.0 -0.344 0.149 1000.0 -1000.0 -0.054 -1000.0 Thromboxane A2 receptor signaling 32.0 3437.0 105.0 -0.091 0.028 1000.0 -1000.0 -0.065 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 32.0 1665.0 52.0 -0.252 0.043 1000.0 -1000.0 -0.056 -1000.0 p75(NTR)-mediated signaling 31.0 3954.0 125.0 -0.297 0.02 1000.0 -1000.0 -0.086 -1000.0 Glypican 1 network 31.0 1492.0 48.0 -0.117 0.019 1000.0 -1000.0 -0.051 -1000.0 Integrins in angiogenesis 30.0 2595.0 84.0 -0.369 0.024 1000.0 -1000.0 -0.072 -1000.0 Effects of Botulinum toxin 30.0 801.0 26.0 -0.09 0.01 1000.0 -1000.0 -0.057 -1000.0 Syndecan-1-mediated signaling events 29.0 1000.0 34.0 -0.34 0.01 1000.0 -1000.0 -0.052 -1000.0 Ephrin B reverse signaling 29.0 1410.0 48.0 -0.093 0.055 1000.0 -1000.0 -0.056 -1000.0 EGFR-dependent Endothelin signaling events 29.0 616.0 21.0 -0.091 0.01 1000.0 -1000.0 -0.055 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 29.0 3507.0 120.0 -0.253 0.199 1000.0 -1000.0 -0.066 -1000.0 Aurora A signaling 26.0 1582.0 60.0 -0.295 0.015 1000.0 -1000.0 -0.052 -1000.0 IL23-mediated signaling events 26.0 1584.0 60.0 -0.276 0.016 1000.0 -1000.0 -0.167 -1000.0 Presenilin action in Notch and Wnt signaling 25.0 1548.0 61.0 -0.345 0.02 1000.0 -1000.0 -0.062 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 25.0 1752.0 68.0 -0.137 0.03 1000.0 -1000.0 -0.126 -1000.0 IL6-mediated signaling events 24.0 1836.0 75.0 -0.327 0.042 1000.0 -1000.0 -0.095 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 23.0 786.0 33.0 -0.149 0.025 1000.0 -1000.0 -0.058 -1000.0 PDGFR-alpha signaling pathway 21.0 958.0 44.0 -0.312 0.027 1000.0 -1000.0 -0.059 -1000.0 Wnt signaling 21.0 148.0 7.0 -0.061 0.009 1000.0 -1000.0 -0.023 -1000.0 Class IB PI3K non-lipid kinase events 21.0 63.0 3.0 -0.013 -1000.0 1000.0 -1000.0 -0.011 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 19.0 672.0 34.0 -0.038 0.01 1000.0 -1000.0 -0.052 -1000.0 ErbB4 signaling events 19.0 1377.0 69.0 -0.191 0.205 1000.0 -1000.0 -0.085 -1000.0 Syndecan-3-mediated signaling events 19.0 680.0 35.0 -0.198 0.01 1000.0 -1000.0 -0.052 -1000.0 Nongenotropic Androgen signaling 19.0 998.0 52.0 -0.059 0.01 1000.0 -1000.0 -0.054 -1000.0 Regulation of Androgen receptor activity 19.0 1358.0 70.0 -0.255 0.026 1000.0 -1000.0 -0.063 -1000.0 PLK2 and PLK4 events 18.0 54.0 3.0 -0.019 -0.004 1000.0 -1000.0 -0.014 -1000.0 HIF-2-alpha transcription factor network 18.0 791.0 43.0 -0.124 0.049 1000.0 -1000.0 -0.093 -1000.0 Coregulation of Androgen receptor activity 16.0 1241.0 76.0 -0.149 0.018 1000.0 -1000.0 -0.046 -1000.0 Syndecan-2-mediated signaling events 16.0 1137.0 69.0 -0.093 0.032 1000.0 -1000.0 -0.053 -1000.0 Reelin signaling pathway 16.0 922.0 56.0 -0.096 0.01 1000.0 -1000.0 -0.07 -1000.0 Syndecan-4-mediated signaling events 16.0 1078.0 67.0 -0.171 0.015 1000.0 -1000.0 -0.085 -1000.0 Noncanonical Wnt signaling pathway 15.0 392.0 26.0 -0.061 0.01 1000.0 -1000.0 -0.067 -1000.0 Nectin adhesion pathway 15.0 978.0 63.0 -0.042 0.013 1000.0 -1000.0 -0.059 -1000.0 IL12-mediated signaling events 13.0 1194.0 87.0 -0.097 0.038 1000.0 -1000.0 -0.124 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 13.0 1018.0 78.0 -0.038 0.038 1000.0 -1000.0 -0.078 -1000.0 Caspase cascade in apoptosis 12.0 939.0 74.0 -0.041 0.031 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by PTP1B 12.0 984.0 76.0 -0.091 0.017 1000.0 -1000.0 -0.069 -1000.0 Signaling events mediated by HDAC Class III 12.0 512.0 40.0 -0.117 0.018 1000.0 -1000.0 -0.04 -1000.0 S1P1 pathway 12.0 456.0 36.0 -0.066 0.011 1000.0 -1000.0 -0.051 -1000.0 FAS signaling pathway (CD95) 12.0 598.0 47.0 -0.242 0.012 1000.0 -1000.0 -0.043 -1000.0 EPHB forward signaling 12.0 1093.0 85.0 -0.066 0.05 1000.0 -1000.0 -0.077 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 12.0 1579.0 125.0 -0.312 0.034 1000.0 -1000.0 -0.08 -1000.0 LPA receptor mediated events 12.0 1297.0 102.0 -0.119 0.03 1000.0 -1000.0 -0.074 -1000.0 BCR signaling pathway 12.0 1204.0 99.0 -0.126 0.027 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by PRL 12.0 410.0 34.0 -0.184 0.021 1000.0 -1000.0 -0.039 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 612.0 54.0 -0.136 0.021 1000.0 -1000.0 -0.083 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 11.0 973.0 85.0 -0.041 0.032 1000.0 -1000.0 -0.069 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1030.0 93.0 -0.073 0.042 1000.0 -1000.0 -0.077 -1000.0 BARD1 signaling events 10.0 622.0 57.0 -0.184 0.03 1000.0 -1000.0 -0.062 -1000.0 Ephrin A reverse signaling 10.0 72.0 7.0 -0.01 0.008 1000.0 -1000.0 -0.026 -1000.0 IL1-mediated signaling events 10.0 645.0 62.0 -0.141 0.049 1000.0 -1000.0 -0.084 -1000.0 S1P5 pathway 10.0 186.0 17.0 -0.035 0.03 1000.0 -1000.0 -0.043 -1000.0 Calcium signaling in the CD4+ TCR pathway 10.0 324.0 31.0 -0.103 0.012 1000.0 -1000.0 -0.09 -1000.0 Regulation of p38-alpha and p38-beta 9.0 496.0 54.0 -0.071 0.019 1000.0 -1000.0 -0.051 -1000.0 IL2 signaling events mediated by STAT5 9.0 201.0 22.0 -0.123 0.055 1000.0 -1000.0 -0.047 -1000.0 Plasma membrane estrogen receptor signaling 9.0 797.0 86.0 -0.035 0.03 1000.0 -1000.0 -0.068 -1000.0 S1P4 pathway 9.0 244.0 25.0 -0.035 0.01 1000.0 -1000.0 -0.045 -1000.0 ErbB2/ErbB3 signaling events 8.0 584.0 65.0 -0.094 0.019 1000.0 -1000.0 -0.06 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 137.0 17.0 -0.014 0.021 1000.0 -1000.0 -0.04 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1082.0 136.0 -0.106 0.05 1000.0 -1000.0 -0.067 -1000.0 IL27-mediated signaling events 7.0 358.0 51.0 -0.107 0.011 1000.0 -1000.0 -0.068 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 187.0 28.0 -0.035 0.02 1000.0 -1000.0 -0.049 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 94.0 15.0 -0.0 0.022 1000.0 -1000.0 -0.028 -1000.0 Arf6 trafficking events 6.0 458.0 71.0 -0.082 0.034 1000.0 -1000.0 -0.068 -1000.0 Regulation of Telomerase 6.0 679.0 102.0 -0.093 0.03 1000.0 -1000.0 -0.1 -1000.0 Insulin Pathway 6.0 473.0 74.0 -0.151 0.03 1000.0 -1000.0 -0.075 -1000.0 VEGFR1 specific signals 6.0 379.0 56.0 -0.312 0.041 1000.0 -1000.0 -0.064 -1000.0 p38 MAPK signaling pathway 6.0 272.0 44.0 -0.081 0.026 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by HDAC Class II 5.0 395.0 75.0 -0.047 0.027 1000.0 -1000.0 -0.058 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 88.0 17.0 -0.013 0.031 1000.0 -1000.0 -0.057 -1000.0 Cellular roles of Anthrax toxin 5.0 222.0 39.0 -0.046 0.015 1000.0 -1000.0 -0.028 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 371.0 65.0 -0.171 0.054 1000.0 -1000.0 -0.057 -1000.0 Ceramide signaling pathway 5.0 401.0 76.0 -0.091 0.036 1000.0 -1000.0 -0.049 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 417.0 83.0 -0.068 0.04 1000.0 -1000.0 -0.072 -1000.0 Retinoic acid receptors-mediated signaling 5.0 336.0 58.0 -0.166 0.032 1000.0 -1000.0 -0.066 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 371.0 74.0 -0.114 0.06 1000.0 -1000.0 -0.074 -1000.0 IFN-gamma pathway 4.0 295.0 68.0 -0.081 0.047 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by HDAC Class I 4.0 423.0 104.0 -0.047 0.043 1000.0 -1000.0 -0.064 -1000.0 FoxO family signaling 4.0 317.0 64.0 -0.127 0.055 1000.0 -1000.0 -0.075 -1000.0 IL2 signaling events mediated by PI3K 4.0 254.0 58.0 -0.148 0.066 1000.0 -1000.0 -0.079 -1000.0 Class I PI3K signaling events 4.0 344.0 73.0 -0.071 0.024 1000.0 -1000.0 -0.058 -1000.0 Circadian rhythm pathway 3.0 79.0 22.0 -0.03 0.033 1000.0 -1000.0 -0.049 -1000.0 Arf6 downstream pathway 3.0 164.0 43.0 -0.041 0.026 1000.0 -1000.0 -0.036 -1000.0 TCGA08_rtk_signaling 3.0 91.0 26.0 -0.022 0.037 1000.0 -1000.0 -0.019 -1000.0 IGF1 pathway 3.0 212.0 57.0 -0.037 0.04 1000.0 -1000.0 -0.076 -1000.0 S1P3 pathway 3.0 158.0 42.0 -0.034 0.023 1000.0 -1000.0 -0.049 -1000.0 TRAIL signaling pathway 2.0 124.0 48.0 -0.009 0.039 1000.0 -1000.0 -0.062 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 116.0 45.0 -0.013 0.061 1000.0 -1000.0 -0.079 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 182.0 76.0 -0.043 0.05 1000.0 -1000.0 -0.068 -1000.0 Rapid glucocorticoid signaling 2.0 59.0 20.0 -0.007 0.01 1000.0 -1000.0 -0.031 -1000.0 PDGFR-beta signaling pathway 2.0 219.0 97.0 -0.037 0.048 1000.0 -1000.0 -0.073 -1000.0 Canonical NF-kappaB pathway 1.0 44.0 39.0 -0.014 0.066 1000.0 -1000.0 -0.072 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.002 0.009 1000.0 -1000.0 -0.033 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 62.0 37.0 -0.005 0.037 1000.0 -1000.0 -0.046 -1000.0 ceramide signaling pathway 1.0 54.0 49.0 -0.013 0.039 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling events 1.0 8.0 5.0 -0.002 0.01 1000.0 -1000.0 -0.037 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 11.0 23.0 -0.003 0.036 1000.0 -1000.0 -0.063 -1000.0 EPO signaling pathway 0.0 50.0 55.0 -0.005 0.058 1000.0 -1000.0 -0.085 -1000.0 Insulin-mediated glucose transport 0.0 24.0 32.0 -0.004 0.035 1000.0 -1000.0 -0.055 -1000.0 mTOR signaling pathway 0.0 14.0 53.0 -0.001 0.026 1000.0 -1000.0 -0.054 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 25.0 68.0 -0.034 0.046 1000.0 -1000.0 -0.058 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 24.0 36.0 -0.003 0.018 1000.0 -1000.0 -0.056 -1000.0 Atypical NF-kappaB pathway 0.0 21.0 31.0 -0.002 0.038 1000.0 -1000.0 -0.048 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 9.0 27.0 -0.001 0.023 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in keratinocytes 0.0 28.0 43.0 -0.007 0.037 1000.0 -1000.0 -0.057 -1000.0 Arf1 pathway 0.0 20.0 54.0 -0.006 0.024 1000.0 -1000.0 -0.044 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.01 1000.0 -1000.0 -0.052 -1000.0 Total 2787 160870 7203 -18.5624959383 -995.223630866 131000 -131000 -8.32157033414 -131000