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 145.0 580.0 4.0 -0.201 -0.117 1000.0 -1000.0 -0.035 -1000.0 Angiopoietin receptor Tie2-mediated signaling 106.0 9384.0 88.0 -0.564 0.053 1000.0 -1000.0 -0.107 -1000.0 FOXM1 transcription factor network 106.0 5440.0 51.0 -0.603 0.01 1000.0 -1000.0 -0.19 -1000.0 Aurora B signaling 101.0 6816.0 67.0 -0.428 0.01 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by the Hedgehog family 79.0 4129.0 52.0 -0.369 0.177 1000.0 -1000.0 -0.069 -1000.0 Aurora C signaling 60.0 425.0 7.0 -0.271 0.005 1000.0 -1000.0 -0.031 -1000.0 Endothelins 58.0 5603.0 96.0 -0.291 0.031 1000.0 -1000.0 -0.067 -1000.0 PLK1 signaling events 57.0 4880.0 85.0 -0.309 0.064 1000.0 -1000.0 -0.049 -1000.0 HIF-1-alpha transcription factor network 55.0 4205.0 76.0 -0.498 0.016 1000.0 -1000.0 -0.156 -1000.0 Visual signal transduction: Cones 47.0 1796.0 38.0 -0.165 0.01 1000.0 -1000.0 -0.051 -1000.0 Osteopontin-mediated events 46.0 1767.0 38.0 -0.381 0.011 1000.0 -1000.0 -0.088 -1000.0 IL4-mediated signaling events 46.0 4264.0 91.0 -0.812 0.536 1000.0 -1000.0 -0.171 -1000.0 amb2 Integrin signaling 41.0 3414.0 82.0 -0.472 0.01 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 40.0 3261.0 81.0 -0.368 0.027 1000.0 -1000.0 -0.076 -1000.0 Fc-epsilon receptor I signaling in mast cells 38.0 3722.0 97.0 -0.151 0.028 1000.0 -1000.0 -0.075 -1000.0 Signaling mediated by p38-alpha and p38-beta 38.0 1674.0 44.0 -0.11 0.01 1000.0 -1000.0 -0.048 -1000.0 Signaling events regulated by Ret tyrosine kinase 36.0 3033.0 82.0 -0.168 0.01 1000.0 -1000.0 -0.079 -1000.0 FOXA2 and FOXA3 transcription factor networks 35.0 1634.0 46.0 -0.486 0.016 1000.0 -1000.0 -0.09 -1000.0 TCGA08_retinoblastoma 35.0 280.0 8.0 -0.151 0.047 1000.0 -1000.0 -0.019 -1000.0 TCGA08_p53 33.0 234.0 7.0 -0.104 0.052 1000.0 -1000.0 -0.017 -1000.0 Visual signal transduction: Rods 31.0 1623.0 52.0 -0.158 0.01 1000.0 -1000.0 -0.074 -1000.0 LPA4-mediated signaling events 30.0 360.0 12.0 -0.12 0.013 1000.0 -1000.0 -0.027 -1000.0 Glucocorticoid receptor regulatory network 30.0 3525.0 114.0 -0.395 0.243 1000.0 -1000.0 -0.072 -1000.0 p75(NTR)-mediated signaling 29.0 3648.0 125.0 -0.291 0.019 1000.0 -1000.0 -0.084 -1000.0 Arf6 signaling events 28.0 1762.0 62.0 -0.187 0.011 1000.0 -1000.0 -0.056 -1000.0 Canonical Wnt signaling pathway 27.0 1404.0 51.0 -0.34 0.146 1000.0 -1000.0 -0.057 -1000.0 Ephrin B reverse signaling 26.0 1275.0 48.0 -0.103 0.061 1000.0 -1000.0 -0.062 -1000.0 Integrins in angiogenesis 26.0 2193.0 84.0 -0.384 0.025 1000.0 -1000.0 -0.071 -1000.0 Effects of Botulinum toxin 25.0 652.0 26.0 -0.081 0.01 1000.0 -1000.0 -0.053 -1000.0 EGFR-dependent Endothelin signaling events 25.0 525.0 21.0 -0.095 0.01 1000.0 -1000.0 -0.054 -1000.0 Syndecan-1-mediated signaling events 24.0 817.0 34.0 -0.353 0.01 1000.0 -1000.0 -0.055 -1000.0 Glypican 1 network 24.0 1199.0 48.0 -0.103 0.019 1000.0 -1000.0 -0.043 -1000.0 Thromboxane A2 receptor signaling 23.0 2465.0 105.0 -0.095 0.03 1000.0 -1000.0 -0.067 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 23.0 1627.0 68.0 -0.14 0.032 1000.0 -1000.0 -0.123 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 23.0 2855.0 120.0 -0.236 0.197 1000.0 -1000.0 -0.06 -1000.0 ErbB4 signaling events 22.0 1528.0 69.0 -0.192 0.202 1000.0 -1000.0 -0.083 -1000.0 Aurora A signaling 22.0 1358.0 60.0 -0.304 0.016 1000.0 -1000.0 -0.053 -1000.0 Presenilin action in Notch and Wnt signaling 20.0 1240.0 61.0 -0.34 0.02 1000.0 -1000.0 -0.063 -1000.0 IL6-mediated signaling events 20.0 1573.0 75.0 -0.334 0.042 1000.0 -1000.0 -0.091 -1000.0 IL23-mediated signaling events 20.0 1234.0 60.0 -0.28 0.015 1000.0 -1000.0 -0.185 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 20.0 670.0 33.0 -0.145 0.024 1000.0 -1000.0 -0.053 -1000.0 PDGFR-alpha signaling pathway 18.0 812.0 44.0 -0.304 0.026 1000.0 -1000.0 -0.051 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 18.0 951.0 52.0 -0.245 0.042 1000.0 -1000.0 -0.048 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.014 -1000.0 1000.0 -1000.0 -0.021 -1000.0 Nongenotropic Androgen signaling 17.0 924.0 52.0 -0.056 0.01 1000.0 -1000.0 -0.056 -1000.0 Wnt signaling 17.0 124.0 7.0 -0.062 0.009 1000.0 -1000.0 -0.028 -1000.0 PLK2 and PLK4 events 16.0 48.0 3.0 -0.021 -0.005 1000.0 -1000.0 -0.014 -1000.0 HIF-2-alpha transcription factor network 16.0 696.0 43.0 -0.136 0.069 1000.0 -1000.0 -0.088 -1000.0 Syndecan-3-mediated signaling events 16.0 593.0 35.0 -0.195 0.01 1000.0 -1000.0 -0.054 -1000.0 Regulation of Androgen receptor activity 15.0 1077.0 70.0 -0.247 0.028 1000.0 -1000.0 -0.059 -1000.0 Syndecan-2-mediated signaling events 14.0 996.0 69.0 -0.097 0.032 1000.0 -1000.0 -0.047 -1000.0 Syndecan-4-mediated signaling events 14.0 967.0 67.0 -0.187 0.014 1000.0 -1000.0 -0.073 -1000.0 Coregulation of Androgen receptor activity 13.0 990.0 76.0 -0.145 0.018 1000.0 -1000.0 -0.053 -1000.0 Reelin signaling pathway 13.0 760.0 56.0 -0.097 0.01 1000.0 -1000.0 -0.072 -1000.0 Noncanonical Wnt signaling pathway 12.0 334.0 26.0 -0.062 0.01 1000.0 -1000.0 -0.07 -1000.0 IL12-mediated signaling events 11.0 1023.0 87.0 -0.095 0.04 1000.0 -1000.0 -0.123 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 599.0 54.0 -0.143 0.021 1000.0 -1000.0 -0.082 -1000.0 Nectin adhesion pathway 11.0 728.0 63.0 -0.035 0.018 1000.0 -1000.0 -0.064 -1000.0 LPA receptor mediated events 11.0 1131.0 102.0 -0.109 0.03 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 11.0 892.0 78.0 -0.041 0.037 1000.0 -1000.0 -0.078 -1000.0 Caspase cascade in apoptosis 10.0 766.0 74.0 -0.052 0.029 1000.0 -1000.0 -0.044 -1000.0 Ephrin A reverse signaling 10.0 72.0 7.0 -0.012 0.006 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by PTP1B 10.0 824.0 76.0 -0.094 0.016 1000.0 -1000.0 -0.071 -1000.0 Signaling events mediated by HDAC Class III 10.0 424.0 40.0 -0.114 0.018 1000.0 -1000.0 -0.037 -1000.0 FAS signaling pathway (CD95) 10.0 483.0 47.0 -0.239 0.013 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by PRL 10.0 341.0 34.0 -0.181 0.02 1000.0 -1000.0 -0.037 -1000.0 BARD1 signaling events 9.0 513.0 57.0 -0.181 0.031 1000.0 -1000.0 -0.055 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 9.0 849.0 85.0 -0.046 0.032 1000.0 -1000.0 -0.064 -1000.0 IL1-mediated signaling events 9.0 600.0 62.0 -0.139 0.049 1000.0 -1000.0 -0.078 -1000.0 S1P1 pathway 9.0 354.0 36.0 -0.06 0.012 1000.0 -1000.0 -0.052 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 284.0 31.0 -0.103 0.011 1000.0 -1000.0 -0.082 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 9.0 1215.0 125.0 -0.304 0.039 1000.0 -1000.0 -0.086 -1000.0 BCR signaling pathway 9.0 982.0 99.0 -0.132 0.027 1000.0 -1000.0 -0.074 -1000.0 ErbB2/ErbB3 signaling events 8.0 528.0 65.0 -0.089 0.02 1000.0 -1000.0 -0.06 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 8.0 304.0 34.0 -0.031 0.013 1000.0 -1000.0 -0.054 -1000.0 TCR signaling in naïve CD8+ T cells 8.0 781.0 93.0 -0.07 0.042 1000.0 -1000.0 -0.073 -1000.0 IL2 signaling events mediated by STAT5 8.0 178.0 22.0 -0.129 0.055 1000.0 -1000.0 -0.056 -1000.0 Arf6 trafficking events 8.0 577.0 71.0 -0.084 0.034 1000.0 -1000.0 -0.056 -1000.0 EPHB forward signaling 7.0 656.0 85.0 -0.067 0.05 1000.0 -1000.0 -0.078 -1000.0 Regulation of p38-alpha and p38-beta 7.0 386.0 54.0 -0.066 0.02 1000.0 -1000.0 -0.056 -1000.0 Plasma membrane estrogen receptor signaling 7.0 622.0 86.0 -0.036 0.03 1000.0 -1000.0 -0.074 -1000.0 S1P4 pathway 7.0 188.0 25.0 -0.036 0.01 1000.0 -1000.0 -0.049 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 921.0 136.0 -0.107 0.051 1000.0 -1000.0 -0.064 -1000.0 S1P5 pathway 6.0 113.0 17.0 -0.036 0.03 1000.0 -1000.0 -0.049 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 159.0 28.0 -0.036 0.02 1000.0 -1000.0 -0.051 -1000.0 Cellular roles of Anthrax toxin 5.0 207.0 39.0 -0.043 0.016 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 80.0 15.0 -0.0 0.02 1000.0 -1000.0 -0.029 -1000.0 IL27-mediated signaling events 5.0 275.0 51.0 -0.105 0.011 1000.0 -1000.0 -0.068 -1000.0 Regulation of Telomerase 5.0 589.0 102.0 -0.097 0.032 1000.0 -1000.0 -0.096 -1000.0 Insulin Pathway 5.0 387.0 74.0 -0.147 0.03 1000.0 -1000.0 -0.08 -1000.0 VEGFR1 specific signals 5.0 297.0 56.0 -0.304 0.042 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by HDAC Class II 4.0 324.0 75.0 -0.046 0.027 1000.0 -1000.0 -0.051 -1000.0 Hedgehog signaling events mediated by Gli proteins 4.0 324.0 65.0 -0.171 0.054 1000.0 -1000.0 -0.059 -1000.0 Ceramide signaling pathway 4.0 328.0 76.0 -0.095 0.032 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by HDAC Class I 4.0 456.0 104.0 -0.055 0.043 1000.0 -1000.0 -0.056 -1000.0 Retinoic acid receptors-mediated signaling 4.0 278.0 58.0 -0.159 0.033 1000.0 -1000.0 -0.065 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 316.0 74.0 -0.112 0.061 1000.0 -1000.0 -0.072 -1000.0 Class I PI3K signaling events 4.0 304.0 73.0 -0.06 0.025 1000.0 -1000.0 -0.054 -1000.0 p38 MAPK signaling pathway 4.0 218.0 44.0 -0.077 0.026 1000.0 -1000.0 -0.06 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 82.0 17.0 -0.013 0.02 1000.0 -1000.0 -0.036 -1000.0 Circadian rhythm pathway 3.0 84.0 22.0 -0.033 0.034 1000.0 -1000.0 -0.052 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 67.0 17.0 -0.013 0.031 1000.0 -1000.0 -0.057 -1000.0 Arf6 downstream pathway 3.0 161.0 43.0 -0.052 0.027 1000.0 -1000.0 -0.04 -1000.0 IFN-gamma pathway 3.0 241.0 68.0 -0.076 0.047 1000.0 -1000.0 -0.086 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 317.0 83.0 -0.064 0.04 1000.0 -1000.0 -0.078 -1000.0 FoxO family signaling 3.0 250.0 64.0 -0.136 0.055 1000.0 -1000.0 -0.09 -1000.0 IL2 signaling events mediated by PI3K 3.0 201.0 58.0 -0.135 0.066 1000.0 -1000.0 -0.078 -1000.0 S1P3 pathway 3.0 134.0 42.0 -0.035 0.021 1000.0 -1000.0 -0.052 -1000.0 TRAIL signaling pathway 2.0 108.0 48.0 -0.01 0.04 1000.0 -1000.0 -0.056 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 122.0 45.0 -0.02 0.061 1000.0 -1000.0 -0.084 -1000.0 TCGA08_rtk_signaling 2.0 75.0 26.0 -0.025 0.037 1000.0 -1000.0 -0.021 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 175.0 76.0 -0.053 0.05 1000.0 -1000.0 -0.072 -1000.0 IGF1 pathway 2.0 118.0 57.0 -0.039 0.042 1000.0 -1000.0 -0.081 -1000.0 Rapid glucocorticoid signaling 2.0 48.0 20.0 -0.006 0.01 1000.0 -1000.0 -0.035 -1000.0 PDGFR-beta signaling pathway 2.0 199.0 97.0 -0.041 0.049 1000.0 -1000.0 -0.07 -1000.0 Canonical NF-kappaB pathway 1.0 54.0 39.0 -0.021 0.066 1000.0 -1000.0 -0.073 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.003 0.009 1000.0 -1000.0 -0.035 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 47.0 37.0 -0.005 0.028 1000.0 -1000.0 -0.058 -1000.0 ceramide signaling pathway 1.0 72.0 49.0 -0.02 0.036 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling events 1.0 8.0 5.0 -0.002 0.01 1000.0 -1000.0 -0.038 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 9.0 23.0 -0.003 0.036 1000.0 -1000.0 -0.061 -1000.0 EPO signaling pathway 0.0 44.0 55.0 -0.005 0.06 1000.0 -1000.0 -0.076 -1000.0 Insulin-mediated glucose transport 0.0 23.0 32.0 -0.004 0.035 1000.0 -1000.0 -0.058 -1000.0 mTOR signaling pathway 0.0 10.0 53.0 -0.001 0.027 1000.0 -1000.0 -0.052 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 22.0 68.0 -0.034 0.046 1000.0 -1000.0 -0.056 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 15.0 36.0 -0.004 0.018 1000.0 -1000.0 -0.063 -1000.0 Atypical NF-kappaB pathway 0.0 12.0 31.0 -0.002 0.038 1000.0 -1000.0 -0.058 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 14.0 27.0 -0.002 0.023 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in keratinocytes 0.0 26.0 43.0 -0.008 0.038 1000.0 -1000.0 -0.057 -1000.0 Arf1 pathway 0.0 16.0 54.0 -0.006 0.024 1000.0 -1000.0 -0.038 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.01 1000.0 -1000.0 -0.047 -1000.0 Total 2309 134038 7203 -18.6445208074 -995.162095737 131000 -131000 -8.33904960142 -131000