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 FOXM1 transcription factor network 8.0 456.0 51.0 -0.653 0.04 1000.0 -1000.0 -0.065 -1000.0 HIF-1-alpha transcription factor network 6.0 523.0 76.0 -0.529 0.055 1000.0 -1000.0 -0.045 -1000.0 TCGA08_retinoblastoma 5.0 41.0 8.0 -0.099 0.05 1000.0 -1000.0 -0.004 -1000.0 Osteopontin-mediated events 4.0 174.0 38.0 -0.309 0.041 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by the Hedgehog family 4.0 230.0 52.0 -0.27 0.118 1000.0 -1000.0 -0.035 -1000.0 Endothelins 4.0 403.0 96.0 -0.271 0.052 1000.0 -1000.0 -0.054 -1000.0 IL23-mediated signaling events 4.0 272.0 60.0 -0.583 0.038 1000.0 -1000.0 -0.074 -1000.0 IL12-mediated signaling events 3.0 273.0 87.0 -0.285 0.041 1000.0 -1000.0 -0.055 -1000.0 IL4-mediated signaling events 3.0 324.0 91.0 -0.726 0.568 1000.0 -1000.0 -0.118 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 317.0 97.0 -0.157 0.041 1000.0 -1000.0 -0.062 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 148.0 44.0 -0.14 0.041 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 377.0 125.0 -0.122 0.056 1000.0 -1000.0 -0.058 -1000.0 IL27-mediated signaling events 3.0 177.0 51.0 -0.217 0.166 1000.0 -1000.0 -0.075 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 256.0 68.0 -0.47 0.163 1000.0 -1000.0 -0.068 -1000.0 EGFR-dependent Endothelin signaling events 3.0 71.0 21.0 -0.108 0.055 1000.0 -1000.0 -0.02 -1000.0 Visual signal transduction: Rods 3.0 156.0 52.0 -0.217 0.049 1000.0 -1000.0 -0.032 -1000.0 Syndecan-1-mediated signaling events 2.0 79.0 34.0 -0.171 0.041 1000.0 -1000.0 -0.047 -1000.0 Visual signal transduction: Cones 2.0 111.0 38.0 -0.161 0.053 1000.0 -1000.0 -0.003 -1000.0 Noncanonical Wnt signaling pathway 2.0 52.0 26.0 -0.097 0.041 1000.0 -1000.0 -0.082 -1000.0 Syndecan-2-mediated signaling events 2.0 142.0 69.0 -0.192 0.058 1000.0 -1000.0 -0.056 -1000.0 BMP receptor signaling 2.0 198.0 81.0 -0.201 0.075 1000.0 -1000.0 -0.054 -1000.0 amb2 Integrin signaling 2.0 223.0 82.0 -0.152 0.052 1000.0 -1000.0 -0.039 -1000.0 Glucocorticoid receptor regulatory network 2.0 248.0 114.0 -0.404 0.087 1000.0 -1000.0 -0.063 -1000.0 IL1-mediated signaling events 2.0 157.0 62.0 -0.146 0.069 1000.0 -1000.0 -0.042 -1000.0 Ephrin B reverse signaling 2.0 133.0 48.0 -0.123 0.041 1000.0 -1000.0 -0.035 -1000.0 TCGA08_p53 2.0 20.0 7.0 -0.081 0.053 1000.0 -1000.0 -0.007 -1000.0 Integrins in angiogenesis 2.0 181.0 84.0 -0.162 0.048 1000.0 -1000.0 -0.061 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 207.0 93.0 -0.056 0.055 1000.0 -1000.0 -0.045 -1000.0 Glypican 2 network 2.0 9.0 4.0 -0.024 -0.0 1000.0 -1000.0 -0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 79.0 31.0 -0.244 0.043 1000.0 -1000.0 -0.038 -1000.0 Wnt signaling 2.0 20.0 7.0 -0.097 0.04 1000.0 -1000.0 -0.018 -1000.0 IL6-mediated signaling events 2.0 188.0 75.0 -0.453 0.048 1000.0 -1000.0 -0.043 -1000.0 BCR signaling pathway 2.0 273.0 99.0 -0.189 0.07 1000.0 -1000.0 -0.066 -1000.0 Syndecan-4-mediated signaling events 2.0 173.0 67.0 -0.115 0.055 1000.0 -1000.0 -0.055 -1000.0 Plasma membrane estrogen receptor signaling 2.0 254.0 86.0 -0.196 0.185 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 190.0 78.0 -0.124 0.045 1000.0 -1000.0 -0.047 -1000.0 Caspase cascade in apoptosis 1.0 132.0 74.0 -0.063 0.053 1000.0 -1000.0 -0.034 -1000.0 Coregulation of Androgen receptor activity 1.0 90.0 76.0 -0.208 0.052 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 1.0 94.0 69.0 -0.315 0.074 1000.0 -1000.0 -0.035 -1000.0 PLK2 and PLK4 events 1.0 5.0 3.0 -0.012 0.04 1000.0 -1000.0 -0.003 -1000.0 Thromboxane A2 receptor signaling 1.0 201.0 105.0 -0.088 0.053 1000.0 -1000.0 -0.051 -1000.0 Cellular roles of Anthrax toxin 1.0 55.0 39.0 -0.062 0.037 1000.0 -1000.0 -0.024 -1000.0 Arf6 signaling events 1.0 118.0 62.0 -0.108 0.041 1000.0 -1000.0 -0.021 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 147.0 85.0 -0.128 0.044 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by PTP1B 1.0 134.0 76.0 -0.142 0.1 1000.0 -1000.0 -0.039 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 71.0 61.0 -0.166 0.063 1000.0 -1000.0 -0.055 -1000.0 FOXA2 and FOXA3 transcription factor networks 1.0 71.0 46.0 -0.255 0.046 1000.0 -1000.0 -0.088 -1000.0 Glypican 1 network 1.0 52.0 48.0 -0.01 0.056 1000.0 -1000.0 -0.034 -1000.0 PLK1 signaling events 1.0 89.0 85.0 -0.138 0.06 1000.0 -1000.0 -0.044 -1000.0 mTOR signaling pathway 1.0 102.0 53.0 -0.093 0.04 1000.0 -1000.0 -0.049 -1000.0 IFN-gamma pathway 1.0 101.0 68.0 -0.11 0.041 1000.0 -1000.0 -0.058 -1000.0 Nectin adhesion pathway 1.0 105.0 63.0 -0.098 0.059 1000.0 -1000.0 -0.061 -1000.0 Ceramide signaling pathway 1.0 92.0 76.0 -0.063 0.057 1000.0 -1000.0 -0.036 -1000.0 Reelin signaling pathway 1.0 57.0 56.0 -0.041 0.059 1000.0 -1000.0 -0.037 -1000.0 TRAIL signaling pathway 1.0 83.0 48.0 -0.029 0.041 1000.0 -1000.0 -0.03 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 82.0 82.0 -0.051 0.061 1000.0 -1000.0 -0.075 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 71.0 52.0 -0.091 0.086 1000.0 -1000.0 -0.04 -1000.0 HIF-2-alpha transcription factor network 1.0 64.0 43.0 -0.168 0.077 1000.0 -1000.0 -0.045 -1000.0 S1P1 pathway 1.0 57.0 36.0 -0.132 0.04 1000.0 -1000.0 -0.042 -1000.0 FoxO family signaling 1.0 69.0 64.0 -0.243 0.055 1000.0 -1000.0 -0.037 -1000.0 FAS signaling pathway (CD95) 1.0 91.0 47.0 -0.111 0.051 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 17.0 15.0 -0.041 0.04 1000.0 -1000.0 -0.026 -1000.0 Syndecan-3-mediated signaling events 1.0 68.0 35.0 -0.192 0.062 1000.0 -1000.0 -0.049 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 65.0 45.0 -0.059 0.056 1000.0 -1000.0 -0.045 -1000.0 Canonical Wnt signaling pathway 1.0 80.0 51.0 -0.166 0.094 1000.0 -1000.0 -0.046 -1000.0 EPHB forward signaling 1.0 131.0 85.0 -0.071 0.084 1000.0 -1000.0 -0.074 -1000.0 Effects of Botulinum toxin 1.0 33.0 26.0 -0.032 0.036 1000.0 -1000.0 -0.011 -1000.0 Nongenotropic Androgen signaling 1.0 59.0 52.0 -0.029 0.051 1000.0 -1000.0 -0.044 -1000.0 TCGA08_rtk_signaling 1.0 31.0 26.0 -0.084 0.041 1000.0 -1000.0 -0.005 -1000.0 LPA receptor mediated events 1.0 158.0 102.0 -0.222 0.068 1000.0 -1000.0 -0.076 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 116.0 74.0 -0.128 0.06 1000.0 -1000.0 -0.078 -1000.0 IGF1 pathway 1.0 65.0 57.0 -0.051 0.065 1000.0 -1000.0 -0.049 -1000.0 Insulin Pathway 1.0 131.0 74.0 -0.126 0.067 1000.0 -1000.0 -0.051 -1000.0 VEGFR1 specific signals 1.0 57.0 56.0 -0.022 0.04 1000.0 -1000.0 -0.049 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 33.0 33.0 -0.133 0.099 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 1.0 43.0 43.0 -0.084 0.042 1000.0 -1000.0 -0.052 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.03 0.03 1000.0 -1000.0 -0.018 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 -0.006 0.036 1000.0 -1000.0 0.01 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 22.0 17.0 -0.0 0.044 1000.0 -1000.0 -0.028 -1000.0 Aurora B signaling 1.0 130.0 67.0 -0.127 0.045 1000.0 -1000.0 -0.056 -1000.0 LPA4-mediated signaling events 0.0 5.0 12.0 -0.004 0.058 1000.0 -1000.0 -0.016 -1000.0 ErbB2/ErbB3 signaling events 0.0 26.0 65.0 -0.022 0.069 1000.0 -1000.0 -0.067 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 94.0 136.0 -0.165 0.161 1000.0 -1000.0 -0.045 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 7.0 23.0 -0.003 0.07 1000.0 -1000.0 -0.032 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 8.0 34.0 -0.044 0.087 1000.0 -1000.0 -0.033 -1000.0 Canonical NF-kappaB pathway 0.0 11.0 39.0 -0.0 0.083 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 0.0 42.0 75.0 -0.118 0.078 1000.0 -1000.0 -0.024 -1000.0 BARD1 signaling events 0.0 18.0 57.0 -0.073 0.075 1000.0 -1000.0 -0.043 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 20.0 28.0 -0.033 0.042 1000.0 -1000.0 -0.018 -1000.0 Circadian rhythm pathway 0.0 14.0 22.0 -0.096 0.08 1000.0 -1000.0 -0.04 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 26.0 54.0 -0.04 0.053 1000.0 -1000.0 -0.046 -1000.0 Ephrin A reverse signaling 0.0 6.0 7.0 -0.0 0.03 1000.0 -1000.0 -0.01 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 4.0 17.0 -0.003 0.086 1000.0 -1000.0 -0.032 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.038 0.059 1000.0 -1000.0 0.013 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 60.0 65.0 -0.245 0.08 1000.0 -1000.0 -0.043 -1000.0 Aurora A signaling 0.0 45.0 60.0 -0.064 0.082 1000.0 -1000.0 -0.018 -1000.0 p75(NTR)-mediated signaling 0.0 112.0 125.0 -0.176 0.089 1000.0 -1000.0 -0.061 -1000.0 Arf6 downstream pathway 0.0 26.0 43.0 -0.042 0.055 1000.0 -1000.0 -0.035 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.026 0.044 1000.0 -1000.0 -0.019 -1000.0 EPO signaling pathway 0.0 18.0 55.0 0.0 0.082 1000.0 -1000.0 -0.039 -1000.0 Insulin-mediated glucose transport 0.0 8.0 32.0 -0.024 0.052 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 0.0 35.0 44.0 -0.068 0.066 1000.0 -1000.0 -0.048 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 56.0 68.0 -0.024 0.066 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 14.0 37.0 -0.004 0.092 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class III 0.0 20.0 40.0 -0.09 0.072 1000.0 -1000.0 -0.024 -1000.0 S1P5 pathway 0.0 8.0 17.0 -0.031 0.041 1000.0 -1000.0 -0.012 -1000.0 ceramide signaling pathway 0.0 33.0 49.0 -0.063 0.045 1000.0 -1000.0 -0.035 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 24.0 83.0 -0.033 0.075 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class I 0.0 20.0 104.0 -0.051 0.085 1000.0 -1000.0 -0.038 -1000.0 Retinoic acid receptors-mediated signaling 0.0 44.0 58.0 -0.017 0.081 1000.0 -1000.0 -0.039 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 12.0 36.0 -0.078 0.08 1000.0 -1000.0 -0.04 -1000.0 Atypical NF-kappaB pathway 0.0 14.0 31.0 0.0 0.056 1000.0 -1000.0 -0.018 -1000.0 IL2 signaling events mediated by PI3K 0.0 39.0 58.0 -0.03 0.093 1000.0 -1000.0 -0.039 -1000.0 Regulation of p38-alpha and p38-beta 0.0 35.0 54.0 -0.032 0.075 1000.0 -1000.0 -0.034 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 56.0 76.0 -0.049 0.059 1000.0 -1000.0 -0.075 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.067 1000.0 -1000.0 -0.034 -1000.0 IL2 signaling events mediated by STAT5 0.0 13.0 22.0 -0.064 0.046 1000.0 -1000.0 -0.047 -1000.0 Class I PI3K signaling events 0.0 51.0 73.0 -0.035 0.041 1000.0 -1000.0 -0.044 -1000.0 Arf6 trafficking events 0.0 10.0 71.0 -0.044 0.047 1000.0 -1000.0 -0.033 -1000.0 Regulation of Telomerase 0.0 95.0 102.0 -0.118 0.077 1000.0 -1000.0 -0.035 -1000.0 S1P3 pathway 0.0 27.0 42.0 -0.033 0.042 1000.0 -1000.0 -0.036 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 53.0 88.0 -0.112 0.095 1000.0 -1000.0 -0.072 -1000.0 Rapid glucocorticoid signaling 0.0 11.0 20.0 -0.0 0.041 1000.0 -1000.0 -0.004 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 0.0 87.0 120.0 -0.088 0.084 1000.0 -1000.0 -0.054 -1000.0 PDGFR-beta signaling pathway 0.0 38.0 97.0 -0.045 0.092 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by PRL 0.0 32.0 34.0 -0.108 0.059 1000.0 -1000.0 -0.042 -1000.0 S1P4 pathway 0.0 12.0 25.0 -0.0 0.048 1000.0 -1000.0 -0.026 -1000.0 p38 MAPK signaling pathway 0.0 36.0 44.0 -0.075 0.064 1000.0 -1000.0 -0.03 -1000.0 Arf1 pathway 0.0 5.0 54.0 -0.0 0.047 1000.0 -1000.0 -0.018 -1000.0 Alternative NF-kappaB pathway 0.0 1.0 13.0 -0.0 0.096 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 59.0 70.0 -0.212 0.051 1000.0 -1000.0 -0.046 -1000.0 Total 146 12115 7203 -15.7110598125 8.67191909309 131000 -131000 -5.25736050864 -131000