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 8.0 419.0 51.0 -0.627 0.038 1000.0 -1000.0 -0.079 -1000.0 HIF-1-alpha transcription factor network 5.0 420.0 76.0 -0.456 0.052 1000.0 -1000.0 -0.05 -1000.0 Osteopontin-mediated events 4.0 174.0 38.0 -0.31 0.041 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by the Hedgehog family 4.0 231.0 52.0 -0.277 0.115 1000.0 -1000.0 -0.029 -1000.0 TCGA08_p53 4.0 31.0 7.0 -0.086 0.053 1000.0 -1000.0 -0.007 -1000.0 TCGA08_retinoblastoma 4.0 38.0 8.0 -0.105 0.05 1000.0 -1000.0 -0.004 -1000.0 IL23-mediated signaling events 4.0 281.0 60.0 -0.56 0.036 1000.0 -1000.0 -0.076 -1000.0 IL4-mediated signaling events 3.0 344.0 91.0 -0.714 0.572 1000.0 -1000.0 -0.091 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 344.0 97.0 -0.158 0.038 1000.0 -1000.0 -0.06 -1000.0 Endothelins 3.0 380.0 96.0 -0.263 0.049 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 382.0 125.0 -0.125 0.053 1000.0 -1000.0 -0.055 -1000.0 IL27-mediated signaling events 3.0 174.0 51.0 -0.213 0.152 1000.0 -1000.0 -0.066 -1000.0 Wnt signaling 3.0 23.0 7.0 -0.092 0.037 1000.0 -1000.0 -0.021 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 263.0 68.0 -0.467 0.166 1000.0 -1000.0 -0.076 -1000.0 EGFR-dependent Endothelin signaling events 3.0 78.0 21.0 -0.104 0.053 1000.0 -1000.0 -0.046 -1000.0 Caspase cascade in apoptosis 2.0 165.0 74.0 -0.062 0.052 1000.0 -1000.0 -0.035 -1000.0 IL12-mediated signaling events 2.0 216.0 87.0 -0.274 0.038 1000.0 -1000.0 -0.068 -1000.0 Syndecan-1-mediated signaling events 2.0 88.0 34.0 -0.164 0.038 1000.0 -1000.0 -0.037 -1000.0 Visual signal transduction: Cones 2.0 104.0 38.0 -0.157 0.044 1000.0 -1000.0 -0.009 -1000.0 Noncanonical Wnt signaling pathway 2.0 53.0 26.0 -0.092 0.037 1000.0 -1000.0 -0.044 -1000.0 Thromboxane A2 receptor signaling 2.0 216.0 105.0 -0.094 0.048 1000.0 -1000.0 -0.047 -1000.0 Arf6 signaling events 2.0 129.0 62.0 -0.104 0.038 1000.0 -1000.0 -0.028 -1000.0 BMP receptor signaling 2.0 192.0 81.0 -0.202 0.076 1000.0 -1000.0 -0.054 -1000.0 amb2 Integrin signaling 2.0 221.0 82.0 -0.15 0.049 1000.0 -1000.0 -0.039 -1000.0 Nectin adhesion pathway 2.0 155.0 63.0 -0.106 0.058 1000.0 -1000.0 -0.059 -1000.0 Glucocorticoid receptor regulatory network 2.0 254.0 114.0 -0.402 0.085 1000.0 -1000.0 -0.06 -1000.0 IL1-mediated signaling events 2.0 137.0 62.0 -0.142 0.064 1000.0 -1000.0 -0.042 -1000.0 Ephrin B reverse signaling 2.0 133.0 48.0 -0.119 0.038 1000.0 -1000.0 -0.039 -1000.0 Syndecan-3-mediated signaling events 2.0 85.0 35.0 -0.186 0.05 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 130.0 44.0 -0.137 0.038 1000.0 -1000.0 -0.03 -1000.0 Integrins in angiogenesis 2.0 194.0 84.0 -0.158 0.045 1000.0 -1000.0 -0.053 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 191.0 93.0 -0.053 0.053 1000.0 -1000.0 -0.052 -1000.0 Glypican 2 network 2.0 9.0 4.0 -0.025 0.0 1000.0 -1000.0 0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 74.0 31.0 -0.238 0.039 1000.0 -1000.0 -0.051 -1000.0 IL6-mediated signaling events 2.0 166.0 75.0 -0.448 0.045 1000.0 -1000.0 -0.045 -1000.0 BCR signaling pathway 2.0 255.0 99.0 -0.193 0.066 1000.0 -1000.0 -0.067 -1000.0 Syndecan-4-mediated signaling events 2.0 170.0 67.0 -0.111 0.041 1000.0 -1000.0 -0.043 -1000.0 Plasma membrane estrogen receptor signaling 2.0 248.0 86.0 -0.198 0.187 1000.0 -1000.0 -0.06 -1000.0 Visual signal transduction: Rods 2.0 149.0 52.0 -0.208 0.051 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 197.0 78.0 -0.114 0.044 1000.0 -1000.0 -0.049 -1000.0 Coregulation of Androgen receptor activity 1.0 94.0 76.0 -0.216 0.051 1000.0 -1000.0 -0.023 -1000.0 ErbB4 signaling events 1.0 69.0 69.0 -0.301 0.072 1000.0 -1000.0 -0.046 -1000.0 PLK2 and PLK4 events 1.0 3.0 3.0 -0.012 0.037 1000.0 -1000.0 -0.007 -1000.0 Syndecan-2-mediated signaling events 1.0 136.0 69.0 -0.186 0.063 1000.0 -1000.0 -0.064 -1000.0 Cellular roles of Anthrax toxin 1.0 46.0 39.0 -0.059 0.036 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 129.0 85.0 -0.109 0.046 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by PTP1B 1.0 138.0 76.0 -0.141 0.091 1000.0 -1000.0 -0.035 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 67.0 65.0 -0.243 0.082 1000.0 -1000.0 -0.043 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 77.0 61.0 -0.159 0.049 1000.0 -1000.0 -0.049 -1000.0 FOXA2 and FOXA3 transcription factor networks 1.0 58.0 46.0 -0.24 0.044 1000.0 -1000.0 -0.087 -1000.0 Glypican 1 network 1.0 52.0 48.0 -0.009 0.052 1000.0 -1000.0 -0.035 -1000.0 PLK1 signaling events 1.0 93.0 85.0 -0.137 0.055 1000.0 -1000.0 -0.032 -1000.0 mTOR signaling pathway 1.0 102.0 53.0 -0.064 0.038 1000.0 -1000.0 -0.044 -1000.0 IFN-gamma pathway 1.0 107.0 68.0 -0.106 0.04 1000.0 -1000.0 -0.056 -1000.0 Ceramide signaling pathway 1.0 84.0 76.0 -0.062 0.053 1000.0 -1000.0 -0.031 -1000.0 TRAIL signaling pathway 1.0 76.0 48.0 -0.029 0.038 1000.0 -1000.0 -0.038 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 63.0 52.0 -0.088 0.068 1000.0 -1000.0 -0.051 -1000.0 HIF-2-alpha transcription factor network 1.0 61.0 43.0 -0.158 0.084 1000.0 -1000.0 -0.048 -1000.0 S1P1 pathway 1.0 61.0 36.0 -0.135 0.037 1000.0 -1000.0 -0.042 -1000.0 FAS signaling pathway (CD95) 1.0 67.0 47.0 -0.103 0.048 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 46.0 45.0 -0.05 0.052 1000.0 -1000.0 -0.043 -1000.0 Canonical Wnt signaling pathway 1.0 78.0 51.0 -0.159 0.094 1000.0 -1000.0 -0.057 -1000.0 EPHB forward signaling 1.0 108.0 85.0 -0.069 0.077 1000.0 -1000.0 -0.072 -1000.0 Effects of Botulinum toxin 1.0 31.0 26.0 -0.028 0.034 1000.0 -1000.0 -0.009 -1000.0 Nongenotropic Androgen signaling 1.0 62.0 52.0 -0.029 0.047 1000.0 -1000.0 -0.032 -1000.0 LPA receptor mediated events 1.0 162.0 102.0 -0.221 0.063 1000.0 -1000.0 -0.082 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 132.0 74.0 -0.107 0.056 1000.0 -1000.0 -0.063 -1000.0 Regulation of Telomerase 1.0 102.0 102.0 -0.111 0.072 1000.0 -1000.0 -0.044 -1000.0 IGF1 pathway 1.0 59.0 57.0 -0.054 0.062 1000.0 -1000.0 -0.049 -1000.0 Insulin Pathway 1.0 138.0 74.0 -0.129 0.061 1000.0 -1000.0 -0.042 -1000.0 VEGFR1 specific signals 1.0 65.0 56.0 -0.027 0.038 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by PRL 1.0 35.0 34.0 -0.106 0.055 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 1.0 57.0 43.0 -0.082 0.038 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 -0.008 0.036 1000.0 -1000.0 0.015 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 21.0 17.0 -0.0 0.042 1000.0 -1000.0 -0.028 -1000.0 Aurora B signaling 1.0 107.0 67.0 -0.124 0.045 1000.0 -1000.0 -0.038 -1000.0 LPA4-mediated signaling events 0.0 3.0 12.0 -0.005 0.046 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 0.0 29.0 65.0 -0.021 0.077 1000.0 -1000.0 -0.069 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 105.0 136.0 -0.155 0.152 1000.0 -1000.0 -0.035 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 -0.003 0.068 1000.0 -1000.0 -0.03 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 8.0 34.0 -0.043 0.084 1000.0 -1000.0 -0.039 -1000.0 Canonical NF-kappaB pathway 0.0 17.0 39.0 -0.016 0.081 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class II 0.0 42.0 75.0 -0.111 0.073 1000.0 -1000.0 -0.027 -1000.0 BARD1 signaling events 0.0 18.0 57.0 -0.074 0.077 1000.0 -1000.0 -0.044 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 17.0 28.0 -0.033 0.042 1000.0 -1000.0 -0.021 -1000.0 Circadian rhythm pathway 0.0 13.0 22.0 -0.093 0.078 1000.0 -1000.0 -0.039 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 24.0 54.0 -0.039 0.052 1000.0 -1000.0 -0.056 -1000.0 Ephrin A reverse signaling 0.0 5.0 7.0 0.0 0.028 1000.0 -1000.0 -0.005 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 9.0 17.0 -0.004 0.083 1000.0 -1000.0 -0.039 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.036 0.055 1000.0 -1000.0 0.011 -1000.0 Aurora A signaling 0.0 31.0 60.0 -0.042 0.085 1000.0 -1000.0 -0.021 -1000.0 p75(NTR)-mediated signaling 0.0 94.0 125.0 -0.17 0.089 1000.0 -1000.0 -0.058 -1000.0 Arf6 downstream pathway 0.0 20.0 43.0 -0.048 0.052 1000.0 -1000.0 -0.034 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.026 0.041 1000.0 -1000.0 -0.02 -1000.0 EPO signaling pathway 0.0 27.0 55.0 0.0 0.077 1000.0 -1000.0 -0.05 -1000.0 Insulin-mediated glucose transport 0.0 4.0 32.0 -0.026 0.058 1000.0 -1000.0 -0.025 -1000.0 PDGFR-alpha signaling pathway 0.0 34.0 44.0 -0.066 0.062 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 59.0 68.0 -0.026 0.066 1000.0 -1000.0 -0.031 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 14.0 37.0 -0.005 0.089 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class III 0.0 19.0 40.0 -0.087 0.07 1000.0 -1000.0 -0.019 -1000.0 Reelin signaling pathway 0.0 55.0 56.0 -0.037 0.06 1000.0 -1000.0 -0.04 -1000.0 Signaling events regulated by Ret tyrosine kinase 0.0 67.0 82.0 -0.044 0.053 1000.0 -1000.0 -0.07 -1000.0 S1P5 pathway 0.0 8.0 17.0 -0.021 0.038 1000.0 -1000.0 -0.012 -1000.0 ceramide signaling pathway 0.0 30.0 49.0 -0.062 0.044 1000.0 -1000.0 -0.033 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 20.0 83.0 -0.04 0.071 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by HDAC Class I 0.0 20.0 104.0 -0.055 0.08 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 0.0 52.0 64.0 -0.25 0.054 1000.0 -1000.0 -0.047 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 12.0 15.0 -0.042 0.037 1000.0 -1000.0 -0.031 -1000.0 Retinoic acid receptors-mediated signaling 0.0 43.0 58.0 -0.015 0.076 1000.0 -1000.0 -0.046 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 12.0 36.0 -0.075 0.078 1000.0 -1000.0 -0.052 -1000.0 Atypical NF-kappaB pathway 0.0 6.0 31.0 0.0 0.055 1000.0 -1000.0 -0.032 -1000.0 IL2 signaling events mediated by PI3K 0.0 20.0 58.0 -0.03 0.074 1000.0 -1000.0 -0.048 -1000.0 Regulation of p38-alpha and p38-beta 0.0 27.0 54.0 -0.048 0.071 1000.0 -1000.0 -0.057 -1000.0 TCGA08_rtk_signaling 0.0 24.0 26.0 -0.082 0.054 1000.0 -1000.0 -0.003 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 70.0 76.0 -0.048 0.062 1000.0 -1000.0 -0.067 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.066 1000.0 -1000.0 -0.038 -1000.0 IL2 signaling events mediated by STAT5 0.0 10.0 22.0 -0.064 0.045 1000.0 -1000.0 -0.044 -1000.0 Class I PI3K signaling events 0.0 48.0 73.0 -0.04 0.038 1000.0 -1000.0 -0.053 -1000.0 Arf6 trafficking events 0.0 5.0 71.0 -0.052 0.067 1000.0 -1000.0 -0.037 -1000.0 S1P3 pathway 0.0 23.0 42.0 -0.033 0.042 1000.0 -1000.0 -0.036 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 42.0 88.0 -0.109 0.088 1000.0 -1000.0 -0.074 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 28.0 33.0 -0.138 0.1 1000.0 -1000.0 -0.041 -1000.0 Rapid glucocorticoid signaling 0.0 11.0 20.0 -0.0 0.034 1000.0 -1000.0 -0.006 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 0.0 85.0 120.0 -0.11 0.087 1000.0 -1000.0 -0.057 -1000.0 PDGFR-beta signaling pathway 0.0 31.0 97.0 -0.04 0.087 1000.0 -1000.0 -0.061 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.029 0.029 1000.0 -1000.0 -0.009 -1000.0 S1P4 pathway 0.0 11.0 25.0 -0.0 0.042 1000.0 -1000.0 -0.026 -1000.0 p38 MAPK signaling pathway 0.0 27.0 44.0 -0.074 0.062 1000.0 -1000.0 -0.018 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.0 0.043 1000.0 -1000.0 -0.023 -1000.0 Alternative NF-kappaB pathway 0.0 1.0 13.0 0.0 0.097 1000.0 -1000.0 0.0 -1000.0 Regulation of Androgen receptor activity 0.0 49.0 70.0 -0.217 0.049 1000.0 -1000.0 -0.055 -1000.0 Total 143 11752 7203 -15.3676778457 8.35377695891 131000 -131000 -5.33063755118 -131000