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 HIF-1-alpha transcription factor network 5.0 407.0 76.0 -0.592 0.051 1000.0 -1000.0 -0.039 -1000.0 IL4-mediated signaling events 3.0 276.0 91.0 -0.77 0.584 1000.0 -1000.0 -0.098 -1000.0 Endothelins 3.0 322.0 96.0 -0.387 0.039 1000.0 -1000.0 -0.041 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 142.0 44.0 -0.161 0.039 1000.0 -1000.0 -0.024 -1000.0 IL23-mediated signaling events 3.0 204.0 60.0 -0.449 0.037 1000.0 -1000.0 -0.055 -1000.0 Osteopontin-mediated events 2.0 82.0 38.0 -0.12 0.043 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by the Hedgehog family 2.0 139.0 52.0 -0.183 0.052 1000.0 -1000.0 -0.034 -1000.0 Fc-epsilon receptor I signaling in mast cells 2.0 227.0 97.0 -0.138 0.039 1000.0 -1000.0 -0.05 -1000.0 Ephrin B reverse signaling 2.0 119.0 48.0 -0.211 0.039 1000.0 -1000.0 -0.024 -1000.0 TCGA08_p53 2.0 19.0 7.0 -0.052 0.039 1000.0 -1000.0 -0.005 -1000.0 IL27-mediated signaling events 2.0 149.0 51.0 -0.222 0.18 1000.0 -1000.0 -0.049 -1000.0 Wnt signaling 2.0 15.0 7.0 -0.067 0.037 1000.0 -1000.0 -0.017 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 2.0 195.0 68.0 -0.387 0.147 1000.0 -1000.0 -0.057 -1000.0 TCGA08_retinoblastoma 2.0 18.0 8.0 -0.039 0.05 1000.0 -1000.0 -0.005 -1000.0 EGFR-dependent Endothelin signaling events 2.0 53.0 21.0 -0.094 0.055 1000.0 -1000.0 -0.026 -1000.0 Syndecan-4-mediated signaling events 2.0 141.0 67.0 -0.113 0.047 1000.0 -1000.0 -0.034 -1000.0 Plasma membrane estrogen receptor signaling 2.0 174.0 86.0 -0.24 0.228 1000.0 -1000.0 -0.052 -1000.0 FOXM1 transcription factor network 2.0 116.0 51.0 -0.447 0.037 1000.0 -1000.0 -0.098 -1000.0 Caspase cascade in apoptosis 1.0 92.0 74.0 -0.049 0.05 1000.0 -1000.0 -0.033 -1000.0 IL12-mediated signaling events 1.0 156.0 87.0 -0.244 0.039 1000.0 -1000.0 -0.045 -1000.0 Syndecan-1-mediated signaling events 1.0 36.0 34.0 -0.126 0.039 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Cones 1.0 71.0 38.0 -0.126 0.048 1000.0 -1000.0 -0.001 -1000.0 Ephrin A reverse signaling 1.0 7.0 7.0 0.0 0.029 1000.0 -1000.0 0.0 -1000.0 Noncanonical Wnt signaling pathway 1.0 35.0 26.0 -0.067 0.039 1000.0 -1000.0 -0.064 -1000.0 Thromboxane A2 receptor signaling 1.0 160.0 105.0 -0.113 0.05 1000.0 -1000.0 -0.039 -1000.0 Arf6 signaling events 1.0 71.0 62.0 -0.094 0.056 1000.0 -1000.0 -0.018 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 90.0 85.0 -0.119 0.042 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by PTP1B 1.0 92.0 76.0 -0.142 0.103 1000.0 -1000.0 -0.039 -1000.0 FOXA2 and FOXA3 transcription factor networks 1.0 72.0 46.0 -0.228 0.043 1000.0 -1000.0 -0.074 -1000.0 BMP receptor signaling 1.0 107.0 81.0 -0.184 0.081 1000.0 -1000.0 -0.034 -1000.0 mTOR signaling pathway 1.0 73.0 53.0 -0.08 0.043 1000.0 -1000.0 -0.045 -1000.0 IFN-gamma pathway 1.0 85.0 68.0 -0.055 0.055 1000.0 -1000.0 -0.051 -1000.0 amb2 Integrin signaling 1.0 155.0 82.0 -0.137 0.05 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 1.0 95.0 63.0 -0.094 0.058 1000.0 -1000.0 -0.034 -1000.0 Glucocorticoid receptor regulatory network 1.0 205.0 114.0 -0.347 0.08 1000.0 -1000.0 -0.05 -1000.0 Reelin signaling pathway 1.0 56.0 56.0 -0.077 0.066 1000.0 -1000.0 -0.033 -1000.0 TRAIL signaling pathway 1.0 81.0 48.0 -0.043 0.039 1000.0 -1000.0 -0.025 -1000.0 IL1-mediated signaling events 1.0 103.0 62.0 -0.13 0.046 1000.0 -1000.0 -0.032 -1000.0 HIF-2-alpha transcription factor network 1.0 48.0 43.0 -0.153 0.072 1000.0 -1000.0 -0.035 -1000.0 S1P1 pathway 1.0 63.0 36.0 -0.164 0.037 1000.0 -1000.0 -0.035 -1000.0 FAS signaling pathway (CD95) 1.0 47.0 47.0 -0.128 0.047 1000.0 -1000.0 -0.047 -1000.0 Syndecan-3-mediated signaling events 1.0 57.0 35.0 -0.154 0.068 1000.0 -1000.0 -0.027 -1000.0 TCR signaling in naïve CD8+ T cells 1.0 166.0 93.0 -0.041 0.055 1000.0 -1000.0 -0.041 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 49.0 45.0 -0.074 0.042 1000.0 -1000.0 -0.049 -1000.0 Glypican 2 network 1.0 6.0 4.0 -0.014 0.0 1000.0 -1000.0 -0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 40.0 31.0 -0.15 0.039 1000.0 -1000.0 -0.038 -1000.0 Nongenotropic Androgen signaling 1.0 54.0 52.0 -0.053 0.044 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 191.0 125.0 -0.076 0.059 1000.0 -1000.0 -0.039 -1000.0 IL6-mediated signaling events 1.0 123.0 75.0 -0.292 0.054 1000.0 -1000.0 -0.035 -1000.0 BCR signaling pathway 1.0 137.0 99.0 -0.154 0.067 1000.0 -1000.0 -0.052 -1000.0 Insulin Pathway 1.0 82.0 74.0 -0.089 0.073 1000.0 -1000.0 -0.042 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 89.0 88.0 -0.083 0.06 1000.0 -1000.0 -0.068 -1000.0 Visual signal transduction: Rods 1.0 93.0 52.0 -0.126 0.05 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 1.0 44.0 43.0 -0.047 0.038 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 96.0 78.0 -0.086 0.04 1000.0 -1000.0 -0.061 -1000.0 LPA4-mediated signaling events 0.0 5.0 12.0 -0.026 0.055 1000.0 -1000.0 -0.027 -1000.0 ErbB2/ErbB3 signaling events 0.0 20.0 65.0 -0.033 0.078 1000.0 -1000.0 -0.054 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 63.0 136.0 -0.214 0.21 1000.0 -1000.0 -0.046 -1000.0 Coregulation of Androgen receptor activity 0.0 46.0 76.0 -0.07 0.045 1000.0 -1000.0 -0.029 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.012 0.065 1000.0 -1000.0 -0.035 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 12.0 34.0 -0.046 0.081 1000.0 -1000.0 -0.034 -1000.0 Canonical NF-kappaB pathway 0.0 12.0 39.0 -0.0 0.081 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class II 0.0 28.0 75.0 -0.101 0.072 1000.0 -1000.0 -0.02 -1000.0 ErbB4 signaling events 0.0 33.0 69.0 -0.151 0.076 1000.0 -1000.0 -0.042 -1000.0 BARD1 signaling events 0.0 6.0 57.0 -0.071 0.076 1000.0 -1000.0 -0.038 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 14.0 28.0 -0.012 0.052 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.005 0.037 1000.0 -1000.0 -0.006 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.094 0.039 1000.0 -1000.0 -0.026 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 33.0 54.0 -0.074 0.05 1000.0 -1000.0 -0.033 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 5.0 17.0 -0.01 0.073 1000.0 -1000.0 -0.02 -1000.0 Syndecan-2-mediated signaling events 0.0 63.0 69.0 -0.154 0.062 1000.0 -1000.0 -0.044 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.035 0.055 1000.0 -1000.0 0.017 -1000.0 Cellular roles of Anthrax toxin 0.0 18.0 39.0 -0.041 0.045 1000.0 -1000.0 -0.024 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 47.0 65.0 -0.289 0.075 1000.0 -1000.0 -0.041 -1000.0 Presenilin action in Notch and Wnt signaling 0.0 43.0 61.0 -0.113 0.068 1000.0 -1000.0 -0.047 -1000.0 Aurora A signaling 0.0 9.0 60.0 -0.006 0.07 1000.0 -1000.0 -0.012 -1000.0 p75(NTR)-mediated signaling 0.0 98.0 125.0 -0.05 0.073 1000.0 -1000.0 -0.041 -1000.0 Arf6 downstream pathway 0.0 30.0 43.0 -0.039 0.055 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.039 0.026 1000.0 -1000.0 -0.017 -1000.0 Glypican 1 network 0.0 38.0 48.0 -0.016 0.051 1000.0 -1000.0 -0.02 -1000.0 EPO signaling pathway 0.0 22.0 55.0 -0.017 0.08 1000.0 -1000.0 -0.032 -1000.0 PLK1 signaling events 0.0 30.0 85.0 -0.08 0.058 1000.0 -1000.0 -0.038 -1000.0 Insulin-mediated glucose transport 0.0 7.0 32.0 -0.012 0.048 1000.0 -1000.0 -0.018 -1000.0 PDGFR-alpha signaling pathway 0.0 32.0 44.0 -0.078 0.06 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 41.0 68.0 -0.03 0.068 1000.0 -1000.0 -0.03 -1000.0 Ceramide signaling pathway 0.0 63.0 76.0 -0.077 0.058 1000.0 -1000.0 -0.028 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 12.0 37.0 -0.028 0.082 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class III 0.0 10.0 40.0 -0.065 0.066 1000.0 -1000.0 -0.026 -1000.0 Signaling events regulated by Ret tyrosine kinase 0.0 57.0 82.0 -0.052 0.062 1000.0 -1000.0 -0.056 -1000.0 S1P5 pathway 0.0 13.0 17.0 -0.012 0.039 1000.0 -1000.0 -0.008 -1000.0 ceramide signaling pathway 0.0 13.0 49.0 -0.049 0.042 1000.0 -1000.0 -0.035 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 0.0 31.0 52.0 -0.031 0.065 1000.0 -1000.0 -0.025 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 10.0 83.0 -0.024 0.072 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class I 0.0 15.0 104.0 -0.047 0.082 1000.0 -1000.0 -0.033 -1000.0 FoxO family signaling 0.0 43.0 64.0 -0.095 0.059 1000.0 -1000.0 -0.038 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 12.0 15.0 -0.053 0.035 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 0.0 26.0 58.0 -0.038 0.071 1000.0 -1000.0 -0.038 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 8.0 36.0 -0.07 0.072 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 0.0 4.0 31.0 -0.0 0.067 1000.0 -1000.0 -0.019 -1000.0 IL2 signaling events mediated by PI3K 0.0 26.0 58.0 -0.012 0.079 1000.0 -1000.0 -0.037 -1000.0 Integrins in angiogenesis 0.0 63.0 84.0 -0.109 0.067 1000.0 -1000.0 -0.042 -1000.0 Canonical Wnt signaling pathway 0.0 46.0 51.0 -0.113 0.072 1000.0 -1000.0 -0.046 -1000.0 EPHB forward signaling 0.0 81.0 85.0 -0.055 0.057 1000.0 -1000.0 -0.056 -1000.0 Regulation of p38-alpha and p38-beta 0.0 26.0 54.0 -0.075 0.078 1000.0 -1000.0 -0.025 -1000.0 Effects of Botulinum toxin 0.0 12.0 26.0 -0.039 0.034 1000.0 -1000.0 -0.001 -1000.0 TCGA08_rtk_signaling 0.0 11.0 26.0 -0.047 0.05 1000.0 -1000.0 -0.005 -1000.0 LPA receptor mediated events 0.0 82.0 102.0 -0.205 0.068 1000.0 -1000.0 -0.064 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 62.0 74.0 -0.129 0.067 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 45.0 76.0 -0.021 0.058 1000.0 -1000.0 -0.054 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.078 1000.0 -1000.0 -0.031 -1000.0 IL2 signaling events mediated by STAT5 0.0 9.0 22.0 -0.045 0.043 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events 0.0 33.0 73.0 -0.041 0.04 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 0.0 15.0 71.0 -0.046 0.045 1000.0 -1000.0 -0.026 -1000.0 Regulation of Telomerase 0.0 49.0 102.0 -0.101 0.086 1000.0 -1000.0 -0.045 -1000.0 IGF1 pathway 0.0 45.0 57.0 -0.049 0.07 1000.0 -1000.0 -0.046 -1000.0 VEGFR1 specific signals 0.0 48.0 56.0 -0.038 0.042 1000.0 -1000.0 -0.055 -1000.0 S1P3 pathway 0.0 30.0 42.0 -0.021 0.052 1000.0 -1000.0 -0.029 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 14.0 33.0 -0.134 0.09 1000.0 -1000.0 -0.032 -1000.0 Rapid glucocorticoid signaling 0.0 0.0 20.0 -0.0 0.045 1000.0 -1000.0 -0.0 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 0.0 34.0 120.0 -0.069 0.095 1000.0 -1000.0 -0.05 -1000.0 PDGFR-beta signaling pathway 0.0 34.0 97.0 -0.069 0.09 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by PRL 0.0 17.0 34.0 -0.091 0.057 1000.0 -1000.0 -0.035 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.031 0.031 1000.0 -1000.0 -0.019 -1000.0 S1P4 pathway 0.0 20.0 25.0 -0.02 0.052 1000.0 -1000.0 -0.025 -1000.0 E-cadherin signaling events 0.0 3.0 5.0 0.008 0.034 1000.0 -1000.0 0.019 -1000.0 p38 MAPK signaling pathway 0.0 26.0 44.0 -0.071 0.065 1000.0 -1000.0 -0.024 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.001 0.048 1000.0 -1000.0 -0.017 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.1 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 40.0 70.0 -0.102 0.049 1000.0 -1000.0 -0.04 -1000.0 Ras signaling in the CD4+ TCR pathway 0.0 10.0 17.0 -0.007 0.048 1000.0 -1000.0 -0.025 -1000.0 Aurora B signaling 0.0 55.0 67.0 -0.115 0.079 1000.0 -1000.0 -0.047 -1000.0 Total 80 8061 7203 -13.3429767183 8.46541847352 131000 -131000 -4.48446776696 -131000