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 8.0 444.0 51.0 -0.74 0.019 1000.0 -1000.0 -0.176 -1000.0 HIF-1-alpha transcription factor network 7.0 559.0 76.0 -0.776 0.028 1000.0 -1000.0 -0.114 -1000.0 TCGA08_retinoblastoma 7.0 59.0 8.0 -0.246 0.092 1000.0 -1000.0 -0.023 -1000.0 IL23-mediated signaling events 5.0 342.0 60.0 -0.635 0.017 1000.0 -1000.0 -0.16 -1000.0 Osteopontin-mediated events 4.0 184.0 38.0 -0.425 0.016 1000.0 -1000.0 -0.139 -1000.0 Signaling events mediated by the Hedgehog family 4.0 208.0 52.0 -0.35 0.212 1000.0 -1000.0 -0.102 -1000.0 IL4-mediated signaling events 4.0 420.0 91.0 -0.83 0.671 1000.0 -1000.0 -0.144 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 398.0 97.0 -0.361 0.053 1000.0 -1000.0 -0.107 -1000.0 Endothelins 4.0 438.0 96.0 -0.385 0.016 1000.0 -1000.0 -0.081 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 281.0 68.0 -0.605 0.175 1000.0 -1000.0 -0.145 -1000.0 IL12-mediated signaling events 3.0 264.0 87.0 -0.297 0.016 1000.0 -1000.0 -0.129 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 -0.092 0.016 1000.0 -1000.0 -0.015 -1000.0 Visual signal transduction: Cones 3.0 117.0 38.0 -0.249 0.016 1000.0 -1000.0 -0.082 -1000.0 Syndecan-2-mediated signaling events 3.0 224.0 69.0 -0.291 0.041 1000.0 -1000.0 -0.07 -1000.0 amb2 Integrin signaling 3.0 260.0 82.0 -0.25 0.016 1000.0 -1000.0 -0.102 -1000.0 Ephrin B reverse signaling 3.0 171.0 48.0 -0.246 0.116 1000.0 -1000.0 -0.092 -1000.0 Calcium signaling in the CD4+ TCR pathway 3.0 105.0 31.0 -0.357 0.026 1000.0 -1000.0 -0.092 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 378.0 125.0 -0.225 0.016 1000.0 -1000.0 -0.127 -1000.0 IL27-mediated signaling events 3.0 185.0 51.0 -0.324 0.157 1000.0 -1000.0 -0.098 -1000.0 Wnt signaling 3.0 22.0 7.0 -0.201 0.016 1000.0 -1000.0 -0.042 -1000.0 BCR signaling pathway 3.0 310.0 99.0 -0.27 0.051 1000.0 -1000.0 -0.112 -1000.0 EGFR-dependent Endothelin signaling events 3.0 77.0 21.0 -0.257 0.016 1000.0 -1000.0 -0.102 -1000.0 Syndecan-1-mediated signaling events 2.0 89.0 34.0 -0.324 0.016 1000.0 -1000.0 -0.075 -1000.0 Noncanonical Wnt signaling pathway 2.0 52.0 26.0 -0.201 0.016 1000.0 -1000.0 -0.11 -1000.0 Arf6 signaling events 2.0 167.0 62.0 -0.233 0.021 1000.0 -1000.0 -0.068 -1000.0 FOXA2 and FOXA3 transcription factor networks 2.0 102.0 46.0 -0.332 0.026 1000.0 -1000.0 -0.067 -1000.0 BMP receptor signaling 2.0 232.0 81.0 -0.412 0.04 1000.0 -1000.0 -0.13 -1000.0 Nectin adhesion pathway 2.0 166.0 63.0 -0.207 0.016 1000.0 -1000.0 -0.088 -1000.0 Glucocorticoid receptor regulatory network 2.0 266.0 114.0 -0.524 0.116 1000.0 -1000.0 -0.08 -1000.0 IL1-mediated signaling events 2.0 154.0 62.0 -0.215 0.074 1000.0 -1000.0 -0.112 -1000.0 TCGA08_p53 2.0 20.0 7.0 -0.188 0.084 1000.0 -1000.0 -0.019 -1000.0 Syndecan-3-mediated signaling events 2.0 97.0 35.0 -0.291 0.016 1000.0 -1000.0 -0.089 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 106.0 44.0 -0.207 0.016 1000.0 -1000.0 -0.058 -1000.0 Integrins in angiogenesis 2.0 221.0 84.0 -0.266 0.016 1000.0 -1000.0 -0.116 -1000.0 Glypican 2 network 2.0 9.0 4.0 -0.058 0.0 1000.0 -1000.0 -0.027 -1000.0 IL6-mediated signaling events 2.0 170.0 75.0 -0.533 0.047 1000.0 -1000.0 -0.1 -1000.0 Plasma membrane estrogen receptor signaling 2.0 216.0 86.0 -0.235 0.126 1000.0 -1000.0 -0.112 -1000.0 Visual signal transduction: Rods 2.0 152.0 52.0 -0.341 0.016 1000.0 -1000.0 -0.118 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 203.0 78.0 -0.179 0.072 1000.0 -1000.0 -0.094 -1000.0 Caspase cascade in apoptosis 1.0 137.0 74.0 -0.133 0.067 1000.0 -1000.0 -0.059 -1000.0 Coregulation of Androgen receptor activity 1.0 91.0 76.0 -0.25 0.047 1000.0 -1000.0 -0.046 -1000.0 ErbB4 signaling events 1.0 91.0 69.0 -0.508 0.11 1000.0 -1000.0 -0.111 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 37.0 28.0 -0.076 0.016 1000.0 -1000.0 -0.056 -1000.0 Ephrin A reverse signaling 1.0 9.0 7.0 -0.026 0.007 1000.0 -1000.0 -0.044 -1000.0 Thromboxane A2 receptor signaling 1.0 208.0 105.0 -0.175 0.027 1000.0 -1000.0 -0.1 -1000.0 Cellular roles of Anthrax toxin 1.0 68.0 39.0 -0.081 0.016 1000.0 -1000.0 -0.04 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 156.0 85.0 -0.131 0.016 1000.0 -1000.0 -0.091 -1000.0 Signaling events mediated by PTP1B 1.0 130.0 76.0 -0.223 0.092 1000.0 -1000.0 -0.1 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 77.0 61.0 -0.275 0.039 1000.0 -1000.0 -0.089 -1000.0 Glypican 1 network 1.0 70.0 48.0 -0.078 0.025 1000.0 -1000.0 -0.067 -1000.0 PLK1 signaling events 1.0 97.0 85.0 -0.162 0.025 1000.0 -1000.0 -0.06 -1000.0 mTOR signaling pathway 1.0 78.0 53.0 -0.091 0.034 1000.0 -1000.0 -0.079 -1000.0 Ceramide signaling pathway 1.0 90.0 76.0 -0.133 0.052 1000.0 -1000.0 -0.071 -1000.0 Reelin signaling pathway 1.0 71.0 56.0 -0.104 0.024 1000.0 -1000.0 -0.1 -1000.0 TRAIL signaling pathway 1.0 90.0 48.0 -0.085 0.021 1000.0 -1000.0 -0.098 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 83.0 82.0 -0.104 0.022 1000.0 -1000.0 -0.109 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 63.0 52.0 -0.158 0.027 1000.0 -1000.0 -0.078 -1000.0 HIF-2-alpha transcription factor network 1.0 76.0 43.0 -0.293 0.154 1000.0 -1000.0 -0.093 -1000.0 S1P1 pathway 1.0 71.0 36.0 -0.202 0.016 1000.0 -1000.0 -0.084 -1000.0 FAS signaling pathway (CD95) 1.0 91.0 47.0 -0.235 0.028 1000.0 -1000.0 -0.063 -1000.0 TCR signaling in naïve CD8+ T cells 1.0 171.0 93.0 -0.145 0.022 1000.0 -1000.0 -0.096 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 52.0 45.0 -0.131 0.039 1000.0 -1000.0 -0.113 -1000.0 Canonical Wnt signaling pathway 1.0 70.0 51.0 -0.275 0.069 1000.0 -1000.0 -0.07 -1000.0 EPHB forward signaling 1.0 166.0 85.0 -0.164 0.134 1000.0 -1000.0 -0.121 -1000.0 Effects of Botulinum toxin 1.0 38.0 26.0 -0.11 0.016 1000.0 -1000.0 -0.079 -1000.0 Nongenotropic Androgen signaling 1.0 53.0 52.0 -0.033 0.027 1000.0 -1000.0 -0.077 -1000.0 TCGA08_rtk_signaling 1.0 38.0 26.0 -0.175 0.029 1000.0 -1000.0 -0.031 -1000.0 LPA receptor mediated events 1.0 158.0 102.0 -0.259 0.016 1000.0 -1000.0 -0.087 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 107.0 74.0 -0.183 0.04 1000.0 -1000.0 -0.104 -1000.0 Regulation of Telomerase 1.0 119.0 102.0 -0.234 0.054 1000.0 -1000.0 -0.124 -1000.0 Syndecan-4-mediated signaling events 1.0 133.0 67.0 -0.158 0.018 1000.0 -1000.0 -0.116 -1000.0 Insulin Pathway 1.0 117.0 74.0 -0.216 0.019 1000.0 -1000.0 -0.122 -1000.0 VEGFR1 specific signals 1.0 63.0 56.0 -0.066 0.016 1000.0 -1000.0 -0.107 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 47.0 33.0 -0.292 0.033 1000.0 -1000.0 -0.089 -1000.0 Signaling events mediated by PRL 1.0 45.0 34.0 -0.172 0.029 1000.0 -1000.0 -0.054 -1000.0 E-cadherin signaling in keratinocytes 1.0 55.0 43.0 -0.175 0.03 1000.0 -1000.0 -0.088 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.001 -1000.0 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling events 1.0 9.0 5.0 -0.05 -0.001 1000.0 -1000.0 -0.056 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 22.0 17.0 -0.03 0.016 1000.0 -1000.0 -0.043 -1000.0 Aurora B signaling 1.0 109.0 67.0 -0.163 0.016 1000.0 -1000.0 -0.089 -1000.0 LPA4-mediated signaling events 0.0 7.0 12.0 0.0 0.026 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 0.0 22.0 65.0 -0.025 0.057 1000.0 -1000.0 -0.085 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 122.0 136.0 -0.231 0.2 1000.0 -1000.0 -0.093 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 8.0 23.0 -0.025 0.047 1000.0 -1000.0 -0.098 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 5.0 34.0 -0.093 0.043 1000.0 -1000.0 -0.088 -1000.0 Canonical NF-kappaB pathway 0.0 19.0 39.0 -0.071 0.075 1000.0 -1000.0 -0.112 -1000.0 Signaling events mediated by HDAC Class II 0.0 44.0 75.0 -0.235 0.038 1000.0 -1000.0 -0.083 -1000.0 BARD1 signaling events 0.0 30.0 57.0 -0.052 0.047 1000.0 -1000.0 -0.1 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.175 0.054 1000.0 -1000.0 -0.058 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 28.0 54.0 -0.065 0.033 1000.0 -1000.0 -0.125 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 8.0 17.0 -0.014 0.037 1000.0 -1000.0 -0.082 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.0 0.016 1000.0 -1000.0 -0.049 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 60.0 65.0 -0.321 0.055 1000.0 -1000.0 -0.073 -1000.0 Aurora A signaling 0.0 45.0 60.0 -0.119 0.041 1000.0 -1000.0 -0.081 -1000.0 p75(NTR)-mediated signaling 0.0 124.0 125.0 -0.307 0.04 1000.0 -1000.0 -0.122 -1000.0 Arf6 downstream pathway 0.0 17.0 43.0 -0.028 0.021 1000.0 -1000.0 -0.048 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.052 0.0 1000.0 -1000.0 -0.054 -1000.0 EPO signaling pathway 0.0 22.0 55.0 -0.047 0.07 1000.0 -1000.0 -0.117 -1000.0 Insulin-mediated glucose transport 0.0 5.0 32.0 -0.058 0.051 1000.0 -1000.0 -0.066 -1000.0 PDGFR-alpha signaling pathway 0.0 39.0 44.0 -0.122 0.046 1000.0 -1000.0 -0.073 -1000.0 IFN-gamma pathway 0.0 64.0 68.0 -0.19 0.032 1000.0 -1000.0 -0.114 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 63.0 68.0 -0.058 0.041 1000.0 -1000.0 -0.084 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 13.0 37.0 -0.033 0.043 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by HDAC Class III 0.0 20.0 40.0 -0.158 0.029 1000.0 -1000.0 -0.056 -1000.0 S1P5 pathway 0.0 4.0 17.0 -0.016 0.016 1000.0 -1000.0 -0.065 -1000.0 ceramide signaling pathway 0.0 22.0 49.0 -0.133 0.031 1000.0 -1000.0 -0.062 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 31.0 83.0 -0.058 0.079 1000.0 -1000.0 -0.095 -1000.0 Signaling events mediated by HDAC Class I 0.0 10.0 104.0 -0.086 0.069 1000.0 -1000.0 -0.093 -1000.0 FoxO family signaling 0.0 55.0 64.0 -0.244 0.073 1000.0 -1000.0 -0.077 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 9.0 15.0 -0.031 0.029 1000.0 -1000.0 -0.034 -1000.0 Retinoic acid receptors-mediated signaling 0.0 52.0 58.0 -0.093 0.035 1000.0 -1000.0 -0.091 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 10.0 36.0 -0.033 0.05 1000.0 -1000.0 -0.093 -1000.0 Atypical NF-kappaB pathway 0.0 6.0 31.0 -0.018 0.048 1000.0 -1000.0 -0.051 -1000.0 IL2 signaling events mediated by PI3K 0.0 33.0 58.0 -0.074 0.063 1000.0 -1000.0 -0.106 -1000.0 Regulation of p38-alpha and p38-beta 0.0 30.0 54.0 -0.11 0.046 1000.0 -1000.0 -0.08 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 63.0 76.0 -0.051 0.045 1000.0 -1000.0 -0.101 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 4.0 27.0 -0.022 0.041 1000.0 -1000.0 -0.072 -1000.0 IL2 signaling events mediated by STAT5 0.0 11.0 22.0 -0.073 0.039 1000.0 -1000.0 -0.059 -1000.0 Class I PI3K signaling events 0.0 43.0 73.0 -0.058 0.029 1000.0 -1000.0 -0.072 -1000.0 Arf6 trafficking events 0.0 28.0 71.0 -0.039 0.037 1000.0 -1000.0 -0.093 -1000.0 IGF1 pathway 0.0 42.0 57.0 -0.075 0.031 1000.0 -1000.0 -0.126 -1000.0 S1P3 pathway 0.0 26.0 42.0 -0.075 0.041 1000.0 -1000.0 -0.043 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 50.0 88.0 -0.183 0.08 1000.0 -1000.0 -0.144 -1000.0 Rapid glucocorticoid signaling 0.0 13.0 20.0 -0.035 0.016 1000.0 -1000.0 -0.053 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 0.0 102.0 120.0 -0.168 0.164 1000.0 -1000.0 -0.09 -1000.0 PDGFR-beta signaling pathway 0.0 32.0 97.0 -0.075 0.056 1000.0 -1000.0 -0.121 -1000.0 S1P4 pathway 0.0 7.0 25.0 -0.016 0.025 1000.0 -1000.0 -0.062 -1000.0 p38 MAPK signaling pathway 0.0 38.0 44.0 -0.124 0.02 1000.0 -1000.0 -0.092 -1000.0 Arf1 pathway 0.0 5.0 54.0 -0.03 0.034 1000.0 -1000.0 -0.066 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.012 0.016 1000.0 -1000.0 -0.085 -1000.0 Regulation of Androgen receptor activity 0.0 64.0 70.0 -0.261 0.061 1000.0 -1000.0 -0.091 -1000.0 Total 162 12916 7203 -24.3814090675 -993.56866729 131000 -131000 -11.2242446428 -131000