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 FOXA2 and FOXA3 transcription factor networks 10.0 464.0 46.0 -0.475 0.03 1000.0 -1000.0 -0.115 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.017 -1000.0 1000.0 -1000.0 -0.008 -1000.0 Glypican 2 network 9.0 38.0 4.0 -0.036 -0.008 1000.0 -1000.0 0.012 -1000.0 IL23-mediated signaling events 9.0 588.0 60.0 -0.44 0.027 1000.0 -1000.0 -0.108 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 8.0 286.0 34.0 -0.083 0.027 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by the Hedgehog family 8.0 421.0 52.0 -0.116 0.034 1000.0 -1000.0 -0.036 -1000.0 Syndecan-1-mediated signaling events 6.0 212.0 34.0 -0.113 0.028 1000.0 -1000.0 -0.047 -1000.0 Ephrin A reverse signaling 6.0 48.0 7.0 -0.043 -0.0 1000.0 -1000.0 -0.024 -1000.0 Thromboxane A2 receptor signaling 6.0 634.0 105.0 -0.112 0.052 1000.0 -1000.0 -0.05 -1000.0 IL4-mediated signaling events 6.0 554.0 91.0 -0.427 0.338 1000.0 -1000.0 -0.115 -1000.0 PDGFR-alpha signaling pathway 6.0 280.0 44.0 -0.111 0.03 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 6.0 468.0 67.0 -0.158 0.099 1000.0 -1000.0 -0.042 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 574.0 88.0 -0.161 0.034 1000.0 -1000.0 -0.071 -1000.0 E-cadherin signaling events 6.0 32.0 5.0 -0.043 0.027 1000.0 -1000.0 0.01 -1000.0 Arf6 signaling events 5.0 319.0 62.0 -0.055 0.058 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PTP1B 5.0 400.0 76.0 -0.061 0.053 1000.0 -1000.0 -0.042 -1000.0 BMP receptor signaling 5.0 480.0 81.0 -0.165 0.052 1000.0 -1000.0 -0.054 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 508.0 97.0 -0.106 0.047 1000.0 -1000.0 -0.065 -1000.0 Endothelins 5.0 520.0 96.0 -0.148 0.028 1000.0 -1000.0 -0.056 -1000.0 Wnt signaling 5.0 37.0 7.0 -0.044 0.027 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 5.0 411.0 78.0 -0.124 0.08 1000.0 -1000.0 -0.052 -1000.0 IL12-mediated signaling events 4.0 403.0 87.0 -0.184 0.06 1000.0 -1000.0 -0.072 -1000.0 p75(NTR)-mediated signaling 4.0 534.0 125.0 -0.071 0.067 1000.0 -1000.0 -0.072 -1000.0 Glypican 1 network 4.0 223.0 48.0 -0.08 0.044 1000.0 -1000.0 -0.042 -1000.0 amb2 Integrin signaling 4.0 370.0 82.0 -0.143 0.036 1000.0 -1000.0 -0.044 -1000.0 Reelin signaling pathway 4.0 270.0 56.0 -0.088 0.068 1000.0 -1000.0 -0.045 -1000.0 Signaling mediated by p38-alpha and p38-beta 4.0 176.0 44.0 -0.102 0.027 1000.0 -1000.0 -0.034 -1000.0 Integrins in angiogenesis 4.0 343.0 84.0 -0.088 0.051 1000.0 -1000.0 -0.05 -1000.0 TCR signaling in naïve CD8+ T cells 4.0 439.0 93.0 -0.158 0.196 1000.0 -1000.0 -0.052 -1000.0 TCGA08_retinoblastoma 4.0 32.0 8.0 -0.013 0.018 1000.0 -1000.0 -0.004 -1000.0 Visual signal transduction: Rods 4.0 219.0 52.0 -0.058 0.027 1000.0 -1000.0 -0.031 -1000.0 FOXM1 transcription factor network 4.0 217.0 51.0 -0.115 0.034 1000.0 -1000.0 -0.137 -1000.0 Caspase cascade in apoptosis 3.0 236.0 74.0 -0.112 0.044 1000.0 -1000.0 -0.041 -1000.0 Visual signal transduction: Cones 3.0 125.0 38.0 -0.058 0.02 1000.0 -1000.0 -0.021 -1000.0 Osteopontin-mediated events 3.0 151.0 38.0 -0.055 0.028 1000.0 -1000.0 -0.046 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 175.0 54.0 -0.067 0.038 1000.0 -1000.0 -0.058 -1000.0 Noncanonical Wnt signaling pathway 3.0 92.0 26.0 -0.051 0.027 1000.0 -1000.0 -0.049 -1000.0 HIF-1-alpha transcription factor network 3.0 254.0 76.0 -0.185 0.039 1000.0 -1000.0 -0.1 -1000.0 Glucocorticoid receptor regulatory network 3.0 423.0 114.0 -0.191 0.072 1000.0 -1000.0 -0.048 -1000.0 ceramide signaling pathway 3.0 163.0 49.0 -0.047 0.038 1000.0 -1000.0 -0.044 -1000.0 Ephrin B reverse signaling 3.0 169.0 48.0 -0.047 0.027 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 56.0 15.0 -0.034 0.028 1000.0 -1000.0 -0.037 -1000.0 Syndecan-3-mediated signaling events 3.0 108.0 35.0 -0.071 0.067 1000.0 -1000.0 -0.034 -1000.0 EPHB forward signaling 3.0 311.0 85.0 -0.084 0.066 1000.0 -1000.0 -0.067 -1000.0 Effects of Botulinum toxin 3.0 96.0 26.0 -0.091 0.04 1000.0 -1000.0 -0.019 -1000.0 Calcium signaling in the CD4+ TCR pathway 3.0 95.0 31.0 -0.082 0.027 1000.0 -1000.0 -0.044 -1000.0 Nongenotropic Androgen signaling 3.0 191.0 52.0 -0.07 0.04 1000.0 -1000.0 -0.038 -1000.0 LPA receptor mediated events 3.0 316.0 102.0 -0.111 0.032 1000.0 -1000.0 -0.057 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 249.0 68.0 -0.172 0.069 1000.0 -1000.0 -0.086 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 284.0 74.0 -0.076 0.06 1000.0 -1000.0 -0.064 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 270.0 76.0 -0.052 0.049 1000.0 -1000.0 -0.063 -1000.0 IL2 signaling events mediated by STAT5 3.0 66.0 22.0 -0.074 0.028 1000.0 -1000.0 -0.04 -1000.0 BCR signaling pathway 3.0 364.0 99.0 -0.077 0.045 1000.0 -1000.0 -0.055 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 479.0 120.0 -0.124 0.103 1000.0 -1000.0 -0.049 -1000.0 LPA4-mediated signaling events 2.0 32.0 12.0 -0.06 -0.0 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 2.0 187.0 65.0 -0.131 0.036 1000.0 -1000.0 -0.057 -1000.0 Coregulation of Androgen receptor activity 2.0 152.0 76.0 -0.08 0.048 1000.0 -1000.0 -0.032 -1000.0 ErbB4 signaling events 2.0 139.0 69.0 -0.138 0.07 1000.0 -1000.0 -0.047 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 69.0 28.0 -0.04 0.031 1000.0 -1000.0 -0.031 -1000.0 Syndecan-2-mediated signaling events 2.0 167.0 69.0 -0.049 0.043 1000.0 -1000.0 -0.036 -1000.0 Cellular roles of Anthrax toxin 2.0 114.0 39.0 -0.102 0.027 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 199.0 85.0 -0.082 0.109 1000.0 -1000.0 -0.045 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 130.0 61.0 -0.029 0.067 1000.0 -1000.0 -0.043 -1000.0 Arf6 downstream pathway 2.0 115.0 43.0 -0.034 0.035 1000.0 -1000.0 -0.027 -1000.0 PLK1 signaling events 2.0 205.0 85.0 -0.02 0.041 1000.0 -1000.0 -0.035 -1000.0 Ceramide signaling pathway 2.0 227.0 76.0 -0.046 0.066 1000.0 -1000.0 -0.038 -1000.0 TRAIL signaling pathway 2.0 133.0 48.0 -0.036 0.052 1000.0 -1000.0 -0.037 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 233.0 82.0 -0.053 0.028 1000.0 -1000.0 -0.06 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 118.0 52.0 -0.126 0.064 1000.0 -1000.0 -0.043 -1000.0 S1P1 pathway 2.0 107.0 36.0 -0.046 0.027 1000.0 -1000.0 -0.037 -1000.0 TCGA08_p53 2.0 16.0 7.0 -0.027 0.027 1000.0 -1000.0 -0.017 -1000.0 FoxO family signaling 2.0 170.0 64.0 -0.132 0.065 1000.0 -1000.0 -0.065 -1000.0 IL2 signaling events mediated by PI3K 2.0 168.0 58.0 -0.057 0.042 1000.0 -1000.0 -0.045 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 112.0 45.0 -0.047 0.067 1000.0 -1000.0 -0.05 -1000.0 Canonical Wnt signaling pathway 2.0 121.0 51.0 -0.02 0.051 1000.0 -1000.0 -0.052 -1000.0 Regulation of p38-alpha and p38-beta 2.0 139.0 54.0 -0.048 0.053 1000.0 -1000.0 -0.048 -1000.0 IL27-mediated signaling events 2.0 108.0 51.0 -0.149 0.056 1000.0 -1000.0 -0.058 -1000.0 TCGA08_rtk_signaling 2.0 56.0 26.0 -0.063 0.061 1000.0 -1000.0 -0.017 -1000.0 IL6-mediated signaling events 2.0 186.0 75.0 -0.18 0.036 1000.0 -1000.0 -0.059 -1000.0 EGFR-dependent Endothelin signaling events 2.0 54.0 21.0 -0.036 0.037 1000.0 -1000.0 -0.047 -1000.0 Plasma membrane estrogen receptor signaling 2.0 248.0 86.0 -0.071 0.062 1000.0 -1000.0 -0.055 -1000.0 S1P3 pathway 2.0 90.0 42.0 -0.025 0.031 1000.0 -1000.0 -0.037 -1000.0 PDGFR-beta signaling pathway 2.0 197.0 97.0 -0.051 0.064 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling in keratinocytes 2.0 106.0 43.0 -0.05 0.029 1000.0 -1000.0 -0.036 -1000.0 Regulation of Androgen receptor activity 2.0 153.0 70.0 -0.106 0.04 1000.0 -1000.0 -0.057 -1000.0 Aurora B signaling 2.0 183.0 67.0 -0.134 0.032 1000.0 -1000.0 -0.034 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 203.0 136.0 -0.129 0.127 1000.0 -1000.0 -0.05 -1000.0 BARD1 signaling events 1.0 82.0 57.0 -0.045 0.049 1000.0 -1000.0 -0.047 -1000.0 PLK2 and PLK4 events 1.0 3.0 3.0 -0.022 0.024 1000.0 -1000.0 -0.033 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 23.0 17.0 -0.0 0.032 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 93.0 65.0 -0.101 0.068 1000.0 -1000.0 -0.048 -1000.0 Aurora C signaling 1.0 12.0 7.0 -0.001 0.014 1000.0 -1000.0 -0.014 -1000.0 EPO signaling pathway 1.0 76.0 55.0 -0.006 0.052 1000.0 -1000.0 -0.042 -1000.0 Insulin-mediated glucose transport 1.0 53.0 32.0 -0.098 0.046 1000.0 -1000.0 -0.032 -1000.0 mTOR signaling pathway 1.0 80.0 53.0 -0.024 0.045 1000.0 -1000.0 -0.041 -1000.0 IFN-gamma pathway 1.0 92.0 68.0 -0.064 0.051 1000.0 -1000.0 -0.06 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 127.0 68.0 -0.098 0.052 1000.0 -1000.0 -0.036 -1000.0 Nectin adhesion pathway 1.0 117.0 63.0 -0.043 0.05 1000.0 -1000.0 -0.044 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 67.0 37.0 -0.039 0.064 1000.0 -1000.0 -0.043 -1000.0 IL1-mediated signaling events 1.0 114.0 62.0 -0.057 0.055 1000.0 -1000.0 -0.072 -1000.0 S1P5 pathway 1.0 27.0 17.0 -0.009 0.027 1000.0 -1000.0 -0.017 -1000.0 HIF-2-alpha transcription factor network 1.0 60.0 43.0 -0.059 0.045 1000.0 -1000.0 -0.052 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 115.0 83.0 -0.098 0.051 1000.0 -1000.0 -0.041 -1000.0 FAS signaling pathway (CD95) 1.0 78.0 47.0 -0.119 0.04 1000.0 -1000.0 -0.042 -1000.0 Retinoic acid receptors-mediated signaling 1.0 64.0 58.0 -0.023 0.055 1000.0 -1000.0 -0.043 -1000.0 Atypical NF-kappaB pathway 1.0 36.0 31.0 -0.016 0.034 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 199.0 125.0 -0.044 0.056 1000.0 -1000.0 -0.056 -1000.0 Class I PI3K signaling events 1.0 114.0 73.0 -0.089 0.044 1000.0 -1000.0 -0.04 -1000.0 Arf6 trafficking events 1.0 121.0 71.0 -0.039 0.044 1000.0 -1000.0 -0.032 -1000.0 Regulation of Telomerase 1.0 129.0 102.0 -0.066 0.064 1000.0 -1000.0 -0.052 -1000.0 Insulin Pathway 1.0 85.0 74.0 -0.042 0.06 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by PRL 1.0 36.0 34.0 -0.045 0.039 1000.0 -1000.0 -0.046 -1000.0 S1P4 pathway 1.0 48.0 25.0 -0.023 0.031 1000.0 -1000.0 -0.031 -1000.0 p38 MAPK signaling pathway 1.0 67.0 44.0 -0.064 0.044 1000.0 -1000.0 -0.031 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 29.0 17.0 -0.015 0.047 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 13.0 23.0 -0.017 0.045 1000.0 -1000.0 -0.029 -1000.0 Canonical NF-kappaB pathway 0.0 25.0 39.0 -0.04 0.056 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class II 0.0 38.0 75.0 -0.026 0.065 1000.0 -1000.0 -0.037 -1000.0 Circadian rhythm pathway 0.0 11.0 22.0 -0.009 0.04 1000.0 -1000.0 -0.037 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.013 0.039 1000.0 -1000.0 0.009 -1000.0 Aurora A signaling 0.0 49.0 60.0 -0.041 0.058 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class III 0.0 23.0 40.0 -0.05 0.05 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class I 0.0 83.0 104.0 -0.052 0.067 1000.0 -1000.0 -0.037 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 22.0 36.0 -0.051 0.055 1000.0 -1000.0 -0.04 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.018 0.063 1000.0 -1000.0 -0.042 -1000.0 IGF1 pathway 0.0 48.0 57.0 -0.033 0.067 1000.0 -1000.0 -0.062 -1000.0 VEGFR1 specific signals 0.0 42.0 56.0 -0.029 0.044 1000.0 -1000.0 -0.049 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 31.0 33.0 -0.023 0.058 1000.0 -1000.0 -0.038 -1000.0 Rapid glucocorticoid signaling 0.0 18.0 20.0 -0.015 0.026 1000.0 -1000.0 -0.017 -1000.0 Arf1 pathway 0.0 12.0 54.0 -0.01 0.049 1000.0 -1000.0 -0.022 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.068 1000.0 -1000.0 -0.0 -1000.0 Total 340 22407 7203 -10.2127133845 -993.562411306 131000 -131000 -5.7122675603 -131000