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 11.0 511.0 46.0 -0.927 0.05 1000.0 -1000.0 -0.175 -1000.0 HIF-1-alpha transcription factor network 6.0 461.0 76.0 -0.607 0.032 1000.0 -1000.0 -0.237 -1000.0 EGFR-dependent Endothelin signaling events 6.0 131.0 21.0 -0.362 0.035 1000.0 -1000.0 -0.061 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 5.0 172.0 34.0 -0.213 0.025 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by the Hedgehog family 5.0 261.0 52.0 -0.182 0.123 1000.0 -1000.0 -0.073 -1000.0 IL4-mediated signaling events 5.0 455.0 91.0 -0.742 0.687 1000.0 -1000.0 -0.169 -1000.0 IL23-mediated signaling events 5.0 341.0 60.0 -0.551 0.025 1000.0 -1000.0 -0.133 -1000.0 Ephrin A reverse signaling 4.0 34.0 7.0 -0.05 0.0 1000.0 -1000.0 -0.031 -1000.0 Wnt signaling 4.0 28.0 7.0 -0.235 0.025 1000.0 -1000.0 -0.044 -1000.0 IL6-mediated signaling events 4.0 303.0 75.0 -0.58 0.042 1000.0 -1000.0 -0.075 -1000.0 BCR signaling pathway 4.0 397.0 99.0 -0.317 0.03 1000.0 -1000.0 -0.096 -1000.0 Signaling events mediated by PTP1B 3.0 257.0 76.0 -0.363 0.065 1000.0 -1000.0 -0.067 -1000.0 p75(NTR)-mediated signaling 3.0 471.0 125.0 -0.256 0.064 1000.0 -1000.0 -0.11 -1000.0 Glypican 1 network 3.0 160.0 48.0 -0.377 0.046 1000.0 -1000.0 -0.05 -1000.0 amb2 Integrin signaling 3.0 264.0 82.0 -0.199 0.042 1000.0 -1000.0 -0.064 -1000.0 Glucocorticoid receptor regulatory network 3.0 438.0 114.0 -0.715 0.3 1000.0 -1000.0 -0.089 -1000.0 Reelin signaling pathway 3.0 209.0 56.0 -0.211 0.059 1000.0 -1000.0 -0.073 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 263.0 82.0 -0.106 0.025 1000.0 -1000.0 -0.101 -1000.0 TCGA08_p53 3.0 27.0 7.0 -0.092 0.074 1000.0 -1000.0 -0.01 -1000.0 TCR signaling in naïve CD8+ T cells 3.0 329.0 93.0 -0.135 0.059 1000.0 -1000.0 -0.095 -1000.0 Calcium signaling in the CD4+ TCR pathway 3.0 104.0 31.0 -0.335 0.025 1000.0 -1000.0 -0.094 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 204.0 68.0 -0.427 0.129 1000.0 -1000.0 -0.143 -1000.0 TCGA08_retinoblastoma 3.0 30.0 8.0 -0.115 0.043 1000.0 -1000.0 -0.021 -1000.0 Visual signal transduction: Rods 3.0 184.0 52.0 -0.288 0.025 1000.0 -1000.0 -0.075 -1000.0 IL12-mediated signaling events 2.0 259.0 87.0 -0.246 0.028 1000.0 -1000.0 -0.145 -1000.0 ErbB4 signaling events 2.0 139.0 69.0 -0.274 0.12 1000.0 -1000.0 -0.084 -1000.0 Syndecan-1-mediated signaling events 2.0 73.0 34.0 -0.188 0.025 1000.0 -1000.0 -0.079 -1000.0 Visual signal transduction: Cones 2.0 96.0 38.0 -0.144 0.034 1000.0 -1000.0 -0.037 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 129.0 54.0 -0.211 0.035 1000.0 -1000.0 -0.101 -1000.0 Noncanonical Wnt signaling pathway 2.0 66.0 26.0 -0.235 0.025 1000.0 -1000.0 -0.076 -1000.0 Thromboxane A2 receptor signaling 2.0 217.0 105.0 -0.362 0.059 1000.0 -1000.0 -0.066 -1000.0 Arf6 signaling events 2.0 137.0 62.0 -0.362 0.038 1000.0 -1000.0 -0.05 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 155.0 52.0 -0.289 0.068 1000.0 -1000.0 -0.062 -1000.0 Endothelins 2.0 229.0 96.0 -0.229 0.069 1000.0 -1000.0 -0.093 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 99.0 44.0 -0.155 0.025 1000.0 -1000.0 -0.052 -1000.0 Effects of Botulinum toxin 2.0 62.0 26.0 -0.125 0.025 1000.0 -1000.0 -0.044 -1000.0 IL27-mediated signaling events 2.0 122.0 51.0 -0.2 0.066 1000.0 -1000.0 -0.069 -1000.0 Syndecan-4-mediated signaling events 2.0 151.0 67.0 -0.186 0.036 1000.0 -1000.0 -0.079 -1000.0 IGF1 pathway 2.0 117.0 57.0 -0.192 0.044 1000.0 -1000.0 -0.097 -1000.0 Insulin Pathway 2.0 221.0 74.0 -0.349 0.062 1000.0 -1000.0 -0.091 -1000.0 Plasma membrane estrogen receptor signaling 2.0 176.0 86.0 -0.194 0.075 1000.0 -1000.0 -0.101 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 2.0 266.0 120.0 -0.283 0.13 1000.0 -1000.0 -0.075 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.009 -1000.0 1000.0 -1000.0 -0.009 -1000.0 Caspase cascade in apoptosis 1.0 100.0 74.0 -0.086 0.053 1000.0 -1000.0 -0.051 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 30.0 17.0 -0.034 0.025 1000.0 -1000.0 -0.057 -1000.0 Syndecan-2-mediated signaling events 1.0 104.0 69.0 -0.186 0.066 1000.0 -1000.0 -0.039 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 91.0 85.0 -0.05 0.046 1000.0 -1000.0 -0.068 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 88.0 61.0 -0.227 0.065 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 1.0 134.0 81.0 -0.273 0.058 1000.0 -1000.0 -0.093 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 102.0 97.0 -0.05 0.045 1000.0 -1000.0 -0.094 -1000.0 mTOR signaling pathway 1.0 104.0 53.0 -0.354 0.046 1000.0 -1000.0 -0.064 -1000.0 Ceramide signaling pathway 1.0 116.0 76.0 -0.362 0.111 1000.0 -1000.0 -0.069 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 42.0 37.0 -0.125 0.062 1000.0 -1000.0 -0.052 -1000.0 S1P5 pathway 1.0 17.0 17.0 -0.036 0.025 1000.0 -1000.0 -0.041 -1000.0 HIF-2-alpha transcription factor network 1.0 50.0 43.0 -0.066 0.047 1000.0 -1000.0 -0.112 -1000.0 S1P1 pathway 1.0 46.0 36.0 -0.13 0.025 1000.0 -1000.0 -0.075 -1000.0 FAS signaling pathway (CD95) 1.0 87.0 47.0 -0.216 0.04 1000.0 -1000.0 -0.06 -1000.0 Retinoic acid receptors-mediated signaling 1.0 79.0 58.0 -0.219 0.051 1000.0 -1000.0 -0.065 -1000.0 Syndecan-3-mediated signaling events 1.0 58.0 35.0 -0.122 0.064 1000.0 -1000.0 -0.064 -1000.0 Integrins in angiogenesis 1.0 106.0 84.0 -0.194 0.063 1000.0 -1000.0 -0.1 -1000.0 Canonical Wnt signaling pathway 1.0 78.0 51.0 -0.227 0.134 1000.0 -1000.0 -0.078 -1000.0 Regulation of p38-alpha and p38-beta 1.0 84.0 54.0 -0.333 0.057 1000.0 -1000.0 -0.062 -1000.0 Nongenotropic Androgen signaling 1.0 73.0 52.0 -0.061 0.044 1000.0 -1000.0 -0.074 -1000.0 LPA receptor mediated events 1.0 201.0 102.0 -0.183 0.056 1000.0 -1000.0 -0.086 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 78.0 74.0 -0.362 0.071 1000.0 -1000.0 -0.106 -1000.0 Regulation of Telomerase 1.0 113.0 102.0 -0.361 0.056 1000.0 -1000.0 -0.097 -1000.0 Rapid glucocorticoid signaling 1.0 27.0 20.0 -0.192 0.032 1000.0 -1000.0 -0.013 -1000.0 p38 MAPK signaling pathway 1.0 49.0 44.0 -0.216 0.043 1000.0 -1000.0 -0.06 -1000.0 Regulation of Androgen receptor activity 1.0 100.0 70.0 -0.255 0.037 1000.0 -1000.0 -0.076 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 21.0 17.0 -0.031 0.04 1000.0 -1000.0 -0.056 -1000.0 LPA4-mediated signaling events 0.0 10.0 12.0 -0.031 0.016 1000.0 -1000.0 -0.038 -1000.0 ErbB2/ErbB3 signaling events 0.0 54.0 65.0 -0.085 0.034 1000.0 -1000.0 -0.08 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 109.0 136.0 -0.128 0.109 1000.0 -1000.0 -0.071 -1000.0 Coregulation of Androgen receptor activity 0.0 58.0 76.0 -0.115 0.052 1000.0 -1000.0 -0.038 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 1.0 23.0 0.01 0.047 1000.0 -1000.0 -0.05 -1000.0 Canonical NF-kappaB pathway 0.0 4.0 39.0 -0.005 0.082 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by HDAC Class II 0.0 21.0 75.0 -0.065 0.07 1000.0 -1000.0 -0.048 -1000.0 BARD1 signaling events 0.0 42.0 57.0 -0.025 0.044 1000.0 -1000.0 -0.081 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 20.0 28.0 -0.036 0.042 1000.0 -1000.0 -0.047 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.02 0.025 1000.0 -1000.0 -0.025 -1000.0 Circadian rhythm pathway 0.0 8.0 22.0 -0.01 0.056 1000.0 -1000.0 -0.053 -1000.0 Osteopontin-mediated events 0.0 22.0 38.0 -0.114 0.037 1000.0 -1000.0 -0.075 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.024 0.037 1000.0 -1000.0 -0.011 -1000.0 Cellular roles of Anthrax toxin 0.0 28.0 39.0 -0.017 0.025 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 8.0 65.0 -0.035 0.064 1000.0 -1000.0 -0.074 -1000.0 Aurora A signaling 0.0 10.0 60.0 -0.039 0.06 1000.0 -1000.0 -0.04 -1000.0 Arf6 downstream pathway 0.0 6.0 43.0 -0.046 0.048 1000.0 -1000.0 -0.048 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.0 0.04 1000.0 -1000.0 -0.025 -1000.0 EPO signaling pathway 0.0 51.0 55.0 -0.093 0.025 1000.0 -1000.0 -0.078 -1000.0 PLK1 signaling events 0.0 43.0 85.0 -0.02 0.057 1000.0 -1000.0 -0.046 -1000.0 Insulin-mediated glucose transport 0.0 8.0 32.0 -0.009 0.044 1000.0 -1000.0 -0.048 -1000.0 PDGFR-alpha signaling pathway 0.0 10.0 44.0 -0.097 0.054 1000.0 -1000.0 -0.063 -1000.0 IFN-gamma pathway 0.0 56.0 68.0 -0.216 0.033 1000.0 -1000.0 -0.093 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 5.0 68.0 -0.052 0.064 1000.0 -1000.0 -0.062 -1000.0 Nectin adhesion pathway 0.0 7.0 63.0 -0.0 0.067 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by HDAC Class III 0.0 31.0 40.0 -0.079 0.043 1000.0 -1000.0 -0.03 -1000.0 TRAIL signaling pathway 0.0 7.0 48.0 -0.0 0.062 1000.0 -1000.0 -0.063 -1000.0 IL1-mediated signaling events 0.0 45.0 62.0 -0.102 0.047 1000.0 -1000.0 -0.094 -1000.0 ceramide signaling pathway 0.0 20.0 49.0 -0.005 0.037 1000.0 -1000.0 -0.066 -1000.0 Ephrin B reverse signaling 0.0 12.0 48.0 -0.051 0.036 1000.0 -1000.0 -0.057 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 40.0 83.0 -0.18 0.046 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by HDAC Class I 0.0 32.0 104.0 -0.065 0.059 1000.0 -1000.0 -0.067 -1000.0 FoxO family signaling 0.0 43.0 64.0 -0.32 0.1 1000.0 -1000.0 -0.09 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 5.0 15.0 -0.006 0.025 1000.0 -1000.0 -0.044 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 2.0 36.0 -0.057 0.059 1000.0 -1000.0 -0.06 -1000.0 Atypical NF-kappaB pathway 0.0 9.0 31.0 -0.012 0.038 1000.0 -1000.0 -0.063 -1000.0 IL2 signaling events mediated by PI3K 0.0 33.0 58.0 -0.034 0.079 1000.0 -1000.0 -0.073 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 22.0 45.0 -0.082 0.066 1000.0 -1000.0 -0.091 -1000.0 EPHB forward signaling 0.0 50.0 85.0 -0.096 0.104 1000.0 -1000.0 -0.104 -1000.0 Glypican 2 network 0.0 3.0 4.0 0.006 0.022 1000.0 -1000.0 -0.007 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 12.0 125.0 -0.0 0.075 1000.0 -1000.0 -0.099 -1000.0 TCGA08_rtk_signaling 0.0 2.0 26.0 -0.04 0.067 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 11.0 76.0 -0.005 0.068 1000.0 -1000.0 -0.098 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.001 0.054 1000.0 -1000.0 -0.065 -1000.0 IL2 signaling events mediated by STAT5 0.0 12.0 22.0 -0.041 0.042 1000.0 -1000.0 -0.064 -1000.0 Class I PI3K signaling events 0.0 63.0 73.0 -0.333 0.058 1000.0 -1000.0 -0.069 -1000.0 Arf6 trafficking events 0.0 33.0 71.0 -0.211 0.053 1000.0 -1000.0 -0.058 -1000.0 VEGFR1 specific signals 0.0 0.0 56.0 -0.0 0.068 1000.0 -1000.0 -0.079 -1000.0 S1P3 pathway 0.0 24.0 42.0 -0.035 0.045 1000.0 -1000.0 -0.057 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 85.0 88.0 -0.108 0.088 1000.0 -1000.0 -0.093 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 21.0 33.0 -0.118 0.056 1000.0 -1000.0 -0.047 -1000.0 PDGFR-beta signaling pathway 0.0 32.0 97.0 -0.217 0.063 1000.0 -1000.0 -0.089 -1000.0 Signaling events mediated by PRL 0.0 20.0 34.0 -0.046 0.037 1000.0 -1000.0 -0.058 -1000.0 E-cadherin signaling in keratinocytes 0.0 8.0 43.0 -0.035 0.053 1000.0 -1000.0 -0.074 -1000.0 FOXM1 transcription factor network 0.0 50.0 51.0 -0.121 0.067 1000.0 -1000.0 -0.184 -1000.0 S1P4 pathway 0.0 19.0 25.0 -0.036 0.034 1000.0 -1000.0 -0.052 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.025 0.049 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 0.0 26.0 78.0 -0.094 0.053 1000.0 -1000.0 -0.101 -1000.0 Arf1 pathway 0.0 3.0 54.0 -0.0 0.042 1000.0 -1000.0 -0.036 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.064 1000.0 -1000.0 -0.027 -1000.0 Aurora B signaling 0.0 26.0 67.0 -0.154 0.073 1000.0 -1000.0 -0.06 -1000.0 Total 163 12314 7203 -21.4045064366 -992.280613917 131000 -131000 -9.24500811799 -131000