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 IL23-mediated signaling events 19.0 1180.0 60.0 -0.648 0.012 1000.0 -1000.0 -0.176 -1000.0 HIF-1-alpha transcription factor network 18.0 1391.0 76.0 -0.586 0.019 1000.0 -1000.0 -0.181 -1000.0 p75(NTR)-mediated signaling 16.0 2082.0 125.0 -0.236 0.033 1000.0 -1000.0 -0.11 -1000.0 IL4-mediated signaling events 16.0 1490.0 91.0 -0.78 0.675 1000.0 -1000.0 -0.161 -1000.0 Signaling mediated by p38-alpha and p38-beta 16.0 708.0 44.0 -0.211 0.012 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by the Hedgehog family 15.0 813.0 52.0 -0.27 0.081 1000.0 -1000.0 -0.055 -1000.0 Syndecan-1-mediated signaling events 14.0 487.0 34.0 -0.198 0.012 1000.0 -1000.0 -0.059 -1000.0 Glypican 2 network 13.0 55.0 4.0 -0.078 -0.06 1000.0 -1000.0 -0.025 -1000.0 BMP receptor signaling 12.0 1002.0 81.0 -0.253 0.027 1000.0 -1000.0 -0.096 -1000.0 Glypican 1 network 12.0 597.0 48.0 -0.154 0.013 1000.0 -1000.0 -0.043 -1000.0 Glucocorticoid receptor regulatory network 11.0 1350.0 114.0 -0.648 0.318 1000.0 -1000.0 -0.077 -1000.0 IL12-mediated signaling events 10.0 899.0 87.0 -0.303 0.1 1000.0 -1000.0 -0.132 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 467.0 46.0 -0.41 0.018 1000.0 -1000.0 -0.133 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 975.0 93.0 -0.164 0.089 1000.0 -1000.0 -0.089 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 10.0 1254.0 120.0 -0.297 0.211 1000.0 -1000.0 -0.073 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 9.0 309.0 34.0 -0.09 0.012 1000.0 -1000.0 -0.054 -1000.0 Endothelins 9.0 926.0 96.0 -0.24 0.035 1000.0 -1000.0 -0.087 -1000.0 Effects of Botulinum toxin 9.0 242.0 26.0 -0.187 0.012 1000.0 -1000.0 -0.061 -1000.0 Wnt signaling 9.0 65.0 7.0 -0.09 0.012 1000.0 -1000.0 -0.029 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 660.0 68.0 -0.358 0.073 1000.0 -1000.0 -0.14 -1000.0 BCR signaling pathway 9.0 924.0 99.0 -0.183 0.025 1000.0 -1000.0 -0.091 -1000.0 EGFR-dependent Endothelin signaling events 9.0 190.0 21.0 -0.126 0.018 1000.0 -1000.0 -0.068 -1000.0 Syndecan-2-mediated signaling events 8.0 601.0 69.0 -0.133 0.021 1000.0 -1000.0 -0.039 -1000.0 amb2 Integrin signaling 8.0 723.0 82.0 -0.138 0.016 1000.0 -1000.0 -0.086 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 665.0 82.0 -0.127 0.012 1000.0 -1000.0 -0.085 -1000.0 Integrins in angiogenesis 8.0 685.0 84.0 -0.182 0.021 1000.0 -1000.0 -0.093 -1000.0 Calcium signaling in the CD4+ TCR pathway 8.0 254.0 31.0 -0.254 0.012 1000.0 -1000.0 -0.09 -1000.0 IL27-mediated signaling events 8.0 418.0 51.0 -0.155 0.085 1000.0 -1000.0 -0.076 -1000.0 Syndecan-4-mediated signaling events 8.0 587.0 67.0 -0.153 0.022 1000.0 -1000.0 -0.089 -1000.0 Plasma membrane estrogen receptor signaling 8.0 711.0 86.0 -0.116 0.067 1000.0 -1000.0 -0.086 -1000.0 Class IB PI3K non-lipid kinase events 8.0 24.0 3.0 -0.03 -1000.0 1000.0 -1000.0 -0.015 -1000.0 Osteopontin-mediated events 7.0 268.0 38.0 -0.118 0.012 1000.0 -1000.0 -0.101 -1000.0 Thromboxane A2 receptor signaling 7.0 748.0 105.0 -0.126 0.024 1000.0 -1000.0 -0.069 -1000.0 Fc-epsilon receptor I signaling in mast cells 7.0 734.0 97.0 -0.135 0.028 1000.0 -1000.0 -0.082 -1000.0 Nectin adhesion pathway 7.0 490.0 63.0 -0.099 0.023 1000.0 -1000.0 -0.075 -1000.0 S1P5 pathway 7.0 120.0 17.0 -0.095 0.073 1000.0 -1000.0 -0.043 -1000.0 LPA receptor mediated events 7.0 750.0 102.0 -0.114 0.017 1000.0 -1000.0 -0.091 -1000.0 IGF1 pathway 7.0 430.0 57.0 -0.12 0.022 1000.0 -1000.0 -0.09 -1000.0 LPA4-mediated signaling events 6.0 79.0 12.0 -0.082 0.018 1000.0 -1000.0 -0.033 -1000.0 Coregulation of Androgen receptor activity 6.0 502.0 76.0 -0.227 0.022 1000.0 -1000.0 -0.044 -1000.0 ErbB4 signaling events 6.0 481.0 69.0 -0.189 0.073 1000.0 -1000.0 -0.101 -1000.0 Ephrin A reverse signaling 6.0 46.0 7.0 -0.027 -0.0 1000.0 -1000.0 -0.023 -1000.0 Arf6 signaling events 6.0 375.0 62.0 -0.126 0.021 1000.0 -1000.0 -0.074 -1000.0 PDGFR-alpha signaling pathway 6.0 279.0 44.0 -0.065 0.021 1000.0 -1000.0 -0.062 -1000.0 Reelin signaling pathway 6.0 382.0 56.0 -0.163 0.018 1000.0 -1000.0 -0.084 -1000.0 Ephrin B reverse signaling 6.0 306.0 48.0 -0.117 0.086 1000.0 -1000.0 -0.07 -1000.0 Nongenotropic Androgen signaling 6.0 312.0 52.0 -0.118 0.017 1000.0 -1000.0 -0.06 -1000.0 IL6-mediated signaling events 6.0 497.0 75.0 -0.136 0.045 1000.0 -1000.0 -0.092 -1000.0 Caspase cascade in apoptosis 5.0 424.0 74.0 -0.086 0.031 1000.0 -1000.0 -0.045 -1000.0 Noncanonical Wnt signaling pathway 5.0 151.0 26.0 -0.097 0.012 1000.0 -1000.0 -0.059 -1000.0 Cellular roles of Anthrax toxin 5.0 224.0 39.0 -0.084 0.012 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by PTP1B 5.0 431.0 76.0 -0.191 0.02 1000.0 -1000.0 -0.082 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 326.0 61.0 -0.164 0.028 1000.0 -1000.0 -0.065 -1000.0 IL1-mediated signaling events 5.0 359.0 62.0 -0.162 0.058 1000.0 -1000.0 -0.093 -1000.0 Syndecan-3-mediated signaling events 5.0 206.0 35.0 -0.177 0.033 1000.0 -1000.0 -0.047 -1000.0 Canonical Wnt signaling pathway 5.0 298.0 51.0 -0.164 0.062 1000.0 -1000.0 -0.063 -1000.0 EPHB forward signaling 5.0 493.0 85.0 -0.119 0.094 1000.0 -1000.0 -0.092 -1000.0 Angiopoietin receptor Tie2-mediated signaling 5.0 458.0 88.0 -0.132 0.029 1000.0 -1000.0 -0.113 -1000.0 Visual signal transduction: Rods 5.0 294.0 52.0 -0.177 0.012 1000.0 -1000.0 -0.085 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 135.0 28.0 -0.095 0.027 1000.0 -1000.0 -0.038 -1000.0 Visual signal transduction: Cones 4.0 187.0 38.0 -0.083 0.012 1000.0 -1000.0 -0.064 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 82.0 17.0 -0.031 0.012 1000.0 -1000.0 -0.038 -1000.0 Hedgehog signaling events mediated by Gli proteins 4.0 260.0 65.0 -0.327 0.038 1000.0 -1000.0 -0.068 -1000.0 TRAIL signaling pathway 4.0 212.0 48.0 -0.037 0.02 1000.0 -1000.0 -0.068 -1000.0 S1P1 pathway 4.0 147.0 36.0 -0.088 0.012 1000.0 -1000.0 -0.055 -1000.0 IL2 signaling events mediated by PI3K 4.0 233.0 58.0 -0.084 0.02 1000.0 -1000.0 -0.089 -1000.0 TCGA08_retinoblastoma 4.0 39.0 8.0 -0.01 0.01 1000.0 -1000.0 -0.018 -1000.0 Regulation of Telomerase 4.0 425.0 102.0 -0.149 0.036 1000.0 -1000.0 -0.095 -1000.0 S1P4 pathway 4.0 107.0 25.0 -0.095 0.018 1000.0 -1000.0 -0.057 -1000.0 Regulation of Androgen receptor activity 4.0 349.0 70.0 -0.264 0.027 1000.0 -1000.0 -0.065 -1000.0 BARD1 signaling events 3.0 208.0 57.0 -0.044 0.034 1000.0 -1000.0 -0.059 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 176.0 54.0 -0.082 0.024 1000.0 -1000.0 -0.101 -1000.0 IFN-gamma pathway 3.0 267.0 68.0 -0.149 0.018 1000.0 -1000.0 -0.104 -1000.0 Ceramide signaling pathway 3.0 244.0 76.0 -0.126 0.038 1000.0 -1000.0 -0.047 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 173.0 52.0 -0.099 0.04 1000.0 -1000.0 -0.054 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 46.0 15.0 -0.014 0.023 1000.0 -1000.0 -0.039 -1000.0 Retinoic acid receptors-mediated signaling 3.0 175.0 58.0 -0.098 0.017 1000.0 -1000.0 -0.07 -1000.0 IL2 signaling events mediated by STAT5 3.0 82.0 22.0 -0.049 0.022 1000.0 -1000.0 -0.054 -1000.0 Class I PI3K signaling events 3.0 221.0 73.0 -0.099 0.019 1000.0 -1000.0 -0.063 -1000.0 S1P3 pathway 3.0 135.0 42.0 -0.056 0.025 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 307.0 78.0 -0.062 0.031 1000.0 -1000.0 -0.093 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 64.0 17.0 -0.025 0.02 1000.0 -1000.0 -0.042 -1000.0 ErbB2/ErbB3 signaling events 2.0 168.0 65.0 -0.102 0.021 1000.0 -1000.0 -0.073 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 403.0 136.0 -0.187 0.08 1000.0 -1000.0 -0.073 -1000.0 PLK2 and PLK4 events 2.0 6.0 3.0 -0.003 0.012 1000.0 -1000.0 -0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 197.0 85.0 -0.043 0.024 1000.0 -1000.0 -0.079 -1000.0 Aurora A signaling 2.0 126.0 60.0 -0.172 0.036 1000.0 -1000.0 -0.051 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 84.0 37.0 -0.061 0.025 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by HDAC Class III 2.0 94.0 40.0 -0.166 0.021 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 2.0 114.0 47.0 -0.055 0.015 1000.0 -1000.0 -0.046 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 96.0 45.0 -0.061 0.035 1000.0 -1000.0 -0.1 -1000.0 Regulation of p38-alpha and p38-beta 2.0 119.0 54.0 -0.099 0.031 1000.0 -1000.0 -0.062 -1000.0 TCGA08_rtk_signaling 2.0 52.0 26.0 -0.04 0.037 1000.0 -1000.0 -0.02 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 200.0 74.0 -0.185 0.061 1000.0 -1000.0 -0.088 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 79.0 33.0 -0.107 0.03 1000.0 -1000.0 -0.055 -1000.0 Rapid glucocorticoid signaling 2.0 58.0 20.0 -0.05 0.013 1000.0 -1000.0 -0.022 -1000.0 PDGFR-beta signaling pathway 2.0 231.0 97.0 -0.065 0.033 1000.0 -1000.0 -0.082 -1000.0 p38 MAPK signaling pathway 2.0 117.0 44.0 -0.137 0.023 1000.0 -1000.0 -0.068 -1000.0 Canonical NF-kappaB pathway 1.0 47.0 39.0 -0.044 0.062 1000.0 -1000.0 -0.09 -1000.0 Signaling events mediated by HDAC Class II 1.0 91.0 75.0 -0.074 0.033 1000.0 -1000.0 -0.045 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 0.002 0.01 1000.0 -1000.0 -0.03 -1000.0 EPO signaling pathway 1.0 65.0 55.0 -0.03 0.045 1000.0 -1000.0 -0.1 -1000.0 mTOR signaling pathway 1.0 72.0 53.0 -0.017 0.021 1000.0 -1000.0 -0.057 -1000.0 ceramide signaling pathway 1.0 73.0 49.0 -0.045 0.027 1000.0 -1000.0 -0.049 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 105.0 83.0 -0.065 0.052 1000.0 -1000.0 -0.072 -1000.0 TCGA08_p53 1.0 9.0 7.0 -0.007 0.012 1000.0 -1000.0 -0.015 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 40.0 36.0 -0.061 0.031 1000.0 -1000.0 -0.079 -1000.0 Atypical NF-kappaB pathway 1.0 35.0 31.0 -0.013 0.038 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 149.0 125.0 -0.073 0.049 1000.0 -1000.0 -0.098 -1000.0 Insulin Pathway 1.0 145.0 74.0 -0.132 0.033 1000.0 -1000.0 -0.091 -1000.0 Signaling events mediated by PRL 1.0 61.0 34.0 -0.096 0.029 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in keratinocytes 1.0 52.0 43.0 -0.028 0.033 1000.0 -1000.0 -0.064 -1000.0 FOXM1 transcription factor network 1.0 78.0 51.0 -0.092 0.134 1000.0 -1000.0 -0.186 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 20.0 23.0 -0.033 0.04 1000.0 -1000.0 -0.059 -1000.0 Circadian rhythm pathway 0.0 18.0 22.0 -0.013 0.039 1000.0 -1000.0 -0.06 -1000.0 Arf6 downstream pathway 0.0 38.0 43.0 -0.026 0.025 1000.0 -1000.0 -0.042 -1000.0 Aurora C signaling 0.0 6.0 7.0 -0.005 0.013 1000.0 -1000.0 -0.028 -1000.0 PLK1 signaling events 0.0 28.0 85.0 -0.011 0.033 1000.0 -1000.0 -0.043 -1000.0 Insulin-mediated glucose transport 0.0 28.0 32.0 -0.033 0.045 1000.0 -1000.0 -0.065 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 29.0 68.0 -0.033 0.044 1000.0 -1000.0 -0.058 -1000.0 HIF-2-alpha transcription factor network 0.0 32.0 43.0 -0.081 0.089 1000.0 -1000.0 -0.1 -1000.0 Signaling events mediated by HDAC Class I 0.0 83.0 104.0 -0.044 0.049 1000.0 -1000.0 -0.064 -1000.0 FoxO family signaling 0.0 37.0 64.0 -0.058 0.126 1000.0 -1000.0 -0.07 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 64.0 76.0 -0.034 0.05 1000.0 -1000.0 -0.084 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.0 0.03 1000.0 -1000.0 -0.054 -1000.0 Arf6 trafficking events 0.0 34.0 71.0 -0.028 0.039 1000.0 -1000.0 -0.08 -1000.0 VEGFR1 specific signals 0.0 39.0 56.0 -0.031 0.041 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.0 0.018 1000.0 -1000.0 -0.039 -1000.0 Arf1 pathway 0.0 12.0 54.0 -0.02 0.025 1000.0 -1000.0 -0.044 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.033 1000.0 -1000.0 -0.039 -1000.0 Aurora B signaling 0.0 56.0 67.0 -0.069 0.033 1000.0 -1000.0 -0.076 -1000.0 Total 628 41175 7203 -16.3970221482 -994.66308806 131000 -131000 -9.11132504809 -131000