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 Nephrin/Neph1 signaling in the kidney podocyte 209.0 7122.0 34.0 -0.516 0.029 1000.0 -1000.0 -0.058 -1000.0 HIF-1-alpha transcription factor network 158.0 12018.0 76.0 -1.097 0.045 1000.0 -1000.0 -0.147 -1000.0 TCGA08_p53 142.0 995.0 7.0 -0.422 0.221 1000.0 -1000.0 -0.014 -1000.0 TCR signaling in naïve CD8+ T cells 129.0 12074.0 93.0 -0.438 0.202 1000.0 -1000.0 -0.084 -1000.0 FOXA2 and FOXA3 transcription factor networks 112.0 5187.0 46.0 -1.12 0.036 1000.0 -1000.0 -0.111 -1000.0 PDGFR-alpha signaling pathway 98.0 4350.0 44.0 -0.224 0.036 1000.0 -1000.0 -0.058 -1000.0 TCGA08_retinoblastoma 96.0 774.0 8.0 -0.578 0.16 1000.0 -1000.0 -0.011 -1000.0 Aurora B signaling 84.0 5677.0 67.0 -0.265 0.041 1000.0 -1000.0 -0.06 -1000.0 IL12-mediated signaling events 82.0 7216.0 87.0 -0.459 0.117 1000.0 -1000.0 -0.118 -1000.0 Syndecan-4-mediated signaling events 81.0 5455.0 67.0 -0.44 0.09 1000.0 -1000.0 -0.063 -1000.0 EGFR-dependent Endothelin signaling events 79.0 1672.0 21.0 -0.571 0.042 1000.0 -1000.0 -0.06 -1000.0 Glypican 1 network 76.0 3684.0 48.0 -0.411 0.046 1000.0 -1000.0 -0.038 -1000.0 amb2 Integrin signaling 76.0 6278.0 82.0 -0.472 0.038 1000.0 -1000.0 -0.059 -1000.0 FOXM1 transcription factor network 74.0 3791.0 51.0 -0.565 0.03 1000.0 -1000.0 -0.108 -1000.0 Aurora C signaling 64.0 448.0 7.0 -0.266 0.028 1000.0 -1000.0 -0.022 -1000.0 BMP receptor signaling 61.0 4986.0 81.0 -0.523 0.054 1000.0 -1000.0 -0.081 -1000.0 IL4-mediated signaling events 59.0 5400.0 91.0 -0.788 0.491 1000.0 -1000.0 -0.098 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 58.0 1926.0 33.0 -0.571 0.057 1000.0 -1000.0 -0.045 -1000.0 Glypican 2 network 55.0 223.0 4.0 -0.04 -1000.0 1000.0 -1000.0 -0.005 -1000.0 Caspase cascade in apoptosis 52.0 3856.0 74.0 -0.289 0.093 1000.0 -1000.0 -0.053 -1000.0 JNK signaling in the CD4+ TCR pathway 49.0 833.0 17.0 -0.226 0.029 1000.0 -1000.0 -0.053 -1000.0 Fc-epsilon receptor I signaling in mast cells 47.0 4584.0 97.0 -0.221 0.041 1000.0 -1000.0 -0.081 -1000.0 Syndecan-1-mediated signaling events 40.0 1361.0 34.0 -0.25 0.029 1000.0 -1000.0 -0.064 -1000.0 HIF-2-alpha transcription factor network 38.0 1656.0 43.0 -0.528 0.242 1000.0 -1000.0 -0.065 -1000.0 Effects of Botulinum toxin 36.0 936.0 26.0 -0.241 0.04 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by the Hedgehog family 35.0 1845.0 52.0 -0.287 0.068 1000.0 -1000.0 -0.058 -1000.0 Arf6 signaling events 35.0 2217.0 62.0 -0.571 0.066 1000.0 -1000.0 -0.051 -1000.0 Reelin signaling pathway 35.0 2008.0 56.0 -0.171 0.079 1000.0 -1000.0 -0.057 -1000.0 Calcium signaling in the CD4+ TCR pathway 35.0 1102.0 31.0 -0.384 0.029 1000.0 -1000.0 -0.066 -1000.0 IL23-mediated signaling events 33.0 2016.0 60.0 -0.27 0.029 1000.0 -1000.0 -0.082 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 32.0 1752.0 54.0 -0.443 0.041 1000.0 -1000.0 -0.085 -1000.0 PLK1 signaling events 31.0 2638.0 85.0 -0.201 0.042 1000.0 -1000.0 -0.05 -1000.0 p75(NTR)-mediated signaling 30.0 3760.0 125.0 -0.32 0.077 1000.0 -1000.0 -0.104 -1000.0 IL27-mediated signaling events 30.0 1530.0 51.0 -0.588 0.057 1000.0 -1000.0 -0.058 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 30.0 2107.0 68.0 -0.331 0.062 1000.0 -1000.0 -0.099 -1000.0 IL2 signaling events mediated by STAT5 30.0 671.0 22.0 -0.311 0.035 1000.0 -1000.0 -0.056 -1000.0 LPA4-mediated signaling events 28.0 337.0 12.0 -0.104 0.011 1000.0 -1000.0 -0.029 -1000.0 Ephrin A reverse signaling 28.0 202.0 7.0 -0.023 0.008 1000.0 -1000.0 -0.02 -1000.0 Coregulation of Androgen receptor activity 27.0 2101.0 76.0 -0.858 0.054 1000.0 -1000.0 -0.025 -1000.0 S1P1 pathway 27.0 973.0 36.0 -0.246 0.029 1000.0 -1000.0 -0.057 -1000.0 BCR signaling pathway 25.0 2568.0 99.0 -0.223 0.056 1000.0 -1000.0 -0.083 -1000.0 Integrins in angiogenesis 24.0 2035.0 84.0 -0.264 0.068 1000.0 -1000.0 -0.067 -1000.0 IL2 signaling events mediated by PI3K 23.0 1377.0 58.0 -0.309 0.049 1000.0 -1000.0 -0.055 -1000.0 EPO signaling pathway 22.0 1214.0 55.0 -0.171 0.035 1000.0 -1000.0 -0.077 -1000.0 Glucocorticoid receptor regulatory network 22.0 2590.0 114.0 -0.353 0.146 1000.0 -1000.0 -0.085 -1000.0 Signaling events mediated by PTP1B 21.0 1610.0 76.0 -0.574 0.064 1000.0 -1000.0 -0.06 -1000.0 Ceramide signaling pathway 20.0 1577.0 76.0 -0.571 0.205 1000.0 -1000.0 -0.059 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 20.0 930.0 45.0 -0.381 0.077 1000.0 -1000.0 -0.08 -1000.0 Wnt signaling 20.0 140.0 7.0 -0.048 0.028 1000.0 -1000.0 -0.03 -1000.0 Regulation of Telomerase 20.0 2135.0 102.0 -0.572 0.061 1000.0 -1000.0 -0.08 -1000.0 VEGFR1 specific signals 20.0 1154.0 56.0 -0.319 0.033 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 20.0 1612.0 78.0 -0.243 0.048 1000.0 -1000.0 -0.06 -1000.0 FoxO family signaling 19.0 1234.0 64.0 -0.556 0.095 1000.0 -1000.0 -0.06 -1000.0 Angiopoietin receptor Tie2-mediated signaling 19.0 1734.0 88.0 -0.206 0.05 1000.0 -1000.0 -0.074 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 18.0 2190.0 120.0 -0.115 0.083 1000.0 -1000.0 -0.069 -1000.0 Visual signal transduction: Rods 18.0 963.0 52.0 -0.155 0.041 1000.0 -1000.0 -0.066 -1000.0 Noncanonical Wnt signaling pathway 17.0 449.0 26.0 -0.102 0.028 1000.0 -1000.0 -0.063 -1000.0 Syndecan-2-mediated signaling events 17.0 1201.0 69.0 -0.472 0.064 1000.0 -1000.0 -0.04 -1000.0 Thromboxane A2 receptor signaling 16.0 1761.0 105.0 -0.571 0.049 1000.0 -1000.0 -0.063 -1000.0 Endothelins 16.0 1560.0 96.0 -0.331 0.048 1000.0 -1000.0 -0.061 -1000.0 Signaling mediated by p38-alpha and p38-beta 15.0 684.0 44.0 -0.04 0.054 1000.0 -1000.0 -0.042 -1000.0 IL6-mediated signaling events 15.0 1155.0 75.0 -0.209 0.062 1000.0 -1000.0 -0.065 -1000.0 Regulation of nuclear SMAD2/3 signaling 14.0 1999.0 136.0 -0.296 0.098 1000.0 -1000.0 -0.061 -1000.0 Presenilin action in Notch and Wnt signaling 14.0 865.0 61.0 -0.138 0.084 1000.0 -1000.0 -0.063 -1000.0 LPA receptor mediated events 14.0 1441.0 102.0 -0.245 0.052 1000.0 -1000.0 -0.08 -1000.0 Class I PI3K signaling events 14.0 1036.0 73.0 -0.32 0.08 1000.0 -1000.0 -0.059 -1000.0 Aurora A signaling 13.0 817.0 60.0 -0.149 0.063 1000.0 -1000.0 -0.048 -1000.0 IFN-gamma pathway 13.0 938.0 68.0 -0.248 0.042 1000.0 -1000.0 -0.079 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 13.0 491.0 37.0 -0.178 0.055 1000.0 -1000.0 -0.053 -1000.0 S1P5 pathway 13.0 232.0 17.0 -0.077 0.029 1000.0 -1000.0 -0.025 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 13.0 994.0 74.0 -0.571 0.105 1000.0 -1000.0 -0.091 -1000.0 Canonical Wnt signaling pathway 12.0 632.0 51.0 -0.138 0.098 1000.0 -1000.0 -0.068 -1000.0 Nongenotropic Androgen signaling 12.0 624.0 52.0 -0.112 0.046 1000.0 -1000.0 -0.043 -1000.0 Plasma membrane estrogen receptor signaling 12.0 1035.0 86.0 -0.143 0.054 1000.0 -1000.0 -0.086 -1000.0 S1P3 pathway 12.0 510.0 42.0 -0.243 0.051 1000.0 -1000.0 -0.042 -1000.0 PLK2 and PLK4 events 11.0 34.0 3.0 0.005 0.025 1000.0 -1000.0 -0.017 -1000.0 Signaling events regulated by Ret tyrosine kinase 11.0 974.0 82.0 -0.026 0.031 1000.0 -1000.0 -0.092 -1000.0 S1P4 pathway 11.0 278.0 25.0 -0.077 0.038 1000.0 -1000.0 -0.046 -1000.0 Regulation of Androgen receptor activity 11.0 816.0 70.0 -0.926 0.053 1000.0 -1000.0 -0.062 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 306.0 28.0 -0.077 0.048 1000.0 -1000.0 -0.039 -1000.0 FAS signaling pathway (CD95) 10.0 516.0 47.0 -0.295 0.049 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 10.0 1287.0 125.0 -0.243 0.043 1000.0 -1000.0 -0.083 -1000.0 TCGA08_rtk_signaling 10.0 279.0 26.0 -0.224 0.057 1000.0 -1000.0 -0.015 -1000.0 E-cadherin signaling events 10.0 51.0 5.0 0.007 0.025 1000.0 -1000.0 -0.012 -1000.0 ErbB4 signaling events 9.0 648.0 69.0 -0.162 0.095 1000.0 -1000.0 -0.072 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 0.007 0.029 1000.0 -1000.0 -0.007 -1000.0 ceramide signaling pathway 8.0 412.0 49.0 -0.066 0.045 1000.0 -1000.0 -0.064 -1000.0 Canonical NF-kappaB pathway 6.0 253.0 39.0 -0.123 0.056 1000.0 -1000.0 -0.065 -1000.0 Visual signal transduction: Cones 6.0 263.0 38.0 -0.017 0.045 1000.0 -1000.0 -0.021 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 539.0 85.0 -0.036 0.083 1000.0 -1000.0 -0.062 -1000.0 mTOR signaling pathway 6.0 320.0 53.0 -0.063 0.054 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by PRL 6.0 219.0 34.0 -0.043 0.066 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling in keratinocytes 6.0 261.0 43.0 -0.221 0.043 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class III 5.0 200.0 40.0 -0.053 0.054 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 5.0 340.0 62.0 -0.044 0.067 1000.0 -1000.0 -0.083 -1000.0 Ephrin B reverse signaling 5.0 277.0 48.0 -0.049 0.054 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 448.0 76.0 -0.034 0.051 1000.0 -1000.0 -0.081 -1000.0 PDGFR-beta signaling pathway 5.0 487.0 97.0 -0.018 0.088 1000.0 -1000.0 -0.072 -1000.0 p38 MAPK signaling pathway 5.0 226.0 44.0 -0.069 0.055 1000.0 -1000.0 -0.056 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 92.0 17.0 -0.01 0.055 1000.0 -1000.0 -0.033 -1000.0 ErbB2/ErbB3 signaling events 4.0 271.0 65.0 -0.126 0.044 1000.0 -1000.0 -0.069 -1000.0 Cellular roles of Anthrax toxin 4.0 194.0 39.0 -0.01 0.039 1000.0 -1000.0 -0.029 -1000.0 Insulin-mediated glucose transport 4.0 142.0 32.0 -0.039 0.056 1000.0 -1000.0 -0.05 -1000.0 Syndecan-3-mediated signaling events 4.0 148.0 35.0 -0.013 0.077 1000.0 -1000.0 -0.055 -1000.0 EPHB forward signaling 4.0 376.0 85.0 -0.052 0.078 1000.0 -1000.0 -0.096 -1000.0 Regulation of p38-alpha and p38-beta 4.0 234.0 54.0 -0.022 0.066 1000.0 -1000.0 -0.061 -1000.0 Class IB PI3K non-lipid kinase events 4.0 12.0 3.0 -0.024 0.024 1000.0 -1000.0 -0.005 -1000.0 BARD1 signaling events 3.0 186.0 57.0 -0.105 0.076 1000.0 -1000.0 -0.069 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 237.0 65.0 -0.007 0.106 1000.0 -1000.0 -0.066 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 168.0 52.0 -0.012 0.097 1000.0 -1000.0 -0.051 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 54.0 15.0 -0.0 0.032 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 3.0 224.0 71.0 -0.118 0.064 1000.0 -1000.0 -0.054 -1000.0 Insulin Pathway 3.0 270.0 74.0 -0.032 0.079 1000.0 -1000.0 -0.085 -1000.0 Osteopontin-mediated events 2.0 78.0 38.0 0.0 0.091 1000.0 -1000.0 -0.055 -1000.0 Arf6 downstream pathway 2.0 114.0 43.0 -0.047 0.048 1000.0 -1000.0 -0.036 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 168.0 68.0 -0.039 0.056 1000.0 -1000.0 -0.055 -1000.0 Nectin adhesion pathway 2.0 151.0 63.0 -0.0 0.06 1000.0 -1000.0 -0.062 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 211.0 83.0 -0.039 0.073 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by HDAC Class II 1.0 95.0 75.0 -0.04 0.061 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class I 1.0 173.0 104.0 -0.056 0.076 1000.0 -1000.0 -0.049 -1000.0 Retinoic acid receptors-mediated signaling 1.0 98.0 58.0 -0.013 0.053 1000.0 -1000.0 -0.05 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 67.0 36.0 -0.05 0.055 1000.0 -1000.0 -0.057 -1000.0 Atypical NF-kappaB pathway 1.0 51.0 31.0 -0.0 0.039 1000.0 -1000.0 -0.043 -1000.0 IGF1 pathway 1.0 109.0 57.0 -0.049 0.076 1000.0 -1000.0 -0.077 -1000.0 Arf1 pathway 1.0 69.0 54.0 -0.0 0.048 1000.0 -1000.0 -0.027 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 16.0 23.0 -0.024 0.055 1000.0 -1000.0 -0.043 -1000.0 Circadian rhythm pathway 0.0 18.0 22.0 -0.014 0.069 1000.0 -1000.0 -0.046 -1000.0 TRAIL signaling pathway 0.0 28.0 48.0 -0.0 0.072 1000.0 -1000.0 -0.061 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.069 1000.0 -1000.0 -0.057 -1000.0 Rapid glucocorticoid signaling 0.0 6.0 20.0 -0.01 0.036 1000.0 -1000.0 -0.012 -1000.0 Alternative NF-kappaB pathway 0.0 8.0 13.0 -0.0 0.06 1000.0 -1000.0 -0.019 -1000.0 Total 3371 184798 7203 -30.0720821196 -991.530476565 131000 -131000 -7.54673710517 -131000