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 20.0 929.0 46.0 -0.7 0.038 1000.0 -1000.0 -0.112 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 13.0 469.0 34.0 -0.114 0.033 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by the Hedgehog family 12.0 639.0 52.0 -0.126 0.043 1000.0 -1000.0 -0.032 -1000.0 EGFR-dependent Endothelin signaling events 12.0 257.0 21.0 -0.159 0.045 1000.0 -1000.0 -0.039 -1000.0 HIF-1-alpha transcription factor network 11.0 844.0 76.0 -0.367 0.041 1000.0 -1000.0 -0.1 -1000.0 IL4-mediated signaling events 11.0 1085.0 91.0 -0.707 0.625 1000.0 -1000.0 -0.128 -1000.0 IL23-mediated signaling events 11.0 704.0 60.0 -0.468 0.033 1000.0 -1000.0 -0.116 -1000.0 IL6-mediated signaling events 9.0 709.0 75.0 -0.437 0.044 1000.0 -1000.0 -0.056 -1000.0 Reelin signaling pathway 8.0 453.0 56.0 -0.101 0.081 1000.0 -1000.0 -0.035 -1000.0 TCR signaling in naïve CD8+ T cells 8.0 771.0 93.0 -0.084 0.045 1000.0 -1000.0 -0.044 -1000.0 Wnt signaling 8.0 62.0 7.0 -0.088 0.018 1000.0 -1000.0 -0.014 -1000.0 TCGA08_retinoblastoma 8.0 67.0 8.0 -0.069 0.036 1000.0 -1000.0 -0.002 -1000.0 BCR signaling pathway 8.0 825.0 99.0 -0.185 0.033 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by PTP1B 7.0 594.0 76.0 -0.191 0.047 1000.0 -1000.0 -0.033 -1000.0 p75(NTR)-mediated signaling 7.0 927.0 125.0 -0.109 0.083 1000.0 -1000.0 -0.049 -1000.0 amb2 Integrin signaling 7.0 650.0 82.0 -0.15 0.041 1000.0 -1000.0 -0.034 -1000.0 Endothelins 7.0 686.0 96.0 -0.158 0.045 1000.0 -1000.0 -0.045 -1000.0 IL12-mediated signaling events 6.0 554.0 87.0 -0.169 0.051 1000.0 -1000.0 -0.069 -1000.0 Ephrin A reverse signaling 6.0 46.0 7.0 -0.01 0.027 1000.0 -1000.0 -0.006 -1000.0 Noncanonical Wnt signaling pathway 6.0 163.0 26.0 -0.088 0.032 1000.0 -1000.0 -0.036 -1000.0 Glypican 1 network 6.0 315.0 48.0 -0.187 0.054 1000.0 -1000.0 -0.032 -1000.0 Fc-epsilon receptor I signaling in mast cells 6.0 603.0 97.0 -0.097 0.054 1000.0 -1000.0 -0.046 -1000.0 Glucocorticoid receptor regulatory network 6.0 736.0 114.0 -0.425 0.156 1000.0 -1000.0 -0.052 -1000.0 TCGA08_p53 6.0 47.0 7.0 -0.056 0.047 1000.0 -1000.0 -0.013 -1000.0 Insulin Pathway 6.0 475.0 74.0 -0.188 0.063 1000.0 -1000.0 -0.031 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 540.0 88.0 -0.13 0.04 1000.0 -1000.0 -0.063 -1000.0 Syndecan-1-mediated signaling events 5.0 173.0 34.0 -0.073 0.032 1000.0 -1000.0 -0.036 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 92.0 17.0 -0.068 0.032 1000.0 -1000.0 -0.031 -1000.0 Thromboxane A2 receptor signaling 5.0 561.0 105.0 -0.159 0.041 1000.0 -1000.0 -0.042 -1000.0 Arf6 signaling events 5.0 324.0 62.0 -0.159 0.073 1000.0 -1000.0 -0.037 -1000.0 Integrins in angiogenesis 5.0 462.0 84.0 -0.091 0.063 1000.0 -1000.0 -0.036 -1000.0 Effects of Botulinum toxin 5.0 140.0 26.0 -0.042 0.031 1000.0 -1000.0 -0.002 -1000.0 Calcium signaling in the CD4+ TCR pathway 5.0 169.0 31.0 -0.145 0.032 1000.0 -1000.0 -0.038 -1000.0 LPA receptor mediated events 5.0 565.0 102.0 -0.111 0.034 1000.0 -1000.0 -0.083 -1000.0 Syndecan-4-mediated signaling events 5.0 363.0 67.0 -0.096 0.04 1000.0 -1000.0 -0.031 -1000.0 Visual signal transduction: Rods 5.0 291.0 52.0 -0.098 0.033 1000.0 -1000.0 -0.026 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.015 -1000.0 Coregulation of Androgen receptor activity 4.0 339.0 76.0 -0.256 0.079 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Cones 4.0 181.0 38.0 -0.048 0.043 1000.0 -1000.0 -0.014 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 261.0 54.0 -0.101 0.046 1000.0 -1000.0 -0.037 -1000.0 Syndecan-2-mediated signaling events 4.0 308.0 69.0 -0.062 0.051 1000.0 -1000.0 -0.044 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 23.0 5.0 -0.007 0.022 1000.0 -1000.0 0.011 -1000.0 BMP receptor signaling 4.0 396.0 81.0 -0.114 0.065 1000.0 -1000.0 -0.041 -1000.0 mTOR signaling pathway 4.0 254.0 53.0 -0.191 0.044 1000.0 -1000.0 -0.033 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 172.0 37.0 -0.089 0.056 1000.0 -1000.0 -0.026 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 232.0 52.0 -0.091 0.075 1000.0 -1000.0 -0.049 -1000.0 Nongenotropic Androgen signaling 4.0 248.0 52.0 -0.054 0.054 1000.0 -1000.0 -0.029 -1000.0 IL27-mediated signaling events 4.0 238.0 51.0 -0.097 0.062 1000.0 -1000.0 -0.039 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 329.0 68.0 -0.212 0.073 1000.0 -1000.0 -0.102 -1000.0 Plasma membrane estrogen receptor signaling 4.0 384.0 86.0 -0.08 0.064 1000.0 -1000.0 -0.051 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 539.0 120.0 -0.122 0.079 1000.0 -1000.0 -0.05 -1000.0 FOXM1 transcription factor network 4.0 213.0 51.0 -0.075 0.065 1000.0 -1000.0 -0.12 -1000.0 LPA4-mediated signaling events 3.0 41.0 12.0 -0.028 0.006 1000.0 -1000.0 -0.017 -1000.0 Osteopontin-mediated events 3.0 144.0 38.0 -0.06 0.034 1000.0 -1000.0 -0.04 -1000.0 Cellular roles of Anthrax toxin 3.0 141.0 39.0 -0.035 0.033 1000.0 -1000.0 -0.02 -1000.0 EPO signaling pathway 3.0 193.0 55.0 -0.041 0.035 1000.0 -1000.0 -0.039 -1000.0 Ceramide signaling pathway 3.0 294.0 76.0 -0.159 0.088 1000.0 -1000.0 -0.028 -1000.0 IL1-mediated signaling events 3.0 213.0 62.0 -0.027 0.078 1000.0 -1000.0 -0.036 -1000.0 ceramide signaling pathway 3.0 159.0 49.0 -0.009 0.047 1000.0 -1000.0 -0.032 -1000.0 HIF-2-alpha transcription factor network 3.0 143.0 43.0 -0.034 0.054 1000.0 -1000.0 -0.058 -1000.0 Ephrin B reverse signaling 3.0 166.0 48.0 -0.04 0.036 1000.0 -1000.0 -0.031 -1000.0 S1P1 pathway 3.0 127.0 36.0 -0.043 0.034 1000.0 -1000.0 -0.032 -1000.0 FAS signaling pathway (CD95) 3.0 143.0 47.0 -0.167 0.049 1000.0 -1000.0 -0.031 -1000.0 Retinoic acid receptors-mediated signaling 3.0 194.0 58.0 -0.082 0.065 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 143.0 44.0 -0.037 0.033 1000.0 -1000.0 -0.023 -1000.0 Canonical Wnt signaling pathway 3.0 175.0 51.0 -0.085 0.14 1000.0 -1000.0 -0.038 -1000.0 Regulation of p38-alpha and p38-beta 3.0 178.0 54.0 -0.132 0.067 1000.0 -1000.0 -0.048 -1000.0 IGF1 pathway 3.0 203.0 57.0 -0.079 0.057 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 3.0 71.0 20.0 -0.083 0.032 1000.0 -1000.0 -0.004 -1000.0 Regulation of Androgen receptor activity 3.0 226.0 70.0 -0.297 0.037 1000.0 -1000.0 -0.051 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 67.0 17.0 -0.036 0.051 1000.0 -1000.0 -0.025 -1000.0 ErbB2/ErbB3 signaling events 2.0 130.0 65.0 -0.038 0.049 1000.0 -1000.0 -0.07 -1000.0 Caspase cascade in apoptosis 2.0 183.0 74.0 -0.062 0.066 1000.0 -1000.0 -0.041 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 397.0 136.0 -0.187 0.131 1000.0 -1000.0 -0.036 -1000.0 ErbB4 signaling events 2.0 203.0 69.0 -0.09 0.071 1000.0 -1000.0 -0.042 -1000.0 BARD1 signaling events 2.0 116.0 57.0 -0.045 0.065 1000.0 -1000.0 -0.035 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 207.0 85.0 -0.031 0.053 1000.0 -1000.0 -0.048 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 161.0 61.0 -0.085 0.083 1000.0 -1000.0 -0.048 -1000.0 PDGFR-alpha signaling pathway 2.0 120.0 44.0 -0.02 0.062 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 236.0 82.0 -0.023 0.033 1000.0 -1000.0 -0.053 -1000.0 FoxO family signaling 2.0 134.0 64.0 -0.199 0.066 1000.0 -1000.0 -0.054 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 91.0 36.0 -0.045 0.052 1000.0 -1000.0 -0.025 -1000.0 Syndecan-3-mediated signaling events 2.0 86.0 35.0 -0.042 0.083 1000.0 -1000.0 -0.024 -1000.0 IL2 signaling events mediated by PI3K 2.0 124.0 58.0 -0.044 0.066 1000.0 -1000.0 -0.044 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 131.0 45.0 -0.04 0.079 1000.0 -1000.0 -0.038 -1000.0 EPHB forward signaling 2.0 241.0 85.0 -0.056 0.095 1000.0 -1000.0 -0.056 -1000.0 Glypican 2 network 2.0 9.0 4.0 0.025 0.034 1000.0 -1000.0 0.011 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 286.0 125.0 -0.027 0.071 1000.0 -1000.0 -0.045 -1000.0 Class I PI3K signaling events 2.0 181.0 73.0 -0.132 0.059 1000.0 -1000.0 -0.042 -1000.0 Regulation of Telomerase 2.0 275.0 102.0 -0.162 0.076 1000.0 -1000.0 -0.054 -1000.0 PDGFR-beta signaling pathway 2.0 217.0 97.0 -0.134 0.073 1000.0 -1000.0 -0.039 -1000.0 Aurora B signaling 2.0 183.0 67.0 -0.131 0.062 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class II 1.0 78.0 75.0 -0.036 0.077 1000.0 -1000.0 -0.022 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 48.0 28.0 -0.0 0.055 1000.0 -1000.0 -0.014 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 94.0 65.0 0.0 0.076 1000.0 -1000.0 -0.042 -1000.0 Aurora C signaling 1.0 7.0 7.0 -0.0 0.038 1000.0 -1000.0 -0.009 -1000.0 PLK1 signaling events 1.0 159.0 85.0 -0.011 0.059 1000.0 -1000.0 -0.037 -1000.0 IFN-gamma pathway 1.0 129.0 68.0 -0.063 0.05 1000.0 -1000.0 -0.055 -1000.0 Nectin adhesion pathway 1.0 109.0 63.0 -0.005 0.076 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class III 1.0 75.0 40.0 -0.057 0.057 1000.0 -1000.0 -0.025 -1000.0 S1P5 pathway 1.0 33.0 17.0 -0.01 0.033 1000.0 -1000.0 -0.011 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 145.0 83.0 -0.072 0.065 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 15.0 15.0 -0.005 0.031 1000.0 -1000.0 -0.029 -1000.0 TCGA08_rtk_signaling 1.0 29.0 26.0 -0.047 0.072 1000.0 -1000.0 -0.012 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 131.0 74.0 -0.159 0.081 1000.0 -1000.0 -0.061 -1000.0 IL2 signaling events mediated by STAT5 1.0 40.0 22.0 -0.038 0.033 1000.0 -1000.0 -0.04 -1000.0 Arf6 trafficking events 1.0 99.0 71.0 -0.156 0.059 1000.0 -1000.0 -0.022 -1000.0 S1P3 pathway 1.0 83.0 42.0 -0.013 0.048 1000.0 -1000.0 -0.036 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 45.0 33.0 -0.073 0.076 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PRL 1.0 35.0 34.0 -0.028 0.048 1000.0 -1000.0 -0.04 -1000.0 S1P4 pathway 1.0 47.0 25.0 -0.002 0.041 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 105.0 78.0 -0.06 0.055 1000.0 -1000.0 -0.061 -1000.0 p38 MAPK signaling pathway 1.0 85.0 44.0 -0.063 0.062 1000.0 -1000.0 -0.028 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 15.0 23.0 0.004 0.06 1000.0 -1000.0 -0.02 -1000.0 Canonical NF-kappaB pathway 0.0 29.0 39.0 -0.009 0.071 1000.0 -1000.0 -0.023 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.016 0.033 1000.0 -1000.0 -0.013 -1000.0 Circadian rhythm pathway 0.0 11.0 22.0 -0.01 0.063 1000.0 -1000.0 -0.042 -1000.0 Aurora A signaling 0.0 55.0 60.0 -0.008 0.066 1000.0 -1000.0 -0.012 -1000.0 Arf6 downstream pathway 0.0 41.0 43.0 -0.04 0.056 1000.0 -1000.0 -0.028 -1000.0 Insulin-mediated glucose transport 0.0 25.0 32.0 -0.0 0.054 1000.0 -1000.0 -0.03 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 46.0 68.0 -0.046 0.062 1000.0 -1000.0 -0.039 -1000.0 TRAIL signaling pathway 0.0 14.0 48.0 -0.0 0.077 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 0.0 98.0 104.0 -0.059 0.077 1000.0 -1000.0 -0.029 -1000.0 Atypical NF-kappaB pathway 0.0 16.0 31.0 0.0 0.042 1000.0 -1000.0 -0.015 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 56.0 76.0 -0.017 0.078 1000.0 -1000.0 -0.055 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.0 0.065 1000.0 -1000.0 -0.026 -1000.0 VEGFR1 specific signals 0.0 44.0 56.0 -0.016 0.081 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling in keratinocytes 0.0 35.0 43.0 -0.028 0.062 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.032 0.063 1000.0 -1000.0 0.014 -1000.0 Arf1 pathway 0.0 9.0 54.0 -0.001 0.055 1000.0 -1000.0 -0.013 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.086 1000.0 -1000.0 0.0 -1000.0 Total 456 30242 7203 -12.3333927738 7.89816881436 131000 -131000 -4.85391586226 -131000