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 95.0 4399.0 46.0 -0.635 0.012 1000.0 -1000.0 -0.108 -1000.0 Signaling events mediated by the Hedgehog family 88.0 4617.0 52.0 -0.242 0.174 1000.0 -1000.0 -0.068 -1000.0 TCGA08_retinoblastoma 76.0 614.0 8.0 -0.156 0.066 1000.0 -1000.0 -0.017 -1000.0 IL4-mediated signaling events 69.0 6337.0 91.0 -0.794 0.614 1000.0 -1000.0 -0.174 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 67.0 2291.0 34.0 -0.127 0.01 1000.0 -1000.0 -0.05 -1000.0 Ephrin A reverse signaling 67.0 470.0 7.0 -0.087 -0.0 1000.0 -1000.0 -0.022 -1000.0 TCGA08_p53 66.0 462.0 7.0 -0.114 0.063 1000.0 -1000.0 -0.012 -1000.0 Wnt signaling 59.0 414.0 7.0 -0.125 -0.019 1000.0 -1000.0 -0.031 -1000.0 p75(NTR)-mediated signaling 50.0 6254.0 125.0 -0.21 0.014 1000.0 -1000.0 -0.087 -1000.0 Glypican 1 network 49.0 2380.0 48.0 -0.238 0.038 1000.0 -1000.0 -0.044 -1000.0 IL23-mediated signaling events 49.0 2979.0 60.0 -0.412 0.01 1000.0 -1000.0 -0.185 -1000.0 EGFR-dependent Endothelin signaling events 46.0 970.0 21.0 -0.142 0.015 1000.0 -1000.0 -0.051 -1000.0 Signaling events regulated by Ret tyrosine kinase 45.0 3741.0 82.0 -0.142 0.01 1000.0 -1000.0 -0.078 -1000.0 HIF-1-alpha transcription factor network 39.0 2993.0 76.0 -0.341 0.016 1000.0 -1000.0 -0.174 -1000.0 Glucocorticoid receptor regulatory network 38.0 4367.0 114.0 -0.531 0.271 1000.0 -1000.0 -0.06 -1000.0 Visual signal transduction: Cones 37.0 1421.0 38.0 -0.149 0.009 1000.0 -1000.0 -0.054 -1000.0 BMP receptor signaling 37.0 3038.0 81.0 -0.248 0.027 1000.0 -1000.0 -0.081 -1000.0 Effects of Botulinum toxin 37.0 983.0 26.0 -0.14 0.01 1000.0 -1000.0 -0.048 -1000.0 Syndecan-1-mediated signaling events 36.0 1249.0 34.0 -0.163 0.01 1000.0 -1000.0 -0.054 -1000.0 Visual signal transduction: Rods 35.0 1843.0 52.0 -0.163 0.01 1000.0 -1000.0 -0.063 -1000.0 Fc-epsilon receptor I signaling in mast cells 34.0 3363.0 97.0 -0.164 0.023 1000.0 -1000.0 -0.085 -1000.0 Reelin signaling pathway 34.0 1925.0 56.0 -0.151 0.014 1000.0 -1000.0 -0.067 -1000.0 BCR signaling pathway 34.0 3450.0 99.0 -0.149 0.014 1000.0 -1000.0 -0.078 -1000.0 TCR signaling in naïve CD8+ T cells 33.0 3160.0 93.0 -0.154 0.085 1000.0 -1000.0 -0.076 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 33.0 2298.0 68.0 -0.214 0.057 1000.0 -1000.0 -0.109 -1000.0 Noncanonical Wnt signaling pathway 32.0 854.0 26.0 -0.125 0.01 1000.0 -1000.0 -0.054 -1000.0 Endothelins 31.0 3032.0 96.0 -0.194 0.026 1000.0 -1000.0 -0.078 -1000.0 amb2 Integrin signaling 30.0 2515.0 82.0 -0.185 0.01 1000.0 -1000.0 -0.069 -1000.0 Signaling mediated by p38-alpha and p38-beta 30.0 1321.0 44.0 -0.099 0.01 1000.0 -1000.0 -0.052 -1000.0 IL12-mediated signaling events 29.0 2527.0 87.0 -0.188 0.03 1000.0 -1000.0 -0.127 -1000.0 ErbB4 signaling events 28.0 1936.0 69.0 -0.192 0.051 1000.0 -1000.0 -0.076 -1000.0 Syndecan-4-mediated signaling events 27.0 1856.0 67.0 -0.111 0.011 1000.0 -1000.0 -0.075 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 26.0 1449.0 54.0 -0.113 0.015 1000.0 -1000.0 -0.078 -1000.0 Arf6 signaling events 26.0 1621.0 62.0 -0.142 0.01 1000.0 -1000.0 -0.056 -1000.0 EPHB forward signaling 26.0 2224.0 85.0 -0.085 0.068 1000.0 -1000.0 -0.084 -1000.0 Calcium signaling in the CD4+ TCR pathway 26.0 819.0 31.0 -0.129 0.011 1000.0 -1000.0 -0.078 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 26.0 3140.0 120.0 -0.257 0.12 1000.0 -1000.0 -0.065 -1000.0 Osteopontin-mediated events 25.0 976.0 38.0 -0.107 0.01 1000.0 -1000.0 -0.087 -1000.0 Thromboxane A2 receptor signaling 25.0 2669.0 105.0 -0.142 0.019 1000.0 -1000.0 -0.056 -1000.0 Ephrin B reverse signaling 25.0 1237.0 48.0 -0.083 0.06 1000.0 -1000.0 -0.066 -1000.0 Retinoic acid receptors-mediated signaling 25.0 1489.0 58.0 -0.17 0.01 1000.0 -1000.0 -0.064 -1000.0 Nectin adhesion pathway 24.0 1516.0 63.0 -0.073 0.013 1000.0 -1000.0 -0.071 -1000.0 Canonical Wnt signaling pathway 22.0 1151.0 51.0 -0.221 0.031 1000.0 -1000.0 -0.054 -1000.0 LPA receptor mediated events 22.0 2248.0 102.0 -0.131 0.027 1000.0 -1000.0 -0.077 -1000.0 IGF1 pathway 22.0 1260.0 57.0 -0.09 0.023 1000.0 -1000.0 -0.097 -1000.0 ErbB2/ErbB3 signaling events 21.0 1378.0 65.0 -0.132 0.019 1000.0 -1000.0 -0.058 -1000.0 S1P5 pathway 21.0 360.0 17.0 -0.072 0.048 1000.0 -1000.0 -0.034 -1000.0 LPA4-mediated signaling events 20.0 250.0 12.0 -0.049 0.014 1000.0 -1000.0 -0.022 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 20.0 1049.0 52.0 -0.122 0.015 1000.0 -1000.0 -0.055 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 20.0 1540.0 74.0 -0.173 0.039 1000.0 -1000.0 -0.074 -1000.0 Presenilin action in Notch and Wnt signaling 19.0 1218.0 61.0 -0.221 0.021 1000.0 -1000.0 -0.065 -1000.0 Glypican 2 network 19.0 79.0 4.0 -0.032 -0.019 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 19.0 1532.0 78.0 -0.06 0.022 1000.0 -1000.0 -0.076 -1000.0 Syndecan-2-mediated signaling events 18.0 1256.0 69.0 -0.111 0.029 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by PTP1B 18.0 1370.0 76.0 -0.143 0.015 1000.0 -1000.0 -0.073 -1000.0 IL27-mediated signaling events 18.0 968.0 51.0 -0.185 0.02 1000.0 -1000.0 -0.078 -1000.0 IL1-mediated signaling events 17.0 1073.0 62.0 -0.122 0.049 1000.0 -1000.0 -0.08 -1000.0 Syndecan-3-mediated signaling events 17.0 601.0 35.0 -0.094 0.01 1000.0 -1000.0 -0.055 -1000.0 Class IB PI3K non-lipid kinase events 17.0 51.0 3.0 -0.014 -1000.0 1000.0 -1000.0 -0.007 -1000.0 FOXM1 transcription factor network 17.0 897.0 51.0 -0.163 0.101 1000.0 -1000.0 -0.186 -1000.0 Caspase cascade in apoptosis 15.0 1130.0 74.0 -0.062 0.016 1000.0 -1000.0 -0.037 -1000.0 Sphingosine 1-phosphate (S1P) pathway 15.0 445.0 28.0 -0.072 0.022 1000.0 -1000.0 -0.032 -1000.0 Hedgehog signaling events mediated by Gli proteins 15.0 995.0 65.0 -0.302 0.04 1000.0 -1000.0 -0.053 -1000.0 S1P1 pathway 15.0 565.0 36.0 -0.07 0.01 1000.0 -1000.0 -0.052 -1000.0 Nongenotropic Androgen signaling 15.0 782.0 52.0 -0.05 0.017 1000.0 -1000.0 -0.049 -1000.0 S1P4 pathway 15.0 376.0 25.0 -0.072 0.016 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling events 15.0 78.0 5.0 -0.029 0.01 1000.0 -1000.0 -0.044 -1000.0 FAS signaling pathway (CD95) 14.0 670.0 47.0 -0.102 0.012 1000.0 -1000.0 -0.04 -1000.0 Plasma membrane estrogen receptor signaling 14.0 1270.0 86.0 -0.088 0.017 1000.0 -1000.0 -0.075 -1000.0 Ras signaling in the CD4+ TCR pathway 14.0 252.0 17.0 -0.036 0.01 1000.0 -1000.0 -0.034 -1000.0 Coregulation of Androgen receptor activity 13.0 990.0 76.0 -0.216 0.021 1000.0 -1000.0 -0.043 -1000.0 JNK signaling in the CD4+ TCR pathway 13.0 226.0 17.0 -0.036 0.018 1000.0 -1000.0 -0.052 -1000.0 Integrins in angiogenesis 13.0 1107.0 84.0 -0.11 0.017 1000.0 -1000.0 -0.08 -1000.0 Angiopoietin receptor Tie2-mediated signaling 13.0 1222.0 88.0 -0.123 0.047 1000.0 -1000.0 -0.1 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 13.0 451.0 33.0 -0.158 0.029 1000.0 -1000.0 -0.046 -1000.0 Cellular roles of Anthrax toxin 12.0 473.0 39.0 -0.036 0.012 1000.0 -1000.0 -0.026 -1000.0 Regulation of Androgen receptor activity 12.0 877.0 70.0 -0.229 0.02 1000.0 -1000.0 -0.06 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 11.0 431.0 37.0 -0.111 0.023 1000.0 -1000.0 -0.051 -1000.0 IL2 signaling events mediated by PI3K 11.0 687.0 58.0 -0.105 0.024 1000.0 -1000.0 -0.081 -1000.0 Regulation of p38-alpha and p38-beta 11.0 611.0 54.0 -0.132 0.01 1000.0 -1000.0 -0.057 -1000.0 Class I PI3K signaling events 11.0 869.0 73.0 -0.132 0.017 1000.0 -1000.0 -0.055 -1000.0 Regulation of Telomerase 11.0 1221.0 102.0 -0.143 0.034 1000.0 -1000.0 -0.088 -1000.0 S1P3 pathway 11.0 492.0 42.0 -0.049 0.015 1000.0 -1000.0 -0.033 -1000.0 Regulation of nuclear SMAD2/3 signaling 10.0 1466.0 136.0 -0.139 0.049 1000.0 -1000.0 -0.063 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 864.0 85.0 -0.04 0.028 1000.0 -1000.0 -0.073 -1000.0 IL6-mediated signaling events 10.0 781.0 75.0 -0.07 0.044 1000.0 -1000.0 -0.092 -1000.0 Signaling events mediated by PRL 10.0 353.0 34.0 -0.147 0.023 1000.0 -1000.0 -0.041 -1000.0 IFN-gamma pathway 9.0 622.0 68.0 -0.078 0.029 1000.0 -1000.0 -0.092 -1000.0 IL2 signaling events mediated by STAT5 9.0 208.0 22.0 -0.048 0.021 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in keratinocytes 9.0 428.0 43.0 -0.036 0.02 1000.0 -1000.0 -0.062 -1000.0 Aurora B signaling 9.0 654.0 67.0 -0.148 0.01 1000.0 -1000.0 -0.068 -1000.0 PLK2 and PLK4 events 8.0 24.0 3.0 -0.003 0.006 1000.0 -1000.0 -0.014 -1000.0 Ceramide signaling pathway 8.0 681.0 76.0 -0.142 0.035 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class III 8.0 349.0 40.0 -0.105 0.017 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-gamma and p38-delta 8.0 129.0 15.0 -0.015 0.02 1000.0 -1000.0 -0.023 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 8.0 400.0 45.0 -0.047 0.033 1000.0 -1000.0 -0.078 -1000.0 E-cadherin signaling in the nascent adherens junction 8.0 663.0 76.0 -0.037 0.032 1000.0 -1000.0 -0.08 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 658.0 83.0 -0.173 0.045 1000.0 -1000.0 -0.061 -1000.0 TCGA08_rtk_signaling 7.0 190.0 26.0 -0.036 0.031 1000.0 -1000.0 -0.021 -1000.0 Insulin Pathway 7.0 580.0 74.0 -0.087 0.027 1000.0 -1000.0 -0.077 -1000.0 PDGFR-beta signaling pathway 7.0 728.0 97.0 -0.102 0.041 1000.0 -1000.0 -0.071 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 33.0 5.0 -0.002 0.006 1000.0 -1000.0 -0.021 -1000.0 Aurora A signaling 6.0 375.0 60.0 -0.061 0.025 1000.0 -1000.0 -0.048 -1000.0 Arf6 downstream pathway 6.0 273.0 43.0 -0.036 0.017 1000.0 -1000.0 -0.032 -1000.0 Class I PI3K signaling events mediated by Akt 6.0 427.0 68.0 -0.073 0.025 1000.0 -1000.0 -0.05 -1000.0 TRAIL signaling pathway 6.0 312.0 48.0 -0.028 0.031 1000.0 -1000.0 -0.059 -1000.0 Rapid glucocorticoid signaling 6.0 136.0 20.0 -0.021 0.01 1000.0 -1000.0 -0.031 -1000.0 EPO signaling pathway 5.0 314.0 55.0 -0.041 0.029 1000.0 -1000.0 -0.089 -1000.0 PLK1 signaling events 5.0 502.0 85.0 -0.022 0.02 1000.0 -1000.0 -0.038 -1000.0 PDGFR-alpha signaling pathway 5.0 258.0 44.0 -0.042 0.026 1000.0 -1000.0 -0.041 -1000.0 p38 MAPK signaling pathway 5.0 260.0 44.0 -0.078 0.016 1000.0 -1000.0 -0.067 -1000.0 BARD1 signaling events 4.0 247.0 57.0 -0.022 0.041 1000.0 -1000.0 -0.051 -1000.0 Circadian rhythm pathway 4.0 108.0 22.0 -0.012 0.026 1000.0 -1000.0 -0.05 -1000.0 Aurora C signaling 4.0 33.0 7.0 -0.014 0.0 1000.0 -1000.0 -0.036 -1000.0 FoxO family signaling 4.0 260.0 64.0 -0.073 0.099 1000.0 -1000.0 -0.071 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 179.0 36.0 -0.011 0.02 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 580.0 125.0 -0.016 0.054 1000.0 -1000.0 -0.075 -1000.0 Arf6 trafficking events 4.0 301.0 71.0 -0.051 0.032 1000.0 -1000.0 -0.056 -1000.0 Canonical NF-kappaB pathway 3.0 121.0 39.0 -0.028 0.052 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by HDAC Class II 3.0 256.0 75.0 -0.022 0.023 1000.0 -1000.0 -0.05 -1000.0 Insulin-mediated glucose transport 3.0 120.0 32.0 -0.073 0.024 1000.0 -1000.0 -0.056 -1000.0 HIF-2-alpha transcription factor network 3.0 162.0 43.0 -0.072 0.073 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by HDAC Class I 3.0 330.0 104.0 -0.052 0.042 1000.0 -1000.0 -0.06 -1000.0 Atypical NF-kappaB pathway 3.0 95.0 31.0 -0.021 0.028 1000.0 -1000.0 -0.043 -1000.0 VEGFR1 specific signals 3.0 209.0 56.0 -0.012 0.033 1000.0 -1000.0 -0.063 -1000.0 ceramide signaling pathway 2.0 133.0 49.0 -0.032 0.027 1000.0 -1000.0 -0.046 -1000.0 mTOR signaling pathway 1.0 90.0 53.0 -0.025 0.016 1000.0 -1000.0 -0.059 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 14.0 23.0 -0.002 0.033 1000.0 -1000.0 -0.05 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 19.0 27.0 -0.005 0.025 1000.0 -1000.0 -0.047 -1000.0 Arf1 pathway 0.0 36.0 54.0 -0.009 0.021 1000.0 -1000.0 -0.043 -1000.0 Alternative NF-kappaB pathway 0.0 8.0 13.0 -0.001 0.014 1000.0 -1000.0 -0.062 -1000.0 Total 2623 147669 7203 -15.3933265103 -995.645790901 131000 -131000 -8.1946568279 -131000