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 TCGA08_retinoblastoma 290.0 2322.0 8.0 -0.846 0.217 1000.0 -1000.0 -0.042 -1000.0 HIF-1-alpha transcription factor network 182.0 13899.0 76.0 -1.331 0.026 1000.0 -1000.0 -0.173 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 170.0 5804.0 34.0 -0.623 0.016 1000.0 -1000.0 -0.105 -1000.0 TCR signaling in naïve CD8+ T cells 135.0 12599.0 93.0 -0.672 0.334 1000.0 -1000.0 -0.115 -1000.0 TCGA08_p53 132.0 927.0 7.0 -0.656 0.314 1000.0 -1000.0 -0.03 -1000.0 FOXA2 and FOXA3 transcription factor networks 114.0 5270.0 46.0 -1.26 0.025 1000.0 -1000.0 -0.097 -1000.0 Aurora B signaling 111.0 7463.0 67.0 -0.417 0.016 1000.0 -1000.0 -0.103 -1000.0 Syndecan-4-mediated signaling events 110.0 7430.0 67.0 -0.65 0.11 1000.0 -1000.0 -0.129 -1000.0 IL12-mediated signaling events 104.0 9129.0 87.0 -0.719 0.168 1000.0 -1000.0 -0.159 -1000.0 FOXM1 transcription factor network 101.0 5187.0 51.0 -0.827 0.04 1000.0 -1000.0 -0.199 -1000.0 Glypican 1 network 96.0 4634.0 48.0 -0.573 0.045 1000.0 -1000.0 -0.069 -1000.0 PDGFR-alpha signaling pathway 90.0 3969.0 44.0 -0.279 0.034 1000.0 -1000.0 -0.082 -1000.0 JNK signaling in the CD4+ TCR pathway 79.0 1348.0 17.0 -0.429 0.016 1000.0 -1000.0 -0.088 -1000.0 amb2 Integrin signaling 77.0 6375.0 82.0 -0.573 0.016 1000.0 -1000.0 -0.124 -1000.0 IL4-mediated signaling events 76.0 6941.0 91.0 -0.839 0.544 1000.0 -1000.0 -0.158 -1000.0 EGFR-dependent Endothelin signaling events 67.0 1420.0 21.0 -0.681 0.016 1000.0 -1000.0 -0.106 -1000.0 Aurora C signaling 65.0 460.0 7.0 -0.404 0.014 1000.0 -1000.0 -0.068 -1000.0 Caspase cascade in apoptosis 64.0 4799.0 74.0 -0.327 0.162 1000.0 -1000.0 -0.085 -1000.0 Glypican 2 network 62.0 251.0 4.0 -0.124 -1000.0 1000.0 -1000.0 -0.051 -1000.0 Syndecan-1-mediated signaling events 57.0 1969.0 34.0 -0.413 0.016 1000.0 -1000.0 -0.108 -1000.0 BMP receptor signaling 57.0 4667.0 81.0 -0.704 0.016 1000.0 -1000.0 -0.137 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 54.0 1807.0 33.0 -0.834 0.016 1000.0 -1000.0 -0.094 -1000.0 HIF-2-alpha transcription factor network 53.0 2281.0 43.0 -0.765 0.331 1000.0 -1000.0 -0.117 -1000.0 IL23-mediated signaling events 52.0 3149.0 60.0 -0.407 0.021 1000.0 -1000.0 -0.205 -1000.0 VEGFR1 specific signals 52.0 2927.0 56.0 -0.476 0.049 1000.0 -1000.0 -0.122 -1000.0 Signaling events mediated by the Hedgehog family 47.0 2454.0 52.0 -0.449 0.121 1000.0 -1000.0 -0.117 -1000.0 Fc-epsilon receptor I signaling in mast cells 43.0 4232.0 97.0 -0.351 0.042 1000.0 -1000.0 -0.149 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 41.0 2815.0 68.0 -0.548 0.067 1000.0 -1000.0 -0.157 -1000.0 IL27-mediated signaling events 39.0 2001.0 51.0 -0.606 0.074 1000.0 -1000.0 -0.112 -1000.0 S1P1 pathway 38.0 1389.0 36.0 -0.379 0.018 1000.0 -1000.0 -0.094 -1000.0 Effects of Botulinum toxin 38.0 999.0 26.0 -0.374 0.016 1000.0 -1000.0 -0.088 -1000.0 Calcium signaling in the CD4+ TCR pathway 37.0 1164.0 31.0 -0.478 0.016 1000.0 -1000.0 -0.15 -1000.0 Ephrin A reverse signaling 36.0 257.0 7.0 -0.058 0.0 1000.0 -1000.0 -0.05 -1000.0 p75(NTR)-mediated signaling 36.0 4607.0 125.0 -0.434 0.016 1000.0 -1000.0 -0.149 -1000.0 Arf6 signaling events 35.0 2179.0 62.0 -0.681 0.016 1000.0 -1000.0 -0.104 -1000.0 IL2 signaling events mediated by STAT5 32.0 712.0 22.0 -0.466 0.038 1000.0 -1000.0 -0.066 -1000.0 LPA4-mediated signaling events 30.0 360.0 12.0 -0.166 0.028 1000.0 -1000.0 -0.035 -1000.0 BCR signaling pathway 30.0 3013.0 99.0 -0.346 0.034 1000.0 -1000.0 -0.135 -1000.0 EPO signaling pathway 29.0 1616.0 55.0 -0.294 0.018 1000.0 -1000.0 -0.139 -1000.0 PLK1 signaling events 29.0 2532.0 85.0 -0.403 0.016 1000.0 -1000.0 -0.083 -1000.0 IL2 signaling events mediated by PI3K 29.0 1737.0 58.0 -0.463 0.033 1000.0 -1000.0 -0.121 -1000.0 Coregulation of Androgen receptor activity 27.0 2106.0 76.0 -0.936 0.033 1000.0 -1000.0 -0.069 -1000.0 IL6-mediated signaling events 27.0 2065.0 75.0 -0.278 0.078 1000.0 -1000.0 -0.115 -1000.0 Regulation of Telomerase 27.0 2769.0 102.0 -0.681 0.045 1000.0 -1000.0 -0.134 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 25.0 1384.0 54.0 -0.656 0.031 1000.0 -1000.0 -0.138 -1000.0 Glucocorticoid receptor regulatory network 23.0 2729.0 114.0 -0.406 0.151 1000.0 -1000.0 -0.103 -1000.0 Integrins in angiogenesis 23.0 2015.0 84.0 -0.379 0.04 1000.0 -1000.0 -0.139 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 22.0 1792.0 78.0 -0.321 0.046 1000.0 -1000.0 -0.108 -1000.0 Reelin signaling pathway 21.0 1188.0 56.0 -0.242 0.016 1000.0 -1000.0 -0.13 -1000.0 Signaling events mediated by PTP1B 20.0 1573.0 76.0 -0.684 0.048 1000.0 -1000.0 -0.12 -1000.0 Aurora A signaling 20.0 1240.0 60.0 -0.241 0.054 1000.0 -1000.0 -0.096 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 20.0 940.0 45.0 -0.593 0.061 1000.0 -1000.0 -0.12 -1000.0 Angiopoietin receptor Tie2-mediated signaling 20.0 1837.0 88.0 -0.324 0.079 1000.0 -1000.0 -0.137 -1000.0 Visual signal transduction: Rods 20.0 1081.0 52.0 -0.282 0.016 1000.0 -1000.0 -0.131 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2323.0 120.0 -0.172 0.149 1000.0 -1000.0 -0.112 -1000.0 Syndecan-2-mediated signaling events 18.0 1298.0 69.0 -0.573 0.056 1000.0 -1000.0 -0.1 -1000.0 Endothelins 18.0 1735.0 96.0 -0.352 0.089 1000.0 -1000.0 -0.118 -1000.0 Regulation of nuclear SMAD2/3 signaling 16.0 2199.0 136.0 -0.461 0.091 1000.0 -1000.0 -0.114 -1000.0 Thromboxane A2 receptor signaling 15.0 1591.0 105.0 -0.681 0.069 1000.0 -1000.0 -0.102 -1000.0 Presenilin action in Notch and Wnt signaling 15.0 915.0 61.0 -0.19 0.092 1000.0 -1000.0 -0.092 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 15.0 566.0 37.0 -0.301 0.022 1000.0 -1000.0 -0.109 -1000.0 Wnt signaling 15.0 111.0 7.0 -0.073 0.016 1000.0 -1000.0 -0.075 -1000.0 S1P3 pathway 15.0 649.0 42.0 -0.375 0.062 1000.0 -1000.0 -0.09 -1000.0 FoxO family signaling 14.0 898.0 64.0 -0.57 0.122 1000.0 -1000.0 -0.105 -1000.0 LPA receptor mediated events 14.0 1457.0 102.0 -0.394 0.062 1000.0 -1000.0 -0.135 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 367.0 28.0 -0.135 0.024 1000.0 -1000.0 -0.082 -1000.0 Ceramide signaling pathway 13.0 1045.0 76.0 -0.681 0.234 1000.0 -1000.0 -0.096 -1000.0 Canonical Wnt signaling pathway 13.0 685.0 51.0 -0.189 0.096 1000.0 -1000.0 -0.086 -1000.0 Class I PI3K signaling events 13.0 961.0 73.0 -0.483 0.036 1000.0 -1000.0 -0.116 -1000.0 PLK2 and PLK4 events 12.0 38.0 3.0 -0.014 0.01 1000.0 -1000.0 -0.025 -1000.0 IFN-gamma pathway 12.0 817.0 68.0 -0.383 0.017 1000.0 -1000.0 -0.144 -1000.0 FAS signaling pathway (CD95) 12.0 603.0 47.0 -0.447 0.031 1000.0 -1000.0 -0.078 -1000.0 E-cadherin signaling events 12.0 62.0 5.0 -0.023 0.016 1000.0 -1000.0 -0.077 -1000.0 ErbB4 signaling events 11.0 786.0 69.0 -0.184 0.106 1000.0 -1000.0 -0.121 -1000.0 Regulation of Androgen receptor activity 11.0 802.0 70.0 -0.974 0.04 1000.0 -1000.0 -0.098 -1000.0 Noncanonical Wnt signaling pathway 10.0 270.0 26.0 -0.122 0.016 1000.0 -1000.0 -0.129 -1000.0 S1P5 pathway 10.0 174.0 17.0 -0.135 0.045 1000.0 -1000.0 -0.085 -1000.0 Nongenotropic Androgen signaling 10.0 552.0 52.0 -0.171 0.074 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 10.0 1341.0 125.0 -0.401 0.044 1000.0 -1000.0 -0.157 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 -0.022 0.016 1000.0 -1000.0 -0.048 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 733.0 74.0 -0.681 0.1 1000.0 -1000.0 -0.146 -1000.0 S1P4 pathway 9.0 249.0 25.0 -0.135 0.035 1000.0 -1000.0 -0.081 -1000.0 TCGA08_rtk_signaling 8.0 213.0 26.0 -0.281 0.041 1000.0 -1000.0 -0.035 -1000.0 Visual signal transduction: Cones 7.0 294.0 38.0 -0.036 0.016 1000.0 -1000.0 -0.107 -1000.0 Canonical NF-kappaB pathway 6.0 256.0 39.0 -0.201 0.074 1000.0 -1000.0 -0.118 -1000.0 Signaling events regulated by Ret tyrosine kinase 6.0 539.0 82.0 -0.059 0.032 1000.0 -1000.0 -0.128 -1000.0 Signaling events mediated by PRL 6.0 219.0 34.0 -0.056 0.049 1000.0 -1000.0 -0.092 -1000.0 ErbB2/ErbB3 signaling events 5.0 333.0 65.0 -0.132 0.061 1000.0 -1000.0 -0.105 -1000.0 Insulin-mediated glucose transport 5.0 168.0 32.0 -0.079 0.067 1000.0 -1000.0 -0.087 -1000.0 Signaling events mediated by HDAC Class III 5.0 206.0 40.0 -0.065 0.032 1000.0 -1000.0 -0.064 -1000.0 IL1-mediated signaling events 5.0 355.0 62.0 -0.096 0.062 1000.0 -1000.0 -0.151 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 76.0 15.0 0.0 0.037 1000.0 -1000.0 -0.051 -1000.0 Syndecan-3-mediated signaling events 5.0 187.0 35.0 -0.04 0.016 1000.0 -1000.0 -0.098 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.024 -1000.0 p38 MAPK signaling pathway 5.0 252.0 44.0 -0.107 0.051 1000.0 -1000.0 -0.097 -1000.0 Ephrin B reverse signaling 4.0 213.0 48.0 -0.022 0.034 1000.0 -1000.0 -0.108 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 171.0 36.0 -0.031 0.031 1000.0 -1000.0 -0.11 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 356.0 76.0 -0.026 0.068 1000.0 -1000.0 -0.121 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 71.0 17.0 -0.037 0.055 1000.0 -1000.0 -0.069 -1000.0 BARD1 signaling events 3.0 188.0 57.0 -0.177 0.044 1000.0 -1000.0 -0.102 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 280.0 85.0 -0.037 0.081 1000.0 -1000.0 -0.121 -1000.0 EPHB forward signaling 3.0 295.0 85.0 -0.073 0.075 1000.0 -1000.0 -0.139 -1000.0 Osteopontin-mediated events 2.0 86.0 38.0 -0.029 0.105 1000.0 -1000.0 -0.15 -1000.0 Cellular roles of Anthrax toxin 2.0 103.0 39.0 -0.023 0.028 1000.0 -1000.0 -0.05 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 131.0 65.0 -0.062 0.093 1000.0 -1000.0 -0.091 -1000.0 Arf6 downstream pathway 2.0 102.0 43.0 -0.034 0.034 1000.0 -1000.0 -0.07 -1000.0 ceramide signaling pathway 2.0 133.0 49.0 -0.12 0.054 1000.0 -1000.0 -0.064 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 125.0 52.0 -0.029 0.092 1000.0 -1000.0 -0.1 -1000.0 Regulation of p38-alpha and p38-beta 2.0 134.0 54.0 -0.04 0.074 1000.0 -1000.0 -0.085 -1000.0 Arf6 trafficking events 2.0 160.0 71.0 -0.129 0.05 1000.0 -1000.0 -0.114 -1000.0 Insulin Pathway 2.0 167.0 74.0 -0.034 0.057 1000.0 -1000.0 -0.139 -1000.0 Plasma membrane estrogen receptor signaling 2.0 254.0 86.0 -0.158 0.076 1000.0 -1000.0 -0.12 -1000.0 PDGFR-beta signaling pathway 2.0 238.0 97.0 -0.057 0.09 1000.0 -1000.0 -0.132 -1000.0 E-cadherin signaling in keratinocytes 2.0 125.0 43.0 -0.299 0.056 1000.0 -1000.0 -0.119 -1000.0 Signaling events mediated by HDAC Class II 1.0 102.0 75.0 -0.026 0.051 1000.0 -1000.0 -0.099 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 81.0 68.0 -0.079 0.061 1000.0 -1000.0 -0.102 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 152.0 83.0 -0.079 0.081 1000.0 -1000.0 -0.112 -1000.0 Signaling events mediated by HDAC Class I 1.0 166.0 104.0 -0.029 0.064 1000.0 -1000.0 -0.104 -1000.0 Retinoic acid receptors-mediated signaling 1.0 93.0 58.0 -0.022 0.065 1000.0 -1000.0 -0.105 -1000.0 Atypical NF-kappaB pathway 1.0 37.0 31.0 -0.024 0.036 1000.0 -1000.0 -0.101 -1000.0 IGF1 pathway 1.0 86.0 57.0 -0.068 0.073 1000.0 -1000.0 -0.154 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.0 0.063 1000.0 -1000.0 -0.116 -1000.0 Circadian rhythm pathway 0.0 16.0 22.0 -0.019 0.066 1000.0 -1000.0 -0.101 -1000.0 mTOR signaling pathway 0.0 31.0 53.0 -0.005 0.046 1000.0 -1000.0 -0.096 -1000.0 Nectin adhesion pathway 0.0 25.0 63.0 -0.015 0.082 1000.0 -1000.0 -0.113 -1000.0 TRAIL signaling pathway 0.0 22.0 48.0 -0.002 0.072 1000.0 -1000.0 -0.087 -1000.0 Signaling mediated by p38-alpha and p38-beta 0.0 42.0 44.0 -0.043 0.052 1000.0 -1000.0 -0.082 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.078 -1000.0 Rapid glucocorticoid signaling 0.0 10.0 20.0 -0.005 0.016 1000.0 -1000.0 -0.062 -1000.0 Arf1 pathway 0.0 25.0 54.0 -0.011 0.035 1000.0 -1000.0 -0.074 -1000.0 Alternative NF-kappaB pathway 0.0 12.0 13.0 -0.006 0.016 1000.0 -1000.0 -0.088 -1000.0 Total 3806 202433 7203 -40.6709050672 -991.758356315 131000 -131000 -13.69995895 -131000