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 365.0 2924.0 8.0 -0.84 0.216 1000.0 -1000.0 -0.032 -1000.0 HIF-1-alpha transcription factor network 202.0 15410.0 76.0 -1.324 0.026 1000.0 -1000.0 -0.164 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 179.0 6089.0 34.0 -0.608 0.016 1000.0 -1000.0 -0.098 -1000.0 TCR signaling in naïve CD8+ T cells 141.0 13205.0 93.0 -0.661 0.33 1000.0 -1000.0 -0.115 -1000.0 TCGA08_p53 139.0 975.0 7.0 -0.651 0.312 1000.0 -1000.0 -0.024 -1000.0 Syndecan-4-mediated signaling events 117.0 7840.0 67.0 -0.647 0.11 1000.0 -1000.0 -0.126 -1000.0 Aurora B signaling 115.0 7712.0 67.0 -0.412 0.016 1000.0 -1000.0 -0.1 -1000.0 FOXA2 and FOXA3 transcription factor networks 110.0 5096.0 46.0 -1.231 0.025 1000.0 -1000.0 -0.1 -1000.0 Glypican 1 network 108.0 5193.0 48.0 -0.563 0.045 1000.0 -1000.0 -0.068 -1000.0 FOXM1 transcription factor network 105.0 5388.0 51.0 -0.822 0.04 1000.0 -1000.0 -0.198 -1000.0 IL12-mediated signaling events 102.0 8881.0 87.0 -0.7 0.165 1000.0 -1000.0 -0.163 -1000.0 PDGFR-alpha signaling pathway 100.0 4419.0 44.0 -0.278 0.034 1000.0 -1000.0 -0.087 -1000.0 amb2 Integrin signaling 82.0 6784.0 82.0 -0.559 0.016 1000.0 -1000.0 -0.121 -1000.0 JNK signaling in the CD4+ TCR pathway 73.0 1254.0 17.0 -0.41 0.016 1000.0 -1000.0 -0.101 -1000.0 IL4-mediated signaling events 70.0 6370.0 91.0 -0.837 0.541 1000.0 -1000.0 -0.193 -1000.0 EGFR-dependent Endothelin signaling events 70.0 1489.0 21.0 -0.67 0.016 1000.0 -1000.0 -0.107 -1000.0 Aurora C signaling 69.0 483.0 7.0 -0.4 0.012 1000.0 -1000.0 -0.061 -1000.0 Syndecan-1-mediated signaling events 66.0 2274.0 34.0 -0.415 0.016 1000.0 -1000.0 -0.098 -1000.0 Glypican 2 network 66.0 266.0 4.0 -0.123 -1000.0 1000.0 -1000.0 -0.058 -1000.0 HIF-2-alpha transcription factor network 65.0 2804.0 43.0 -0.757 0.33 1000.0 -1000.0 -0.114 -1000.0 Caspase cascade in apoptosis 63.0 4694.0 74.0 -0.32 0.157 1000.0 -1000.0 -0.078 -1000.0 VEGFR1 specific signals 63.0 3578.0 56.0 -0.47 0.045 1000.0 -1000.0 -0.123 -1000.0 IL23-mediated signaling events 58.0 3539.0 60.0 -0.403 0.021 1000.0 -1000.0 -0.186 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 57.0 1905.0 33.0 -0.829 0.016 1000.0 -1000.0 -0.09 -1000.0 BMP receptor signaling 55.0 4526.0 81.0 -0.698 0.016 1000.0 -1000.0 -0.133 -1000.0 Signaling events mediated by the Hedgehog family 49.0 2578.0 52.0 -0.443 0.12 1000.0 -1000.0 -0.116 -1000.0 Fc-epsilon receptor I signaling in mast cells 43.0 4205.0 97.0 -0.327 0.04 1000.0 -1000.0 -0.141 -1000.0 IL27-mediated signaling events 42.0 2142.0 51.0 -0.608 0.076 1000.0 -1000.0 -0.128 -1000.0 Effects of Botulinum toxin 40.0 1056.0 26.0 -0.374 0.016 1000.0 -1000.0 -0.088 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 40.0 2720.0 68.0 -0.55 0.063 1000.0 -1000.0 -0.17 -1000.0 S1P1 pathway 39.0 1427.0 36.0 -0.374 0.018 1000.0 -1000.0 -0.103 -1000.0 Ephrin A reverse signaling 38.0 267.0 7.0 -0.056 -0.0 1000.0 -1000.0 -0.05 -1000.0 Arf6 signaling events 37.0 2323.0 62.0 -0.671 0.016 1000.0 -1000.0 -0.084 -1000.0 Calcium signaling in the CD4+ TCR pathway 37.0 1151.0 31.0 -0.458 0.016 1000.0 -1000.0 -0.155 -1000.0 p75(NTR)-mediated signaling 34.0 4314.0 125.0 -0.42 0.016 1000.0 -1000.0 -0.153 -1000.0 IL2 signaling events mediated by STAT5 34.0 750.0 22.0 -0.446 0.038 1000.0 -1000.0 -0.06 -1000.0 IL2 signaling events mediated by PI3K 33.0 1934.0 58.0 -0.444 0.031 1000.0 -1000.0 -0.115 -1000.0 LPA4-mediated signaling events 32.0 394.0 12.0 -0.165 0.026 1000.0 -1000.0 -0.038 -1000.0 PLK1 signaling events 30.0 2582.0 85.0 -0.387 0.016 1000.0 -1000.0 -0.08 -1000.0 BCR signaling pathway 30.0 3034.0 99.0 -0.333 0.034 1000.0 -1000.0 -0.134 -1000.0 Coregulation of Androgen receptor activity 29.0 2219.0 76.0 -0.92 0.033 1000.0 -1000.0 -0.082 -1000.0 IL6-mediated signaling events 28.0 2118.0 75.0 -0.285 0.076 1000.0 -1000.0 -0.115 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 27.0 1465.0 54.0 -0.654 0.031 1000.0 -1000.0 -0.132 -1000.0 EPO signaling pathway 27.0 1485.0 55.0 -0.287 0.018 1000.0 -1000.0 -0.138 -1000.0 Regulation of Telomerase 27.0 2829.0 102.0 -0.671 0.051 1000.0 -1000.0 -0.156 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 27.0 2149.0 78.0 -0.313 0.045 1000.0 -1000.0 -0.104 -1000.0 Glucocorticoid receptor regulatory network 26.0 3048.0 114.0 -0.409 0.158 1000.0 -1000.0 -0.093 -1000.0 Integrins in angiogenesis 26.0 2206.0 84.0 -0.374 0.039 1000.0 -1000.0 -0.132 -1000.0 Aurora A signaling 23.0 1434.0 60.0 -0.246 0.053 1000.0 -1000.0 -0.082 -1000.0 Angiopoietin receptor Tie2-mediated signaling 23.0 2052.0 88.0 -0.321 0.074 1000.0 -1000.0 -0.142 -1000.0 Visual signal transduction: Rods 23.0 1199.0 52.0 -0.285 0.016 1000.0 -1000.0 -0.113 -1000.0 Signaling events mediated by PTP1B 22.0 1713.0 76.0 -0.674 0.049 1000.0 -1000.0 -0.119 -1000.0 Reelin signaling pathway 22.0 1246.0 56.0 -0.237 0.016 1000.0 -1000.0 -0.12 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 21.0 974.0 45.0 -0.569 0.061 1000.0 -1000.0 -0.125 -1000.0 Syndecan-2-mediated signaling events 20.0 1389.0 69.0 -0.559 0.055 1000.0 -1000.0 -0.087 -1000.0 Endothelins 19.0 1828.0 96.0 -0.351 0.088 1000.0 -1000.0 -0.111 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2314.0 120.0 -0.166 0.143 1000.0 -1000.0 -0.13 -1000.0 Wnt signaling 17.0 122.0 7.0 -0.071 0.016 1000.0 -1000.0 -0.079 -1000.0 Regulation of nuclear SMAD2/3 signaling 16.0 2305.0 136.0 -0.451 0.095 1000.0 -1000.0 -0.111 -1000.0 Thromboxane A2 receptor signaling 16.0 1783.0 105.0 -0.67 0.066 1000.0 -1000.0 -0.107 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 16.0 605.0 37.0 -0.294 0.025 1000.0 -1000.0 -0.107 -1000.0 S1P3 pathway 16.0 672.0 42.0 -0.37 0.062 1000.0 -1000.0 -0.081 -1000.0 Presenilin action in Notch and Wnt signaling 15.0 973.0 61.0 -0.184 0.091 1000.0 -1000.0 -0.1 -1000.0 LPA receptor mediated events 15.0 1599.0 102.0 -0.406 0.061 1000.0 -1000.0 -0.135 -1000.0 PLK2 and PLK4 events 14.0 42.0 3.0 -0.016 0.01 1000.0 -1000.0 -0.031 -1000.0 Ceramide signaling pathway 14.0 1107.0 76.0 -0.67 0.232 1000.0 -1000.0 -0.095 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 384.0 28.0 -0.128 0.025 1000.0 -1000.0 -0.081 -1000.0 FoxO family signaling 13.0 867.0 64.0 -0.568 0.121 1000.0 -1000.0 -0.108 -1000.0 FAS signaling pathway (CD95) 13.0 625.0 47.0 -0.426 0.029 1000.0 -1000.0 -0.071 -1000.0 Class I PI3K signaling events 13.0 977.0 73.0 -0.452 0.036 1000.0 -1000.0 -0.103 -1000.0 E-cadherin signaling events 13.0 68.0 5.0 -0.023 0.016 1000.0 -1000.0 -0.061 -1000.0 ErbB4 signaling events 12.0 833.0 69.0 -0.177 0.105 1000.0 -1000.0 -0.115 -1000.0 IFN-gamma pathway 12.0 840.0 68.0 -0.378 0.017 1000.0 -1000.0 -0.138 -1000.0 Canonical Wnt signaling pathway 12.0 662.0 51.0 -0.184 0.094 1000.0 -1000.0 -0.097 -1000.0 Nongenotropic Androgen signaling 12.0 633.0 52.0 -0.172 0.071 1000.0 -1000.0 -0.091 -1000.0 Regulation of Androgen receptor activity 12.0 860.0 70.0 -0.962 0.04 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 11.0 1405.0 125.0 -0.387 0.043 1000.0 -1000.0 -0.146 -1000.0 S1P5 pathway 10.0 177.0 17.0 -0.128 0.043 1000.0 -1000.0 -0.081 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 771.0 74.0 -0.67 0.099 1000.0 -1000.0 -0.13 -1000.0 Visual signal transduction: Cones 9.0 342.0 38.0 -0.041 0.016 1000.0 -1000.0 -0.101 -1000.0 Noncanonical Wnt signaling pathway 9.0 250.0 26.0 -0.113 0.016 1000.0 -1000.0 -0.136 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 45.0 5.0 -0.02 0.016 1000.0 -1000.0 -0.054 -1000.0 S1P4 pathway 9.0 249.0 25.0 -0.128 0.035 1000.0 -1000.0 -0.081 -1000.0 TCGA08_rtk_signaling 8.0 229.0 26.0 -0.28 0.041 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 7.0 649.0 82.0 -0.064 0.027 1000.0 -1000.0 -0.121 -1000.0 Canonical NF-kappaB pathway 6.0 260.0 39.0 -0.19 0.075 1000.0 -1000.0 -0.116 -1000.0 Signaling events mediated by PRL 6.0 213.0 34.0 -0.058 0.046 1000.0 -1000.0 -0.084 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.006 0.006 1000.0 -1000.0 -0.015 -1000.0 p38 MAPK signaling pathway 6.0 264.0 44.0 -0.101 0.049 1000.0 -1000.0 -0.091 -1000.0 ErbB2/ErbB3 signaling events 5.0 379.0 65.0 -0.135 0.059 1000.0 -1000.0 -0.106 -1000.0 Insulin-mediated glucose transport 5.0 177.0 32.0 -0.086 0.066 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by HDAC Class III 5.0 224.0 40.0 -0.06 0.031 1000.0 -1000.0 -0.082 -1000.0 IL1-mediated signaling events 5.0 370.0 62.0 -0.093 0.061 1000.0 -1000.0 -0.149 -1000.0 Ephrin B reverse signaling 5.0 279.0 48.0 -0.027 0.032 1000.0 -1000.0 -0.113 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 81.0 15.0 -0.0 0.037 1000.0 -1000.0 -0.056 -1000.0 Syndecan-3-mediated signaling events 5.0 177.0 35.0 -0.04 0.016 1000.0 -1000.0 -0.106 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 389.0 76.0 -0.026 0.067 1000.0 -1000.0 -0.114 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 365.0 85.0 -0.035 0.079 1000.0 -1000.0 -0.108 -1000.0 Arf6 downstream pathway 4.0 214.0 43.0 -0.033 0.033 1000.0 -1000.0 -0.065 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 155.0 36.0 -0.027 0.031 1000.0 -1000.0 -0.096 -1000.0 EPHB forward signaling 4.0 345.0 85.0 -0.073 0.07 1000.0 -1000.0 -0.135 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 80.0 17.0 -0.037 0.055 1000.0 -1000.0 -0.076 -1000.0 BARD1 signaling events 3.0 223.0 57.0 -0.17 0.043 1000.0 -1000.0 -0.106 -1000.0 Cellular roles of Anthrax toxin 3.0 119.0 39.0 -0.022 0.027 1000.0 -1000.0 -0.043 -1000.0 Plasma membrane estrogen receptor signaling 3.0 324.0 86.0 -0.167 0.072 1000.0 -1000.0 -0.116 -1000.0 E-cadherin signaling in keratinocytes 3.0 134.0 43.0 -0.293 0.053 1000.0 -1000.0 -0.116 -1000.0 Osteopontin-mediated events 2.0 107.0 38.0 -0.03 0.099 1000.0 -1000.0 -0.138 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 131.0 65.0 -0.063 0.093 1000.0 -1000.0 -0.089 -1000.0 ceramide signaling pathway 2.0 138.0 49.0 -0.12 0.054 1000.0 -1000.0 -0.063 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 128.0 52.0 -0.031 0.092 1000.0 -1000.0 -0.093 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 174.0 83.0 -0.086 0.081 1000.0 -1000.0 -0.108 -1000.0 Signaling events mediated by HDAC Class I 2.0 210.0 104.0 -0.03 0.064 1000.0 -1000.0 -0.109 -1000.0 Regulation of p38-alpha and p38-beta 2.0 156.0 54.0 -0.04 0.073 1000.0 -1000.0 -0.078 -1000.0 Arf6 trafficking events 2.0 175.0 71.0 -0.127 0.058 1000.0 -1000.0 -0.112 -1000.0 IGF1 pathway 2.0 119.0 57.0 -0.066 0.071 1000.0 -1000.0 -0.141 -1000.0 Insulin Pathway 2.0 192.0 74.0 -0.035 0.055 1000.0 -1000.0 -0.144 -1000.0 PDGFR-beta signaling pathway 2.0 232.0 97.0 -0.055 0.087 1000.0 -1000.0 -0.14 -1000.0 Signaling events mediated by HDAC Class II 1.0 121.0 75.0 -0.027 0.051 1000.0 -1000.0 -0.094 -1000.0 Circadian rhythm pathway 1.0 29.0 22.0 -0.019 0.065 1000.0 -1000.0 -0.091 -1000.0 mTOR signaling pathway 1.0 62.0 53.0 -0.007 0.044 1000.0 -1000.0 -0.085 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 89.0 68.0 -0.086 0.06 1000.0 -1000.0 -0.109 -1000.0 Nectin adhesion pathway 1.0 63.0 63.0 -0.016 0.08 1000.0 -1000.0 -0.105 -1000.0 Retinoic acid receptors-mediated signaling 1.0 114.0 58.0 -0.025 0.063 1000.0 -1000.0 -0.11 -1000.0 Atypical NF-kappaB pathway 1.0 52.0 31.0 -0.022 0.036 1000.0 -1000.0 -0.105 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 52.0 44.0 -0.042 0.051 1000.0 -1000.0 -0.089 -1000.0 Alternative NF-kappaB pathway 1.0 14.0 13.0 -0.005 0.016 1000.0 -1000.0 -0.09 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 -0.001 0.062 1000.0 -1000.0 -0.107 -1000.0 TRAIL signaling pathway 0.0 25.0 48.0 -0.002 0.071 1000.0 -1000.0 -0.102 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.082 -1000.0 Rapid glucocorticoid signaling 0.0 11.0 20.0 -0.005 0.016 1000.0 -1000.0 -0.059 -1000.0 Arf1 pathway 0.0 29.0 54.0 -0.009 0.044 1000.0 -1000.0 -0.064 -1000.0 Total 4080 212932 7203 -40.0695557352 -991.854758057 131000 -131000 -13.514757022 -131000