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 HIF-1-alpha transcription factor network 29.0 2262.0 76.0 -0.3 0.036 1000.0 -1000.0 -0.02 -1000.0 TCGA08_retinoblastoma 26.0 214.0 8.0 -0.077 0.086 1000.0 -1000.0 -0.006 -1000.0 Signaling events mediated by the Hedgehog family 22.0 1181.0 52.0 -0.257 0.052 1000.0 -1000.0 -0.028 -1000.0 IL4-mediated signaling events 21.0 1972.0 91.0 -0.563 0.514 1000.0 -1000.0 -0.077 -1000.0 Signaling mediated by p38-alpha and p38-beta 20.0 880.0 44.0 -0.165 0.036 1000.0 -1000.0 -0.014 -1000.0 IL23-mediated signaling events 20.0 1223.0 60.0 -0.505 0.035 1000.0 -1000.0 -0.069 -1000.0 Osteopontin-mediated events 19.0 723.0 38.0 -0.204 0.037 1000.0 -1000.0 -0.034 -1000.0 Endothelins 19.0 1854.0 96.0 -0.237 0.036 1000.0 -1000.0 -0.032 -1000.0 Glucocorticoid receptor regulatory network 18.0 2138.0 114.0 -0.458 0.286 1000.0 -1000.0 -0.047 -1000.0 Wnt signaling 18.0 128.0 7.0 -0.127 0.03 1000.0 -1000.0 -0.013 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 18.0 1274.0 68.0 -0.394 0.185 1000.0 -1000.0 -0.063 -1000.0 Noncanonical Wnt signaling pathway 17.0 450.0 26.0 -0.127 0.037 1000.0 -1000.0 -0.046 -1000.0 Syndecan-1-mediated signaling events 16.0 544.0 34.0 -0.125 0.04 1000.0 -1000.0 -0.029 -1000.0 Fc-epsilon receptor I signaling in mast cells 16.0 1635.0 97.0 -0.112 0.047 1000.0 -1000.0 -0.047 -1000.0 EPHB forward signaling 16.0 1373.0 85.0 -0.11 0.078 1000.0 -1000.0 -0.058 -1000.0 Ephrin B reverse signaling 15.0 736.0 48.0 -0.1 0.045 1000.0 -1000.0 -0.022 -1000.0 FOXM1 transcription factor network 15.0 804.0 51.0 -0.247 0.042 1000.0 -1000.0 -0.084 -1000.0 Thromboxane A2 receptor signaling 14.0 1568.0 105.0 -0.163 0.054 1000.0 -1000.0 -0.037 -1000.0 BCR signaling pathway 14.0 1442.0 99.0 -0.199 0.054 1000.0 -1000.0 -0.051 -1000.0 IGF1 pathway 14.0 815.0 57.0 -0.066 0.066 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 14.0 1161.0 78.0 -0.172 0.072 1000.0 -1000.0 -0.044 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1230.0 93.0 -0.101 0.051 1000.0 -1000.0 -0.04 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 424.0 31.0 -0.204 0.041 1000.0 -1000.0 -0.025 -1000.0 EGFR-dependent Endothelin signaling events 13.0 280.0 21.0 -0.078 0.051 1000.0 -1000.0 -0.025 -1000.0 IL12-mediated signaling events 12.0 1080.0 87.0 -0.212 0.037 1000.0 -1000.0 -0.047 -1000.0 Nectin adhesion pathway 12.0 809.0 63.0 -0.087 0.057 1000.0 -1000.0 -0.042 -1000.0 TCGA08_p53 12.0 87.0 7.0 -0.037 0.036 1000.0 -1000.0 -0.008 -1000.0 Glypican 1 network 11.0 562.0 48.0 -0.046 0.036 1000.0 -1000.0 -0.021 -1000.0 IL1-mediated signaling events 11.0 688.0 62.0 -0.153 0.072 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 11.0 397.0 36.0 -0.196 0.036 1000.0 -1000.0 -0.03 -1000.0 IL27-mediated signaling events 11.0 601.0 51.0 -0.186 0.122 1000.0 -1000.0 -0.057 -1000.0 LPA receptor mediated events 11.0 1205.0 102.0 -0.197 0.037 1000.0 -1000.0 -0.055 -1000.0 BMP receptor signaling 10.0 856.0 81.0 -0.154 0.059 1000.0 -1000.0 -0.04 -1000.0 IFN-gamma pathway 10.0 696.0 68.0 -0.104 0.05 1000.0 -1000.0 -0.044 -1000.0 Syndecan-2-mediated signaling events 9.0 655.0 69.0 -0.122 0.039 1000.0 -1000.0 -0.037 -1000.0 amb2 Integrin signaling 9.0 754.0 82.0 -0.11 0.041 1000.0 -1000.0 -0.031 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 669.0 74.0 -0.118 0.054 1000.0 -1000.0 -0.064 -1000.0 Syndecan-4-mediated signaling events 9.0 667.0 67.0 -0.064 0.039 1000.0 -1000.0 -0.035 -1000.0 Caspase cascade in apoptosis 8.0 655.0 74.0 -0.062 0.05 1000.0 -1000.0 -0.033 -1000.0 Arf6 signaling events 8.0 530.0 62.0 -0.072 0.075 1000.0 -1000.0 -0.012 -1000.0 HIF-2-alpha transcription factor network 8.0 386.0 43.0 -0.072 0.053 1000.0 -1000.0 -0.042 -1000.0 FAS signaling pathway (CD95) 8.0 405.0 47.0 -0.157 0.039 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling in keratinocytes 8.0 363.0 43.0 -0.04 0.052 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PTP1B 7.0 601.0 76.0 -0.092 0.071 1000.0 -1000.0 -0.038 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 459.0 65.0 -0.151 0.078 1000.0 -1000.0 -0.036 -1000.0 Arf6 downstream pathway 7.0 308.0 43.0 -0.049 0.052 1000.0 -1000.0 -0.029 -1000.0 IL6-mediated signaling events 7.0 535.0 75.0 -0.084 0.052 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 7.0 619.0 86.0 -0.058 0.053 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling events 7.0 39.0 5.0 -0.005 0.031 1000.0 -1000.0 0.017 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 838.0 136.0 -0.405 0.093 1000.0 -1000.0 -0.027 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 170.0 28.0 -0.033 0.046 1000.0 -1000.0 -0.013 -1000.0 PDGFR-alpha signaling pathway 6.0 292.0 44.0 -0.117 0.057 1000.0 -1000.0 -0.036 -1000.0 mTOR signaling pathway 6.0 359.0 53.0 -0.016 0.093 1000.0 -1000.0 -0.033 -1000.0 Reelin signaling pathway 6.0 353.0 56.0 -0.075 0.083 1000.0 -1000.0 -0.034 -1000.0 TRAIL signaling pathway 6.0 315.0 48.0 -0.026 0.051 1000.0 -1000.0 -0.026 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 90.0 15.0 -0.026 0.035 1000.0 -1000.0 -0.036 -1000.0 Syndecan-3-mediated signaling events 6.0 223.0 35.0 -0.132 0.072 1000.0 -1000.0 -0.031 -1000.0 Integrins in angiogenesis 6.0 556.0 84.0 -0.104 0.07 1000.0 -1000.0 -0.036 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 305.0 45.0 -0.056 0.042 1000.0 -1000.0 -0.042 -1000.0 Canonical Wnt signaling pathway 6.0 354.0 51.0 -0.121 0.078 1000.0 -1000.0 -0.041 -1000.0 Glypican 2 network 6.0 24.0 4.0 0.0 0.006 1000.0 -1000.0 0.0 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 456.0 76.0 -0.068 0.059 1000.0 -1000.0 -0.05 -1000.0 VEGFR1 specific signals 6.0 368.0 56.0 -0.044 0.041 1000.0 -1000.0 -0.051 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 115.0 17.0 -0.01 0.035 1000.0 -1000.0 -0.013 -1000.0 Coregulation of Androgen receptor activity 5.0 452.0 76.0 -0.186 0.058 1000.0 -1000.0 -0.021 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.007 0.034 1000.0 -1000.0 -0.007 -1000.0 Visual signal transduction: Cones 5.0 212.0 38.0 -0.023 0.05 1000.0 -1000.0 -0.001 -1000.0 Cellular roles of Anthrax toxin 5.0 217.0 39.0 -0.053 0.036 1000.0 -1000.0 -0.019 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 365.0 61.0 -0.121 0.072 1000.0 -1000.0 -0.037 -1000.0 p75(NTR)-mediated signaling 5.0 645.0 125.0 -0.132 0.086 1000.0 -1000.0 -0.042 -1000.0 Nongenotropic Androgen signaling 5.0 308.0 52.0 -0.082 0.064 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 703.0 125.0 -0.034 0.042 1000.0 -1000.0 -0.042 -1000.0 IL2 signaling events mediated by STAT5 5.0 114.0 22.0 -0.068 0.04 1000.0 -1000.0 -0.024 -1000.0 S1P3 pathway 5.0 216.0 42.0 -0.045 0.046 1000.0 -1000.0 -0.031 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 624.0 120.0 -0.139 0.095 1000.0 -1000.0 -0.043 -1000.0 Visual signal transduction: Rods 5.0 281.0 52.0 -0.071 0.053 1000.0 -1000.0 -0.032 -1000.0 ErbB2/ErbB3 signaling events 4.0 304.0 65.0 -0.04 0.051 1000.0 -1000.0 -0.053 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 222.0 54.0 -0.055 0.052 1000.0 -1000.0 -0.036 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 73.0 17.0 -0.019 0.061 1000.0 -1000.0 -0.021 -1000.0 FOXA2 and FOXA3 transcription factor networks 4.0 223.0 46.0 -0.066 0.053 1000.0 -1000.0 -0.085 -1000.0 PLK1 signaling events 4.0 363.0 85.0 -0.024 0.104 1000.0 -1000.0 -0.03 -1000.0 Ceramide signaling pathway 4.0 323.0 76.0 -0.048 0.071 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class III 4.0 165.0 40.0 -0.064 0.066 1000.0 -1000.0 -0.031 -1000.0 FoxO family signaling 4.0 292.0 64.0 -0.122 0.067 1000.0 -1000.0 -0.039 -1000.0 Retinoic acid receptors-mediated signaling 4.0 236.0 58.0 -0.056 0.068 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by PI3K 4.0 271.0 58.0 -0.08 0.038 1000.0 -1000.0 -0.02 -1000.0 TCGA08_rtk_signaling 4.0 118.0 26.0 -0.067 0.068 1000.0 -1000.0 -0.005 -1000.0 Class I PI3K signaling events 4.0 332.0 73.0 -0.032 0.043 1000.0 -1000.0 -0.03 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 357.0 88.0 -0.045 0.04 1000.0 -1000.0 -0.06 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 140.0 33.0 -0.07 0.076 1000.0 -1000.0 -0.034 -1000.0 PDGFR-beta signaling pathway 4.0 389.0 97.0 -0.057 0.088 1000.0 -1000.0 -0.045 -1000.0 Regulation of Androgen receptor activity 4.0 318.0 70.0 -0.205 0.057 1000.0 -1000.0 -0.045 -1000.0 Aurora B signaling 4.0 305.0 67.0 -0.1 0.058 1000.0 -1000.0 -0.043 -1000.0 ErbB4 signaling events 3.0 274.0 69.0 -0.084 0.05 1000.0 -1000.0 -0.043 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 18.0 5.0 0.016 0.038 1000.0 -1000.0 0.017 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 335.0 85.0 -0.096 0.08 1000.0 -1000.0 -0.038 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 125.0 37.0 -0.038 0.064 1000.0 -1000.0 -0.03 -1000.0 S1P5 pathway 3.0 67.0 17.0 -0.007 0.035 1000.0 -1000.0 -0.009 -1000.0 ceramide signaling pathway 3.0 169.0 49.0 -0.026 0.048 1000.0 -1000.0 -0.03 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 205.0 52.0 -0.025 0.086 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 122.0 36.0 -0.05 0.066 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 3.0 107.0 31.0 -0.003 0.037 1000.0 -1000.0 -0.013 -1000.0 Regulation of Telomerase 3.0 353.0 102.0 -0.097 0.085 1000.0 -1000.0 -0.041 -1000.0 Insulin Pathway 3.0 286.0 74.0 -0.045 0.092 1000.0 -1000.0 -0.032 -1000.0 S1P4 pathway 3.0 97.0 25.0 -0.014 0.046 1000.0 -1000.0 -0.022 -1000.0 LPA4-mediated signaling events 2.0 31.0 12.0 -0.016 0.059 1000.0 -1000.0 -0.024 -1000.0 Aurora A signaling 2.0 159.0 60.0 -0.011 0.062 1000.0 -1000.0 -0.014 -1000.0 EPO signaling pathway 2.0 145.0 55.0 -0.004 0.064 1000.0 -1000.0 -0.032 -1000.0 Insulin-mediated glucose transport 2.0 74.0 32.0 -0.025 0.043 1000.0 -1000.0 -0.022 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 186.0 68.0 -0.041 0.072 1000.0 -1000.0 -0.027 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 178.0 82.0 -0.031 0.064 1000.0 -1000.0 -0.055 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 175.0 83.0 -0.025 0.065 1000.0 -1000.0 -0.019 -1000.0 Regulation of p38-alpha and p38-beta 2.0 134.0 54.0 -0.003 0.079 1000.0 -1000.0 -0.024 -1000.0 Arf6 trafficking events 2.0 181.0 71.0 -0.035 0.041 1000.0 -1000.0 -0.027 -1000.0 p38 MAPK signaling pathway 2.0 97.0 44.0 -0.011 0.065 1000.0 -1000.0 -0.026 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 27.0 23.0 0.004 0.063 1000.0 -1000.0 -0.024 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 35.0 34.0 -0.044 0.071 1000.0 -1000.0 -0.031 -1000.0 BARD1 signaling events 1.0 71.0 57.0 -0.051 0.077 1000.0 -1000.0 -0.036 -1000.0 Circadian rhythm pathway 1.0 36.0 22.0 -0.01 0.052 1000.0 -1000.0 -0.047 -1000.0 Ephrin A reverse signaling 1.0 10.0 7.0 -0.0 0.034 1000.0 -1000.0 -0.001 -1000.0 Signaling events mediated by HDAC Class I 1.0 194.0 104.0 -0.047 0.085 1000.0 -1000.0 -0.025 -1000.0 Rapid glucocorticoid signaling 1.0 20.0 20.0 -0.0 0.048 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by PRL 1.0 61.0 34.0 -0.029 0.051 1000.0 -1000.0 -0.029 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.03 0.03 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 1.0 21.0 13.0 -0.0 0.081 1000.0 -1000.0 -0.0 -1000.0 Canonical NF-kappaB pathway 0.0 30.0 39.0 -0.0 0.074 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by HDAC Class II 0.0 72.0 75.0 -0.041 0.066 1000.0 -1000.0 -0.018 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.059 1000.0 -1000.0 -0.013 -1000.0 Effects of Botulinum toxin 0.0 20.0 26.0 -0.006 0.058 1000.0 -1000.0 -0.002 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 8.0 27.0 0.0 0.072 1000.0 -1000.0 -0.029 -1000.0 Arf1 pathway 0.0 39.0 54.0 -0.002 0.048 1000.0 -1000.0 -0.015 -1000.0 Total 933 58508 7203 -11.9879856955 8.24151975432 131000 -131000 -4.12198551952 -131000