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 IL23-mediated signaling events 36.0 2171.0 60.0 -0.694 0.018 1000.0 -1000.0 -0.133 -1000.0 HIF-1-alpha transcription factor network 31.0 2377.0 76.0 -0.454 0.028 1000.0 -1000.0 -0.076 -1000.0 Syndecan-1-mediated signaling events 27.0 925.0 34.0 -0.258 0.018 1000.0 -1000.0 -0.044 -1000.0 IL4-mediated signaling events 24.0 2223.0 91.0 -0.622 0.541 1000.0 -1000.0 -0.124 -1000.0 Endothelins 23.0 2265.0 96.0 -0.315 0.019 1000.0 -1000.0 -0.061 -1000.0 Wnt signaling 23.0 162.0 7.0 -0.182 0.005 1000.0 -1000.0 -0.024 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 23.0 1591.0 68.0 -0.725 0.246 1000.0 -1000.0 -0.116 -1000.0 Ephrin B reverse signaling 22.0 1087.0 48.0 -0.318 0.095 1000.0 -1000.0 -0.075 -1000.0 Calcium signaling in the CD4+ TCR pathway 21.0 654.0 31.0 -0.456 0.017 1000.0 -1000.0 -0.073 -1000.0 Fc-epsilon receptor I signaling in mast cells 20.0 1947.0 97.0 -0.296 0.051 1000.0 -1000.0 -0.09 -1000.0 IL12-mediated signaling events 19.0 1739.0 87.0 -0.399 0.047 1000.0 -1000.0 -0.116 -1000.0 PLK2 and PLK4 events 19.0 59.0 3.0 -0.086 0.01 1000.0 -1000.0 -0.017 -1000.0 Noncanonical Wnt signaling pathway 19.0 509.0 26.0 -0.182 0.018 1000.0 -1000.0 -0.04 -1000.0 TCGA08_p53 19.0 136.0 7.0 -0.086 0.041 1000.0 -1000.0 -0.012 -1000.0 Thromboxane A2 receptor signaling 17.0 1808.0 105.0 -0.214 0.06 1000.0 -1000.0 -0.07 -1000.0 Glypican 1 network 17.0 863.0 48.0 -0.223 0.018 1000.0 -1000.0 -0.039 -1000.0 TCGA08_retinoblastoma 17.0 142.0 8.0 -0.084 0.035 1000.0 -1000.0 -0.018 -1000.0 Osteopontin-mediated events 16.0 612.0 38.0 -0.29 0.018 1000.0 -1000.0 -0.108 -1000.0 amb2 Integrin signaling 16.0 1389.0 82.0 -0.308 0.024 1000.0 -1000.0 -0.088 -1000.0 Glucocorticoid receptor regulatory network 16.0 1933.0 114.0 -0.571 0.299 1000.0 -1000.0 -0.067 -1000.0 FAS signaling pathway (CD95) 16.0 771.0 47.0 -0.42 0.025 1000.0 -1000.0 -0.045 -1000.0 Signaling mediated by p38-alpha and p38-beta 16.0 716.0 44.0 -0.25 0.018 1000.0 -1000.0 -0.03 -1000.0 IL27-mediated signaling events 16.0 830.0 51.0 -0.301 0.164 1000.0 -1000.0 -0.098 -1000.0 BMP receptor signaling 15.0 1259.0 81.0 -0.428 0.06 1000.0 -1000.0 -0.093 -1000.0 Glypican 2 network 15.0 60.0 4.0 -0.058 -0.0 1000.0 -1000.0 -0.019 -1000.0 IL6-mediated signaling events 15.0 1170.0 75.0 -0.25 0.051 1000.0 -1000.0 -0.073 -1000.0 EGFR-dependent Endothelin signaling events 15.0 328.0 21.0 -0.214 0.027 1000.0 -1000.0 -0.075 -1000.0 IL1-mediated signaling events 14.0 929.0 62.0 -0.292 0.074 1000.0 -1000.0 -0.093 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1314.0 93.0 -0.147 0.027 1000.0 -1000.0 -0.079 -1000.0 Syndecan-4-mediated signaling events 14.0 940.0 67.0 -0.151 0.03 1000.0 -1000.0 -0.103 -1000.0 Cellular roles of Anthrax toxin 13.0 511.0 39.0 -0.1 0.018 1000.0 -1000.0 -0.027 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 637.0 46.0 -0.295 0.048 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PRL 13.0 444.0 34.0 -0.127 0.05 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 13.0 1091.0 78.0 -0.204 0.08 1000.0 -1000.0 -0.085 -1000.0 Syndecan-2-mediated signaling events 12.0 863.0 69.0 -0.258 0.032 1000.0 -1000.0 -0.025 -1000.0 Presenilin action in Notch and Wnt signaling 12.0 776.0 61.0 -0.282 0.142 1000.0 -1000.0 -0.077 -1000.0 IFN-gamma pathway 12.0 861.0 68.0 -0.243 0.024 1000.0 -1000.0 -0.093 -1000.0 Visual signal transduction: Rods 12.0 675.0 52.0 -0.314 0.018 1000.0 -1000.0 -0.081 -1000.0 Caspase cascade in apoptosis 11.0 872.0 74.0 -0.188 0.076 1000.0 -1000.0 -0.038 -1000.0 Arf6 signaling events 11.0 698.0 62.0 -0.214 0.041 1000.0 -1000.0 -0.03 -1000.0 S1P1 pathway 11.0 400.0 36.0 -0.216 0.018 1000.0 -1000.0 -0.071 -1000.0 Canonical Wnt signaling pathway 11.0 600.0 51.0 -0.313 0.165 1000.0 -1000.0 -0.063 -1000.0 BCR signaling pathway 11.0 1124.0 99.0 -0.24 0.032 1000.0 -1000.0 -0.094 -1000.0 Ras signaling in the CD4+ TCR pathway 11.0 189.0 17.0 -0.076 0.014 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by the Hedgehog family 10.0 536.0 52.0 -0.243 0.152 1000.0 -1000.0 -0.039 -1000.0 PDGFR-alpha signaling pathway 10.0 446.0 44.0 -0.281 0.027 1000.0 -1000.0 -0.063 -1000.0 Nectin adhesion pathway 10.0 645.0 63.0 -0.081 0.024 1000.0 -1000.0 -0.084 -1000.0 Nongenotropic Androgen signaling 10.0 552.0 52.0 -0.157 0.063 1000.0 -1000.0 -0.061 -1000.0 FOXM1 transcription factor network 10.0 539.0 51.0 -0.258 0.041 1000.0 -1000.0 -0.148 -1000.0 LPA receptor mediated events 9.0 974.0 102.0 -0.253 0.038 1000.0 -1000.0 -0.072 -1000.0 IL2 signaling events mediated by STAT5 9.0 211.0 22.0 -0.124 0.019 1000.0 -1000.0 -0.036 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 225.0 28.0 -0.096 0.027 1000.0 -1000.0 -0.024 -1000.0 a4b1 and a4b7 Integrin signaling 8.0 42.0 5.0 -0.027 0.002 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by PTP1B 8.0 612.0 76.0 -0.215 0.055 1000.0 -1000.0 -0.078 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 8.0 379.0 45.0 -0.144 0.047 1000.0 -1000.0 -0.088 -1000.0 EPHB forward signaling 8.0 690.0 85.0 -0.174 0.114 1000.0 -1000.0 -0.092 -1000.0 Syndecan-3-mediated signaling events 7.0 265.0 35.0 -0.258 0.018 1000.0 -1000.0 -0.043 -1000.0 Class I PI3K signaling events 7.0 531.0 73.0 -0.085 0.026 1000.0 -1000.0 -0.053 -1000.0 E-cadherin signaling events 7.0 37.0 5.0 -0.02 0.015 1000.0 -1000.0 -0.019 -1000.0 ErbB4 signaling events 6.0 440.0 69.0 -0.325 0.065 1000.0 -1000.0 -0.091 -1000.0 Visual signal transduction: Cones 6.0 255.0 38.0 -0.074 0.018 1000.0 -1000.0 -0.069 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 108.0 17.0 -0.063 0.015 1000.0 -1000.0 -0.034 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 401.0 65.0 -0.16 0.047 1000.0 -1000.0 -0.052 -1000.0 p75(NTR)-mediated signaling 6.0 862.0 125.0 -0.24 0.035 1000.0 -1000.0 -0.093 -1000.0 Ceramide signaling pathway 6.0 518.0 76.0 -0.214 0.081 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class III 6.0 255.0 40.0 -0.101 0.031 1000.0 -1000.0 -0.04 -1000.0 Reelin signaling pathway 6.0 358.0 56.0 -0.155 0.036 1000.0 -1000.0 -0.084 -1000.0 TRAIL signaling pathway 6.0 324.0 48.0 -0.088 0.032 1000.0 -1000.0 -0.074 -1000.0 Regulation of Telomerase 6.0 656.0 102.0 -0.35 0.061 1000.0 -1000.0 -0.113 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 773.0 136.0 -0.182 0.055 1000.0 -1000.0 -0.064 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 428.0 85.0 -0.186 0.055 1000.0 -1000.0 -0.071 -1000.0 Arf6 downstream pathway 5.0 257.0 43.0 -0.028 0.026 1000.0 -1000.0 -0.042 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 5.0 194.0 37.0 -0.027 0.027 1000.0 -1000.0 -0.053 -1000.0 HIF-2-alpha transcription factor network 5.0 256.0 43.0 -0.107 0.045 1000.0 -1000.0 -0.066 -1000.0 IL2 signaling events mediated by PI3K 5.0 319.0 58.0 -0.109 0.032 1000.0 -1000.0 -0.086 -1000.0 Integrins in angiogenesis 5.0 459.0 84.0 -0.294 0.043 1000.0 -1000.0 -0.107 -1000.0 Effects of Botulinum toxin 5.0 147.0 26.0 -0.19 0.024 1000.0 -1000.0 -0.054 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 422.0 76.0 -0.066 0.03 1000.0 -1000.0 -0.086 -1000.0 Insulin Pathway 5.0 416.0 74.0 -0.293 0.044 1000.0 -1000.0 -0.095 -1000.0 VEGFR1 specific signals 5.0 300.0 56.0 -0.02 0.033 1000.0 -1000.0 -0.037 -1000.0 S1P3 pathway 5.0 227.0 42.0 -0.068 0.027 1000.0 -1000.0 -0.038 -1000.0 PDGFR-beta signaling pathway 5.0 491.0 97.0 -0.098 0.042 1000.0 -1000.0 -0.091 -1000.0 LPA4-mediated signaling events 4.0 51.0 12.0 -0.008 0.019 1000.0 -1000.0 -0.024 -1000.0 Coregulation of Androgen receptor activity 4.0 327.0 76.0 -0.178 0.039 1000.0 -1000.0 -0.042 -1000.0 Ephrin A reverse signaling 4.0 28.0 7.0 -0.002 0.014 1000.0 -1000.0 -0.025 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 243.0 52.0 -0.232 0.063 1000.0 -1000.0 -0.047 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 74.0 15.0 -0.028 0.02 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 4.0 253.0 58.0 -0.22 0.097 1000.0 -1000.0 -0.084 -1000.0 Regulation of p38-alpha and p38-beta 4.0 227.0 54.0 -0.085 0.039 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 560.0 125.0 -0.068 0.074 1000.0 -1000.0 -0.105 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 345.0 74.0 -0.214 0.039 1000.0 -1000.0 -0.094 -1000.0 Plasma membrane estrogen receptor signaling 4.0 403.0 86.0 -0.099 0.045 1000.0 -1000.0 -0.077 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 133.0 33.0 -0.114 0.048 1000.0 -1000.0 -0.041 -1000.0 Class IB PI3K non-lipid kinase events 4.0 12.0 3.0 -0.002 0.002 1000.0 -1000.0 -0.014 -1000.0 Regulation of Androgen receptor activity 4.0 326.0 70.0 -0.153 0.072 1000.0 -1000.0 -0.067 -1000.0 Aurora B signaling 4.0 328.0 67.0 -0.165 0.018 1000.0 -1000.0 -0.073 -1000.0 BARD1 signaling events 3.0 224.0 57.0 -0.108 0.042 1000.0 -1000.0 -0.051 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 215.0 54.0 -0.155 0.059 1000.0 -1000.0 -0.094 -1000.0 Aurora A signaling 3.0 185.0 60.0 -0.036 0.034 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 3.0 23.0 7.0 -0.017 0.01 1000.0 -1000.0 -0.035 -1000.0 EPO signaling pathway 3.0 202.0 55.0 -0.06 0.042 1000.0 -1000.0 -0.094 -1000.0 PLK1 signaling events 3.0 331.0 85.0 -0.062 0.038 1000.0 -1000.0 -0.046 -1000.0 mTOR signaling pathway 3.0 204.0 53.0 -0.016 0.052 1000.0 -1000.0 -0.064 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 314.0 82.0 -0.049 0.032 1000.0 -1000.0 -0.086 -1000.0 ceramide signaling pathway 3.0 148.0 49.0 -0.073 0.042 1000.0 -1000.0 -0.041 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 300.0 83.0 -0.065 0.055 1000.0 -1000.0 -0.078 -1000.0 FoxO family signaling 3.0 249.0 64.0 -0.157 0.081 1000.0 -1000.0 -0.058 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 109.0 36.0 -0.033 0.035 1000.0 -1000.0 -0.07 -1000.0 TCGA08_rtk_signaling 3.0 100.0 26.0 -0.034 0.044 1000.0 -1000.0 -0.016 -1000.0 Arf6 trafficking events 3.0 262.0 71.0 -0.09 0.046 1000.0 -1000.0 -0.084 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 266.0 88.0 -0.293 0.076 1000.0 -1000.0 -0.107 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 373.0 120.0 -0.069 0.068 1000.0 -1000.0 -0.079 -1000.0 p38 MAPK signaling pathway 3.0 135.0 44.0 -0.018 0.035 1000.0 -1000.0 -0.067 -1000.0 ErbB2/ErbB3 signaling events 2.0 176.0 65.0 -0.083 0.052 1000.0 -1000.0 -0.061 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 54.0 23.0 -0.01 0.037 1000.0 -1000.0 -0.053 -1000.0 Canonical NF-kappaB pathway 2.0 95.0 39.0 -0.084 0.071 1000.0 -1000.0 -0.085 -1000.0 Signaling events mediated by HDAC Class II 2.0 154.0 75.0 -0.03 0.039 1000.0 -1000.0 -0.055 -1000.0 Circadian rhythm pathway 2.0 48.0 22.0 -0.016 0.049 1000.0 -1000.0 -0.03 -1000.0 S1P5 pathway 2.0 45.0 17.0 -0.057 0.018 1000.0 -1000.0 -0.021 -1000.0 Atypical NF-kappaB pathway 2.0 72.0 31.0 -0.062 0.033 1000.0 -1000.0 -0.042 -1000.0 IGF1 pathway 2.0 165.0 57.0 -0.036 0.038 1000.0 -1000.0 -0.096 -1000.0 E-cadherin signaling in keratinocytes 2.0 115.0 43.0 -0.033 0.036 1000.0 -1000.0 -0.071 -1000.0 S1P4 pathway 2.0 60.0 25.0 -0.057 0.031 1000.0 -1000.0 -0.024 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 41.0 34.0 -0.015 0.039 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 80.0 68.0 -0.044 0.059 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by HDAC Class I 1.0 129.0 104.0 -0.036 0.056 1000.0 -1000.0 -0.077 -1000.0 Insulin-mediated glucose transport 0.0 29.0 32.0 -0.005 0.04 1000.0 -1000.0 -0.035 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 23.0 27.0 -0.008 0.038 1000.0 -1000.0 -0.063 -1000.0 Rapid glucocorticoid signaling 0.0 18.0 20.0 0.0 0.024 1000.0 -1000.0 -0.016 -1000.0 Arf1 pathway 0.0 34.0 54.0 -0.009 0.041 1000.0 -1000.0 -0.033 -1000.0 Alternative NF-kappaB pathway 0.0 11.0 13.0 -0.0 0.045 1000.0 -1000.0 -0.03 -1000.0 Total 1125 66499 7203 -21.6745056257 6.53606788016 131000 -131000 -8.14045113174 -131000