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 FOXM1 transcription factor network 93.0 4747.0 51.0 -0.81 0.015 1000.0 -1000.0 -0.135 -1000.0 Glypican 2 network 71.0 287.0 4.0 -0.142 -0.111 1000.0 -1000.0 -0.012 -1000.0 Aurora B signaling 64.0 4349.0 67.0 -0.504 0.015 1000.0 -1000.0 -0.055 -1000.0 Signaling events regulated by Ret tyrosine kinase 58.0 4759.0 82.0 -0.279 0.015 1000.0 -1000.0 -0.069 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 52.0 3553.0 68.0 -0.693 0.346 1000.0 -1000.0 -0.086 -1000.0 Signaling mediated by p38-alpha and p38-beta 47.0 2070.0 44.0 -0.235 0.015 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by the Hedgehog family 46.0 2409.0 52.0 -0.181 0.179 1000.0 -1000.0 -0.044 -1000.0 Nongenotropic Androgen signaling 44.0 2292.0 52.0 -0.241 0.134 1000.0 -1000.0 -0.046 -1000.0 IL4-mediated signaling events 43.0 3984.0 91.0 -0.786 0.545 1000.0 -1000.0 -0.113 -1000.0 Endothelins 43.0 4163.0 96.0 -0.318 0.053 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 42.0 3353.0 78.0 -0.283 0.1 1000.0 -1000.0 -0.044 -1000.0 IGF1 pathway 40.0 2287.0 57.0 -0.254 0.049 1000.0 -1000.0 -0.078 -1000.0 Reelin signaling pathway 37.0 2112.0 56.0 -0.218 0.039 1000.0 -1000.0 -0.072 -1000.0 p75(NTR)-mediated signaling 36.0 4503.0 125.0 -0.165 0.045 1000.0 -1000.0 -0.079 -1000.0 Aurora C signaling 36.0 255.0 7.0 -0.209 0.0 1000.0 -1000.0 -0.024 -1000.0 TCGA08_retinoblastoma 36.0 294.0 8.0 -0.23 0.063 1000.0 -1000.0 -0.014 -1000.0 Thromboxane A2 receptor signaling 35.0 3714.0 105.0 -0.187 0.036 1000.0 -1000.0 -0.054 -1000.0 HIF-1-alpha transcription factor network 33.0 2540.0 76.0 -0.331 0.033 1000.0 -1000.0 -0.054 -1000.0 PLK1 signaling events 33.0 2814.0 85.0 -0.351 0.049 1000.0 -1000.0 -0.041 -1000.0 Plasma membrane estrogen receptor signaling 33.0 2859.0 86.0 -0.248 0.126 1000.0 -1000.0 -0.066 -1000.0 Ephrin A reverse signaling 31.0 219.0 7.0 -0.071 -0.0 1000.0 -1000.0 -0.014 -1000.0 Fc-epsilon receptor I signaling in mast cells 31.0 3099.0 97.0 -0.184 0.04 1000.0 -1000.0 -0.069 -1000.0 IL23-mediated signaling events 31.0 1891.0 60.0 -0.611 0.015 1000.0 -1000.0 -0.12 -1000.0 Ras signaling in the CD4+ TCR pathway 31.0 527.0 17.0 -0.151 0.021 1000.0 -1000.0 -0.027 -1000.0 Syndecan-1-mediated signaling events 30.0 1044.0 34.0 -0.272 0.015 1000.0 -1000.0 -0.029 -1000.0 Rapid glucocorticoid signaling 30.0 601.0 20.0 -0.229 0.035 1000.0 -1000.0 -0.018 -1000.0 Integrins in angiogenesis 29.0 2489.0 84.0 -0.269 0.031 1000.0 -1000.0 -0.075 -1000.0 Glypican 1 network 28.0 1356.0 48.0 -0.255 0.035 1000.0 -1000.0 -0.03 -1000.0 PDGFR-alpha signaling pathway 28.0 1242.0 44.0 -0.325 0.032 1000.0 -1000.0 -0.045 -1000.0 amb2 Integrin signaling 28.0 2328.0 82.0 -0.334 0.021 1000.0 -1000.0 -0.061 -1000.0 BMP receptor signaling 27.0 2218.0 81.0 -0.314 0.051 1000.0 -1000.0 -0.069 -1000.0 Glucocorticoid receptor regulatory network 27.0 3162.0 114.0 -0.596 0.263 1000.0 -1000.0 -0.066 -1000.0 TCR signaling in naïve CD8+ T cells 27.0 2590.0 93.0 -0.138 0.065 1000.0 -1000.0 -0.065 -1000.0 Calcium signaling in the CD4+ TCR pathway 27.0 838.0 31.0 -0.281 0.015 1000.0 -1000.0 -0.075 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 26.0 1371.0 52.0 -0.305 0.03 1000.0 -1000.0 -0.035 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 26.0 3155.0 120.0 -0.329 0.189 1000.0 -1000.0 -0.059 -1000.0 S1P1 pathway 25.0 912.0 36.0 -0.293 0.016 1000.0 -1000.0 -0.047 -1000.0 LPA receptor mediated events 25.0 2606.0 102.0 -0.228 0.033 1000.0 -1000.0 -0.067 -1000.0 IL6-mediated signaling events 25.0 1911.0 75.0 -0.245 0.068 1000.0 -1000.0 -0.058 -1000.0 S1P5 pathway 24.0 413.0 17.0 -0.159 0.112 1000.0 -1000.0 -0.02 -1000.0 Visual signal transduction: Cones 22.0 858.0 38.0 -0.118 0.018 1000.0 -1000.0 -0.052 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 22.0 1189.0 54.0 -0.188 0.03 1000.0 -1000.0 -0.081 -1000.0 LPA4-mediated signaling events 21.0 252.0 12.0 -0.166 0.022 1000.0 -1000.0 -0.018 -1000.0 IL12-mediated signaling events 21.0 1828.0 87.0 -0.404 0.029 1000.0 -1000.0 -0.092 -1000.0 BCR signaling pathway 21.0 2086.0 99.0 -0.19 0.035 1000.0 -1000.0 -0.074 -1000.0 S1P4 pathway 21.0 543.0 25.0 -0.159 0.029 1000.0 -1000.0 -0.028 -1000.0 Wnt signaling 20.0 144.0 7.0 -0.057 0.015 1000.0 -1000.0 -0.015 -1000.0 S1P3 pathway 20.0 857.0 42.0 -0.158 0.03 1000.0 -1000.0 -0.021 -1000.0 Coregulation of Androgen receptor activity 19.0 1484.0 76.0 -0.219 0.034 1000.0 -1000.0 -0.035 -1000.0 Osteopontin-mediated events 19.0 727.0 38.0 -0.18 0.016 1000.0 -1000.0 -0.082 -1000.0 JNK signaling in the CD4+ TCR pathway 19.0 336.0 17.0 -0.154 0.017 1000.0 -1000.0 -0.029 -1000.0 TCGA08_p53 19.0 139.0 7.0 -0.16 0.073 1000.0 -1000.0 -0.009 -1000.0 Arf6 signaling events 18.0 1139.0 62.0 -0.238 0.029 1000.0 -1000.0 -0.048 -1000.0 Aurora A signaling 18.0 1121.0 60.0 -0.353 0.029 1000.0 -1000.0 -0.042 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.024 -1000.0 1000.0 -1000.0 -0.012 -1000.0 Syndecan-2-mediated signaling events 17.0 1198.0 69.0 -0.086 0.034 1000.0 -1000.0 -0.027 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 16.0 549.0 34.0 -0.047 0.015 1000.0 -1000.0 -0.046 -1000.0 FAS signaling pathway (CD95) 16.0 789.0 47.0 -0.567 0.019 1000.0 -1000.0 -0.034 -1000.0 Angiopoietin receptor Tie2-mediated signaling 16.0 1467.0 88.0 -0.236 0.057 1000.0 -1000.0 -0.082 -1000.0 Presenilin action in Notch and Wnt signaling 15.0 947.0 61.0 -0.181 0.043 1000.0 -1000.0 -0.056 -1000.0 Syndecan-4-mediated signaling events 15.0 1048.0 67.0 -0.185 0.022 1000.0 -1000.0 -0.07 -1000.0 Noncanonical Wnt signaling pathway 14.0 373.0 26.0 -0.092 0.015 1000.0 -1000.0 -0.036 -1000.0 Canonical Wnt signaling pathway 14.0 763.0 51.0 -0.181 0.081 1000.0 -1000.0 -0.04 -1000.0 Visual signal transduction: Rods 14.0 741.0 52.0 -0.2 0.015 1000.0 -1000.0 -0.074 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 388.0 28.0 -0.159 0.03 1000.0 -1000.0 -0.023 -1000.0 ErbB4 signaling events 12.0 880.0 69.0 -0.232 0.036 1000.0 -1000.0 -0.072 -1000.0 Effects of Botulinum toxin 12.0 334.0 26.0 -0.074 0.015 1000.0 -1000.0 -0.05 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 12.0 416.0 33.0 -0.277 0.044 1000.0 -1000.0 -0.037 -1000.0 ErbB2/ErbB3 signaling events 11.0 779.0 65.0 -0.232 0.026 1000.0 -1000.0 -0.055 -1000.0 Caspase cascade in apoptosis 11.0 820.0 74.0 -0.049 0.044 1000.0 -1000.0 -0.026 -1000.0 Regulation of Androgen receptor activity 11.0 770.0 70.0 -0.224 0.03 1000.0 -1000.0 -0.058 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 876.0 85.0 -0.212 0.022 1000.0 -1000.0 -0.065 -1000.0 IL27-mediated signaling events 10.0 517.0 51.0 -0.245 0.025 1000.0 -1000.0 -0.062 -1000.0 IL2 signaling events mediated by STAT5 10.0 230.0 22.0 -0.119 0.062 1000.0 -1000.0 -0.02 -1000.0 Hedgehog signaling events mediated by Gli proteins 9.0 609.0 65.0 -0.159 0.064 1000.0 -1000.0 -0.049 -1000.0 FOXA2 and FOXA3 transcription factor networks 9.0 452.0 46.0 -0.185 0.095 1000.0 -1000.0 -0.039 -1000.0 Nectin adhesion pathway 9.0 601.0 63.0 -0.048 0.03 1000.0 -1000.0 -0.055 -1000.0 EGFR-dependent Endothelin signaling events 9.0 202.0 21.0 -0.061 0.022 1000.0 -1000.0 -0.06 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1115.0 136.0 -0.182 0.067 1000.0 -1000.0 -0.053 -1000.0 Cellular roles of Anthrax toxin 8.0 318.0 39.0 -0.095 0.018 1000.0 -1000.0 -0.019 -1000.0 IL1-mediated signaling events 8.0 502.0 62.0 -0.095 0.073 1000.0 -1000.0 -0.081 -1000.0 IL2 signaling events mediated by PI3K 8.0 500.0 58.0 -0.183 0.049 1000.0 -1000.0 -0.063 -1000.0 a4b1 and a4b7 Integrin signaling 7.0 38.0 5.0 -0.006 0.007 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by PTP1B 7.0 600.0 76.0 -0.135 0.036 1000.0 -1000.0 -0.065 -1000.0 Ephrin B reverse signaling 7.0 351.0 48.0 -0.051 0.02 1000.0 -1000.0 -0.051 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 586.0 83.0 -0.268 0.042 1000.0 -1000.0 -0.061 -1000.0 Syndecan-3-mediated signaling events 7.0 274.0 35.0 -0.136 0.045 1000.0 -1000.0 -0.035 -1000.0 Regulation of p38-alpha and p38-beta 7.0 392.0 54.0 -0.15 0.039 1000.0 -1000.0 -0.045 -1000.0 Class I PI3K signaling events mediated by Akt 6.0 431.0 68.0 -0.208 0.059 1000.0 -1000.0 -0.042 -1000.0 Ceramide signaling pathway 6.0 501.0 76.0 -0.248 0.044 1000.0 -1000.0 -0.033 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 6.0 238.0 37.0 -0.033 0.035 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class III 6.0 278.0 40.0 -0.219 0.025 1000.0 -1000.0 -0.033 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 461.0 74.0 -0.248 0.075 1000.0 -1000.0 -0.076 -1000.0 Regulation of Telomerase 6.0 657.0 102.0 -0.161 0.04 1000.0 -1000.0 -0.083 -1000.0 Insulin Pathway 6.0 455.0 74.0 -0.257 0.041 1000.0 -1000.0 -0.075 -1000.0 BARD1 signaling events 5.0 318.0 57.0 -0.149 0.045 1000.0 -1000.0 -0.055 -1000.0 IFN-gamma pathway 5.0 358.0 68.0 -0.174 0.055 1000.0 -1000.0 -0.078 -1000.0 EPHB forward signaling 5.0 431.0 85.0 -0.041 0.04 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by PRL 5.0 199.0 34.0 -0.094 0.026 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling events 5.0 28.0 5.0 -0.004 0.017 1000.0 -1000.0 -0.015 -1000.0 EPO signaling pathway 4.0 266.0 55.0 -0.046 0.052 1000.0 -1000.0 -0.078 -1000.0 TRAIL signaling pathway 4.0 232.0 48.0 -0.01 0.048 1000.0 -1000.0 -0.054 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 67.0 15.0 -0.0 0.032 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 193.0 45.0 -0.031 0.068 1000.0 -1000.0 -0.076 -1000.0 Arf6 trafficking events 4.0 339.0 71.0 -0.409 0.049 1000.0 -1000.0 -0.059 -1000.0 PDGFR-beta signaling pathway 4.0 454.0 97.0 -0.056 0.058 1000.0 -1000.0 -0.072 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 0.006 0.019 1000.0 -1000.0 -0.009 -1000.0 Retinoic acid receptors-mediated signaling 3.0 230.0 58.0 -0.086 0.035 1000.0 -1000.0 -0.061 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 120.0 36.0 -0.033 0.034 1000.0 -1000.0 -0.058 -1000.0 TCGA08_rtk_signaling 3.0 102.0 26.0 -0.072 0.045 1000.0 -1000.0 -0.016 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 260.0 76.0 -0.019 0.056 1000.0 -1000.0 -0.07 -1000.0 Signaling events mediated by HDAC Class II 2.0 205.0 75.0 -0.087 0.038 1000.0 -1000.0 -0.036 -1000.0 Class I PI3K signaling events 2.0 201.0 73.0 -0.056 0.039 1000.0 -1000.0 -0.055 -1000.0 E-cadherin signaling in keratinocytes 2.0 97.0 43.0 -0.045 0.047 1000.0 -1000.0 -0.052 -1000.0 p38 MAPK signaling pathway 2.0 115.0 44.0 -0.038 0.046 1000.0 -1000.0 -0.048 -1000.0 Canonical NF-kappaB pathway 1.0 75.0 39.0 -0.026 0.089 1000.0 -1000.0 -0.063 -1000.0 Circadian rhythm pathway 1.0 28.0 22.0 -0.015 0.052 1000.0 -1000.0 -0.021 -1000.0 Insulin-mediated glucose transport 1.0 48.0 32.0 -0.14 0.04 1000.0 -1000.0 -0.042 -1000.0 mTOR signaling pathway 1.0 60.0 53.0 -0.006 0.04 1000.0 -1000.0 -0.053 -1000.0 ceramide signaling pathway 1.0 77.0 49.0 -0.019 0.05 1000.0 -1000.0 -0.032 -1000.0 HIF-2-alpha transcription factor network 1.0 55.0 43.0 -0.156 0.16 1000.0 -1000.0 -0.057 -1000.0 FoxO family signaling 1.0 112.0 64.0 -0.068 0.096 1000.0 -1000.0 -0.053 -1000.0 Atypical NF-kappaB pathway 1.0 34.0 31.0 0.0 0.053 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 160.0 125.0 -0.048 0.1 1000.0 -1000.0 -0.082 -1000.0 VEGFR1 specific signals 1.0 60.0 56.0 -0.046 0.071 1000.0 -1000.0 -0.039 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 0.006 0.053 1000.0 -1000.0 -0.039 -1000.0 Arf6 downstream pathway 0.0 13.0 43.0 -0.038 0.039 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class I 0.0 69.0 104.0 -0.03 0.064 1000.0 -1000.0 -0.056 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 16.0 27.0 -0.0 0.037 1000.0 -1000.0 -0.041 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.0 0.038 1000.0 -1000.0 -0.031 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.045 1000.0 -1000.0 -0.023 -1000.0 Total 2259 132565 7203 -23.7818837818 -993.322730112 131000 -131000 -6.57980648065 -131000