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 FOXA2 and FOXA3 transcription factor networks 87.0 4037.0 46.0 -0.428 0.028 1000.0 -1000.0 -0.106 -1000.0 Signaling events mediated by the Hedgehog family 68.0 3579.0 52.0 -0.136 0.08 1000.0 -1000.0 -0.037 -1000.0 IL4-mediated signaling events 68.0 6236.0 91.0 -0.649 0.5 1000.0 -1000.0 -0.117 -1000.0 Ephrin A reverse signaling 52.0 366.0 7.0 -0.055 -0.0 1000.0 -1000.0 -0.019 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 51.0 1742.0 34.0 -0.051 0.027 1000.0 -1000.0 -0.034 -1000.0 IL23-mediated signaling events 49.0 2992.0 60.0 -0.303 0.028 1000.0 -1000.0 -0.088 -1000.0 p75(NTR)-mediated signaling 39.0 4956.0 125.0 -0.079 0.069 1000.0 -1000.0 -0.063 -1000.0 Endothelins 35.0 3405.0 96.0 -0.103 0.057 1000.0 -1000.0 -0.051 -1000.0 Fc-epsilon receptor I signaling in mast cells 33.0 3263.0 97.0 -0.07 0.041 1000.0 -1000.0 -0.058 -1000.0 TCR signaling in naïve CD8+ T cells 33.0 3092.0 93.0 -0.068 0.04 1000.0 -1000.0 -0.044 -1000.0 Glypican 1 network 32.0 1555.0 48.0 -0.082 0.041 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-alpha and p38-beta 32.0 1443.0 44.0 -0.046 0.03 1000.0 -1000.0 -0.025 -1000.0 Wnt signaling 32.0 224.0 7.0 -0.049 0.02 1000.0 -1000.0 -0.012 -1000.0 Glucocorticoid receptor regulatory network 31.0 3578.0 114.0 -0.314 0.13 1000.0 -1000.0 -0.045 -1000.0 Noncanonical Wnt signaling pathway 30.0 802.0 26.0 -0.055 0.027 1000.0 -1000.0 -0.04 -1000.0 HIF-1-alpha transcription factor network 30.0 2307.0 76.0 -0.125 0.035 1000.0 -1000.0 -0.077 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 30.0 2097.0 68.0 -0.137 0.047 1000.0 -1000.0 -0.066 -1000.0 TCGA08_retinoblastoma 29.0 238.0 8.0 -0.023 0.036 1000.0 -1000.0 -0.003 -1000.0 Reelin signaling pathway 28.0 1612.0 56.0 -0.041 0.067 1000.0 -1000.0 -0.03 -1000.0 Signaling events regulated by Ret tyrosine kinase 28.0 2334.0 82.0 -0.049 0.028 1000.0 -1000.0 -0.061 -1000.0 BCR signaling pathway 28.0 2841.0 99.0 -0.11 0.036 1000.0 -1000.0 -0.05 -1000.0 IL12-mediated signaling events 26.0 2289.0 87.0 -0.118 0.038 1000.0 -1000.0 -0.068 -1000.0 BMP receptor signaling 26.0 2173.0 81.0 -0.084 0.049 1000.0 -1000.0 -0.034 -1000.0 Effects of Botulinum toxin 26.0 698.0 26.0 -0.067 0.027 1000.0 -1000.0 -0.016 -1000.0 Syndecan-1-mediated signaling events 25.0 866.0 34.0 -0.058 0.027 1000.0 -1000.0 -0.032 -1000.0 Visual signal transduction: Cones 25.0 975.0 38.0 -0.057 0.039 1000.0 -1000.0 -0.023 -1000.0 EPHB forward signaling 25.0 2174.0 85.0 -0.053 0.073 1000.0 -1000.0 -0.058 -1000.0 IGF1 pathway 25.0 1451.0 57.0 -0.043 0.053 1000.0 -1000.0 -0.044 -1000.0 Osteopontin-mediated events 24.0 932.0 38.0 -0.051 0.035 1000.0 -1000.0 -0.037 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 24.0 1300.0 54.0 -0.053 0.038 1000.0 -1000.0 -0.032 -1000.0 Ephrin B reverse signaling 24.0 1177.0 48.0 -0.046 0.03 1000.0 -1000.0 -0.026 -1000.0 Canonical Wnt signaling pathway 24.0 1224.0 51.0 -0.093 0.142 1000.0 -1000.0 -0.044 -1000.0 Thromboxane A2 receptor signaling 23.0 2447.0 105.0 -0.055 0.032 1000.0 -1000.0 -0.038 -1000.0 Retinoic acid receptors-mediated signaling 22.0 1304.0 58.0 -0.074 0.051 1000.0 -1000.0 -0.033 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 683.0 31.0 -0.058 0.028 1000.0 -1000.0 -0.04 -1000.0 EGFR-dependent Endothelin signaling events 22.0 479.0 21.0 -0.041 0.04 1000.0 -1000.0 -0.043 -1000.0 Visual signal transduction: Rods 22.0 1193.0 52.0 -0.069 0.038 1000.0 -1000.0 -0.03 -1000.0 amb2 Integrin signaling 21.0 1752.0 82.0 -0.063 0.036 1000.0 -1000.0 -0.037 -1000.0 LPA receptor mediated events 21.0 2171.0 102.0 -0.057 0.037 1000.0 -1000.0 -0.071 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 21.0 2524.0 120.0 -0.067 0.07 1000.0 -1000.0 -0.04 -1000.0 ErbB2/ErbB3 signaling events 20.0 1333.0 65.0 -0.037 0.04 1000.0 -1000.0 -0.049 -1000.0 Syndecan-4-mediated signaling events 19.0 1296.0 67.0 -0.03 0.037 1000.0 -1000.0 -0.035 -1000.0 IL27-mediated signaling events 18.0 921.0 51.0 -0.119 0.033 1000.0 -1000.0 -0.058 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 18.0 1347.0 74.0 -0.113 0.058 1000.0 -1000.0 -0.056 -1000.0 Caspase cascade in apoptosis 17.0 1262.0 74.0 -0.07 0.048 1000.0 -1000.0 -0.043 -1000.0 Arf6 signaling events 17.0 1082.0 62.0 -0.03 0.053 1000.0 -1000.0 -0.037 -1000.0 FOXM1 transcription factor network 17.0 874.0 51.0 -0.026 0.049 1000.0 -1000.0 -0.133 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 17.0 1364.0 78.0 -0.06 0.031 1000.0 -1000.0 -0.067 -1000.0 ErbB4 signaling events 16.0 1157.0 69.0 -0.05 0.039 1000.0 -1000.0 -0.038 -1000.0 Presenilin action in Notch and Wnt signaling 16.0 1009.0 61.0 -0.093 0.07 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 16.0 1013.0 63.0 -0.026 0.053 1000.0 -1000.0 -0.041 -1000.0 Plasma membrane estrogen receptor signaling 16.0 1383.0 86.0 -0.055 0.047 1000.0 -1000.0 -0.05 -1000.0 Ceramide signaling pathway 15.0 1164.0 76.0 -0.032 0.073 1000.0 -1000.0 -0.033 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 15.0 810.0 52.0 -0.019 0.055 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 15.0 565.0 36.0 -0.057 0.027 1000.0 -1000.0 -0.027 -1000.0 Class IB PI3K non-lipid kinase events 15.0 45.0 3.0 -0.011 0.011 1000.0 -1000.0 -0.015 -1000.0 JNK signaling in the CD4+ TCR pathway 14.0 244.0 17.0 -0.036 0.049 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PTP1B 14.0 1122.0 76.0 -0.054 0.034 1000.0 -1000.0 -0.028 -1000.0 Syndecan-2-mediated signaling events 13.0 942.0 69.0 -0.027 0.043 1000.0 -1000.0 -0.043 -1000.0 PLK1 signaling events 13.0 1111.0 85.0 -0.011 0.044 1000.0 -1000.0 -0.028 -1000.0 IFN-gamma pathway 13.0 913.0 68.0 -0.033 0.044 1000.0 -1000.0 -0.052 -1000.0 IL1-mediated signaling events 13.0 843.0 62.0 -0.03 0.05 1000.0 -1000.0 -0.039 -1000.0 Glypican 2 network 13.0 53.0 4.0 0.016 0.022 1000.0 -1000.0 0.013 -1000.0 PDGFR-beta signaling pathway 13.0 1287.0 97.0 -0.078 0.059 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in keratinocytes 13.0 569.0 43.0 -0.021 0.029 1000.0 -1000.0 -0.03 -1000.0 Ras signaling in the CD4+ TCR pathway 13.0 230.0 17.0 -0.011 0.042 1000.0 -1000.0 -0.019 -1000.0 Cellular roles of Anthrax toxin 12.0 483.0 39.0 -0.02 0.027 1000.0 -1000.0 -0.02 -1000.0 Hedgehog signaling events mediated by Gli proteins 12.0 835.0 65.0 -0.233 0.064 1000.0 -1000.0 -0.039 -1000.0 FAS signaling pathway (CD95) 12.0 582.0 47.0 -0.071 0.04 1000.0 -1000.0 -0.04 -1000.0 Nongenotropic Androgen signaling 12.0 668.0 52.0 -0.018 0.041 1000.0 -1000.0 -0.03 -1000.0 Class I PI3K signaling events 12.0 903.0 73.0 -0.035 0.038 1000.0 -1000.0 -0.044 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 11.0 965.0 85.0 -0.019 0.042 1000.0 -1000.0 -0.042 -1000.0 ceramide signaling pathway 11.0 546.0 49.0 -0.016 0.04 1000.0 -1000.0 -0.034 -1000.0 TCGA08_p53 11.0 77.0 7.0 -0.01 0.027 1000.0 -1000.0 -0.012 -1000.0 IL2 signaling events mediated by PI3K 11.0 664.0 58.0 -0.084 0.039 1000.0 -1000.0 -0.041 -1000.0 Integrins in angiogenesis 11.0 953.0 84.0 -0.053 0.059 1000.0 -1000.0 -0.035 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 11.0 505.0 45.0 -0.021 0.06 1000.0 -1000.0 -0.041 -1000.0 S1P4 pathway 11.0 277.0 25.0 -0.013 0.045 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling events 11.0 56.0 5.0 0.01 0.029 1000.0 -1000.0 0.015 -1000.0 Regulation of Androgen receptor activity 11.0 797.0 70.0 -0.208 0.033 1000.0 -1000.0 -0.042 -1000.0 Aurora B signaling 11.0 770.0 67.0 -0.141 0.065 1000.0 -1000.0 -0.035 -1000.0 LPA4-mediated signaling events 10.0 130.0 12.0 -0.032 0.011 1000.0 -1000.0 -0.023 -1000.0 Coregulation of Androgen receptor activity 10.0 810.0 76.0 -0.161 0.052 1000.0 -1000.0 -0.023 -1000.0 S1P5 pathway 10.0 174.0 17.0 -0.004 0.036 1000.0 -1000.0 -0.012 -1000.0 Regulation of p38-alpha and p38-beta 10.0 560.0 54.0 -0.048 0.06 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in the nascent adherens junction 10.0 830.0 76.0 -0.023 0.048 1000.0 -1000.0 -0.054 -1000.0 Angiopoietin receptor Tie2-mediated signaling 10.0 946.0 88.0 -0.036 0.037 1000.0 -1000.0 -0.076 -1000.0 EPO signaling pathway 9.0 532.0 55.0 -0.001 0.061 1000.0 -1000.0 -0.045 -1000.0 Class I PI3K signaling events mediated by Akt 9.0 625.0 68.0 -0.029 0.046 1000.0 -1000.0 -0.031 -1000.0 Syndecan-3-mediated signaling events 9.0 346.0 35.0 -0.027 0.069 1000.0 -1000.0 -0.023 -1000.0 IL6-mediated signaling events 9.0 696.0 75.0 -0.043 0.05 1000.0 -1000.0 -0.059 -1000.0 mTOR signaling pathway 8.0 471.0 53.0 -0.03 0.04 1000.0 -1000.0 -0.036 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 296.0 37.0 -0.023 0.057 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-gamma and p38-delta 8.0 133.0 15.0 -0.016 0.026 1000.0 -1000.0 -0.032 -1000.0 S1P3 pathway 8.0 353.0 42.0 -0.016 0.042 1000.0 -1000.0 -0.037 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1034.0 136.0 -0.176 0.07 1000.0 -1000.0 -0.041 -1000.0 HIF-2-alpha transcription factor network 7.0 311.0 43.0 -0.09 0.092 1000.0 -1000.0 -0.044 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 615.0 83.0 -0.052 0.052 1000.0 -1000.0 -0.03 -1000.0 IL2 signaling events mediated by STAT5 7.0 157.0 22.0 -0.011 0.03 1000.0 -1000.0 -0.041 -1000.0 Regulation of Telomerase 7.0 800.0 102.0 -0.062 0.061 1000.0 -1000.0 -0.043 -1000.0 Insulin Pathway 7.0 519.0 74.0 -0.036 0.064 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by PRL 7.0 269.0 34.0 -0.065 0.04 1000.0 -1000.0 -0.038 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 185.0 28.0 -0.016 0.048 1000.0 -1000.0 -0.021 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 32.0 5.0 0.019 0.033 1000.0 -1000.0 0.014 -1000.0 Arf6 downstream pathway 6.0 274.0 43.0 -0.023 0.046 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by HDAC Class III 6.0 246.0 40.0 -0.05 0.051 1000.0 -1000.0 -0.028 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 223.0 33.0 -0.018 0.064 1000.0 -1000.0 -0.029 -1000.0 FoxO family signaling 5.0 333.0 64.0 -0.039 0.049 1000.0 -1000.0 -0.06 -1000.0 Paxillin-dependent events mediated by a4b1 5.0 187.0 36.0 -0.044 0.051 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 748.0 125.0 -0.022 0.057 1000.0 -1000.0 -0.048 -1000.0 TCGA08_rtk_signaling 5.0 152.0 26.0 -0.045 0.08 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 4.0 14.0 3.0 -0.017 -1000.0 1000.0 -1000.0 -0.024 -1000.0 Aurora A signaling 4.0 243.0 60.0 -0.017 0.053 1000.0 -1000.0 -0.02 -1000.0 Aurora C signaling 4.0 30.0 7.0 -0.0 0.038 1000.0 -1000.0 -0.01 -1000.0 p38 MAPK signaling pathway 4.0 181.0 44.0 -0.016 0.058 1000.0 -1000.0 -0.032 -1000.0 BARD1 signaling events 3.0 196.0 57.0 -0.049 0.062 1000.0 -1000.0 -0.043 -1000.0 Insulin-mediated glucose transport 3.0 109.0 32.0 -0.016 0.051 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 3.0 171.0 44.0 -0.029 0.066 1000.0 -1000.0 -0.044 -1000.0 TRAIL signaling pathway 3.0 164.0 48.0 -0.012 0.051 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class I 3.0 393.0 104.0 -0.052 0.066 1000.0 -1000.0 -0.032 -1000.0 Arf6 trafficking events 3.0 263.0 71.0 -0.044 0.049 1000.0 -1000.0 -0.023 -1000.0 VEGFR1 specific signals 3.0 197.0 56.0 -0.022 0.053 1000.0 -1000.0 -0.042 -1000.0 Rapid glucocorticoid signaling 3.0 60.0 20.0 -0.008 0.034 1000.0 -1000.0 -0.014 -1000.0 Canonical NF-kappaB pathway 2.0 115.0 39.0 -0.01 0.057 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class II 2.0 187.0 75.0 -0.027 0.07 1000.0 -1000.0 -0.027 -1000.0 Circadian rhythm pathway 2.0 58.0 22.0 -0.005 0.052 1000.0 -1000.0 -0.039 -1000.0 Atypical NF-kappaB pathway 2.0 79.0 31.0 -0.012 0.033 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 36.0 23.0 0.006 0.045 1000.0 -1000.0 -0.022 -1000.0 Arf1 pathway 1.0 67.0 54.0 -0.007 0.039 1000.0 -1000.0 -0.015 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 23.0 27.0 -0.015 0.059 1000.0 -1000.0 -0.03 -1000.0 Alternative NF-kappaB pathway 0.0 8.0 13.0 -0.0 0.071 1000.0 -1000.0 -0.0 -1000.0 Total 2139 129112 7203 -7.79557925579 -993.428976809 131000 -131000 -4.93060098015 -131000