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 186.0 9504.0 51.0 -0.973 0.011 1000.0 -1000.0 -0.132 -1000.0 Aurora B signaling 167.0 11189.0 67.0 -0.525 0.011 1000.0 -1000.0 -0.038 -1000.0 Aurora C signaling 132.0 930.0 7.0 -0.289 0.01 1000.0 -1000.0 -0.017 -1000.0 HIF-1-alpha transcription factor network 124.0 9435.0 76.0 -0.489 0.017 1000.0 -1000.0 -0.064 -1000.0 Signaling events regulated by Ret tyrosine kinase 109.0 9015.0 82.0 -0.189 0.011 1000.0 -1000.0 -0.052 -1000.0 Angiopoietin receptor Tie2-mediated signaling 105.0 9267.0 88.0 -0.32 0.043 1000.0 -1000.0 -0.066 -1000.0 Endothelins 103.0 9944.0 96.0 -0.333 0.011 1000.0 -1000.0 -0.042 -1000.0 PDGFR-alpha signaling pathway 96.0 4251.0 44.0 -0.291 0.025 1000.0 -1000.0 -0.032 -1000.0 p75(NTR)-mediated signaling 88.0 11105.0 125.0 -0.2 0.03 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by the Hedgehog family 81.0 4216.0 52.0 -0.259 0.147 1000.0 -1000.0 -0.025 -1000.0 Integrins in angiogenesis 76.0 6428.0 84.0 -0.288 0.024 1000.0 -1000.0 -0.053 -1000.0 Cellular roles of Anthrax toxin 68.0 2658.0 39.0 -0.127 0.019 1000.0 -1000.0 -0.013 -1000.0 S1P3 pathway 68.0 2863.0 42.0 -0.414 0.016 1000.0 -1000.0 -0.019 -1000.0 Nongenotropic Androgen signaling 67.0 3496.0 52.0 -0.212 0.105 1000.0 -1000.0 -0.027 -1000.0 Fc-epsilon receptor I signaling in mast cells 62.0 6057.0 97.0 -0.123 0.028 1000.0 -1000.0 -0.045 -1000.0 Wnt signaling 59.0 418.0 7.0 -0.089 -0.003 1000.0 -1000.0 -0.01 -1000.0 PLK1 signaling events 57.0 4887.0 85.0 -0.298 0.044 1000.0 -1000.0 -0.027 -1000.0 Signaling mediated by p38-alpha and p38-beta 57.0 2516.0 44.0 -0.08 0.011 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 54.0 1428.0 26.0 -0.112 0.018 1000.0 -1000.0 -0.036 -1000.0 Glypican 1 network 53.0 2570.0 48.0 -0.216 0.022 1000.0 -1000.0 -0.019 -1000.0 Reelin signaling pathway 53.0 2981.0 56.0 -0.156 0.03 1000.0 -1000.0 -0.041 -1000.0 IGF1 pathway 50.0 2878.0 57.0 -0.077 0.022 1000.0 -1000.0 -0.048 -1000.0 Aurora A signaling 48.0 2900.0 60.0 -0.254 0.022 1000.0 -1000.0 -0.019 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 48.0 5789.0 120.0 -0.188 0.138 1000.0 -1000.0 -0.041 -1000.0 LPA4-mediated signaling events 46.0 555.0 12.0 -0.122 0.015 1000.0 -1000.0 -0.01 -1000.0 Noncanonical Wnt signaling pathway 45.0 1174.0 26.0 -0.136 0.011 1000.0 -1000.0 -0.016 -1000.0 S1P5 pathway 45.0 781.0 17.0 -0.099 0.032 1000.0 -1000.0 -0.012 -1000.0 Syndecan-1-mediated signaling events 44.0 1505.0 34.0 -0.173 0.011 1000.0 -1000.0 -0.017 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 44.0 3016.0 68.0 -0.205 0.081 1000.0 -1000.0 -0.089 -1000.0 TCGA08_retinoblastoma 44.0 359.0 8.0 -0.134 0.024 1000.0 -1000.0 -0.009 -1000.0 S1P4 pathway 43.0 1079.0 25.0 -0.099 0.024 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 43.0 3417.0 78.0 -0.102 0.044 1000.0 -1000.0 -0.038 -1000.0 Thromboxane A2 receptor signaling 42.0 4446.0 105.0 -0.175 0.031 1000.0 -1000.0 -0.04 -1000.0 amb2 Integrin signaling 42.0 3456.0 82.0 -0.15 0.022 1000.0 -1000.0 -0.046 -1000.0 BMP receptor signaling 40.0 3290.0 81.0 -0.277 0.038 1000.0 -1000.0 -0.046 -1000.0 Plasma membrane estrogen receptor signaling 40.0 3468.0 86.0 -0.152 0.066 1000.0 -1000.0 -0.045 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 39.0 1351.0 34.0 -0.039 0.011 1000.0 -1000.0 -0.017 -1000.0 LPA receptor mediated events 39.0 3993.0 102.0 -0.142 0.029 1000.0 -1000.0 -0.042 -1000.0 Ephrin B reverse signaling 38.0 1837.0 48.0 -0.094 0.015 1000.0 -1000.0 -0.033 -1000.0 FOXA2 and FOXA3 transcription factor networks 37.0 1714.0 46.0 -0.22 0.015 1000.0 -1000.0 -0.066 -1000.0 S1P1 pathway 37.0 1335.0 36.0 -0.124 0.011 1000.0 -1000.0 -0.034 -1000.0 Ras signaling in the CD4+ TCR pathway 36.0 617.0 17.0 -0.075 0.016 1000.0 -1000.0 -0.017 -1000.0 Ephrin A reverse signaling 35.0 250.0 7.0 -0.021 -0.0 1000.0 -1000.0 -0.01 -1000.0 Osteopontin-mediated events 34.0 1299.0 38.0 -0.116 0.014 1000.0 -1000.0 -0.052 -1000.0 IL4-mediated signaling events 31.0 2847.0 91.0 -0.522 0.265 1000.0 -1000.0 -0.132 -1000.0 TCGA08_p53 31.0 222.0 7.0 -0.089 0.047 1000.0 -1000.0 -0.008 -1000.0 FAS signaling pathway (CD95) 30.0 1443.0 47.0 -0.074 0.037 1000.0 -1000.0 -0.037 -1000.0 Glypican 2 network 29.0 117.0 4.0 -0.014 -0.001 1000.0 -1000.0 -0.007 -1000.0 EGFR-dependent Endothelin signaling events 29.0 612.0 21.0 -0.116 0.019 1000.0 -1000.0 -0.039 -1000.0 Arf6 signaling events 28.0 1745.0 62.0 -0.085 0.027 1000.0 -1000.0 -0.03 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 28.0 2424.0 85.0 -0.207 0.012 1000.0 -1000.0 -0.041 -1000.0 Syndecan-4-mediated signaling events 27.0 1815.0 67.0 -0.256 0.016 1000.0 -1000.0 -0.045 -1000.0 Visual signal transduction: Rods 27.0 1435.0 52.0 -0.11 0.011 1000.0 -1000.0 -0.044 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 26.0 1407.0 54.0 -0.142 0.022 1000.0 -1000.0 -0.058 -1000.0 Coregulation of Androgen receptor activity 25.0 1943.0 76.0 -0.131 0.022 1000.0 -1000.0 -0.026 -1000.0 BCR signaling pathway 24.0 2474.0 99.0 -0.06 0.047 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Cones 23.0 890.0 38.0 -0.081 0.011 1000.0 -1000.0 -0.032 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 23.0 1246.0 52.0 -0.079 0.023 1000.0 -1000.0 -0.024 -1000.0 Calcium signaling in the CD4+ TCR pathway 23.0 722.0 31.0 -0.116 0.015 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 23.0 2889.0 125.0 -0.065 0.029 1000.0 -1000.0 -0.059 -1000.0 TCGA08_rtk_signaling 22.0 590.0 26.0 -0.148 0.023 1000.0 -1000.0 -0.011 -1000.0 Regulation of Androgen receptor activity 22.0 1552.0 70.0 -0.218 0.023 1000.0 -1000.0 -0.039 -1000.0 Syndecan-2-mediated signaling events 21.0 1495.0 69.0 -0.103 0.028 1000.0 -1000.0 -0.015 -1000.0 Hedgehog signaling events mediated by Gli proteins 21.0 1419.0 65.0 -0.099 0.038 1000.0 -1000.0 -0.038 -1000.0 Glucocorticoid receptor regulatory network 21.0 2405.0 114.0 -0.24 0.045 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 21.0 1837.0 85.0 -0.034 0.03 1000.0 -1000.0 -0.047 -1000.0 IL6-mediated signaling events 21.0 1580.0 75.0 -0.116 0.061 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by STAT5 21.0 480.0 22.0 -0.105 0.056 1000.0 -1000.0 -0.032 -1000.0 Insulin Pathway 21.0 1625.0 74.0 -0.134 0.03 1000.0 -1000.0 -0.053 -1000.0 Presenilin action in Notch and Wnt signaling 20.0 1256.0 61.0 -0.116 0.03 1000.0 -1000.0 -0.037 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 19.0 648.0 33.0 -0.157 0.034 1000.0 -1000.0 -0.024 -1000.0 Regulation of nuclear SMAD2/3 signaling 18.0 2466.0 136.0 -0.155 0.053 1000.0 -1000.0 -0.035 -1000.0 Rapid glucocorticoid signaling 18.0 363.0 20.0 -0.051 0.011 1000.0 -1000.0 -0.008 -1000.0 Sphingosine 1-phosphate (S1P) pathway 17.0 478.0 28.0 -0.099 0.032 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PTP1B 17.0 1345.0 76.0 -0.116 0.024 1000.0 -1000.0 -0.048 -1000.0 Nectin adhesion pathway 17.0 1084.0 63.0 -0.065 0.021 1000.0 -1000.0 -0.048 -1000.0 Retinoic acid receptors-mediated signaling 17.0 1006.0 58.0 -0.052 0.022 1000.0 -1000.0 -0.041 -1000.0 Canonical Wnt signaling pathway 17.0 868.0 51.0 -0.097 0.05 1000.0 -1000.0 -0.03 -1000.0 BARD1 signaling events 16.0 930.0 57.0 -0.127 0.028 1000.0 -1000.0 -0.039 -1000.0 Class I PI3K signaling events mediated by Akt 16.0 1116.0 68.0 -0.24 0.04 1000.0 -1000.0 -0.025 -1000.0 Regulation of p38-alpha and p38-beta 16.0 912.0 54.0 -0.175 0.044 1000.0 -1000.0 -0.038 -1000.0 Regulation of Telomerase 15.0 1582.0 102.0 -0.303 0.038 1000.0 -1000.0 -0.065 -1000.0 IL12-mediated signaling events 14.0 1293.0 87.0 -0.296 0.044 1000.0 -1000.0 -0.093 -1000.0 IL1-mediated signaling events 14.0 913.0 62.0 -0.039 0.041 1000.0 -1000.0 -0.049 -1000.0 Signaling mediated by p38-gamma and p38-delta 14.0 214.0 15.0 -0.017 0.021 1000.0 -1000.0 -0.012 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1348.0 93.0 -0.043 0.04 1000.0 -1000.0 -0.041 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1146.0 83.0 -0.24 0.044 1000.0 -1000.0 -0.038 -1000.0 FoxO family signaling 13.0 838.0 64.0 -0.24 0.043 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by PI3K 13.0 757.0 58.0 -0.114 0.042 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by PRL 13.0 473.0 34.0 -0.127 0.018 1000.0 -1000.0 -0.02 -1000.0 Insulin-mediated glucose transport 12.0 400.0 32.0 -0.24 0.025 1000.0 -1000.0 -0.03 -1000.0 IFN-gamma pathway 12.0 865.0 68.0 -0.224 0.048 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by HDAC Class III 12.0 492.0 40.0 -0.077 0.016 1000.0 -1000.0 -0.022 -1000.0 Syndecan-3-mediated signaling events 12.0 441.0 35.0 -0.09 0.03 1000.0 -1000.0 -0.016 -1000.0 PDGFR-beta signaling pathway 12.0 1258.0 97.0 -0.021 0.039 1000.0 -1000.0 -0.046 -1000.0 ErbB2/ErbB3 signaling events 11.0 755.0 65.0 -0.117 0.022 1000.0 -1000.0 -0.037 -1000.0 ErbB4 signaling events 11.0 763.0 69.0 -0.074 0.031 1000.0 -1000.0 -0.065 -1000.0 mTOR signaling pathway 11.0 628.0 53.0 -0.026 0.018 1000.0 -1000.0 -0.033 -1000.0 HIF-2-alpha transcription factor network 11.0 514.0 43.0 -0.143 0.022 1000.0 -1000.0 -0.041 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.007 -1000.0 JNK signaling in the CD4+ TCR pathway 10.0 180.0 17.0 -0.015 0.034 1000.0 -1000.0 -0.019 -1000.0 EPO signaling pathway 10.0 579.0 55.0 -0.026 0.035 1000.0 -1000.0 -0.05 -1000.0 Ceramide signaling pathway 10.0 782.0 76.0 -0.069 0.036 1000.0 -1000.0 -0.02 -1000.0 Caspase cascade in apoptosis 8.0 596.0 74.0 -0.032 0.035 1000.0 -1000.0 -0.018 -1000.0 IL27-mediated signaling events 8.0 434.0 51.0 -0.053 0.014 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class II 7.0 588.0 75.0 -0.053 0.029 1000.0 -1000.0 -0.026 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 7.0 269.0 37.0 -0.021 0.027 1000.0 -1000.0 -0.022 -1000.0 IL23-mediated signaling events 7.0 455.0 60.0 -0.048 0.042 1000.0 -1000.0 -0.117 -1000.0 p38 MAPK signaling pathway 7.0 321.0 44.0 -0.046 0.028 1000.0 -1000.0 -0.038 -1000.0 ceramide signaling pathway 6.0 339.0 49.0 -0.032 0.038 1000.0 -1000.0 -0.02 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 274.0 45.0 -0.032 0.056 1000.0 -1000.0 -0.049 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 403.0 74.0 -0.074 0.062 1000.0 -1000.0 -0.05 -1000.0 Canonical NF-kappaB pathway 4.0 170.0 39.0 -0.032 0.059 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 4.0 12.0 3.0 0.008 0.015 1000.0 -1000.0 -0.008 -1000.0 Class I PI3K signaling events 4.0 314.0 73.0 -0.015 0.053 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 4.0 344.0 71.0 -0.193 0.035 1000.0 -1000.0 -0.039 -1000.0 TRAIL signaling pathway 3.0 183.0 48.0 -0.001 0.038 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class I 3.0 380.0 104.0 -0.032 0.044 1000.0 -1000.0 -0.034 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 49.0 23.0 -0.004 0.036 1000.0 -1000.0 -0.022 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 11.0 5.0 0.009 0.015 1000.0 -1000.0 -0.01 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 98.0 36.0 -0.031 0.032 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 2.0 137.0 56.0 -0.063 0.052 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 1.0 50.0 43.0 -0.023 0.023 1000.0 -1000.0 -0.016 -1000.0 Atypical NF-kappaB pathway 1.0 36.0 31.0 0.0 0.04 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 97.0 76.0 -0.003 0.048 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in keratinocytes 1.0 82.0 43.0 -0.034 0.036 1000.0 -1000.0 -0.034 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 0.009 0.021 1000.0 -1000.0 -0.012 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.011 0.04 1000.0 -1000.0 -0.026 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.028 1000.0 -1000.0 -0.031 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.0 0.028 1000.0 -1000.0 -0.019 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.0 0.033 1000.0 -1000.0 -0.013 -1000.0 Total 4014 237281 7203 -17.3074503324 4.34775641723 131000 -131000 -4.72528982736 -131000