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 212.0 10856.0 51.0 -0.027 0.741 1000.0 -1000.0 -0.111 -1000.0 Glypican 2 network 171.0 687.0 4.0 0.093 0.136 1000.0 -1000.0 0.017 -1000.0 Angiopoietin receptor Tie2-mediated signaling 143.0 12621.0 88.0 -0.569 0.109 1000.0 -1000.0 -0.053 -1000.0 Aurora B signaling 119.0 8020.0 67.0 -0.154 0.274 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by the Hedgehog family 112.0 5872.0 52.0 -0.217 0.102 1000.0 -1000.0 -0.018 -1000.0 HIF-1-alpha transcription factor network 110.0 8378.0 76.0 -0.069 0.424 1000.0 -1000.0 -0.031 -1000.0 Endothelins 78.0 7567.0 96.0 -0.308 0.189 1000.0 -1000.0 -0.039 -1000.0 PLK1 signaling events 72.0 6196.0 85.0 -0.048 0.19 1000.0 -1000.0 -0.019 -1000.0 Aurora C signaling 67.0 475.0 7.0 -0.0 0.163 1000.0 -1000.0 -0.007 -1000.0 Signaling mediated by p38-alpha and p38-beta 59.0 2632.0 44.0 -0.102 0.021 1000.0 -1000.0 -0.021 -1000.0 Visual signal transduction: Cones 58.0 2207.0 38.0 -0.08 0.119 1000.0 -1000.0 -0.016 -1000.0 Signaling events regulated by Ret tyrosine kinase 55.0 4540.0 82.0 -0.074 0.06 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 54.0 2511.0 46.0 -0.191 0.153 1000.0 -1000.0 -0.067 -1000.0 Fc-epsilon receptor I signaling in mast cells 52.0 5061.0 97.0 -0.092 0.021 1000.0 -1000.0 -0.043 -1000.0 Osteopontin-mediated events 51.0 1964.0 38.0 -0.001 0.23 1000.0 -1000.0 -0.017 -1000.0 BMP receptor signaling 51.0 4149.0 81.0 -0.181 0.214 1000.0 -1000.0 -0.019 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 51.0 2679.0 52.0 -0.145 0.045 1000.0 -1000.0 -0.027 -1000.0 IL4-mediated signaling events 49.0 4490.0 91.0 -0.628 0.342 1000.0 -1000.0 -0.103 -1000.0 amb2 Integrin signaling 48.0 3985.0 82.0 -0.288 0.078 1000.0 -1000.0 -0.026 -1000.0 Visual signal transduction: Rods 45.0 2360.0 52.0 -0.08 0.098 1000.0 -1000.0 -0.031 -1000.0 Ephrin B reverse signaling 43.0 2102.0 48.0 -0.075 0.075 1000.0 -1000.0 -0.022 -1000.0 Syndecan-1-mediated signaling events 40.0 1382.0 34.0 -0.0 0.205 1000.0 -1000.0 -0.027 -1000.0 p75(NTR)-mediated signaling 38.0 4851.0 125.0 -0.15 0.129 1000.0 -1000.0 -0.041 -1000.0 Canonical Wnt signaling pathway 37.0 1937.0 51.0 -0.206 0.096 1000.0 -1000.0 -0.033 -1000.0 Thromboxane A2 receptor signaling 35.0 3689.0 105.0 -0.121 0.07 1000.0 -1000.0 -0.037 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 34.0 2379.0 68.0 -0.146 0.064 1000.0 -1000.0 -0.05 -1000.0 IL23-mediated signaling events 34.0 2040.0 60.0 -0.204 0.026 1000.0 -1000.0 -0.1 -1000.0 LPA4-mediated signaling events 33.0 406.0 12.0 -0.072 0.0 1000.0 -1000.0 -0.017 -1000.0 Integrins in angiogenesis 33.0 2796.0 84.0 -0.071 0.225 1000.0 -1000.0 -0.037 -1000.0 TCGA08_retinoblastoma 33.0 269.0 8.0 -0.022 0.097 1000.0 -1000.0 -0.002 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 33.0 4008.0 120.0 -0.163 0.144 1000.0 -1000.0 -0.036 -1000.0 Arf6 signaling events 32.0 2015.0 62.0 -0.105 0.07 1000.0 -1000.0 -0.036 -1000.0 TCGA08_p53 32.0 224.0 7.0 -0.022 0.019 1000.0 -1000.0 -0.008 -1000.0 Presenilin action in Notch and Wnt signaling 31.0 1915.0 61.0 -0.206 0.096 1000.0 -1000.0 -0.031 -1000.0 Reelin signaling pathway 30.0 1722.0 56.0 -0.038 0.048 1000.0 -1000.0 -0.02 -1000.0 Glucocorticoid receptor regulatory network 29.0 3340.0 114.0 -0.262 0.156 1000.0 -1000.0 -0.037 -1000.0 HIF-2-alpha transcription factor network 29.0 1253.0 43.0 -0.13 0.136 1000.0 -1000.0 -0.038 -1000.0 Aurora A signaling 28.0 1687.0 60.0 -0.028 0.18 1000.0 -1000.0 -0.02 -1000.0 Glypican 1 network 27.0 1317.0 48.0 -0.06 0.037 1000.0 -1000.0 -0.021 -1000.0 Effects of Botulinum toxin 27.0 713.0 26.0 -0.0 0.044 1000.0 -1000.0 -0.009 -1000.0 Wnt signaling 27.0 191.0 7.0 -0.021 0.038 1000.0 -1000.0 -0.007 -1000.0 IL6-mediated signaling events 27.0 2078.0 75.0 -0.15 0.05 1000.0 -1000.0 -0.052 -1000.0 Noncanonical Wnt signaling pathway 24.0 647.0 26.0 -0.043 0.038 1000.0 -1000.0 -0.026 -1000.0 Nongenotropic Androgen signaling 24.0 1251.0 52.0 -0.062 0.045 1000.0 -1000.0 -0.023 -1000.0 EGFR-dependent Endothelin signaling events 24.0 521.0 21.0 -0.027 0.07 1000.0 -1000.0 -0.026 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 23.0 784.0 33.0 -0.07 0.095 1000.0 -1000.0 -0.021 -1000.0 Nectin adhesion pathway 22.0 1430.0 63.0 -0.044 0.051 1000.0 -1000.0 -0.033 -1000.0 LPA receptor mediated events 22.0 2254.0 102.0 -0.058 0.078 1000.0 -1000.0 -0.048 -1000.0 Syndecan-4-mediated signaling events 22.0 1510.0 67.0 -0.043 0.12 1000.0 -1000.0 -0.03 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 21.0 737.0 34.0 -0.036 0.06 1000.0 -1000.0 -0.026 -1000.0 PDGFR-alpha signaling pathway 21.0 966.0 44.0 -0.189 0.038 1000.0 -1000.0 -0.028 -1000.0 IL1-mediated signaling events 21.0 1329.0 62.0 -0.082 0.041 1000.0 -1000.0 -0.039 -1000.0 FoxO family signaling 21.0 1353.0 64.0 0.0 0.189 1000.0 -1000.0 -0.048 -1000.0 Regulation of Androgen receptor activity 21.0 1517.0 70.0 -0.144 0.125 1000.0 -1000.0 -0.041 -1000.0 Syndecan-2-mediated signaling events 20.0 1399.0 69.0 -0.048 0.052 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 18.0 1289.0 69.0 -0.111 0.146 1000.0 -1000.0 -0.029 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 18.0 1005.0 54.0 -0.034 0.101 1000.0 -1000.0 -0.032 -1000.0 FAS signaling pathway (CD95) 18.0 884.0 47.0 -0.235 0.034 1000.0 -1000.0 -0.033 -1000.0 EPHB forward signaling 18.0 1604.0 85.0 -0.031 0.084 1000.0 -1000.0 -0.044 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.02 -1000.0 ErbB2/ErbB3 signaling events 17.0 1157.0 65.0 -0.049 0.03 1000.0 -1000.0 -0.044 -1000.0 IL12-mediated signaling events 17.0 1526.0 87.0 -0.132 0.057 1000.0 -1000.0 -0.067 -1000.0 S1P5 pathway 17.0 289.0 17.0 -0.016 0.021 1000.0 -1000.0 -0.003 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1662.0 93.0 -0.043 0.033 1000.0 -1000.0 -0.037 -1000.0 Calcium signaling in the CD4+ TCR pathway 17.0 553.0 31.0 -0.039 0.03 1000.0 -1000.0 -0.036 -1000.0 Plasma membrane estrogen receptor signaling 17.0 1512.0 86.0 -0.059 0.056 1000.0 -1000.0 -0.036 -1000.0 Coregulation of Androgen receptor activity 16.0 1255.0 76.0 -0.057 0.095 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 16.0 50.0 3.0 -0.007 0.036 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PTP1B 16.0 1239.0 76.0 -0.056 0.07 1000.0 -1000.0 -0.027 -1000.0 Ceramide signaling pathway 16.0 1261.0 76.0 -0.019 0.07 1000.0 -1000.0 -0.022 -1000.0 S1P4 pathway 16.0 400.0 25.0 -0.019 0.027 1000.0 -1000.0 -0.015 -1000.0 S1P1 pathway 15.0 544.0 36.0 -0.09 0.02 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 15.0 1898.0 125.0 -0.189 0.042 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 15.0 1182.0 78.0 -0.038 0.023 1000.0 -1000.0 -0.032 -1000.0 Caspase cascade in apoptosis 14.0 1092.0 74.0 -0.03 0.085 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 14.0 1251.0 85.0 -0.057 0.035 1000.0 -1000.0 -0.04 -1000.0 Syndecan-3-mediated signaling events 14.0 505.0 35.0 -0.118 0.045 1000.0 -1000.0 -0.014 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 14.0 1099.0 74.0 -0.087 0.07 1000.0 -1000.0 -0.042 -1000.0 BCR signaling pathway 14.0 1479.0 99.0 -0.047 0.08 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class III 13.0 536.0 40.0 -0.06 0.06 1000.0 -1000.0 -0.035 -1000.0 Regulation of p38-alpha and p38-beta 13.0 722.0 54.0 -0.035 0.06 1000.0 -1000.0 -0.039 -1000.0 BARD1 signaling events 12.0 715.0 57.0 -0.046 0.111 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by STAT5 11.0 255.0 22.0 -0.024 0.091 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by PRL 11.0 386.0 34.0 -0.021 0.081 1000.0 -1000.0 -0.03 -1000.0 IL27-mediated signaling events 10.0 529.0 51.0 -0.044 0.03 1000.0 -1000.0 -0.043 -1000.0 Class I PI3K signaling events 10.0 749.0 73.0 -0.033 0.06 1000.0 -1000.0 -0.031 -1000.0 Ephrin A reverse signaling 9.0 63.0 7.0 -0.012 0.028 1000.0 -1000.0 -0.011 -1000.0 Hedgehog signaling events mediated by Gli proteins 9.0 629.0 65.0 -0.137 0.048 1000.0 -1000.0 -0.027 -1000.0 IFN-gamma pathway 9.0 623.0 68.0 -0.028 0.063 1000.0 -1000.0 -0.036 -1000.0 Insulin Pathway 9.0 668.0 74.0 -0.097 0.051 1000.0 -1000.0 -0.032 -1000.0 VEGFR1 specific signals 9.0 522.0 56.0 -0.189 0.047 1000.0 -1000.0 -0.025 -1000.0 PDGFR-beta signaling pathway 9.0 950.0 97.0 -0.032 0.052 1000.0 -1000.0 -0.038 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1129.0 136.0 -0.171 0.07 1000.0 -1000.0 -0.029 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 145.0 17.0 -0.012 0.046 1000.0 -1000.0 -0.018 -1000.0 Cellular roles of Anthrax toxin 7.0 310.0 39.0 -0.031 0.027 1000.0 -1000.0 -0.015 -1000.0 EPO signaling pathway 7.0 393.0 55.0 -0.025 0.045 1000.0 -1000.0 -0.025 -1000.0 mTOR signaling pathway 7.0 405.0 53.0 -0.055 0.025 1000.0 -1000.0 -0.029 -1000.0 ceramide signaling pathway 7.0 347.0 49.0 -0.007 0.028 1000.0 -1000.0 -0.026 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 596.0 83.0 -0.056 0.045 1000.0 -1000.0 -0.025 -1000.0 Retinoic acid receptors-mediated signaling 7.0 453.0 58.0 -0.094 0.046 1000.0 -1000.0 -0.031 -1000.0 Arf6 trafficking events 7.0 506.0 71.0 -0.037 0.038 1000.0 -1000.0 -0.032 -1000.0 Ras signaling in the CD4+ TCR pathway 7.0 130.0 17.0 -0.004 0.031 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class I 6.0 658.0 104.0 -0.035 0.047 1000.0 -1000.0 -0.032 -1000.0 IL2 signaling events mediated by PI3K 6.0 358.0 58.0 -0.014 0.076 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 306.0 45.0 -0.015 0.05 1000.0 -1000.0 -0.031 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 501.0 76.0 -0.03 0.051 1000.0 -1000.0 -0.042 -1000.0 Regulation of Telomerase 6.0 700.0 102.0 -0.02 0.098 1000.0 -1000.0 -0.034 -1000.0 IGF1 pathway 6.0 350.0 57.0 -0.031 0.047 1000.0 -1000.0 -0.026 -1000.0 p38 MAPK signaling pathway 6.0 289.0 44.0 -0.004 0.063 1000.0 -1000.0 -0.017 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 161.0 28.0 -0.015 0.034 1000.0 -1000.0 -0.017 -1000.0 TCGA08_rtk_signaling 5.0 149.0 26.0 -0.013 0.047 1000.0 -1000.0 -0.004 -1000.0 E-cadherin signaling in keratinocytes 5.0 242.0 43.0 -0.015 0.039 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class II 4.0 355.0 75.0 -0.021 0.056 1000.0 -1000.0 -0.023 -1000.0 Circadian rhythm pathway 4.0 91.0 22.0 -0.004 0.045 1000.0 -1000.0 -0.036 -1000.0 Arf6 downstream pathway 4.0 182.0 43.0 -0.047 0.048 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 304.0 68.0 -0.029 0.044 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 72.0 15.0 -0.017 0.022 1000.0 -1000.0 -0.021 -1000.0 S1P3 pathway 4.0 197.0 42.0 -0.021 0.034 1000.0 -1000.0 -0.023 -1000.0 Canonical NF-kappaB pathway 2.0 91.0 39.0 -0.015 0.041 1000.0 -1000.0 -0.019 -1000.0 Insulin-mediated glucose transport 2.0 72.0 32.0 -0.015 0.038 1000.0 -1000.0 -0.023 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 98.0 37.0 -0.023 0.05 1000.0 -1000.0 -0.017 -1000.0 TRAIL signaling pathway 2.0 136.0 48.0 -0.017 0.046 1000.0 -1000.0 -0.019 -1000.0 Rapid glucocorticoid signaling 2.0 46.0 20.0 -0.007 0.026 1000.0 -1000.0 -0.009 -1000.0 Arf1 pathway 2.0 144.0 54.0 -0.008 0.034 1000.0 -1000.0 -0.014 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 26.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.022 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.019 0.029 1000.0 -1000.0 0.019 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 62.0 36.0 -0.037 0.039 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 1.0 33.0 31.0 -0.017 0.028 1000.0 -1000.0 -0.018 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.038 1000.0 -1000.0 0.015 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 26.0 27.0 -0.018 0.045 1000.0 -1000.0 -0.026 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.056 1000.0 -1000.0 -0.0 -1000.0 Total 3346 197475 7203 -9.53082753549 10.5001251176 131000 -131000 -3.75802332026 -131000