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 233.0 11908.0 51.0 -0.034 0.781 1000.0 -1000.0 -0.084 -1000.0 Glypican 2 network 177.0 711.0 4.0 0.092 0.137 1000.0 -1000.0 0.016 -1000.0 Angiopoietin receptor Tie2-mediated signaling 153.0 13507.0 88.0 -0.591 0.115 1000.0 -1000.0 -0.055 -1000.0 Aurora B signaling 126.0 8477.0 67.0 -0.137 0.275 1000.0 -1000.0 -0.028 -1000.0 HIF-1-alpha transcription factor network 122.0 9304.0 76.0 -0.06 0.434 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by the Hedgehog family 113.0 5882.0 52.0 -0.22 0.103 1000.0 -1000.0 -0.022 -1000.0 Endothelins 82.0 7878.0 96.0 -0.311 0.196 1000.0 -1000.0 -0.037 -1000.0 PLK1 signaling events 76.0 6503.0 85.0 -0.049 0.195 1000.0 -1000.0 -0.021 -1000.0 Aurora C signaling 70.0 493.0 7.0 -0.0 0.165 1000.0 -1000.0 -0.008 -1000.0 Signaling mediated by p38-alpha and p38-beta 64.0 2855.0 44.0 -0.101 0.021 1000.0 -1000.0 -0.021 -1000.0 Visual signal transduction: Cones 60.0 2307.0 38.0 -0.08 0.123 1000.0 -1000.0 -0.018 -1000.0 Signaling events regulated by Ret tyrosine kinase 60.0 4998.0 82.0 -0.076 0.059 1000.0 -1000.0 -0.039 -1000.0 FOXA2 and FOXA3 transcription factor networks 56.0 2599.0 46.0 -0.196 0.157 1000.0 -1000.0 -0.082 -1000.0 Osteopontin-mediated events 54.0 2076.0 38.0 -0.0 0.233 1000.0 -1000.0 -0.032 -1000.0 Fc-epsilon receptor I signaling in mast cells 54.0 5293.0 97.0 -0.095 0.021 1000.0 -1000.0 -0.044 -1000.0 BMP receptor signaling 53.0 4310.0 81.0 -0.186 0.217 1000.0 -1000.0 -0.027 -1000.0 IL4-mediated signaling events 52.0 4734.0 91.0 -0.623 0.337 1000.0 -1000.0 -0.106 -1000.0 amb2 Integrin signaling 52.0 4323.0 82.0 -0.289 0.084 1000.0 -1000.0 -0.024 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 48.0 2502.0 52.0 -0.143 0.045 1000.0 -1000.0 -0.033 -1000.0 Ephrin B reverse signaling 48.0 2336.0 48.0 -0.079 0.076 1000.0 -1000.0 -0.023 -1000.0 Visual signal transduction: Rods 45.0 2350.0 52.0 -0.08 0.1 1000.0 -1000.0 -0.031 -1000.0 Syndecan-1-mediated signaling events 41.0 1405.0 34.0 -0.0 0.211 1000.0 -1000.0 -0.023 -1000.0 p75(NTR)-mediated signaling 40.0 5074.0 125.0 -0.153 0.131 1000.0 -1000.0 -0.04 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 37.0 2566.0 68.0 -0.158 0.07 1000.0 -1000.0 -0.073 -1000.0 Thromboxane A2 receptor signaling 36.0 3787.0 105.0 -0.125 0.071 1000.0 -1000.0 -0.041 -1000.0 TCGA08_retinoblastoma 36.0 288.0 8.0 -0.023 0.098 1000.0 -1000.0 -0.003 -1000.0 IL23-mediated signaling events 36.0 2192.0 60.0 -0.214 0.025 1000.0 -1000.0 -0.086 -1000.0 Integrins in angiogenesis 35.0 3011.0 84.0 -0.069 0.229 1000.0 -1000.0 -0.032 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 35.0 4300.0 120.0 -0.163 0.144 1000.0 -1000.0 -0.048 -1000.0 LPA4-mediated signaling events 34.0 416.0 12.0 -0.071 -0.0 1000.0 -1000.0 -0.015 -1000.0 Arf6 signaling events 34.0 2164.0 62.0 -0.106 0.071 1000.0 -1000.0 -0.033 -1000.0 Canonical Wnt signaling pathway 34.0 1769.0 51.0 -0.206 0.095 1000.0 -1000.0 -0.034 -1000.0 HIF-2-alpha transcription factor network 33.0 1423.0 43.0 -0.134 0.137 1000.0 -1000.0 -0.037 -1000.0 Presenilin action in Notch and Wnt signaling 32.0 1996.0 61.0 -0.207 0.095 1000.0 -1000.0 -0.028 -1000.0 Glucocorticoid receptor regulatory network 32.0 3698.0 114.0 -0.248 0.166 1000.0 -1000.0 -0.038 -1000.0 Reelin signaling pathway 32.0 1816.0 56.0 -0.038 0.049 1000.0 -1000.0 -0.023 -1000.0 Aurora A signaling 30.0 1819.0 60.0 -0.028 0.183 1000.0 -1000.0 -0.02 -1000.0 Effects of Botulinum toxin 30.0 787.0 26.0 -0.0 0.045 1000.0 -1000.0 -0.009 -1000.0 IL6-mediated signaling events 30.0 2252.0 75.0 -0.149 0.057 1000.0 -1000.0 -0.044 -1000.0 EGFR-dependent Endothelin signaling events 30.0 635.0 21.0 -0.027 0.071 1000.0 -1000.0 -0.029 -1000.0 Glypican 1 network 29.0 1430.0 48.0 -0.066 0.037 1000.0 -1000.0 -0.024 -1000.0 TCGA08_p53 29.0 204.0 7.0 -0.023 0.019 1000.0 -1000.0 -0.009 -1000.0 Wnt signaling 28.0 197.0 7.0 -0.02 0.04 1000.0 -1000.0 -0.009 -1000.0 Noncanonical Wnt signaling pathway 25.0 652.0 26.0 -0.042 0.04 1000.0 -1000.0 -0.033 -1000.0 Nectin adhesion pathway 24.0 1515.0 63.0 -0.047 0.051 1000.0 -1000.0 -0.04 -1000.0 Nongenotropic Androgen signaling 24.0 1279.0 52.0 -0.056 0.041 1000.0 -1000.0 -0.019 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 23.0 802.0 34.0 -0.035 0.06 1000.0 -1000.0 -0.022 -1000.0 IL1-mediated signaling events 23.0 1454.0 62.0 -0.08 0.042 1000.0 -1000.0 -0.037 -1000.0 LPA receptor mediated events 23.0 2384.0 102.0 -0.056 0.085 1000.0 -1000.0 -0.063 -1000.0 PDGFR-alpha signaling pathway 22.0 978.0 44.0 -0.189 0.04 1000.0 -1000.0 -0.03 -1000.0 FoxO family signaling 22.0 1426.0 64.0 -0.001 0.196 1000.0 -1000.0 -0.041 -1000.0 Syndecan-4-mediated signaling events 22.0 1486.0 67.0 -0.041 0.122 1000.0 -1000.0 -0.03 -1000.0 Regulation of Androgen receptor activity 22.0 1575.0 70.0 -0.142 0.122 1000.0 -1000.0 -0.042 -1000.0 Syndecan-2-mediated signaling events 21.0 1498.0 69.0 -0.047 0.053 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 21.0 723.0 33.0 -0.07 0.096 1000.0 -1000.0 -0.028 -1000.0 ErbB2/ErbB3 signaling events 20.0 1309.0 65.0 -0.051 0.03 1000.0 -1000.0 -0.055 -1000.0 FAS signaling pathway (CD95) 20.0 968.0 47.0 -0.24 0.034 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 20.0 516.0 25.0 -0.019 0.027 1000.0 -1000.0 -0.014 -1000.0 ErbB4 signaling events 19.0 1353.0 69.0 -0.111 0.146 1000.0 -1000.0 -0.026 -1000.0 EPHB forward signaling 19.0 1677.0 85.0 -0.032 0.084 1000.0 -1000.0 -0.045 -1000.0 Class IB PI3K non-lipid kinase events 19.0 57.0 3.0 -0.008 0.008 1000.0 -1000.0 -0.018 -1000.0 Coregulation of Androgen receptor activity 18.0 1387.0 76.0 -0.059 0.096 1000.0 -1000.0 -0.02 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 18.0 1010.0 54.0 -0.034 0.103 1000.0 -1000.0 -0.032 -1000.0 Ceramide signaling pathway 18.0 1437.0 76.0 -0.019 0.071 1000.0 -1000.0 -0.024 -1000.0 S1P5 pathway 18.0 307.0 17.0 -0.016 0.022 1000.0 -1000.0 -0.004 -1000.0 Caspase cascade in apoptosis 17.0 1287.0 74.0 -0.03 0.088 1000.0 -1000.0 -0.023 -1000.0 IL12-mediated signaling events 17.0 1496.0 87.0 -0.133 0.057 1000.0 -1000.0 -0.065 -1000.0 PLK2 and PLK4 events 17.0 52.0 3.0 -0.007 0.036 1000.0 -1000.0 -0.015 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 17.0 1485.0 85.0 -0.044 0.035 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by PTP1B 17.0 1347.0 76.0 -0.056 0.072 1000.0 -1000.0 -0.025 -1000.0 Calcium signaling in the CD4+ TCR pathway 17.0 535.0 31.0 -0.038 0.028 1000.0 -1000.0 -0.038 -1000.0 TCR signaling in naïve CD8+ T cells 16.0 1568.0 93.0 -0.041 0.033 1000.0 -1000.0 -0.033 -1000.0 BCR signaling pathway 16.0 1668.0 99.0 -0.053 0.085 1000.0 -1000.0 -0.053 -1000.0 Plasma membrane estrogen receptor signaling 16.0 1445.0 86.0 -0.062 0.059 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 15.0 568.0 36.0 -0.086 0.021 1000.0 -1000.0 -0.029 -1000.0 Regulation of p38-alpha and p38-beta 15.0 814.0 54.0 -0.036 0.065 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 15.0 1202.0 78.0 -0.042 0.023 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by HDAC Class III 13.0 552.0 40.0 -0.062 0.059 1000.0 -1000.0 -0.033 -1000.0 Syndecan-3-mediated signaling events 13.0 488.0 35.0 -0.121 0.047 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 13.0 1749.0 125.0 -0.189 0.042 1000.0 -1000.0 -0.042 -1000.0 Class I PI3K signaling events 12.0 898.0 73.0 -0.033 0.065 1000.0 -1000.0 -0.026 -1000.0 IL27-mediated signaling events 11.0 605.0 51.0 -0.047 0.03 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by PRL 11.0 401.0 34.0 -0.02 0.085 1000.0 -1000.0 -0.035 -1000.0 BARD1 signaling events 10.0 609.0 57.0 -0.046 0.116 1000.0 -1000.0 -0.034 -1000.0 IL2 signaling events mediated by STAT5 10.0 226.0 22.0 -0.024 0.089 1000.0 -1000.0 -0.027 -1000.0 PDGFR-beta signaling pathway 10.0 1004.0 97.0 -0.032 0.052 1000.0 -1000.0 -0.036 -1000.0 Ephrin A reverse signaling 9.0 64.0 7.0 -0.012 0.028 1000.0 -1000.0 -0.009 -1000.0 Insulin Pathway 9.0 702.0 74.0 -0.096 0.051 1000.0 -1000.0 -0.032 -1000.0 VEGFR1 specific signals 9.0 523.0 56.0 -0.189 0.049 1000.0 -1000.0 -0.026 -1000.0 Regulation of nuclear SMAD2/3 signaling 8.0 1182.0 136.0 -0.172 0.072 1000.0 -1000.0 -0.037 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 149.0 17.0 -0.012 0.047 1000.0 -1000.0 -0.018 -1000.0 Cellular roles of Anthrax toxin 8.0 323.0 39.0 -0.032 0.028 1000.0 -1000.0 -0.016 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 570.0 65.0 -0.137 0.049 1000.0 -1000.0 -0.031 -1000.0 mTOR signaling pathway 8.0 444.0 53.0 -0.058 0.025 1000.0 -1000.0 -0.036 -1000.0 ceramide signaling pathway 8.0 419.0 49.0 -0.007 0.029 1000.0 -1000.0 -0.022 -1000.0 Retinoic acid receptors-mediated signaling 8.0 499.0 58.0 -0.091 0.049 1000.0 -1000.0 -0.024 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 8.0 381.0 45.0 -0.016 0.05 1000.0 -1000.0 -0.031 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 8.0 624.0 74.0 -0.087 0.071 1000.0 -1000.0 -0.042 -1000.0 Regulation of Telomerase 8.0 822.0 102.0 -0.02 0.1 1000.0 -1000.0 -0.032 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 197.0 28.0 -0.015 0.034 1000.0 -1000.0 -0.014 -1000.0 EPO signaling pathway 7.0 418.0 55.0 -0.026 0.045 1000.0 -1000.0 -0.036 -1000.0 IFN-gamma pathway 7.0 498.0 68.0 -0.029 0.064 1000.0 -1000.0 -0.036 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 7.0 611.0 83.0 -0.057 0.049 1000.0 -1000.0 -0.026 -1000.0 Arf6 trafficking events 7.0 508.0 71.0 -0.037 0.038 1000.0 -1000.0 -0.029 -1000.0 Ras signaling in the CD4+ TCR pathway 7.0 127.0 17.0 -0.002 0.032 1000.0 -1000.0 -0.014 -1000.0 IL2 signaling events mediated by PI3K 6.0 367.0 58.0 -0.014 0.081 1000.0 -1000.0 -0.035 -1000.0 TCGA08_rtk_signaling 6.0 162.0 26.0 -0.012 0.047 1000.0 -1000.0 -0.006 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 523.0 76.0 -0.031 0.051 1000.0 -1000.0 -0.037 -1000.0 IGF1 pathway 6.0 367.0 57.0 -0.032 0.049 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling in keratinocytes 6.0 265.0 43.0 -0.015 0.039 1000.0 -1000.0 -0.018 -1000.0 p38 MAPK signaling pathway 6.0 297.0 44.0 -0.005 0.064 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by HDAC Class I 5.0 598.0 104.0 -0.035 0.048 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 81.0 15.0 -0.018 0.022 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 4.0 360.0 75.0 -0.02 0.057 1000.0 -1000.0 -0.024 -1000.0 Circadian rhythm pathway 4.0 90.0 22.0 -0.004 0.046 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 283.0 68.0 -0.028 0.044 1000.0 -1000.0 -0.021 -1000.0 S1P3 pathway 4.0 179.0 42.0 -0.021 0.034 1000.0 -1000.0 -0.027 -1000.0 Arf6 downstream pathway 3.0 162.0 43.0 -0.046 0.047 1000.0 -1000.0 -0.022 -1000.0 Canonical NF-kappaB pathway 2.0 99.0 39.0 -0.016 0.042 1000.0 -1000.0 -0.022 -1000.0 Insulin-mediated glucose transport 2.0 76.0 32.0 -0.016 0.038 1000.0 -1000.0 -0.02 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 101.0 37.0 -0.024 0.05 1000.0 -1000.0 -0.015 -1000.0 TRAIL signaling pathway 2.0 123.0 48.0 -0.018 0.046 1000.0 -1000.0 -0.024 -1000.0 Rapid glucocorticoid signaling 2.0 50.0 20.0 -0.008 0.026 1000.0 -1000.0 -0.008 -1000.0 Arf1 pathway 2.0 113.0 54.0 -0.008 0.034 1000.0 -1000.0 -0.013 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 28.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.011 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.02 0.03 1000.0 -1000.0 0.018 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 68.0 36.0 -0.037 0.039 1000.0 -1000.0 -0.026 -1000.0 Atypical NF-kappaB pathway 1.0 38.0 31.0 -0.017 0.029 1000.0 -1000.0 -0.017 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.039 1000.0 -1000.0 0.02 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 23.0 27.0 -0.019 0.045 1000.0 -1000.0 -0.027 -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 3521 207894 7203 -9.58174830167 10.7292524709 131000 -131000 -3.84641465466 -131000