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 Syndecan-1-mediated signaling events 68.0 2336.0 34.0 -0.724 0.015 1000.0 -1000.0 -0.05 -1000.0 TCGA08_retinoblastoma 32.0 262.0 8.0 -0.136 0.044 1000.0 -1000.0 -0.012 -1000.0 Reelin signaling pathway 22.0 1276.0 56.0 -0.413 0.037 1000.0 -1000.0 -0.08 -1000.0 Glypican 1 network 21.0 1049.0 48.0 -0.437 0.025 1000.0 -1000.0 -0.041 -1000.0 FOXA2 and FOXA3 transcription factor networks 19.0 919.0 46.0 -0.613 0.023 1000.0 -1000.0 -0.154 -1000.0 Syndecan-4-mediated signaling events 19.0 1278.0 67.0 -0.348 0.058 1000.0 -1000.0 -0.055 -1000.0 Osteopontin-mediated events 17.0 647.0 38.0 -0.181 0.019 1000.0 -1000.0 -0.073 -1000.0 Caspase cascade in apoptosis 16.0 1217.0 74.0 -0.152 0.1 1000.0 -1000.0 -0.045 -1000.0 IL4-mediated signaling events 15.0 1447.0 91.0 -0.699 0.491 1000.0 -1000.0 -0.215 -1000.0 Signaling events mediated by the Hedgehog family 13.0 696.0 52.0 -0.157 0.146 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 12.0 978.0 78.0 -0.099 0.032 1000.0 -1000.0 -0.082 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 351.0 31.0 -0.427 0.012 1000.0 -1000.0 -0.069 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 10.0 545.0 54.0 -0.169 0.022 1000.0 -1000.0 -0.095 -1000.0 Glucocorticoid receptor regulatory network 10.0 1209.0 114.0 -0.557 0.213 1000.0 -1000.0 -0.074 -1000.0 Angiopoietin receptor Tie2-mediated signaling 10.0 942.0 88.0 -0.312 0.061 1000.0 -1000.0 -0.091 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 173.0 17.0 -0.062 0.025 1000.0 -1000.0 -0.036 -1000.0 HIF-1-alpha transcription factor network 9.0 756.0 76.0 -0.738 0.02 1000.0 -1000.0 -0.207 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 606.0 61.0 -0.394 0.169 1000.0 -1000.0 -0.054 -1000.0 Endothelins 9.0 937.0 96.0 -0.464 0.176 1000.0 -1000.0 -0.083 -1000.0 TCGA08_p53 9.0 64.0 7.0 -0.102 0.053 1000.0 -1000.0 -0.012 -1000.0 Canonical Wnt signaling pathway 9.0 461.0 51.0 -0.394 0.181 1000.0 -1000.0 -0.065 -1000.0 IL23-mediated signaling events 9.0 585.0 60.0 -0.317 0.016 1000.0 -1000.0 -0.181 -1000.0 Signaling events mediated by PRL 9.0 334.0 34.0 -0.198 0.065 1000.0 -1000.0 -0.034 -1000.0 Visual signal transduction: Rods 8.0 459.0 52.0 -0.282 0.012 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 7.0 603.0 81.0 -0.227 0.038 1000.0 -1000.0 -0.092 -1000.0 Effects of Botulinum toxin 7.0 190.0 26.0 -0.097 0.022 1000.0 -1000.0 -0.041 -1000.0 BCR signaling pathway 7.0 693.0 99.0 -0.09 0.019 1000.0 -1000.0 -0.078 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 224.0 34.0 -0.037 0.012 1000.0 -1000.0 -0.046 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 105.0 17.0 -0.13 0.027 1000.0 -1000.0 -0.043 -1000.0 Syndecan-2-mediated signaling events 6.0 462.0 69.0 -0.318 0.034 1000.0 -1000.0 -0.035 -1000.0 Retinoic acid receptors-mediated signaling 6.0 397.0 58.0 -0.277 0.025 1000.0 -1000.0 -0.067 -1000.0 Wnt signaling 6.0 45.0 7.0 -0.155 0.012 1000.0 -1000.0 -0.035 -1000.0 Visual signal transduction: Cones 5.0 194.0 38.0 -0.122 0.014 1000.0 -1000.0 -0.036 -1000.0 p75(NTR)-mediated signaling 5.0 734.0 125.0 -0.926 0.037 1000.0 -1000.0 -0.097 -1000.0 amb2 Integrin signaling 5.0 484.0 82.0 -0.261 0.021 1000.0 -1000.0 -0.056 -1000.0 Nectin adhesion pathway 5.0 351.0 63.0 -0.709 0.042 1000.0 -1000.0 -0.063 -1000.0 IL1-mediated signaling events 5.0 340.0 62.0 -0.099 0.026 1000.0 -1000.0 -0.092 -1000.0 Syndecan-3-mediated signaling events 5.0 183.0 35.0 -0.265 0.037 1000.0 -1000.0 -0.042 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 252.0 44.0 -0.034 0.012 1000.0 -1000.0 -0.044 -1000.0 IL27-mediated signaling events 5.0 255.0 51.0 -0.261 0.053 1000.0 -1000.0 -0.076 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 405.0 68.0 -0.427 0.034 1000.0 -1000.0 -0.118 -1000.0 Plasma membrane estrogen receptor signaling 5.0 499.0 86.0 -0.368 0.091 1000.0 -1000.0 -0.079 -1000.0 Fc-epsilon receptor I signaling in mast cells 4.0 470.0 97.0 -0.107 0.028 1000.0 -1000.0 -0.08 -1000.0 IFN-gamma pathway 4.0 307.0 68.0 -0.093 0.018 1000.0 -1000.0 -0.093 -1000.0 S1P5 pathway 4.0 80.0 17.0 -0.11 0.093 1000.0 -1000.0 -0.033 -1000.0 HIF-2-alpha transcription factor network 4.0 179.0 43.0 -0.171 0.078 1000.0 -1000.0 -0.087 -1000.0 S1P1 pathway 4.0 148.0 36.0 -0.14 0.013 1000.0 -1000.0 -0.059 -1000.0 LPA receptor mediated events 4.0 459.0 102.0 -0.122 0.027 1000.0 -1000.0 -0.087 -1000.0 Glypican 2 network 3.0 12.0 4.0 -0.002 0.004 1000.0 -1000.0 -0.018 -1000.0 Nongenotropic Androgen signaling 3.0 177.0 52.0 -0.153 0.023 1000.0 -1000.0 -0.05 -1000.0 Regulation of Telomerase 3.0 332.0 102.0 -0.401 0.037 1000.0 -1000.0 -0.103 -1000.0 VEGFR1 specific signals 3.0 198.0 56.0 -0.035 0.031 1000.0 -1000.0 -0.054 -1000.0 FOXM1 transcription factor network 3.0 169.0 51.0 -0.26 0.028 1000.0 -1000.0 -0.224 -1000.0 Aurora B signaling 3.0 226.0 67.0 -0.383 0.078 1000.0 -1000.0 -0.056 -1000.0 ErbB2/ErbB3 signaling events 2.0 140.0 65.0 -0.045 0.037 1000.0 -1000.0 -0.068 -1000.0 IL12-mediated signaling events 2.0 201.0 87.0 -0.135 0.042 1000.0 -1000.0 -0.159 -1000.0 ErbB4 signaling events 2.0 169.0 69.0 -0.159 0.076 1000.0 -1000.0 -0.087 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 73.0 28.0 -0.05 0.023 1000.0 -1000.0 -0.027 -1000.0 Noncanonical Wnt signaling pathway 2.0 69.0 26.0 -0.155 0.012 1000.0 -1000.0 -0.059 -1000.0 Aurora A signaling 2.0 126.0 60.0 -0.126 0.032 1000.0 -1000.0 -0.032 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 183.0 82.0 -0.119 0.012 1000.0 -1000.0 -0.08 -1000.0 Ephrin B reverse signaling 2.0 131.0 48.0 -0.031 0.017 1000.0 -1000.0 -0.038 -1000.0 Integrins in angiogenesis 2.0 202.0 84.0 -0.184 0.03 1000.0 -1000.0 -0.079 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 257.0 93.0 -0.074 0.033 1000.0 -1000.0 -0.08 -1000.0 EPHB forward signaling 2.0 199.0 85.0 -0.055 0.041 1000.0 -1000.0 -0.077 -1000.0 IL6-mediated signaling events 2.0 177.0 75.0 -0.155 0.041 1000.0 -1000.0 -0.095 -1000.0 EGFR-dependent Endothelin signaling events 2.0 60.0 21.0 -0.032 0.018 1000.0 -1000.0 -0.07 -1000.0 PDGFR-beta signaling pathway 2.0 205.0 97.0 -0.103 0.037 1000.0 -1000.0 -0.081 -1000.0 S1P4 pathway 2.0 74.0 25.0 -0.11 0.024 1000.0 -1000.0 -0.035 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 271.0 136.0 -0.111 0.108 1000.0 -1000.0 -0.058 -1000.0 Coregulation of Androgen receptor activity 1.0 133.0 76.0 -0.136 0.043 1000.0 -1000.0 -0.029 -1000.0 Ephrin A reverse signaling 1.0 9.0 7.0 -0.032 0.009 1000.0 -1000.0 -0.018 -1000.0 Thromboxane A2 receptor signaling 1.0 190.0 105.0 -0.118 0.051 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by PTP1B 1.0 80.0 76.0 -0.098 0.019 1000.0 -1000.0 -0.071 -1000.0 PLK1 signaling events 1.0 160.0 85.0 -0.106 0.026 1000.0 -1000.0 -0.034 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 153.0 83.0 -0.279 0.071 1000.0 -1000.0 -0.061 -1000.0 Insulin Pathway 1.0 129.0 74.0 -0.088 0.032 1000.0 -1000.0 -0.087 -1000.0 S1P3 pathway 1.0 79.0 42.0 -0.083 0.025 1000.0 -1000.0 -0.038 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 64.0 33.0 -0.131 0.034 1000.0 -1000.0 -0.036 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 172.0 120.0 -0.073 0.053 1000.0 -1000.0 -0.067 -1000.0 LPA4-mediated signaling events 0.0 5.0 12.0 -0.017 0.013 1000.0 -1000.0 -0.029 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.009 0.036 1000.0 -1000.0 -0.049 -1000.0 Canonical NF-kappaB pathway 0.0 10.0 39.0 -0.007 0.058 1000.0 -1000.0 -0.077 -1000.0 Signaling events mediated by HDAC Class II 0.0 5.0 75.0 -0.024 0.033 1000.0 -1000.0 -0.039 -1000.0 BARD1 signaling events 0.0 9.0 57.0 -0.031 0.048 1000.0 -1000.0 -0.066 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.008 0.013 1000.0 -1000.0 -0.016 -1000.0 Circadian rhythm pathway 0.0 14.0 22.0 -0.014 0.038 1000.0 -1000.0 -0.054 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.012 0.015 1000.0 -1000.0 -0.025 -1000.0 Cellular roles of Anthrax toxin 0.0 25.0 39.0 -0.009 0.012 1000.0 -1000.0 -0.015 -1000.0 Arf6 signaling events 0.0 51.0 62.0 -0.044 0.032 1000.0 -1000.0 -0.055 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 24.0 85.0 -0.014 0.046 1000.0 -1000.0 -0.071 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 20.0 65.0 -0.079 0.046 1000.0 -1000.0 -0.061 -1000.0 Arf6 downstream pathway 0.0 29.0 43.0 -0.02 0.024 1000.0 -1000.0 -0.024 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.0 0.023 1000.0 -1000.0 -0.016 -1000.0 EPO signaling pathway 0.0 8.0 55.0 -0.002 0.049 1000.0 -1000.0 -0.083 -1000.0 Insulin-mediated glucose transport 0.0 4.0 32.0 -0.002 0.034 1000.0 -1000.0 -0.049 -1000.0 PDGFR-alpha signaling pathway 0.0 17.0 44.0 -0.002 0.032 1000.0 -1000.0 -0.037 -1000.0 mTOR signaling pathway 0.0 0.0 53.0 -0.001 0.03 1000.0 -1000.0 -0.053 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 5.0 68.0 -0.033 0.044 1000.0 -1000.0 -0.043 -1000.0 Ceramide signaling pathway 0.0 43.0 76.0 -0.017 0.039 1000.0 -1000.0 -0.046 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 0.0 37.0 -0.019 0.035 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by HDAC Class III 0.0 14.0 40.0 -0.022 0.023 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 0.0 39.0 48.0 -0.05 0.035 1000.0 -1000.0 -0.048 -1000.0 ceramide signaling pathway 0.0 0.0 49.0 0.0 0.042 1000.0 -1000.0 -0.049 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 0.0 40.0 52.0 -0.085 0.027 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by HDAC Class I 0.0 11.0 104.0 -0.025 0.041 1000.0 -1000.0 -0.045 -1000.0 FoxO family signaling 0.0 50.0 64.0 -0.122 0.09 1000.0 -1000.0 -0.079 -1000.0 FAS signaling pathway (CD95) 0.0 26.0 47.0 -0.016 0.023 1000.0 -1000.0 -0.055 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 4.0 15.0 -0.1 0.023 1000.0 -1000.0 -0.038 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 0.0 36.0 -0.031 0.035 1000.0 -1000.0 -0.05 -1000.0 Atypical NF-kappaB pathway 0.0 2.0 31.0 -0.0 0.038 1000.0 -1000.0 -0.044 -1000.0 IL2 signaling events mediated by PI3K 0.0 53.0 58.0 -0.074 0.051 1000.0 -1000.0 -0.064 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 2.0 45.0 -0.003 0.054 1000.0 -1000.0 -0.093 -1000.0 Regulation of p38-alpha and p38-beta 0.0 1.0 54.0 -0.014 0.032 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 95.0 125.0 -0.005 0.06 1000.0 -1000.0 -0.091 -1000.0 TCGA08_rtk_signaling 0.0 14.0 26.0 -0.017 0.037 1000.0 -1000.0 -0.016 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 10.0 74.0 -0.027 0.053 1000.0 -1000.0 -0.08 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 9.0 76.0 -0.007 0.044 1000.0 -1000.0 -0.074 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.001 0.032 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by STAT5 0.0 4.0 22.0 0.004 0.056 1000.0 -1000.0 -0.053 -1000.0 Class I PI3K signaling events 0.0 17.0 73.0 -0.003 0.03 1000.0 -1000.0 -0.059 -1000.0 Arf6 trafficking events 0.0 44.0 71.0 -0.037 0.032 1000.0 -1000.0 -0.053 -1000.0 IGF1 pathway 0.0 2.0 57.0 -0.02 0.025 1000.0 -1000.0 -0.091 -1000.0 Rapid glucocorticoid signaling 0.0 10.0 20.0 -0.0 0.012 1000.0 -1000.0 -0.015 -1000.0 E-cadherin signaling in keratinocytes 0.0 29.0 43.0 -0.047 0.04 1000.0 -1000.0 -0.045 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.012 0.012 1000.0 -1000.0 -0.003 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.025 1000.0 -1000.0 -0.021 -1000.0 p38 MAPK signaling pathway 0.0 17.0 44.0 -0.012 0.028 1000.0 -1000.0 -0.063 -1000.0 Arf1 pathway 0.0 16.0 54.0 -0.0 0.025 1000.0 -1000.0 -0.027 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.037 1000.0 -1000.0 -0.038 -1000.0 Regulation of Androgen receptor activity 0.0 59.0 70.0 -0.19 0.024 1000.0 -1000.0 -0.07 -1000.0 Total 560 33248 7203 -19.1557465729 5.76148455867 131000 -131000 -8.13723246289 -131000