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 TCGA08_retinoblastoma 9.0 74.0 8.0 -0.153 0.146 1000.0 -1000.0 -0.011 -1000.0 Ephrin A reverse signaling 8.0 61.0 7.0 -0.222 0.0 1000.0 -1000.0 -0.006 -1000.0 FOXM1 transcription factor network 8.0 409.0 51.0 -1.092 0.017 1000.0 -1000.0 -0.153 -1000.0 E-cadherin signaling events 7.0 39.0 5.0 -0.244 0.017 1000.0 -1000.0 -0.012 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.084 -1000.0 1000.0 -1000.0 -0.006 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 353.0 68.0 -0.626 0.394 1000.0 -1000.0 -0.096 -1000.0 IL23-mediated signaling events 5.0 315.0 60.0 -0.733 0.019 1000.0 -1000.0 -0.137 -1000.0 IL12-mediated signaling events 4.0 360.0 87.0 -0.492 0.111 1000.0 -1000.0 -0.105 -1000.0 Endothelins 4.0 457.0 96.0 -0.363 0.039 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by the Hedgehog family 3.0 185.0 52.0 -0.214 0.125 1000.0 -1000.0 -0.026 -1000.0 Thromboxane A2 receptor signaling 3.0 394.0 105.0 -0.315 0.07 1000.0 -1000.0 -0.055 -1000.0 HIF-1-alpha transcription factor network 3.0 243.0 76.0 -0.227 0.04 1000.0 -1000.0 -0.074 -1000.0 PDGFR-alpha signaling pathway 3.0 167.0 44.0 -0.353 0.034 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 436.0 125.0 -0.179 0.03 1000.0 -1000.0 -0.089 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 250.0 76.0 -0.244 0.025 1000.0 -1000.0 -0.068 -1000.0 Aurora B signaling 3.0 217.0 67.0 -0.272 0.017 1000.0 -1000.0 -0.062 -1000.0 Syndecan-1-mediated signaling events 2.0 79.0 34.0 -0.308 0.017 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Cones 2.0 88.0 38.0 -0.113 0.025 1000.0 -1000.0 -0.022 -1000.0 Osteopontin-mediated events 2.0 105.0 38.0 -0.192 0.017 1000.0 -1000.0 -0.077 -1000.0 Arf6 signaling events 2.0 148.0 62.0 -0.15 0.027 1000.0 -1000.0 -0.024 -1000.0 BMP receptor signaling 2.0 162.0 81.0 -0.17 0.039 1000.0 -1000.0 -0.075 -1000.0 Fc-epsilon receptor I signaling in mast cells 2.0 217.0 97.0 -0.193 0.043 1000.0 -1000.0 -0.075 -1000.0 PLK1 signaling events 2.0 242.0 85.0 -0.24 0.025 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 77.0 37.0 -0.308 0.025 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 2.0 153.0 62.0 -0.219 0.071 1000.0 -1000.0 -0.072 -1000.0 Ephrin B reverse signaling 2.0 132.0 48.0 -0.15 0.123 1000.0 -1000.0 -0.057 -1000.0 S1P1 pathway 2.0 79.0 36.0 -0.153 0.017 1000.0 -1000.0 -0.062 -1000.0 TCGA08_p53 2.0 19.0 7.0 -0.118 0.077 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 88.0 44.0 -0.1 0.017 1000.0 -1000.0 -0.025 -1000.0 Effects of Botulinum toxin 2.0 64.0 26.0 -0.265 0.017 1000.0 -1000.0 -0.058 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 82.0 31.0 -0.194 0.026 1000.0 -1000.0 -0.051 -1000.0 Nongenotropic Androgen signaling 2.0 153.0 52.0 -0.23 0.122 1000.0 -1000.0 -0.042 -1000.0 IL6-mediated signaling events 2.0 169.0 75.0 -0.193 0.068 1000.0 -1000.0 -0.061 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 197.0 74.0 -0.244 0.122 1000.0 -1000.0 -0.081 -1000.0 Syndecan-4-mediated signaling events 2.0 178.0 67.0 -0.178 0.035 1000.0 -1000.0 -0.032 -1000.0 Rapid glucocorticoid signaling 2.0 40.0 20.0 -0.216 0.017 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by PRL 2.0 68.0 34.0 -0.142 0.025 1000.0 -1000.0 -0.023 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 34.0 17.0 -0.072 0.021 1000.0 -1000.0 -0.019 -1000.0 LPA4-mediated signaling events 1.0 14.0 12.0 -0.081 0.022 1000.0 -1000.0 -0.015 -1000.0 Caspase cascade in apoptosis 1.0 84.0 74.0 -0.1 0.028 1000.0 -1000.0 -0.032 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 224.0 136.0 -0.407 0.109 1000.0 -1000.0 -0.049 -1000.0 Coregulation of Androgen receptor activity 1.0 126.0 76.0 -0.203 0.037 1000.0 -1000.0 -0.022 -1000.0 ErbB4 signaling events 1.0 95.0 69.0 -0.229 0.072 1000.0 -1000.0 -0.08 -1000.0 BARD1 signaling events 1.0 60.0 57.0 -0.128 0.034 1000.0 -1000.0 -0.032 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 38.0 28.0 -0.084 0.025 1000.0 -1000.0 -0.018 -1000.0 Circadian rhythm pathway 1.0 26.0 22.0 -0.15 0.04 1000.0 -1000.0 -0.016 -1000.0 Noncanonical Wnt signaling pathway 1.0 34.0 26.0 -0.084 0.02 1000.0 -1000.0 -0.036 -1000.0 Syndecan-2-mediated signaling events 1.0 84.0 69.0 -0.135 0.04 1000.0 -1000.0 -0.021 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 9.0 5.0 -0.034 0.017 1000.0 -1000.0 -0.01 -1000.0 Cellular roles of Anthrax toxin 1.0 73.0 39.0 -0.24 0.018 1000.0 -1000.0 -0.019 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 91.0 61.0 -0.301 0.043 1000.0 -1000.0 -0.051 -1000.0 Aurora A signaling 1.0 109.0 60.0 -0.171 0.051 1000.0 -1000.0 -0.019 -1000.0 p75(NTR)-mediated signaling 1.0 186.0 125.0 -0.308 0.043 1000.0 -1000.0 -0.07 -1000.0 IL4-mediated signaling events 1.0 145.0 91.0 -0.523 0.261 1000.0 -1000.0 -0.114 -1000.0 Glypican 1 network 1.0 54.0 48.0 -0.107 0.032 1000.0 -1000.0 -0.027 -1000.0 amb2 Integrin signaling 1.0 142.0 82.0 -0.14 0.023 1000.0 -1000.0 -0.069 -1000.0 Nectin adhesion pathway 1.0 104.0 63.0 -0.244 0.026 1000.0 -1000.0 -0.054 -1000.0 Glucocorticoid receptor regulatory network 1.0 138.0 114.0 -0.31 0.069 1000.0 -1000.0 -0.061 -1000.0 TRAIL signaling pathway 1.0 51.0 48.0 -0.026 0.035 1000.0 -1000.0 -0.06 -1000.0 Signaling events regulated by Ret tyrosine kinase 1.0 163.0 82.0 -0.172 0.017 1000.0 -1000.0 -0.071 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 59.0 52.0 -0.271 0.05 1000.0 -1000.0 -0.035 -1000.0 FAS signaling pathway (CD95) 1.0 55.0 47.0 -0.107 0.047 1000.0 -1000.0 -0.036 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 16.0 15.0 -0.12 0.03 1000.0 -1000.0 -0.015 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 45.0 36.0 -0.308 0.034 1000.0 -1000.0 -0.058 -1000.0 Syndecan-3-mediated signaling events 1.0 54.0 35.0 -0.135 0.043 1000.0 -1000.0 -0.027 -1000.0 Integrins in angiogenesis 1.0 162.0 84.0 -0.164 0.031 1000.0 -1000.0 -0.08 -1000.0 TCR signaling in naïve CD8+ T cells 1.0 121.0 93.0 -0.12 0.028 1000.0 -1000.0 -0.06 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 52.0 45.0 -0.1 0.017 1000.0 -1000.0 -0.076 -1000.0 Canonical Wnt signaling pathway 1.0 68.0 51.0 -0.301 0.136 1000.0 -1000.0 -0.049 -1000.0 EPHB forward signaling 1.0 92.0 85.0 -0.15 0.06 1000.0 -1000.0 -0.076 -1000.0 Glypican 2 network 1.0 6.0 4.0 -0.012 -0.0 1000.0 -1000.0 -0.008 -1000.0 IL27-mediated signaling events 1.0 56.0 51.0 -0.19 0.025 1000.0 -1000.0 -0.058 -1000.0 Wnt signaling 1.0 12.0 7.0 -0.084 0.017 1000.0 -1000.0 -0.015 -1000.0 LPA receptor mediated events 1.0 124.0 102.0 -0.193 0.036 1000.0 -1000.0 -0.062 -1000.0 IL2 signaling events mediated by STAT5 1.0 25.0 22.0 -0.179 0.078 1000.0 -1000.0 -0.039 -1000.0 Regulation of Telomerase 1.0 103.0 102.0 -0.194 0.049 1000.0 -1000.0 -0.098 -1000.0 BCR signaling pathway 1.0 194.0 99.0 -0.141 0.03 1000.0 -1000.0 -0.074 -1000.0 EGFR-dependent Endothelin signaling events 1.0 40.0 21.0 -0.099 0.025 1000.0 -1000.0 -0.052 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 141.0 88.0 -0.194 0.026 1000.0 -1000.0 -0.078 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 162.0 120.0 -0.28 0.129 1000.0 -1000.0 -0.061 -1000.0 Visual signal transduction: Rods 1.0 99.0 52.0 -0.113 0.017 1000.0 -1000.0 -0.065 -1000.0 E-cadherin signaling in keratinocytes 1.0 84.0 43.0 -0.243 0.05 1000.0 -1000.0 -0.027 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.002 0.002 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 138.0 78.0 -0.112 0.076 1000.0 -1000.0 -0.066 -1000.0 p38 MAPK signaling pathway 1.0 44.0 44.0 -0.12 0.033 1000.0 -1000.0 -0.057 -1000.0 ErbB2/ErbB3 signaling events 0.0 43.0 65.0 -0.101 0.026 1000.0 -1000.0 -0.053 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 7.0 23.0 -0.012 0.034 1000.0 -1000.0 -0.029 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 1.0 34.0 -0.026 0.053 1000.0 -1000.0 -0.029 -1000.0 Canonical NF-kappaB pathway 0.0 22.0 39.0 -0.1 0.082 1000.0 -1000.0 -0.071 -1000.0 Signaling events mediated by HDAC Class II 0.0 35.0 75.0 -0.085 0.041 1000.0 -1000.0 -0.039 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 30.0 54.0 -0.071 0.032 1000.0 -1000.0 -0.078 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 7.0 17.0 -0.019 0.034 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 49.0 85.0 -0.194 0.049 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by PTP1B 0.0 62.0 76.0 -0.101 0.034 1000.0 -1000.0 -0.06 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 62.0 65.0 -0.048 0.043 1000.0 -1000.0 -0.061 -1000.0 Arf6 downstream pathway 0.0 10.0 43.0 -0.027 0.032 1000.0 -1000.0 -0.036 -1000.0 Aurora C signaling 0.0 3.0 7.0 -0.012 0.002 1000.0 -1000.0 -0.025 -1000.0 FOXA2 and FOXA3 transcription factor networks 0.0 15.0 46.0 -0.038 0.1 1000.0 -1000.0 -0.061 -1000.0 EPO signaling pathway 0.0 18.0 55.0 -0.049 0.052 1000.0 -1000.0 -0.07 -1000.0 Insulin-mediated glucose transport 0.0 13.0 32.0 -0.014 0.047 1000.0 -1000.0 -0.019 -1000.0 mTOR signaling pathway 0.0 14.0 53.0 -0.017 0.049 1000.0 -1000.0 -0.052 -1000.0 IFN-gamma pathway 0.0 64.0 68.0 -0.1 0.069 1000.0 -1000.0 -0.074 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 18.0 68.0 -0.071 0.066 1000.0 -1000.0 -0.049 -1000.0 Ceramide signaling pathway 0.0 62.0 76.0 -0.1 0.025 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class III 0.0 31.0 40.0 -0.188 0.097 1000.0 -1000.0 -0.025 -1000.0 Reelin signaling pathway 0.0 47.0 56.0 -0.113 0.038 1000.0 -1000.0 -0.066 -1000.0 S1P5 pathway 0.0 5.0 17.0 -0.02 0.025 1000.0 -1000.0 -0.019 -1000.0 ceramide signaling pathway 0.0 34.0 49.0 -0.099 0.025 1000.0 -1000.0 -0.04 -1000.0 HIF-2-alpha transcription factor network 0.0 28.0 43.0 -0.159 0.124 1000.0 -1000.0 -0.055 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 65.0 83.0 -0.087 0.05 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by HDAC Class I 0.0 47.0 104.0 -0.1 0.052 1000.0 -1000.0 -0.06 -1000.0 FoxO family signaling 0.0 21.0 64.0 -0.051 0.102 1000.0 -1000.0 -0.055 -1000.0 Retinoic acid receptors-mediated signaling 0.0 36.0 58.0 -0.12 0.063 1000.0 -1000.0 -0.064 -1000.0 Atypical NF-kappaB pathway 0.0 9.0 31.0 -0.056 0.038 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by PI3K 0.0 36.0 58.0 -0.048 0.066 1000.0 -1000.0 -0.063 -1000.0 Regulation of p38-alpha and p38-beta 0.0 40.0 54.0 -0.084 0.043 1000.0 -1000.0 -0.05 -1000.0 TCGA08_rtk_signaling 0.0 21.0 26.0 -0.092 0.035 1000.0 -1000.0 -0.014 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.008 0.043 1000.0 -1000.0 -0.045 -1000.0 Class I PI3K signaling events 0.0 66.0 73.0 -0.121 0.037 1000.0 -1000.0 -0.039 -1000.0 Arf6 trafficking events 0.0 27.0 71.0 -0.113 0.066 1000.0 -1000.0 -0.067 -1000.0 IGF1 pathway 0.0 37.0 57.0 -0.07 0.051 1000.0 -1000.0 -0.075 -1000.0 Insulin Pathway 0.0 39.0 74.0 -0.107 0.054 1000.0 -1000.0 -0.071 -1000.0 Plasma membrane estrogen receptor signaling 0.0 57.0 86.0 -0.063 0.056 1000.0 -1000.0 -0.073 -1000.0 VEGFR1 specific signals 0.0 19.0 56.0 -0.07 0.048 1000.0 -1000.0 -0.03 -1000.0 S1P3 pathway 0.0 16.0 42.0 -0.063 0.051 1000.0 -1000.0 -0.025 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 21.0 33.0 -0.164 0.05 1000.0 -1000.0 -0.029 -1000.0 PDGFR-beta signaling pathway 0.0 69.0 97.0 -0.092 0.044 1000.0 -1000.0 -0.07 -1000.0 S1P4 pathway 0.0 2.0 25.0 -0.005 0.032 1000.0 -1000.0 -0.019 -1000.0 Arf1 pathway 0.0 2.0 54.0 -0.004 0.037 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 6.0 13.0 -0.005 0.031 1000.0 -1000.0 -0.017 -1000.0 Regulation of Androgen receptor activity 0.0 61.0 70.0 -0.308 0.073 1000.0 -1000.0 -0.061 -1000.0 Total 167 11935 7203 -21.6660308048 -993.506384229 131000 -131000 -6.38022455177 -131000