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 32.0 259.0 8.0 -0.295 0.151 1000.0 -1000.0 -0.015 -1000.0 TCGA08_p53 26.0 182.0 7.0 -0.222 0.116 1000.0 -1000.0 -0.012 -1000.0 Syndecan-1-mediated signaling events 17.0 583.0 34.0 -0.22 0.012 1000.0 -1000.0 -0.049 -1000.0 IL23-mediated signaling events 17.0 1072.0 60.0 -0.594 0.012 1000.0 -1000.0 -0.147 -1000.0 Wnt signaling 15.0 105.0 7.0 -0.143 0.005 1000.0 -1000.0 -0.026 -1000.0 IL4-mediated signaling events 13.0 1238.0 91.0 -0.628 0.57 1000.0 -1000.0 -0.168 -1000.0 IL12-mediated signaling events 12.0 1052.0 87.0 -0.344 0.076 1000.0 -1000.0 -0.108 -1000.0 Signaling events mediated by the Hedgehog family 12.0 668.0 52.0 -0.185 0.163 1000.0 -1000.0 -0.063 -1000.0 Glucocorticoid receptor regulatory network 11.0 1278.0 114.0 -0.607 0.352 1000.0 -1000.0 -0.065 -1000.0 Glypican 2 network 11.0 46.0 4.0 -0.053 -0.048 1000.0 -1000.0 -0.015 -1000.0 BMP receptor signaling 10.0 828.0 81.0 -0.265 0.028 1000.0 -1000.0 -0.085 -1000.0 amb2 Integrin signaling 10.0 856.0 82.0 -0.185 0.014 1000.0 -1000.0 -0.077 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 977.0 93.0 -0.191 0.104 1000.0 -1000.0 -0.076 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 10.0 687.0 68.0 -0.306 0.108 1000.0 -1000.0 -0.115 -1000.0 Noncanonical Wnt signaling pathway 9.0 247.0 26.0 -0.143 0.012 1000.0 -1000.0 -0.054 -1000.0 HIF-1-alpha transcription factor network 9.0 732.0 76.0 -0.444 0.019 1000.0 -1000.0 -0.136 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 412.0 44.0 -0.125 0.012 1000.0 -1000.0 -0.043 -1000.0 Syndecan-4-mediated signaling events 9.0 662.0 67.0 -0.243 0.033 1000.0 -1000.0 -0.08 -1000.0 p75(NTR)-mediated signaling 8.0 1043.0 125.0 -0.199 0.036 1000.0 -1000.0 -0.091 -1000.0 Glypican 1 network 8.0 428.0 48.0 -0.218 0.013 1000.0 -1000.0 -0.041 -1000.0 Reelin signaling pathway 8.0 476.0 56.0 -0.164 0.028 1000.0 -1000.0 -0.074 -1000.0 BCR signaling pathway 8.0 881.0 99.0 -0.215 0.018 1000.0 -1000.0 -0.081 -1000.0 Caspase cascade in apoptosis 7.0 577.0 74.0 -0.124 0.065 1000.0 -1000.0 -0.036 -1000.0 Thromboxane A2 receptor signaling 7.0 750.0 105.0 -0.109 0.033 1000.0 -1000.0 -0.061 -1000.0 Fc-epsilon receptor I signaling in mast cells 7.0 708.0 97.0 -0.127 0.027 1000.0 -1000.0 -0.077 -1000.0 Signaling events regulated by Ret tyrosine kinase 7.0 598.0 82.0 -0.105 0.012 1000.0 -1000.0 -0.074 -1000.0 Endothelins 7.0 755.0 96.0 -0.164 0.022 1000.0 -1000.0 -0.072 -1000.0 EPHB forward signaling 7.0 644.0 85.0 -0.101 0.091 1000.0 -1000.0 -0.079 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 221.0 31.0 -0.207 0.012 1000.0 -1000.0 -0.077 -1000.0 Visual signal transduction: Rods 7.0 383.0 52.0 -0.19 0.012 1000.0 -1000.0 -0.07 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.038 -1000.0 1000.0 -1000.0 -0.013 -1000.0 IL1-mediated signaling events 6.0 418.0 62.0 -0.163 0.056 1000.0 -1000.0 -0.089 -1000.0 Ephrin B reverse signaling 6.0 290.0 48.0 -0.084 0.053 1000.0 -1000.0 -0.058 -1000.0 IL27-mediated signaling events 6.0 331.0 51.0 -0.324 0.059 1000.0 -1000.0 -0.078 -1000.0 LPA receptor mediated events 6.0 634.0 102.0 -0.14 0.03 1000.0 -1000.0 -0.077 -1000.0 EGFR-dependent Endothelin signaling events 6.0 131.0 21.0 -0.084 0.018 1000.0 -1000.0 -0.056 -1000.0 IGF1 pathway 6.0 373.0 57.0 -0.106 0.022 1000.0 -1000.0 -0.085 -1000.0 ErbB2/ErbB3 signaling events 5.0 343.0 65.0 -0.153 0.022 1000.0 -1000.0 -0.062 -1000.0 Coregulation of Androgen receptor activity 5.0 411.0 76.0 -0.327 0.022 1000.0 -1000.0 -0.042 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 5.0 182.0 34.0 -0.053 0.012 1000.0 -1000.0 -0.051 -1000.0 ErbB4 signaling events 5.0 383.0 69.0 -0.224 0.05 1000.0 -1000.0 -0.09 -1000.0 Osteopontin-mediated events 5.0 200.0 38.0 -0.083 0.012 1000.0 -1000.0 -0.092 -1000.0 Ephrin A reverse signaling 5.0 36.0 7.0 -0.031 -0.0 1000.0 -1000.0 -0.021 -1000.0 Syndecan-2-mediated signaling events 5.0 362.0 69.0 -0.152 0.032 1000.0 -1000.0 -0.028 -1000.0 Arf6 signaling events 5.0 322.0 62.0 -0.09 0.012 1000.0 -1000.0 -0.05 -1000.0 Integrins in angiogenesis 5.0 429.0 84.0 -0.172 0.018 1000.0 -1000.0 -0.087 -1000.0 Nongenotropic Androgen signaling 5.0 282.0 52.0 -0.154 0.019 1000.0 -1000.0 -0.061 -1000.0 IL6-mediated signaling events 5.0 375.0 75.0 -0.122 0.056 1000.0 -1000.0 -0.088 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 388.0 74.0 -0.101 0.039 1000.0 -1000.0 -0.079 -1000.0 Rapid glucocorticoid signaling 5.0 108.0 20.0 -0.182 0.014 1000.0 -1000.0 -0.02 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 666.0 120.0 -0.176 0.131 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 5.0 437.0 78.0 -0.088 0.057 1000.0 -1000.0 -0.081 -1000.0 Sphingosine 1-phosphate (S1P) pathway 4.0 121.0 28.0 -0.087 0.017 1000.0 -1000.0 -0.03 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 82.0 17.0 -0.048 0.012 1000.0 -1000.0 -0.042 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 20.0 5.0 -0.02 0.001 1000.0 -1000.0 -0.019 -1000.0 FOXA2 and FOXA3 transcription factor networks 4.0 200.0 46.0 -0.31 0.018 1000.0 -1000.0 -0.096 -1000.0 Nectin adhesion pathway 4.0 281.0 63.0 -0.083 0.021 1000.0 -1000.0 -0.066 -1000.0 S1P5 pathway 4.0 81.0 17.0 -0.087 0.07 1000.0 -1000.0 -0.033 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 219.0 52.0 -0.169 0.034 1000.0 -1000.0 -0.044 -1000.0 Syndecan-3-mediated signaling events 4.0 156.0 35.0 -0.187 0.036 1000.0 -1000.0 -0.038 -1000.0 Effects of Botulinum toxin 4.0 108.0 26.0 -0.058 0.012 1000.0 -1000.0 -0.057 -1000.0 Plasma membrane estrogen receptor signaling 4.0 390.0 86.0 -0.1 0.022 1000.0 -1000.0 -0.075 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 143.0 33.0 -0.302 0.036 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling events 4.0 21.0 5.0 -0.031 0.012 1000.0 -1000.0 -0.023 -1000.0 LPA4-mediated signaling events 3.0 38.0 12.0 -0.087 0.018 1000.0 -1000.0 -0.027 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 486.0 136.0 -0.246 0.086 1000.0 -1000.0 -0.073 -1000.0 Visual signal transduction: Cones 3.0 135.0 38.0 -0.045 0.012 1000.0 -1000.0 -0.054 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 189.0 54.0 -0.164 0.024 1000.0 -1000.0 -0.093 -1000.0 Signaling events mediated by PTP1B 3.0 294.0 76.0 -0.116 0.015 1000.0 -1000.0 -0.073 -1000.0 PDGFR-alpha signaling pathway 3.0 163.0 44.0 -0.052 0.02 1000.0 -1000.0 -0.057 -1000.0 S1P1 pathway 3.0 128.0 36.0 -0.089 0.012 1000.0 -1000.0 -0.053 -1000.0 FAS signaling pathway (CD95) 3.0 149.0 47.0 -0.182 0.013 1000.0 -1000.0 -0.032 -1000.0 Canonical Wnt signaling pathway 3.0 167.0 51.0 -0.119 0.045 1000.0 -1000.0 -0.054 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 347.0 88.0 -0.101 0.041 1000.0 -1000.0 -0.095 -1000.0 E-cadherin signaling in keratinocytes 3.0 159.0 43.0 -0.056 0.022 1000.0 -1000.0 -0.059 -1000.0 FOXM1 transcription factor network 3.0 166.0 51.0 -0.306 0.128 1000.0 -1000.0 -0.192 -1000.0 S1P4 pathway 3.0 94.0 25.0 -0.087 0.015 1000.0 -1000.0 -0.047 -1000.0 Regulation of Androgen receptor activity 3.0 275.0 70.0 -0.383 0.022 1000.0 -1000.0 -0.064 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 63.0 17.0 -0.047 0.022 1000.0 -1000.0 -0.036 -1000.0 Cellular roles of Anthrax toxin 2.0 110.0 39.0 -0.063 0.015 1000.0 -1000.0 -0.02 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 212.0 85.0 -0.09 0.02 1000.0 -1000.0 -0.072 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 161.0 65.0 -0.142 0.051 1000.0 -1000.0 -0.058 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 171.0 61.0 -0.119 0.033 1000.0 -1000.0 -0.078 -1000.0 IFN-gamma pathway 2.0 150.0 68.0 -0.074 0.024 1000.0 -1000.0 -0.092 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 83.0 37.0 -0.037 0.018 1000.0 -1000.0 -0.048 -1000.0 TRAIL signaling pathway 2.0 127.0 48.0 -0.043 0.033 1000.0 -1000.0 -0.06 -1000.0 HIF-2-alpha transcription factor network 2.0 126.0 43.0 -0.046 0.041 1000.0 -1000.0 -0.081 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 44.0 15.0 -0.019 0.017 1000.0 -1000.0 -0.03 -1000.0 IL2 signaling events mediated by PI3K 2.0 154.0 58.0 -0.091 0.03 1000.0 -1000.0 -0.082 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 124.0 45.0 -0.059 0.026 1000.0 -1000.0 -0.085 -1000.0 Regulation of p38-alpha and p38-beta 2.0 115.0 54.0 -0.07 0.029 1000.0 -1000.0 -0.059 -1000.0 TCGA08_rtk_signaling 2.0 53.0 26.0 -0.056 0.032 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 208.0 76.0 -0.051 0.028 1000.0 -1000.0 -0.078 -1000.0 IL2 signaling events mediated by STAT5 2.0 63.0 22.0 -0.105 0.016 1000.0 -1000.0 -0.044 -1000.0 Class I PI3K signaling events 2.0 156.0 73.0 -0.07 0.025 1000.0 -1000.0 -0.058 -1000.0 Regulation of Telomerase 2.0 260.0 102.0 -0.136 0.041 1000.0 -1000.0 -0.101 -1000.0 S1P3 pathway 2.0 114.0 42.0 -0.086 0.019 1000.0 -1000.0 -0.04 -1000.0 Aurora B signaling 2.0 147.0 67.0 -0.169 0.023 1000.0 -1000.0 -0.067 -1000.0 Canonical NF-kappaB pathway 1.0 48.0 39.0 -0.054 0.068 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by HDAC Class II 1.0 94.0 75.0 -0.055 0.032 1000.0 -1000.0 -0.038 -1000.0 BARD1 signaling events 1.0 76.0 57.0 -0.013 0.057 1000.0 -1000.0 -0.06 -1000.0 Aurora C signaling 1.0 8.0 7.0 -0.009 0.005 1000.0 -1000.0 -0.027 -1000.0 EPO signaling pathway 1.0 60.0 55.0 -0.033 0.043 1000.0 -1000.0 -0.085 -1000.0 Ceramide signaling pathway 1.0 142.0 76.0 -0.1 0.021 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class III 1.0 73.0 40.0 -0.111 0.018 1000.0 -1000.0 -0.034 -1000.0 ceramide signaling pathway 1.0 57.0 49.0 -0.054 0.025 1000.0 -1000.0 -0.044 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 111.0 83.0 -0.067 0.037 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by HDAC Class I 1.0 105.0 104.0 -0.079 0.051 1000.0 -1000.0 -0.061 -1000.0 Retinoic acid receptors-mediated signaling 1.0 77.0 58.0 -0.049 0.038 1000.0 -1000.0 -0.059 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 51.0 36.0 -0.029 0.025 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 138.0 125.0 -0.02 0.063 1000.0 -1000.0 -0.095 -1000.0 Arf6 trafficking events 1.0 82.0 71.0 -0.05 0.04 1000.0 -1000.0 -0.063 -1000.0 Insulin Pathway 1.0 115.0 74.0 -0.066 0.033 1000.0 -1000.0 -0.083 -1000.0 VEGFR1 specific signals 1.0 60.0 56.0 -0.02 0.045 1000.0 -1000.0 -0.056 -1000.0 PDGFR-beta signaling pathway 1.0 156.0 97.0 -0.045 0.05 1000.0 -1000.0 -0.079 -1000.0 Signaling events mediated by PRL 1.0 60.0 34.0 -0.11 0.032 1000.0 -1000.0 -0.039 -1000.0 p38 MAPK signaling pathway 1.0 66.0 44.0 -0.074 0.024 1000.0 -1000.0 -0.062 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.012 0.042 1000.0 -1000.0 -0.053 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.012 0.021 1000.0 -1000.0 -0.012 -1000.0 Circadian rhythm pathway 0.0 13.0 22.0 -0.02 0.039 1000.0 -1000.0 -0.05 -1000.0 Aurora A signaling 0.0 39.0 60.0 -0.034 0.033 1000.0 -1000.0 -0.047 -1000.0 Arf6 downstream pathway 0.0 17.0 43.0 -0.023 0.025 1000.0 -1000.0 -0.029 -1000.0 PLK1 signaling events 0.0 21.0 85.0 -0.005 0.034 1000.0 -1000.0 -0.039 -1000.0 Insulin-mediated glucose transport 0.0 31.0 32.0 -0.039 0.029 1000.0 -1000.0 -0.06 -1000.0 mTOR signaling pathway 0.0 22.0 53.0 -0.007 0.031 1000.0 -1000.0 -0.062 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 33.0 68.0 -0.039 0.044 1000.0 -1000.0 -0.057 -1000.0 FoxO family signaling 0.0 31.0 64.0 -0.061 0.128 1000.0 -1000.0 -0.069 -1000.0 Atypical NF-kappaB pathway 0.0 27.0 31.0 -0.013 0.032 1000.0 -1000.0 -0.035 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.005 0.03 1000.0 -1000.0 -0.045 -1000.0 Arf1 pathway 0.0 5.0 54.0 -0.003 0.028 1000.0 -1000.0 -0.029 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.036 1000.0 -1000.0 -0.037 -1000.0 Total 598 35548 7203 -16.5129998333 -994.59046903 131000 -131000 -8.05082344007 -131000