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 37.0 301.0 8.0 -0.124 0.081 1000.0 -1000.0 -0.006 -1000.0 E-cadherin signaling events 29.0 149.0 5.0 -0.132 0.014 1000.0 -1000.0 -0.003 -1000.0 Ephrin A reverse signaling 27.0 194.0 7.0 -0.075 0.0 1000.0 -1000.0 -0.008 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 26.0 2029.0 78.0 -0.287 0.106 1000.0 -1000.0 -0.039 -1000.0 Signaling events regulated by Ret tyrosine kinase 25.0 2094.0 82.0 -0.125 0.014 1000.0 -1000.0 -0.043 -1000.0 IL4-mediated signaling events 24.0 2245.0 91.0 -0.7 0.56 1000.0 -1000.0 -0.129 -1000.0 Syndecan-1-mediated signaling events 22.0 766.0 34.0 -0.116 0.014 1000.0 -1000.0 -0.018 -1000.0 TCR signaling in naïve CD8+ T cells 22.0 2130.0 93.0 -0.238 0.02 1000.0 -1000.0 -0.042 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 22.0 1637.0 74.0 -0.132 0.045 1000.0 -1000.0 -0.044 -1000.0 IL23-mediated signaling events 20.0 1258.0 60.0 -0.361 0.014 1000.0 -1000.0 -0.082 -1000.0 Glypican 2 network 19.0 77.0 4.0 -0.029 -0.018 1000.0 -1000.0 -0.006 -1000.0 BCR signaling pathway 19.0 1938.0 99.0 -0.193 0.014 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in the nascent adherens junction 18.0 1378.0 76.0 -0.132 0.022 1000.0 -1000.0 -0.044 -1000.0 IL12-mediated signaling events 17.0 1547.0 87.0 -0.302 0.078 1000.0 -1000.0 -0.094 -1000.0 Glypican 1 network 17.0 825.0 48.0 -0.119 0.021 1000.0 -1000.0 -0.017 -1000.0 Wnt signaling 17.0 123.0 7.0 -0.064 -0.009 1000.0 -1000.0 -0.008 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 17.0 1170.0 68.0 -0.304 0.104 1000.0 -1000.0 -0.052 -1000.0 EGFR-dependent Endothelin signaling events 17.0 375.0 21.0 -0.092 0.02 1000.0 -1000.0 -0.031 -1000.0 Angiopoietin receptor Tie2-mediated signaling 16.0 1423.0 88.0 -0.2 0.04 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in keratinocytes 16.0 716.0 43.0 -0.132 0.017 1000.0 -1000.0 -0.019 -1000.0 LPA4-mediated signaling events 15.0 186.0 12.0 -0.095 0.014 1000.0 -1000.0 -0.009 -1000.0 Noncanonical Wnt signaling pathway 15.0 406.0 26.0 -0.064 0.014 1000.0 -1000.0 -0.018 -1000.0 p75(NTR)-mediated signaling 15.0 1968.0 125.0 -0.116 0.039 1000.0 -1000.0 -0.053 -1000.0 BMP receptor signaling 15.0 1256.0 81.0 -0.14 0.031 1000.0 -1000.0 -0.052 -1000.0 Endothelins 15.0 1514.0 96.0 -0.152 0.036 1000.0 -1000.0 -0.043 -1000.0 Glucocorticoid receptor regulatory network 14.0 1679.0 114.0 -0.367 0.253 1000.0 -1000.0 -0.036 -1000.0 FAS signaling pathway (CD95) 14.0 694.0 47.0 -0.07 0.046 1000.0 -1000.0 -0.024 -1000.0 LPA receptor mediated events 14.0 1514.0 102.0 -0.124 0.014 1000.0 -1000.0 -0.046 -1000.0 HIF-1-alpha transcription factor network 13.0 1026.0 76.0 -0.21 0.027 1000.0 -1000.0 -0.058 -1000.0 Nectin adhesion pathway 13.0 859.0 63.0 -0.132 0.022 1000.0 -1000.0 -0.042 -1000.0 Ephrin B reverse signaling 13.0 643.0 48.0 -0.081 0.026 1000.0 -1000.0 -0.025 -1000.0 TCGA08_p53 13.0 96.0 7.0 -0.091 0.066 1000.0 -1000.0 -0.011 -1000.0 Integrins in angiogenesis 13.0 1151.0 84.0 -0.13 0.02 1000.0 -1000.0 -0.043 -1000.0 EPHB forward signaling 13.0 1145.0 85.0 -0.104 0.073 1000.0 -1000.0 -0.048 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 406.0 31.0 -0.166 0.014 1000.0 -1000.0 -0.044 -1000.0 Caspase cascade in apoptosis 12.0 902.0 74.0 -0.081 0.036 1000.0 -1000.0 -0.022 -1000.0 Osteopontin-mediated events 12.0 485.0 38.0 -0.065 0.014 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by the Hedgehog family 12.0 650.0 52.0 -0.166 0.016 1000.0 -1000.0 -0.017 -1000.0 Thromboxane A2 receptor signaling 12.0 1308.0 105.0 -0.092 0.023 1000.0 -1000.0 -0.038 -1000.0 a4b1 and a4b7 Integrin signaling 11.0 59.0 5.0 -0.027 -0.006 1000.0 -1000.0 -0.003 -1000.0 amb2 Integrin signaling 11.0 942.0 82.0 -0.086 0.018 1000.0 -1000.0 -0.031 -1000.0 Reelin signaling pathway 11.0 642.0 56.0 -0.102 0.025 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 11.0 772.0 67.0 -0.097 0.015 1000.0 -1000.0 -0.022 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.018 -1000.0 1000.0 -1000.0 -0.001 -1000.0 S1P4 pathway 11.0 287.0 25.0 -0.078 0.02 1000.0 -1000.0 -0.014 -1000.0 Arf6 signaling events 10.0 646.0 62.0 -0.092 0.024 1000.0 -1000.0 -0.017 -1000.0 TRAIL signaling pathway 10.0 510.0 48.0 -0.042 0.014 1000.0 -1000.0 -0.023 -1000.0 Effects of Botulinum toxin 10.0 275.0 26.0 -0.083 0.017 1000.0 -1000.0 -0.014 -1000.0 IL27-mediated signaling events 10.0 550.0 51.0 -0.161 0.068 1000.0 -1000.0 -0.037 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 166.0 17.0 -0.047 0.014 1000.0 -1000.0 -0.017 -1000.0 Syndecan-2-mediated signaling events 9.0 648.0 69.0 -0.097 0.018 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PTP1B 9.0 755.0 76.0 -0.094 0.027 1000.0 -1000.0 -0.035 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 9.0 481.0 52.0 -0.079 0.021 1000.0 -1000.0 -0.017 -1000.0 Signaling mediated by p38-alpha and p38-beta 9.0 424.0 44.0 -0.087 0.014 1000.0 -1000.0 -0.03 -1000.0 Fc-epsilon receptor I signaling in mast cells 8.0 794.0 97.0 -0.077 0.024 1000.0 -1000.0 -0.042 -1000.0 S1P5 pathway 8.0 136.0 17.0 -0.078 0.033 1000.0 -1000.0 -0.016 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 8.0 398.0 45.0 -0.103 0.032 1000.0 -1000.0 -0.048 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 1005.0 120.0 -0.114 0.106 1000.0 -1000.0 -0.041 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 148.0 17.0 -0.033 0.026 1000.0 -1000.0 -0.02 -1000.0 ErbB2/ErbB3 signaling events 7.0 457.0 65.0 -0.066 0.02 1000.0 -1000.0 -0.038 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 7.0 660.0 85.0 -0.05 0.014 1000.0 -1000.0 -0.043 -1000.0 FOXA2 and FOXA3 transcription factor networks 7.0 352.0 46.0 -0.286 0.02 1000.0 -1000.0 -0.075 -1000.0 PDGFR-alpha signaling pathway 7.0 338.0 44.0 -0.019 0.019 1000.0 -1000.0 -0.023 -1000.0 Ceramide signaling pathway 7.0 589.0 76.0 -0.092 0.05 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 118.0 15.0 -0.026 0.014 1000.0 -1000.0 -0.013 -1000.0 IL2 signaling events mediated by PI3K 7.0 455.0 58.0 -0.071 0.03 1000.0 -1000.0 -0.026 -1000.0 IL2 signaling events mediated by STAT5 7.0 167.0 22.0 -0.065 0.014 1000.0 -1000.0 -0.021 -1000.0 Class I PI3K signaling events 7.0 544.0 73.0 -0.114 0.024 1000.0 -1000.0 -0.025 -1000.0 Plasma membrane estrogen receptor signaling 7.0 635.0 86.0 -0.114 0.027 1000.0 -1000.0 -0.043 -1000.0 Rapid glucocorticoid signaling 7.0 145.0 20.0 -0.076 0.014 1000.0 -1000.0 -0.005 -1000.0 Visual signal transduction: Rods 7.0 372.0 52.0 -0.045 0.014 1000.0 -1000.0 -0.045 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 179.0 28.0 -0.078 0.026 1000.0 -1000.0 -0.015 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 324.0 54.0 -0.102 0.024 1000.0 -1000.0 -0.052 -1000.0 Cellular roles of Anthrax toxin 6.0 239.0 39.0 -0.041 0.014 1000.0 -1000.0 -0.008 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 6.0 231.0 37.0 -0.027 0.027 1000.0 -1000.0 -0.015 -1000.0 IL1-mediated signaling events 6.0 423.0 62.0 -0.04 0.048 1000.0 -1000.0 -0.04 -1000.0 S1P1 pathway 6.0 242.0 36.0 -0.079 0.014 1000.0 -1000.0 -0.036 -1000.0 IGF1 pathway 6.0 389.0 57.0 -0.037 0.028 1000.0 -1000.0 -0.046 -1000.0 Coregulation of Androgen receptor activity 5.0 413.0 76.0 -0.129 0.029 1000.0 -1000.0 -0.018 -1000.0 ErbB4 signaling events 5.0 371.0 69.0 -0.155 0.116 1000.0 -1000.0 -0.05 -1000.0 Visual signal transduction: Cones 5.0 190.0 38.0 -0.034 0.013 1000.0 -1000.0 -0.009 -1000.0 IFN-gamma pathway 5.0 375.0 68.0 -0.082 0.025 1000.0 -1000.0 -0.052 -1000.0 Paxillin-dependent events mediated by a4b1 5.0 186.0 36.0 -0.027 0.035 1000.0 -1000.0 -0.028 -1000.0 Regulation of p38-alpha and p38-beta 5.0 315.0 54.0 -0.091 0.035 1000.0 -1000.0 -0.035 -1000.0 Nongenotropic Androgen signaling 5.0 307.0 52.0 -0.078 0.03 1000.0 -1000.0 -0.024 -1000.0 S1P3 pathway 5.0 229.0 42.0 -0.077 0.024 1000.0 -1000.0 -0.026 -1000.0 Regulation of Androgen receptor activity 5.0 353.0 70.0 -0.143 0.024 1000.0 -1000.0 -0.031 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 636.0 136.0 -0.178 0.045 1000.0 -1000.0 -0.036 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 158.0 34.0 -0.024 0.014 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 4.0 13.0 3.0 0.002 0.005 1000.0 -1000.0 -0.006 -1000.0 Hedgehog signaling events mediated by Gli proteins 4.0 276.0 65.0 -0.078 0.054 1000.0 -1000.0 -0.049 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 285.0 61.0 -0.091 0.045 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class III 4.0 174.0 40.0 -0.114 0.024 1000.0 -1000.0 -0.012 -1000.0 ceramide signaling pathway 4.0 227.0 49.0 -0.054 0.02 1000.0 -1000.0 -0.021 -1000.0 Retinoic acid receptors-mediated signaling 4.0 238.0 58.0 -0.052 0.03 1000.0 -1000.0 -0.036 -1000.0 Atypical NF-kappaB pathway 4.0 148.0 31.0 -0.066 0.024 1000.0 -1000.0 -0.014 -1000.0 Syndecan-3-mediated signaling events 4.0 150.0 35.0 -0.086 0.039 1000.0 -1000.0 -0.025 -1000.0 Canonical Wnt signaling pathway 4.0 239.0 51.0 -0.091 0.046 1000.0 -1000.0 -0.033 -1000.0 IL6-mediated signaling events 4.0 302.0 75.0 -0.03 0.052 1000.0 -1000.0 -0.037 -1000.0 Regulation of Telomerase 4.0 414.0 102.0 -0.092 0.041 1000.0 -1000.0 -0.055 -1000.0 Insulin Pathway 4.0 316.0 74.0 -0.083 0.034 1000.0 -1000.0 -0.042 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 160.0 33.0 -0.13 0.037 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by PRL 4.0 136.0 34.0 -0.086 0.026 1000.0 -1000.0 -0.022 -1000.0 FOXM1 transcription factor network 4.0 234.0 51.0 -0.133 0.139 1000.0 -1000.0 -0.117 -1000.0 Aurora B signaling 4.0 270.0 67.0 -0.098 0.032 1000.0 -1000.0 -0.025 -1000.0 EPO signaling pathway 3.0 180.0 55.0 -0.026 0.03 1000.0 -1000.0 -0.046 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 315.0 83.0 -0.057 0.044 1000.0 -1000.0 -0.022 -1000.0 TCGA08_rtk_signaling 3.0 92.0 26.0 -0.042 0.033 1000.0 -1000.0 -0.01 -1000.0 Aurora C signaling 2.0 19.0 7.0 -0.011 0.009 1000.0 -1000.0 -0.011 -1000.0 Insulin-mediated glucose transport 2.0 69.0 32.0 -0.051 0.026 1000.0 -1000.0 -0.019 -1000.0 PDGFR-beta signaling pathway 2.0 277.0 97.0 -0.074 0.042 1000.0 -1000.0 -0.035 -1000.0 p38 MAPK signaling pathway 2.0 127.0 44.0 -0.052 0.026 1000.0 -1000.0 -0.036 -1000.0 Canonical NF-kappaB pathway 1.0 70.0 39.0 -0.023 0.055 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class II 1.0 116.0 75.0 -0.052 0.037 1000.0 -1000.0 -0.021 -1000.0 BARD1 signaling events 1.0 85.0 57.0 -0.026 0.047 1000.0 -1000.0 -0.027 -1000.0 Circadian rhythm pathway 1.0 38.0 22.0 -0.011 0.037 1000.0 -1000.0 -0.029 -1000.0 Aurora A signaling 1.0 94.0 60.0 -0.043 0.036 1000.0 -1000.0 -0.014 -1000.0 Arf6 downstream pathway 1.0 52.0 43.0 -0.019 0.025 1000.0 -1000.0 -0.014 -1000.0 mTOR signaling pathway 1.0 97.0 53.0 -0.009 0.025 1000.0 -1000.0 -0.031 -1000.0 HIF-2-alpha transcription factor network 1.0 59.0 43.0 -0.122 0.125 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by HDAC Class I 1.0 165.0 104.0 -0.027 0.044 1000.0 -1000.0 -0.021 -1000.0 FoxO family signaling 1.0 102.0 64.0 -0.177 0.108 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 220.0 125.0 -0.063 0.047 1000.0 -1000.0 -0.048 -1000.0 Arf6 trafficking events 1.0 73.0 71.0 -0.036 0.033 1000.0 -1000.0 -0.029 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 0.005 0.037 1000.0 -1000.0 -0.02 -1000.0 PLK1 signaling events 0.0 77.0 85.0 -0.004 0.032 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 52.0 68.0 -0.051 0.041 1000.0 -1000.0 -0.02 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.032 1000.0 -1000.0 -0.026 -1000.0 VEGFR1 specific signals 0.0 55.0 56.0 -0.024 0.036 1000.0 -1000.0 -0.023 -1000.0 Arf1 pathway 0.0 22.0 54.0 -0.007 0.024 1000.0 -1000.0 -0.009 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.039 1000.0 -1000.0 -0.005 -1000.0 Total 1146 66376 7203 -12.6291392548 -995.013054887 131000 -131000 -4.05856983411 -131000