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 49.0 393.0 8.0 -0.12 0.065 1000.0 -1000.0 -0.018 -1000.0 FOXA2 and FOXA3 transcription factor networks 37.0 1724.0 46.0 -0.53 0.011 1000.0 -1000.0 -0.085 -1000.0 IL23-mediated signaling events 37.0 2225.0 60.0 -0.484 0.012 1000.0 -1000.0 -0.156 -1000.0 Syndecan-1-mediated signaling events 36.0 1240.0 34.0 -0.204 0.012 1000.0 -1000.0 -0.049 -1000.0 IL4-mediated signaling events 34.0 3127.0 91.0 -0.725 0.586 1000.0 -1000.0 -0.168 -1000.0 Signaling events regulated by Ret tyrosine kinase 33.0 2756.0 82.0 -0.183 0.012 1000.0 -1000.0 -0.078 -1000.0 TCR signaling in naïve CD8+ T cells 32.0 3062.0 93.0 -0.201 0.028 1000.0 -1000.0 -0.077 -1000.0 Glypican 2 network 30.0 120.0 4.0 -0.046 -0.043 1000.0 -1000.0 -0.021 -1000.0 Wnt signaling 29.0 209.0 7.0 -0.141 0.009 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by the Hedgehog family 26.0 1392.0 52.0 -0.258 0.096 1000.0 -1000.0 -0.046 -1000.0 IL12-mediated signaling events 25.0 2221.0 87.0 -0.288 0.055 1000.0 -1000.0 -0.127 -1000.0 Reelin signaling pathway 25.0 1429.0 56.0 -0.222 0.029 1000.0 -1000.0 -0.066 -1000.0 TCGA08_p53 24.0 174.0 7.0 -0.095 0.058 1000.0 -1000.0 -0.016 -1000.0 Noncanonical Wnt signaling pathway 23.0 609.0 26.0 -0.141 0.012 1000.0 -1000.0 -0.052 -1000.0 amb2 Integrin signaling 23.0 1922.0 82.0 -0.232 0.015 1000.0 -1000.0 -0.069 -1000.0 Ephrin B reverse signaling 23.0 1108.0 48.0 -0.156 0.016 1000.0 -1000.0 -0.06 -1000.0 BCR signaling pathway 22.0 2205.0 99.0 -0.202 0.017 1000.0 -1000.0 -0.081 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 21.0 714.0 34.0 -0.116 0.012 1000.0 -1000.0 -0.044 -1000.0 p75(NTR)-mediated signaling 21.0 2706.0 125.0 -0.229 0.034 1000.0 -1000.0 -0.096 -1000.0 Glypican 1 network 21.0 1023.0 48.0 -0.194 0.022 1000.0 -1000.0 -0.036 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 21.0 1438.0 68.0 -0.281 0.109 1000.0 -1000.0 -0.132 -1000.0 Caspase cascade in apoptosis 20.0 1523.0 74.0 -0.168 0.061 1000.0 -1000.0 -0.036 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 19.0 992.0 52.0 -0.25 0.039 1000.0 -1000.0 -0.048 -1000.0 Endothelins 19.0 1896.0 96.0 -0.161 0.012 1000.0 -1000.0 -0.087 -1000.0 Signaling mediated by p38-alpha and p38-beta 19.0 877.0 44.0 -0.113 0.012 1000.0 -1000.0 -0.044 -1000.0 Syndecan-4-mediated signaling events 19.0 1327.0 67.0 -0.151 0.016 1000.0 -1000.0 -0.079 -1000.0 BMP receptor signaling 18.0 1533.0 81.0 -0.221 0.036 1000.0 -1000.0 -0.089 -1000.0 Glucocorticoid receptor regulatory network 18.0 2113.0 114.0 -0.426 0.245 1000.0 -1000.0 -0.076 -1000.0 Effects of Botulinum toxin 18.0 484.0 26.0 -0.174 0.014 1000.0 -1000.0 -0.057 -1000.0 Visual signal transduction: Rods 18.0 986.0 52.0 -0.162 0.012 1000.0 -1000.0 -0.077 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.021 -1000.0 1000.0 -1000.0 -0.012 -1000.0 LPA4-mediated signaling events 17.0 205.0 12.0 -0.129 0.016 1000.0 -1000.0 -0.027 -1000.0 Visual signal transduction: Cones 17.0 665.0 38.0 -0.107 0.012 1000.0 -1000.0 -0.058 -1000.0 Thromboxane A2 receptor signaling 17.0 1838.0 105.0 -0.115 0.029 1000.0 -1000.0 -0.07 -1000.0 HIF-1-alpha transcription factor network 15.0 1179.0 76.0 -0.255 0.037 1000.0 -1000.0 -0.189 -1000.0 Fc-epsilon receptor I signaling in mast cells 15.0 1484.0 97.0 -0.133 0.027 1000.0 -1000.0 -0.074 -1000.0 Nongenotropic Androgen signaling 15.0 788.0 52.0 -0.098 0.014 1000.0 -1000.0 -0.049 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 15.0 1842.0 120.0 -0.232 0.074 1000.0 -1000.0 -0.067 -1000.0 Ephrin A reverse signaling 14.0 103.0 7.0 -0.02 -0.0 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 14.0 242.0 17.0 -0.068 0.012 1000.0 -1000.0 -0.041 -1000.0 Retinoic acid receptors-mediated signaling 14.0 819.0 58.0 -0.224 0.024 1000.0 -1000.0 -0.065 -1000.0 Calcium signaling in the CD4+ TCR pathway 14.0 450.0 31.0 -0.128 0.012 1000.0 -1000.0 -0.077 -1000.0 EGFR-dependent Endothelin signaling events 14.0 302.0 21.0 -0.082 0.017 1000.0 -1000.0 -0.066 -1000.0 ErbB2/ErbB3 signaling events 13.0 878.0 65.0 -0.16 0.017 1000.0 -1000.0 -0.064 -1000.0 Osteopontin-mediated events 13.0 503.0 38.0 -0.091 0.014 1000.0 -1000.0 -0.083 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 13.0 734.0 54.0 -0.181 0.023 1000.0 -1000.0 -0.086 -1000.0 IL27-mediated signaling events 13.0 679.0 51.0 -0.118 0.046 1000.0 -1000.0 -0.058 -1000.0 ErbB4 signaling events 12.0 875.0 69.0 -0.195 0.132 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by PTP1B 12.0 923.0 76.0 -0.101 0.034 1000.0 -1000.0 -0.073 -1000.0 Syndecan-3-mediated signaling events 12.0 448.0 35.0 -0.147 0.034 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 12.0 948.0 78.0 -0.068 0.051 1000.0 -1000.0 -0.075 -1000.0 Coregulation of Androgen receptor activity 11.0 885.0 76.0 -0.19 0.024 1000.0 -1000.0 -0.039 -1000.0 PDGFR-alpha signaling pathway 11.0 516.0 44.0 -0.081 0.02 1000.0 -1000.0 -0.064 -1000.0 FAS signaling pathway (CD95) 11.0 556.0 47.0 -0.128 0.013 1000.0 -1000.0 -0.039 -1000.0 Integrins in angiogenesis 11.0 934.0 84.0 -0.094 0.02 1000.0 -1000.0 -0.079 -1000.0 EPHB forward signaling 11.0 977.0 85.0 -0.072 0.064 1000.0 -1000.0 -0.084 -1000.0 BARD1 signaling events 10.0 573.0 57.0 -0.053 0.043 1000.0 -1000.0 -0.061 -1000.0 Arf6 signaling events 10.0 665.0 62.0 -0.094 0.027 1000.0 -1000.0 -0.057 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 934.0 85.0 -0.075 0.019 1000.0 -1000.0 -0.071 -1000.0 LPA receptor mediated events 10.0 1107.0 102.0 -0.1 0.03 1000.0 -1000.0 -0.086 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 173.0 17.0 -0.041 0.014 1000.0 -1000.0 -0.036 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1279.0 136.0 -0.303 0.121 1000.0 -1000.0 -0.071 -1000.0 Syndecan-2-mediated signaling events 9.0 684.0 69.0 -0.087 0.03 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 9.0 580.0 63.0 -0.054 0.019 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by HDAC Class III 9.0 389.0 40.0 -0.163 0.069 1000.0 -1000.0 -0.035 -1000.0 TRAIL signaling pathway 9.0 435.0 48.0 -0.038 0.024 1000.0 -1000.0 -0.068 -1000.0 IL1-mediated signaling events 9.0 618.0 62.0 -0.082 0.05 1000.0 -1000.0 -0.085 -1000.0 IL2 signaling events mediated by PI3K 9.0 528.0 58.0 -0.062 0.028 1000.0 -1000.0 -0.076 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 9.0 434.0 45.0 -0.096 0.026 1000.0 -1000.0 -0.079 -1000.0 IL6-mediated signaling events 9.0 747.0 75.0 -0.12 0.042 1000.0 -1000.0 -0.079 -1000.0 IL2 signaling events mediated by STAT5 9.0 207.0 22.0 -0.061 0.012 1000.0 -1000.0 -0.055 -1000.0 Plasma membrane estrogen receptor signaling 9.0 834.0 86.0 -0.098 0.021 1000.0 -1000.0 -0.076 -1000.0 Angiopoietin receptor Tie2-mediated signaling 9.0 875.0 88.0 -0.115 0.023 1000.0 -1000.0 -0.097 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 9.0 321.0 33.0 -0.13 0.033 1000.0 -1000.0 -0.039 -1000.0 Regulation of Androgen receptor activity 9.0 661.0 70.0 -0.249 0.024 1000.0 -1000.0 -0.065 -1000.0 Cellular roles of Anthrax toxin 8.0 325.0 39.0 -0.084 0.013 1000.0 -1000.0 -0.02 -1000.0 Canonical Wnt signaling pathway 8.0 456.0 51.0 -0.14 0.05 1000.0 -1000.0 -0.059 -1000.0 FOXM1 transcription factor network 8.0 423.0 51.0 -0.131 0.113 1000.0 -1000.0 -0.191 -1000.0 Presenilin action in Notch and Wnt signaling 7.0 477.0 61.0 -0.128 0.034 1000.0 -1000.0 -0.07 -1000.0 S1P5 pathway 7.0 135.0 17.0 -0.098 0.021 1000.0 -1000.0 -0.037 -1000.0 S1P1 pathway 7.0 269.0 36.0 -0.098 0.012 1000.0 -1000.0 -0.056 -1000.0 IGF1 pathway 7.0 435.0 57.0 -0.026 0.024 1000.0 -1000.0 -0.077 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 180.0 28.0 -0.098 0.019 1000.0 -1000.0 -0.037 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 30.0 5.0 -0.005 0.006 1000.0 -1000.0 -0.021 -1000.0 Aurora C signaling 6.0 45.0 7.0 -0.041 0.004 1000.0 -1000.0 -0.026 -1000.0 Ceramide signaling pathway 6.0 473.0 76.0 -0.077 0.032 1000.0 -1000.0 -0.032 -1000.0 Regulation of p38-alpha and p38-beta 6.0 328.0 54.0 -0.106 0.03 1000.0 -1000.0 -0.057 -1000.0 TCGA08_rtk_signaling 6.0 174.0 26.0 -0.045 0.031 1000.0 -1000.0 -0.02 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 464.0 74.0 -0.076 0.06 1000.0 -1000.0 -0.081 -1000.0 Regulation of Telomerase 6.0 617.0 102.0 -0.147 0.033 1000.0 -1000.0 -0.097 -1000.0 S1P4 pathway 6.0 164.0 25.0 -0.098 0.019 1000.0 -1000.0 -0.037 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 351.0 65.0 -0.235 0.039 1000.0 -1000.0 -0.061 -1000.0 Aurora A signaling 5.0 339.0 60.0 -0.112 0.028 1000.0 -1000.0 -0.039 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 5.0 211.0 37.0 -0.048 0.021 1000.0 -1000.0 -0.049 -1000.0 Class I PI3K signaling events 5.0 424.0 73.0 -0.076 0.027 1000.0 -1000.0 -0.07 -1000.0 S1P3 pathway 5.0 237.0 42.0 -0.098 0.017 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by PRL 5.0 176.0 34.0 -0.099 0.021 1000.0 -1000.0 -0.04 -1000.0 EPO signaling pathway 4.0 230.0 55.0 -0.019 0.047 1000.0 -1000.0 -0.087 -1000.0 IFN-gamma pathway 4.0 291.0 68.0 -0.094 0.039 1000.0 -1000.0 -0.089 -1000.0 ceramide signaling pathway 4.0 223.0 49.0 -0.077 0.021 1000.0 -1000.0 -0.04 -1000.0 Rapid glucocorticoid signaling 4.0 86.0 20.0 -0.027 0.013 1000.0 -1000.0 -0.015 -1000.0 Aurora B signaling 4.0 288.0 67.0 -0.089 0.02 1000.0 -1000.0 -0.062 -1000.0 Canonical NF-kappaB pathway 3.0 124.0 39.0 -0.077 0.06 1000.0 -1000.0 -0.079 -1000.0 HIF-2-alpha transcription factor network 3.0 152.0 43.0 -0.071 0.072 1000.0 -1000.0 -0.081 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 321.0 83.0 -0.169 0.044 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by HDAC Class I 3.0 349.0 104.0 -0.077 0.045 1000.0 -1000.0 -0.061 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 54.0 15.0 -0.03 0.024 1000.0 -1000.0 -0.023 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 130.0 36.0 -0.048 0.026 1000.0 -1000.0 -0.064 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 282.0 76.0 -0.045 0.038 1000.0 -1000.0 -0.073 -1000.0 Insulin Pathway 3.0 230.0 74.0 -0.115 0.03 1000.0 -1000.0 -0.081 -1000.0 PDGFR-beta signaling pathway 3.0 311.0 97.0 -0.046 0.042 1000.0 -1000.0 -0.073 -1000.0 E-cadherin signaling in keratinocytes 3.0 143.0 43.0 -0.04 0.033 1000.0 -1000.0 -0.054 -1000.0 E-cadherin signaling events 3.0 15.0 5.0 -0.001 0.015 1000.0 -1000.0 -0.018 -1000.0 p38 MAPK signaling pathway 3.0 157.0 44.0 -0.094 0.024 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by HDAC Class II 2.0 220.0 75.0 -0.046 0.034 1000.0 -1000.0 -0.041 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 0.002 0.012 1000.0 -1000.0 -0.019 -1000.0 Arf6 downstream pathway 2.0 90.0 43.0 -0.02 0.021 1000.0 -1000.0 -0.034 -1000.0 PLK1 signaling events 2.0 184.0 85.0 -0.014 0.028 1000.0 -1000.0 -0.036 -1000.0 FoxO family signaling 2.0 186.0 64.0 -0.113 0.086 1000.0 -1000.0 -0.064 -1000.0 Atypical NF-kappaB pathway 2.0 90.0 31.0 -0.03 0.028 1000.0 -1000.0 -0.035 -1000.0 Circadian rhythm pathway 1.0 43.0 22.0 -0.026 0.031 1000.0 -1000.0 -0.048 -1000.0 Insulin-mediated glucose transport 1.0 57.0 32.0 -0.04 0.024 1000.0 -1000.0 -0.055 -1000.0 mTOR signaling pathway 1.0 76.0 53.0 -0.004 0.028 1000.0 -1000.0 -0.053 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 90.0 68.0 -0.04 0.042 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 249.0 125.0 -0.054 0.067 1000.0 -1000.0 -0.095 -1000.0 Arf6 trafficking events 1.0 77.0 71.0 -0.058 0.037 1000.0 -1000.0 -0.069 -1000.0 VEGFR1 specific signals 1.0 91.0 56.0 -0.01 0.044 1000.0 -1000.0 -0.058 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 0.006 0.036 1000.0 -1000.0 -0.054 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 0.0 0.028 1000.0 -1000.0 -0.05 -1000.0 Arf1 pathway 0.0 12.0 54.0 -0.0 0.026 1000.0 -1000.0 -0.034 -1000.0 Alternative NF-kappaB pathway 0.0 7.0 13.0 -0.0 0.033 1000.0 -1000.0 -0.03 -1000.0 Total 1501 87010 7203 -15.7559476554 -995.117785792 131000 -131000 -8.09908614089 -131000