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 -0.013 -1000.0 TCGA08_p53 46.0 327.0 7.0 -0.095 0.058 1000.0 -1000.0 -0.01 -1000.0 Syndecan-1-mediated signaling events 36.0 1253.0 34.0 -0.204 0.012 1000.0 -1000.0 -0.046 -1000.0 IL4-mediated signaling events 35.0 3275.0 91.0 -0.725 0.586 1000.0 -1000.0 -0.159 -1000.0 FOXA2 and FOXA3 transcription factor networks 35.0 1643.0 46.0 -0.53 0.011 1000.0 -1000.0 -0.088 -1000.0 IL23-mediated signaling events 34.0 2097.0 60.0 -0.484 0.012 1000.0 -1000.0 -0.177 -1000.0 TCR signaling in naïve CD8+ T cells 33.0 3093.0 93.0 -0.201 0.028 1000.0 -1000.0 -0.078 -1000.0 Signaling events regulated by Ret tyrosine kinase 29.0 2413.0 82.0 -0.183 0.012 1000.0 -1000.0 -0.083 -1000.0 Wnt signaling 29.0 209.0 7.0 -0.141 0.009 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by the Hedgehog family 27.0 1404.0 52.0 -0.258 0.096 1000.0 -1000.0 -0.043 -1000.0 IL12-mediated signaling events 25.0 2249.0 87.0 -0.288 0.055 1000.0 -1000.0 -0.131 -1000.0 Noncanonical Wnt signaling pathway 23.0 609.0 26.0 -0.141 0.012 1000.0 -1000.0 -0.056 -1000.0 amb2 Integrin signaling 23.0 1910.0 82.0 -0.232 0.015 1000.0 -1000.0 -0.079 -1000.0 Ephrin B reverse signaling 23.0 1110.0 48.0 -0.156 0.016 1000.0 -1000.0 -0.066 -1000.0 BCR signaling pathway 22.0 2219.0 99.0 -0.202 0.017 1000.0 -1000.0 -0.083 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 21.0 714.0 34.0 -0.116 0.012 1000.0 -1000.0 -0.037 -1000.0 Glypican 1 network 21.0 1048.0 48.0 -0.194 0.022 1000.0 -1000.0 -0.047 -1000.0 Reelin signaling pathway 21.0 1188.0 56.0 -0.222 0.029 1000.0 -1000.0 -0.078 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 21.0 1100.0 52.0 -0.25 0.039 1000.0 -1000.0 -0.047 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 21.0 1471.0 68.0 -0.281 0.109 1000.0 -1000.0 -0.127 -1000.0 Visual signal transduction: Rods 21.0 1117.0 52.0 -0.162 0.012 1000.0 -1000.0 -0.068 -1000.0 LPA4-mediated signaling events 20.0 246.0 12.0 -0.129 0.016 1000.0 -1000.0 -0.029 -1000.0 Caspase cascade in apoptosis 20.0 1541.0 74.0 -0.168 0.061 1000.0 -1000.0 -0.048 -1000.0 p75(NTR)-mediated signaling 20.0 2509.0 125.0 -0.229 0.034 1000.0 -1000.0 -0.097 -1000.0 Endothelins 20.0 1988.0 96.0 -0.161 0.012 1000.0 -1000.0 -0.081 -1000.0 Glypican 2 network 20.0 80.0 4.0 -0.046 -0.043 1000.0 -1000.0 -0.024 -1000.0 Signaling mediated by p38-alpha and p38-beta 19.0 855.0 44.0 -0.113 0.012 1000.0 -1000.0 -0.041 -1000.0 Effects of Botulinum toxin 19.0 504.0 26.0 -0.174 0.014 1000.0 -1000.0 -0.054 -1000.0 Syndecan-4-mediated signaling events 19.0 1327.0 67.0 -0.151 0.016 1000.0 -1000.0 -0.08 -1000.0 Visual signal transduction: Cones 18.0 703.0 38.0 -0.107 0.012 1000.0 -1000.0 -0.054 -1000.0 Thromboxane A2 receptor signaling 18.0 1900.0 105.0 -0.115 0.029 1000.0 -1000.0 -0.055 -1000.0 BMP receptor signaling 18.0 1535.0 81.0 -0.221 0.036 1000.0 -1000.0 -0.089 -1000.0 Class IB PI3K non-lipid kinase events 18.0 54.0 3.0 -0.021 -1000.0 1000.0 -1000.0 -0.008 -1000.0 ErbB2/ErbB3 signaling events 17.0 1109.0 65.0 -0.16 0.017 1000.0 -1000.0 -0.064 -1000.0 Glucocorticoid receptor regulatory network 17.0 1962.0 114.0 -0.426 0.245 1000.0 -1000.0 -0.069 -1000.0 HIF-1-alpha transcription factor network 16.0 1224.0 76.0 -0.255 0.037 1000.0 -1000.0 -0.177 -1000.0 ErbB4 signaling events 15.0 1092.0 69.0 -0.195 0.132 1000.0 -1000.0 -0.088 -1000.0 Fc-epsilon receptor I signaling in mast cells 15.0 1521.0 97.0 -0.133 0.027 1000.0 -1000.0 -0.068 -1000.0 EGFR-dependent Endothelin signaling events 15.0 315.0 21.0 -0.082 0.017 1000.0 -1000.0 -0.064 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 15.0 1910.0 120.0 -0.232 0.074 1000.0 -1000.0 -0.066 -1000.0 Ephrin A reverse signaling 14.0 103.0 7.0 -0.02 -0.0 1000.0 -1000.0 -0.024 -1000.0 JNK signaling in the CD4+ TCR pathway 14.0 242.0 17.0 -0.068 0.012 1000.0 -1000.0 -0.034 -1000.0 Nongenotropic Androgen signaling 14.0 759.0 52.0 -0.098 0.014 1000.0 -1000.0 -0.054 -1000.0 Retinoic acid receptors-mediated signaling 13.0 809.0 58.0 -0.224 0.024 1000.0 -1000.0 -0.07 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 429.0 31.0 -0.128 0.012 1000.0 -1000.0 -0.076 -1000.0 Osteopontin-mediated events 12.0 475.0 38.0 -0.091 0.014 1000.0 -1000.0 -0.095 -1000.0 PDGFR-alpha signaling pathway 12.0 564.0 44.0 -0.081 0.02 1000.0 -1000.0 -0.059 -1000.0 IL27-mediated signaling events 12.0 656.0 51.0 -0.118 0.046 1000.0 -1000.0 -0.079 -1000.0 Coregulation of Androgen receptor activity 11.0 849.0 76.0 -0.19 0.024 1000.0 -1000.0 -0.04 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 627.0 54.0 -0.181 0.023 1000.0 -1000.0 -0.091 -1000.0 Arf6 signaling events 11.0 709.0 62.0 -0.094 0.027 1000.0 -1000.0 -0.053 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 11.0 1011.0 85.0 -0.075 0.019 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by PTP1B 11.0 892.0 76.0 -0.101 0.034 1000.0 -1000.0 -0.076 -1000.0 Syndecan-3-mediated signaling events 11.0 409.0 35.0 -0.147 0.034 1000.0 -1000.0 -0.052 -1000.0 Integrins in angiogenesis 11.0 937.0 84.0 -0.094 0.02 1000.0 -1000.0 -0.077 -1000.0 LPA receptor mediated events 11.0 1208.0 102.0 -0.1 0.03 1000.0 -1000.0 -0.082 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 11.0 897.0 78.0 -0.068 0.051 1000.0 -1000.0 -0.085 -1000.0 Regulation of nuclear SMAD2/3 signaling 10.0 1375.0 136.0 -0.303 0.121 1000.0 -1000.0 -0.068 -1000.0 BARD1 signaling events 10.0 575.0 57.0 -0.053 0.043 1000.0 -1000.0 -0.056 -1000.0 FAS signaling pathway (CD95) 10.0 513.0 47.0 -0.128 0.013 1000.0 -1000.0 -0.041 -1000.0 EPHB forward signaling 10.0 898.0 85.0 -0.072 0.064 1000.0 -1000.0 -0.082 -1000.0 IL6-mediated signaling events 10.0 751.0 75.0 -0.12 0.042 1000.0 -1000.0 -0.075 -1000.0 Angiopoietin receptor Tie2-mediated signaling 10.0 890.0 88.0 -0.115 0.023 1000.0 -1000.0 -0.101 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 174.0 17.0 -0.041 0.014 1000.0 -1000.0 -0.035 -1000.0 Nectin adhesion pathway 9.0 578.0 63.0 -0.054 0.019 1000.0 -1000.0 -0.066 -1000.0 TRAIL signaling pathway 9.0 446.0 48.0 -0.038 0.024 1000.0 -1000.0 -0.068 -1000.0 IL1-mediated signaling events 9.0 614.0 62.0 -0.082 0.05 1000.0 -1000.0 -0.083 -1000.0 Plasma membrane estrogen receptor signaling 9.0 805.0 86.0 -0.098 0.021 1000.0 -1000.0 -0.085 -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 -0.037 -1000.0 Regulation of Androgen receptor activity 9.0 655.0 70.0 -0.249 0.024 1000.0 -1000.0 -0.076 -1000.0 Cellular roles of Anthrax toxin 8.0 328.0 39.0 -0.084 0.013 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class III 8.0 348.0 40.0 -0.163 0.069 1000.0 -1000.0 -0.036 -1000.0 S1P5 pathway 8.0 144.0 17.0 -0.098 0.021 1000.0 -1000.0 -0.039 -1000.0 S1P1 pathway 8.0 288.0 36.0 -0.098 0.012 1000.0 -1000.0 -0.053 -1000.0 IL2 signaling events mediated by PI3K 8.0 480.0 58.0 -0.062 0.028 1000.0 -1000.0 -0.083 -1000.0 Canonical Wnt signaling pathway 8.0 450.0 51.0 -0.14 0.05 1000.0 -1000.0 -0.07 -1000.0 IL2 signaling events mediated by STAT5 8.0 192.0 22.0 -0.061 0.012 1000.0 -1000.0 -0.066 -1000.0 FOXM1 transcription factor network 8.0 420.0 51.0 -0.131 0.113 1000.0 -1000.0 -0.196 -1000.0 Syndecan-2-mediated signaling events 7.0 542.0 69.0 -0.087 0.03 1000.0 -1000.0 -0.038 -1000.0 Presenilin action in Notch and Wnt signaling 7.0 473.0 61.0 -0.128 0.034 1000.0 -1000.0 -0.078 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 7.0 345.0 45.0 -0.096 0.026 1000.0 -1000.0 -0.086 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 180.0 28.0 -0.098 0.019 1000.0 -1000.0 -0.036 -1000.0 a4b1 and a4b7 Integrin signaling 6.0 30.0 5.0 -0.005 0.006 1000.0 -1000.0 -0.017 -1000.0 Aurora C signaling 6.0 45.0 7.0 -0.041 0.004 1000.0 -1000.0 -0.024 -1000.0 Ceramide signaling pathway 6.0 458.0 76.0 -0.077 0.032 1000.0 -1000.0 -0.047 -1000.0 TCGA08_rtk_signaling 6.0 176.0 26.0 -0.045 0.031 1000.0 -1000.0 -0.021 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 473.0 74.0 -0.076 0.06 1000.0 -1000.0 -0.077 -1000.0 Class I PI3K signaling events 6.0 507.0 73.0 -0.076 0.027 1000.0 -1000.0 -0.056 -1000.0 Regulation of Telomerase 6.0 629.0 102.0 -0.147 0.033 1000.0 -1000.0 -0.1 -1000.0 IGF1 pathway 6.0 384.0 57.0 -0.026 0.024 1000.0 -1000.0 -0.09 -1000.0 S1P3 pathway 6.0 256.0 42.0 -0.098 0.017 1000.0 -1000.0 -0.041 -1000.0 S1P4 pathway 6.0 173.0 25.0 -0.098 0.019 1000.0 -1000.0 -0.037 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 360.0 65.0 -0.235 0.039 1000.0 -1000.0 -0.068 -1000.0 Aurora A signaling 5.0 346.0 60.0 -0.112 0.028 1000.0 -1000.0 -0.038 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 5.0 216.0 37.0 -0.048 0.021 1000.0 -1000.0 -0.042 -1000.0 HIF-2-alpha transcription factor network 5.0 225.0 43.0 -0.071 0.072 1000.0 -1000.0 -0.067 -1000.0 Regulation of p38-alpha and p38-beta 5.0 307.0 54.0 -0.106 0.03 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by PRL 5.0 176.0 34.0 -0.099 0.021 1000.0 -1000.0 -0.042 -1000.0 EPO signaling pathway 4.0 266.0 55.0 -0.019 0.047 1000.0 -1000.0 -0.08 -1000.0 IFN-gamma pathway 4.0 272.0 68.0 -0.094 0.039 1000.0 -1000.0 -0.094 -1000.0 ceramide signaling pathway 4.0 218.0 49.0 -0.077 0.021 1000.0 -1000.0 -0.053 -1000.0 Rapid glucocorticoid signaling 4.0 86.0 20.0 -0.027 0.013 1000.0 -1000.0 -0.019 -1000.0 Aurora B signaling 4.0 307.0 67.0 -0.089 0.02 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by HDAC Class II 3.0 227.0 75.0 -0.046 0.034 1000.0 -1000.0 -0.04 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 329.0 83.0 -0.169 0.044 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by HDAC Class I 3.0 342.0 104.0 -0.077 0.045 1000.0 -1000.0 -0.063 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 54.0 15.0 -0.03 0.024 1000.0 -1000.0 -0.036 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 137.0 36.0 -0.048 0.026 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 281.0 76.0 -0.045 0.038 1000.0 -1000.0 -0.073 -1000.0 Insulin Pathway 3.0 237.0 74.0 -0.115 0.03 1000.0 -1000.0 -0.084 -1000.0 E-cadherin signaling events 3.0 15.0 5.0 -0.001 0.015 1000.0 -1000.0 -0.02 -1000.0 p38 MAPK signaling pathway 3.0 156.0 44.0 -0.094 0.024 1000.0 -1000.0 -0.062 -1000.0 Canonical NF-kappaB pathway 2.0 111.0 39.0 -0.077 0.06 1000.0 -1000.0 -0.076 -1000.0 PLK2 and PLK4 events 2.0 8.0 3.0 0.002 0.012 1000.0 -1000.0 -0.017 -1000.0 Arf6 downstream pathway 2.0 90.0 43.0 -0.02 0.021 1000.0 -1000.0 -0.039 -1000.0 PLK1 signaling events 2.0 186.0 85.0 -0.014 0.028 1000.0 -1000.0 -0.035 -1000.0 FoxO family signaling 2.0 189.0 64.0 -0.113 0.086 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 263.0 125.0 -0.054 0.067 1000.0 -1000.0 -0.091 -1000.0 PDGFR-beta signaling pathway 2.0 290.0 97.0 -0.046 0.042 1000.0 -1000.0 -0.075 -1000.0 E-cadherin signaling in keratinocytes 2.0 118.0 43.0 -0.04 0.033 1000.0 -1000.0 -0.057 -1000.0 Circadian rhythm pathway 1.0 43.0 22.0 -0.026 0.031 1000.0 -1000.0 -0.045 -1000.0 Insulin-mediated glucose transport 1.0 58.0 32.0 -0.04 0.024 1000.0 -1000.0 -0.053 -1000.0 mTOR signaling pathway 1.0 71.0 53.0 -0.004 0.028 1000.0 -1000.0 -0.054 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 84.0 68.0 -0.04 0.042 1000.0 -1000.0 -0.05 -1000.0 Atypical NF-kappaB pathway 1.0 60.0 31.0 -0.03 0.028 1000.0 -1000.0 -0.039 -1000.0 Arf6 trafficking events 1.0 117.0 71.0 -0.058 0.037 1000.0 -1000.0 -0.065 -1000.0 VEGFR1 specific signals 1.0 99.0 56.0 -0.01 0.044 1000.0 -1000.0 -0.054 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 11.0 23.0 0.006 0.036 1000.0 -1000.0 -0.05 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 0.0 0.028 1000.0 -1000.0 -0.046 -1000.0 Arf1 pathway 0.0 12.0 54.0 -0.0 0.026 1000.0 -1000.0 -0.032 -1000.0 Alternative NF-kappaB pathway 0.0 7.0 13.0 -0.0 0.033 1000.0 -1000.0 -0.038 -1000.0 Total 1512 87085 7203 -15.7559476554 -995.117785792 131000 -131000 -8.21705466132 -131000