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 48.0 386.0 8.0 -0.302 0.15 1000.0 -1000.0 -0.02 -1000.0 TCGA08_p53 39.0 274.0 7.0 -0.229 0.115 1000.0 -1000.0 -0.017 -1000.0 Syndecan-1-mediated signaling events 30.0 1027.0 34.0 -0.272 0.013 1000.0 -1000.0 -0.057 -1000.0 IL23-mediated signaling events 27.0 1671.0 60.0 -0.686 0.013 1000.0 -1000.0 -0.164 -1000.0 IL4-mediated signaling events 24.0 2269.0 91.0 -0.644 0.575 1000.0 -1000.0 -0.133 -1000.0 Signaling events mediated by the Hedgehog family 23.0 1199.0 52.0 -0.205 0.203 1000.0 -1000.0 -0.06 -1000.0 Wnt signaling 22.0 159.0 7.0 -0.143 0.008 1000.0 -1000.0 -0.028 -1000.0 TCR signaling in naïve CD8+ T cells 21.0 2016.0 93.0 -0.233 0.102 1000.0 -1000.0 -0.08 -1000.0 IL12-mediated signaling events 20.0 1793.0 87.0 -0.39 0.09 1000.0 -1000.0 -0.126 -1000.0 Glypican 2 network 20.0 81.0 4.0 -0.081 -1000.0 1000.0 -1000.0 -0.034 -1000.0 amb2 Integrin signaling 17.0 1406.0 82.0 -0.206 0.013 1000.0 -1000.0 -0.086 -1000.0 Glucocorticoid receptor regulatory network 17.0 1999.0 114.0 -0.686 0.388 1000.0 -1000.0 -0.074 -1000.0 Syndecan-4-mediated signaling events 17.0 1171.0 67.0 -0.284 0.032 1000.0 -1000.0 -0.088 -1000.0 BMP receptor signaling 15.0 1241.0 81.0 -0.264 0.035 1000.0 -1000.0 -0.085 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 15.0 1063.0 68.0 -0.373 0.111 1000.0 -1000.0 -0.128 -1000.0 Noncanonical Wnt signaling pathway 14.0 369.0 26.0 -0.162 0.013 1000.0 -1000.0 -0.06 -1000.0 Signaling mediated by p38-alpha and p38-beta 14.0 651.0 44.0 -0.137 0.013 1000.0 -1000.0 -0.057 -1000.0 BCR signaling pathway 14.0 1455.0 99.0 -0.229 0.013 1000.0 -1000.0 -0.084 -1000.0 HIF-1-alpha transcription factor network 13.0 1045.0 76.0 -0.384 0.021 1000.0 -1000.0 -0.15 -1000.0 Reelin signaling pathway 13.0 749.0 56.0 -0.169 0.013 1000.0 -1000.0 -0.074 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 416.0 31.0 -0.257 0.013 1000.0 -1000.0 -0.086 -1000.0 Caspase cascade in apoptosis 12.0 953.0 74.0 -0.147 0.078 1000.0 -1000.0 -0.057 -1000.0 Thromboxane A2 receptor signaling 12.0 1312.0 105.0 -0.122 0.034 1000.0 -1000.0 -0.065 -1000.0 p75(NTR)-mediated signaling 12.0 1537.0 125.0 -0.254 0.013 1000.0 -1000.0 -0.094 -1000.0 Fc-epsilon receptor I signaling in mast cells 12.0 1190.0 97.0 -0.162 0.031 1000.0 -1000.0 -0.076 -1000.0 Class IB PI3K non-lipid kinase events 12.0 36.0 3.0 -0.044 -1000.0 1000.0 -1000.0 -0.016 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 11.0 375.0 34.0 -0.071 0.013 1000.0 -1000.0 -0.059 -1000.0 Glypican 1 network 11.0 558.0 48.0 -0.24 0.015 1000.0 -1000.0 -0.047 -1000.0 IL1-mediated signaling events 11.0 697.0 62.0 -0.193 0.063 1000.0 -1000.0 -0.089 -1000.0 Signaling events regulated by Ret tyrosine kinase 11.0 969.0 82.0 -0.133 0.013 1000.0 -1000.0 -0.082 -1000.0 IL27-mediated signaling events 11.0 603.0 51.0 -0.278 0.077 1000.0 -1000.0 -0.068 -1000.0 LPA receptor mediated events 10.0 1060.0 102.0 -0.157 0.022 1000.0 -1000.0 -0.083 -1000.0 IL6-mediated signaling events 10.0 781.0 75.0 -0.129 0.061 1000.0 -1000.0 -0.076 -1000.0 IGF1 pathway 10.0 600.0 57.0 -0.132 0.014 1000.0 -1000.0 -0.088 -1000.0 Visual signal transduction: Rods 10.0 569.0 52.0 -0.203 0.013 1000.0 -1000.0 -0.084 -1000.0 Coregulation of Androgen receptor activity 9.0 752.0 76.0 -0.346 0.024 1000.0 -1000.0 -0.038 -1000.0 Osteopontin-mediated events 9.0 379.0 38.0 -0.106 0.013 1000.0 -1000.0 -0.096 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 153.0 17.0 -0.082 0.013 1000.0 -1000.0 -0.058 -1000.0 Endothelins 9.0 910.0 96.0 -0.182 0.028 1000.0 -1000.0 -0.091 -1000.0 Nongenotropic Androgen signaling 9.0 501.0 52.0 -0.168 0.021 1000.0 -1000.0 -0.053 -1000.0 Rapid glucocorticoid signaling 9.0 185.0 20.0 -0.196 0.013 1000.0 -1000.0 -0.039 -1000.0 FOXM1 transcription factor network 9.0 461.0 51.0 -0.314 0.088 1000.0 -1000.0 -0.168 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 9.0 710.0 78.0 -0.093 0.058 1000.0 -1000.0 -0.074 -1000.0 Nectin adhesion pathway 8.0 506.0 63.0 -0.086 0.013 1000.0 -1000.0 -0.069 -1000.0 Integrins in angiogenesis 8.0 686.0 84.0 -0.183 0.013 1000.0 -1000.0 -0.098 -1000.0 EPHB forward signaling 8.0 694.0 85.0 -0.101 0.087 1000.0 -1000.0 -0.088 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 8.0 972.0 120.0 -0.202 0.166 1000.0 -1000.0 -0.068 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 136.0 17.0 -0.081 0.023 1000.0 -1000.0 -0.044 -1000.0 ErbB2/ErbB3 signaling events 7.0 489.0 65.0 -0.146 0.027 1000.0 -1000.0 -0.063 -1000.0 ErbB4 signaling events 7.0 513.0 69.0 -0.201 0.056 1000.0 -1000.0 -0.096 -1000.0 Sphingosine 1-phosphate (S1P) pathway 7.0 200.0 28.0 -0.086 0.013 1000.0 -1000.0 -0.038 -1000.0 Syndecan-2-mediated signaling events 7.0 551.0 69.0 -0.166 0.04 1000.0 -1000.0 -0.048 -1000.0 a4b1 and a4b7 Integrin signaling 7.0 38.0 5.0 -0.049 -0.019 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 7.0 463.0 62.0 -0.109 0.013 1000.0 -1000.0 -0.063 -1000.0 S1P5 pathway 7.0 128.0 17.0 -0.086 0.075 1000.0 -1000.0 -0.046 -1000.0 Ephrin B reverse signaling 7.0 373.0 48.0 -0.085 0.068 1000.0 -1000.0 -0.08 -1000.0 S1P1 pathway 7.0 261.0 36.0 -0.087 0.013 1000.0 -1000.0 -0.057 -1000.0 Effects of Botulinum toxin 7.0 187.0 26.0 -0.087 0.013 1000.0 -1000.0 -0.06 -1000.0 EGFR-dependent Endothelin signaling events 7.0 161.0 21.0 -0.092 0.013 1000.0 -1000.0 -0.069 -1000.0 LPA4-mediated signaling events 6.0 82.0 12.0 -0.062 0.016 1000.0 -1000.0 -0.023 -1000.0 Visual signal transduction: Cones 6.0 234.0 38.0 -0.074 0.013 1000.0 -1000.0 -0.058 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 336.0 54.0 -0.178 0.026 1000.0 -1000.0 -0.101 -1000.0 Ephrin A reverse signaling 6.0 43.0 7.0 -0.035 -0.0 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by PTP1B 6.0 471.0 76.0 -0.112 0.017 1000.0 -1000.0 -0.072 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 277.0 46.0 -0.294 0.02 1000.0 -1000.0 -0.078 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 6.0 357.0 52.0 -0.192 0.038 1000.0 -1000.0 -0.059 -1000.0 Syndecan-3-mediated signaling events 6.0 212.0 35.0 -0.197 0.013 1000.0 -1000.0 -0.066 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 6.0 477.0 74.0 -0.127 0.053 1000.0 -1000.0 -0.083 -1000.0 IL2 signaling events mediated by STAT5 6.0 139.0 22.0 -0.147 0.014 1000.0 -1000.0 -0.052 -1000.0 Plasma membrane estrogen receptor signaling 6.0 536.0 86.0 -0.127 0.019 1000.0 -1000.0 -0.078 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 542.0 88.0 -0.116 0.038 1000.0 -1000.0 -0.094 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 6.0 205.0 33.0 -0.309 0.037 1000.0 -1000.0 -0.056 -1000.0 S1P4 pathway 6.0 166.0 25.0 -0.086 0.013 1000.0 -1000.0 -0.045 -1000.0 Regulation of Androgen receptor activity 6.0 430.0 70.0 -0.379 0.023 1000.0 -1000.0 -0.068 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 786.0 136.0 -0.227 0.071 1000.0 -1000.0 -0.069 -1000.0 PDGFR-alpha signaling pathway 5.0 243.0 44.0 -0.047 0.021 1000.0 -1000.0 -0.052 -1000.0 FAS signaling pathway (CD95) 5.0 266.0 47.0 -0.188 0.014 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by PI3K 5.0 304.0 58.0 -0.125 0.032 1000.0 -1000.0 -0.077 -1000.0 BARD1 signaling events 4.0 240.0 57.0 -0.044 0.045 1000.0 -1000.0 -0.061 -1000.0 Cellular roles of Anthrax toxin 4.0 187.0 39.0 -0.086 0.017 1000.0 -1000.0 -0.026 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 159.0 37.0 -0.049 0.013 1000.0 -1000.0 -0.053 -1000.0 TRAIL signaling pathway 4.0 197.0 48.0 -0.037 0.033 1000.0 -1000.0 -0.06 -1000.0 HIF-2-alpha transcription factor network 4.0 210.0 43.0 -0.051 0.058 1000.0 -1000.0 -0.09 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 60.0 15.0 -0.03 0.021 1000.0 -1000.0 -0.032 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 196.0 45.0 -0.082 0.03 1000.0 -1000.0 -0.083 -1000.0 Canonical Wnt signaling pathway 4.0 237.0 51.0 -0.127 0.064 1000.0 -1000.0 -0.06 -1000.0 S1P3 pathway 4.0 204.0 42.0 -0.085 0.023 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling in keratinocytes 4.0 189.0 43.0 -0.055 0.033 1000.0 -1000.0 -0.061 -1000.0 E-cadherin signaling events 4.0 21.0 5.0 -0.027 0.013 1000.0 -1000.0 -0.039 -1000.0 Aurora B signaling 4.0 278.0 67.0 -0.183 0.015 1000.0 -1000.0 -0.063 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 269.0 85.0 -0.109 0.022 1000.0 -1000.0 -0.07 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 237.0 65.0 -0.086 0.058 1000.0 -1000.0 -0.057 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 243.0 61.0 -0.111 0.036 1000.0 -1000.0 -0.068 -1000.0 IFN-gamma pathway 3.0 255.0 68.0 -0.08 0.03 1000.0 -1000.0 -0.089 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 115.0 36.0 -0.049 0.023 1000.0 -1000.0 -0.066 -1000.0 Regulation of p38-alpha and p38-beta 3.0 199.0 54.0 -0.077 0.013 1000.0 -1000.0 -0.056 -1000.0 TCGA08_rtk_signaling 3.0 80.0 26.0 -0.065 0.031 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 271.0 76.0 -0.057 0.039 1000.0 -1000.0 -0.075 -1000.0 Class I PI3K signaling events 3.0 284.0 73.0 -0.077 0.037 1000.0 -1000.0 -0.061 -1000.0 Regulation of Telomerase 3.0 398.0 102.0 -0.169 0.042 1000.0 -1000.0 -0.103 -1000.0 Insulin Pathway 3.0 226.0 74.0 -0.087 0.035 1000.0 -1000.0 -0.085 -1000.0 Signaling events mediated by HDAC Class II 2.0 168.0 75.0 -0.064 0.03 1000.0 -1000.0 -0.061 -1000.0 Aurora C signaling 2.0 15.0 7.0 -0.021 -0.0 1000.0 -1000.0 -0.04 -1000.0 Ceramide signaling pathway 2.0 215.0 76.0 -0.127 0.023 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by HDAC Class III 2.0 97.0 40.0 -0.116 0.021 1000.0 -1000.0 -0.049 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 223.0 83.0 -0.11 0.045 1000.0 -1000.0 -0.068 -1000.0 Retinoic acid receptors-mediated signaling 2.0 140.0 58.0 -0.04 0.04 1000.0 -1000.0 -0.072 -1000.0 Atypical NF-kappaB pathway 2.0 65.0 31.0 -0.029 0.029 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 283.0 125.0 -0.037 0.067 1000.0 -1000.0 -0.092 -1000.0 PDGFR-beta signaling pathway 2.0 279.0 97.0 -0.058 0.056 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by PRL 2.0 68.0 34.0 -0.097 0.031 1000.0 -1000.0 -0.04 -1000.0 p38 MAPK signaling pathway 2.0 93.0 44.0 -0.074 0.022 1000.0 -1000.0 -0.066 -1000.0 Canonical NF-kappaB pathway 1.0 76.0 39.0 -0.059 0.068 1000.0 -1000.0 -0.081 -1000.0 Circadian rhythm pathway 1.0 22.0 22.0 -0.028 0.043 1000.0 -1000.0 -0.044 -1000.0 Aurora A signaling 1.0 87.0 60.0 -0.036 0.031 1000.0 -1000.0 -0.055 -1000.0 Arf6 downstream pathway 1.0 50.0 43.0 -0.022 0.026 1000.0 -1000.0 -0.039 -1000.0 EPO signaling pathway 1.0 108.0 55.0 -0.049 0.054 1000.0 -1000.0 -0.091 -1000.0 PLK1 signaling events 1.0 98.0 85.0 -0.013 0.03 1000.0 -1000.0 -0.05 -1000.0 Insulin-mediated glucose transport 1.0 35.0 32.0 -0.033 0.031 1000.0 -1000.0 -0.059 -1000.0 mTOR signaling pathway 1.0 58.0 53.0 -0.011 0.029 1000.0 -1000.0 -0.054 -1000.0 ceramide signaling pathway 1.0 71.0 49.0 -0.059 0.029 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by HDAC Class I 1.0 163.0 104.0 -0.106 0.055 1000.0 -1000.0 -0.066 -1000.0 Arf6 trafficking events 1.0 97.0 71.0 -0.062 0.043 1000.0 -1000.0 -0.066 -1000.0 VEGFR1 specific signals 1.0 94.0 56.0 -0.026 0.053 1000.0 -1000.0 -0.068 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 -0.011 0.045 1000.0 -1000.0 -0.06 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.01 0.02 1000.0 -1000.0 -0.019 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 38.0 68.0 -0.035 0.048 1000.0 -1000.0 -0.049 -1000.0 FoxO family signaling 0.0 53.0 64.0 -0.07 0.135 1000.0 -1000.0 -0.064 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 10.0 27.0 -0.014 0.033 1000.0 -1000.0 -0.055 -1000.0 Arf1 pathway 0.0 11.0 54.0 -0.012 0.028 1000.0 -1000.0 -0.048 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.004 0.013 1000.0 -1000.0 -0.054 -1000.0 Total 1005 57677 7203 -18.1916681942 -1994.37235626 131000 -131000 -8.678738245 -131000