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 62.0 498.0 8.0 -0.307 0.152 1000.0 -1000.0 -0.016 -1000.0 TCGA08_p53 48.0 339.0 7.0 -0.233 0.119 1000.0 -1000.0 -0.012 -1000.0 Syndecan-1-mediated signaling events 38.0 1322.0 34.0 -0.282 0.013 1000.0 -1000.0 -0.055 -1000.0 IL23-mediated signaling events 35.0 2130.0 60.0 -0.661 0.013 1000.0 -1000.0 -0.159 -1000.0 IL4-mediated signaling events 30.0 2743.0 91.0 -0.661 0.578 1000.0 -1000.0 -0.139 -1000.0 Signaling events mediated by the Hedgehog family 27.0 1448.0 52.0 -0.217 0.211 1000.0 -1000.0 -0.078 -1000.0 TCR signaling in naïve CD8+ T cells 27.0 2565.0 93.0 -0.236 0.111 1000.0 -1000.0 -0.074 -1000.0 Wnt signaling 27.0 193.0 7.0 -0.142 0.005 1000.0 -1000.0 -0.028 -1000.0 IL12-mediated signaling events 25.0 2225.0 87.0 -0.407 0.093 1000.0 -1000.0 -0.123 -1000.0 Glypican 2 network 24.0 99.0 4.0 -0.078 -1000.0 1000.0 -1000.0 -0.031 -1000.0 amb2 Integrin signaling 22.0 1876.0 82.0 -0.233 0.013 1000.0 -1000.0 -0.08 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 22.0 1540.0 68.0 -0.399 0.146 1000.0 -1000.0 -0.117 -1000.0 Syndecan-4-mediated signaling events 22.0 1532.0 67.0 -0.292 0.035 1000.0 -1000.0 -0.098 -1000.0 Glucocorticoid receptor regulatory network 21.0 2492.0 114.0 -0.68 0.384 1000.0 -1000.0 -0.079 -1000.0 BMP receptor signaling 18.0 1462.0 81.0 -0.263 0.035 1000.0 -1000.0 -0.086 -1000.0 BCR signaling pathway 18.0 1855.0 99.0 -0.228 0.013 1000.0 -1000.0 -0.082 -1000.0 Noncanonical Wnt signaling pathway 17.0 457.0 26.0 -0.16 0.013 1000.0 -1000.0 -0.063 -1000.0 HIF-1-alpha transcription factor network 17.0 1322.0 76.0 -0.389 0.021 1000.0 -1000.0 -0.131 -1000.0 p75(NTR)-mediated signaling 17.0 2187.0 125.0 -0.255 0.013 1000.0 -1000.0 -0.093 -1000.0 Signaling mediated by p38-alpha and p38-beta 17.0 765.0 44.0 -0.138 0.013 1000.0 -1000.0 -0.051 -1000.0 Calcium signaling in the CD4+ TCR pathway 17.0 538.0 31.0 -0.265 0.013 1000.0 -1000.0 -0.085 -1000.0 Caspase cascade in apoptosis 16.0 1237.0 74.0 -0.143 0.077 1000.0 -1000.0 -0.053 -1000.0 Thromboxane A2 receptor signaling 15.0 1637.0 105.0 -0.124 0.035 1000.0 -1000.0 -0.066 -1000.0 IL27-mediated signaling events 15.0 794.0 51.0 -0.252 0.085 1000.0 -1000.0 -0.074 -1000.0 Class IB PI3K non-lipid kinase events 15.0 45.0 3.0 -0.045 -1000.0 1000.0 -1000.0 -0.005 -1000.0 Fc-epsilon receptor I signaling in mast cells 14.0 1408.0 97.0 -0.17 0.032 1000.0 -1000.0 -0.086 -1000.0 Endothelins 14.0 1397.0 96.0 -0.18 0.02 1000.0 -1000.0 -0.076 -1000.0 Reelin signaling pathway 13.0 752.0 56.0 -0.159 0.013 1000.0 -1000.0 -0.084 -1000.0 Signaling events regulated by Ret tyrosine kinase 13.0 1131.0 82.0 -0.138 0.013 1000.0 -1000.0 -0.084 -1000.0 LPA receptor mediated events 13.0 1400.0 102.0 -0.177 0.021 1000.0 -1000.0 -0.092 -1000.0 JNK signaling in the CD4+ TCR pathway 12.0 208.0 17.0 -0.083 0.013 1000.0 -1000.0 -0.059 -1000.0 Syndecan-2-mediated signaling events 12.0 836.0 69.0 -0.169 0.039 1000.0 -1000.0 -0.043 -1000.0 Glypican 1 network 12.0 598.0 48.0 -0.215 0.015 1000.0 -1000.0 -0.048 -1000.0 IL1-mediated signaling events 12.0 774.0 62.0 -0.203 0.064 1000.0 -1000.0 -0.086 -1000.0 Ephrin B reverse signaling 12.0 594.0 48.0 -0.088 0.069 1000.0 -1000.0 -0.065 -1000.0 IL6-mediated signaling events 12.0 954.0 75.0 -0.142 0.061 1000.0 -1000.0 -0.094 -1000.0 Visual signal transduction: Rods 12.0 637.0 52.0 -0.199 0.013 1000.0 -1000.0 -0.077 -1000.0 Coregulation of Androgen receptor activity 11.0 901.0 76.0 -0.354 0.025 1000.0 -1000.0 -0.038 -1000.0 ErbB4 signaling events 11.0 768.0 69.0 -0.207 0.053 1000.0 -1000.0 -0.09 -1000.0 EPHB forward signaling 11.0 941.0 85.0 -0.098 0.084 1000.0 -1000.0 -0.088 -1000.0 EGFR-dependent Endothelin signaling events 11.0 244.0 21.0 -0.098 0.013 1000.0 -1000.0 -0.066 -1000.0 IGF1 pathway 11.0 630.0 57.0 -0.134 0.014 1000.0 -1000.0 -0.087 -1000.0 Rapid glucocorticoid signaling 11.0 227.0 20.0 -0.2 0.013 1000.0 -1000.0 -0.034 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 10.0 371.0 34.0 -0.061 0.013 1000.0 -1000.0 -0.069 -1000.0 Osteopontin-mediated events 10.0 410.0 38.0 -0.106 0.013 1000.0 -1000.0 -0.098 -1000.0 Arf6 signaling events 10.0 657.0 62.0 -0.112 0.013 1000.0 -1000.0 -0.059 -1000.0 S1P5 pathway 10.0 171.0 17.0 -0.085 0.076 1000.0 -1000.0 -0.052 -1000.0 Integrins in angiogenesis 10.0 922.0 84.0 -0.188 0.013 1000.0 -1000.0 -0.095 -1000.0 Nongenotropic Androgen signaling 10.0 567.0 52.0 -0.178 0.021 1000.0 -1000.0 -0.058 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 10.0 1215.0 120.0 -0.227 0.189 1000.0 -1000.0 -0.074 -1000.0 FOXM1 transcription factor network 10.0 517.0 51.0 -0.318 0.082 1000.0 -1000.0 -0.178 -1000.0 ErbB2/ErbB3 signaling events 9.0 591.0 65.0 -0.152 0.026 1000.0 -1000.0 -0.064 -1000.0 Sphingosine 1-phosphate (S1P) pathway 9.0 267.0 28.0 -0.085 0.013 1000.0 -1000.0 -0.043 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 46.0 5.0 -0.052 -0.017 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 9.0 446.0 46.0 -0.322 0.02 1000.0 -1000.0 -0.062 -1000.0 Nectin adhesion pathway 9.0 622.0 63.0 -0.094 0.013 1000.0 -1000.0 -0.073 -1000.0 Effects of Botulinum toxin 9.0 234.0 26.0 -0.091 0.013 1000.0 -1000.0 -0.061 -1000.0 Ras signaling in the CD4+ TCR pathway 9.0 154.0 17.0 -0.067 0.023 1000.0 -1000.0 -0.043 -1000.0 Visual signal transduction: Cones 8.0 320.0 38.0 -0.082 0.013 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by PTP1B 8.0 645.0 76.0 -0.107 0.018 1000.0 -1000.0 -0.078 -1000.0 S1P1 pathway 8.0 308.0 36.0 -0.086 0.013 1000.0 -1000.0 -0.055 -1000.0 IL2 signaling events mediated by STAT5 8.0 179.0 22.0 -0.15 0.014 1000.0 -1000.0 -0.042 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 8.0 270.0 33.0 -0.313 0.037 1000.0 -1000.0 -0.069 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 8.0 671.0 78.0 -0.082 0.057 1000.0 -1000.0 -0.067 -1000.0 LPA4-mediated signaling events 7.0 90.0 12.0 -0.067 0.017 1000.0 -1000.0 -0.02 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 990.0 136.0 -0.235 0.058 1000.0 -1000.0 -0.068 -1000.0 Ephrin A reverse signaling 7.0 54.0 7.0 -0.034 -0.0 1000.0 -1000.0 -0.034 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 7.0 381.0 52.0 -0.179 0.042 1000.0 -1000.0 -0.064 -1000.0 FAS signaling pathway (CD95) 7.0 370.0 47.0 -0.218 0.014 1000.0 -1000.0 -0.047 -1000.0 Syndecan-3-mediated signaling events 7.0 265.0 35.0 -0.213 0.013 1000.0 -1000.0 -0.064 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 7.0 518.0 74.0 -0.129 0.056 1000.0 -1000.0 -0.089 -1000.0 S1P4 pathway 7.0 181.0 25.0 -0.085 0.013 1000.0 -1000.0 -0.052 -1000.0 Regulation of Androgen receptor activity 7.0 521.0 70.0 -0.381 0.025 1000.0 -1000.0 -0.07 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 367.0 54.0 -0.163 0.027 1000.0 -1000.0 -0.083 -1000.0 PDGFR-alpha signaling pathway 6.0 293.0 44.0 -0.047 0.022 1000.0 -1000.0 -0.064 -1000.0 IL2 signaling events mediated by PI3K 6.0 396.0 58.0 -0.132 0.031 1000.0 -1000.0 -0.078 -1000.0 Plasma membrane estrogen receptor signaling 6.0 601.0 86.0 -0.129 0.016 1000.0 -1000.0 -0.086 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 614.0 88.0 -0.11 0.045 1000.0 -1000.0 -0.122 -1000.0 BARD1 signaling events 5.0 336.0 57.0 -0.043 0.043 1000.0 -1000.0 -0.058 -1000.0 Cellular roles of Anthrax toxin 5.0 201.0 39.0 -0.079 0.018 1000.0 -1000.0 -0.037 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 5.0 221.0 37.0 -0.052 0.013 1000.0 -1000.0 -0.055 -1000.0 TRAIL signaling pathway 5.0 272.0 48.0 -0.046 0.03 1000.0 -1000.0 -0.069 -1000.0 Canonical Wnt signaling pathway 5.0 282.0 51.0 -0.122 0.059 1000.0 -1000.0 -0.058 -1000.0 S1P3 pathway 5.0 226.0 42.0 -0.072 0.023 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling in keratinocytes 5.0 243.0 43.0 -0.055 0.032 1000.0 -1000.0 -0.061 -1000.0 E-cadherin signaling events 5.0 28.0 5.0 -0.029 0.013 1000.0 -1000.0 -0.04 -1000.0 Hedgehog signaling events mediated by Gli proteins 4.0 291.0 65.0 -0.102 0.052 1000.0 -1000.0 -0.064 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 297.0 61.0 -0.122 0.035 1000.0 -1000.0 -0.069 -1000.0 IFN-gamma pathway 4.0 330.0 68.0 -0.088 0.027 1000.0 -1000.0 -0.096 -1000.0 HIF-2-alpha transcription factor network 4.0 214.0 43.0 -0.053 0.059 1000.0 -1000.0 -0.094 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 65.0 15.0 -0.024 0.023 1000.0 -1000.0 -0.033 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 158.0 36.0 -0.052 0.023 1000.0 -1000.0 -0.065 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 219.0 45.0 -0.099 0.034 1000.0 -1000.0 -0.093 -1000.0 Regulation of p38-alpha and p38-beta 4.0 226.0 54.0 -0.076 0.014 1000.0 -1000.0 -0.055 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 309.0 76.0 -0.054 0.039 1000.0 -1000.0 -0.08 -1000.0 Class I PI3K signaling events 4.0 360.0 73.0 -0.076 0.035 1000.0 -1000.0 -0.07 -1000.0 Regulation of Telomerase 4.0 492.0 102.0 -0.144 0.043 1000.0 -1000.0 -0.103 -1000.0 Aurora B signaling 4.0 319.0 67.0 -0.187 0.022 1000.0 -1000.0 -0.07 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 323.0 85.0 -0.112 0.019 1000.0 -1000.0 -0.07 -1000.0 EPO signaling pathway 3.0 182.0 55.0 -0.044 0.05 1000.0 -1000.0 -0.089 -1000.0 Ceramide signaling pathway 3.0 260.0 76.0 -0.129 0.023 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by HDAC Class III 3.0 137.0 40.0 -0.118 0.021 1000.0 -1000.0 -0.046 -1000.0 TCGA08_rtk_signaling 3.0 84.0 26.0 -0.055 0.034 1000.0 -1000.0 -0.022 -1000.0 Insulin Pathway 3.0 293.0 74.0 -0.083 0.035 1000.0 -1000.0 -0.083 -1000.0 PDGFR-beta signaling pathway 3.0 380.0 97.0 -0.066 0.055 1000.0 -1000.0 -0.081 -1000.0 Canonical NF-kappaB pathway 2.0 88.0 39.0 -0.051 0.069 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by HDAC Class II 2.0 197.0 75.0 -0.066 0.031 1000.0 -1000.0 -0.061 -1000.0 Aurora C signaling 2.0 16.0 7.0 -0.019 -0.0 1000.0 -1000.0 -0.041 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 236.0 83.0 -0.112 0.043 1000.0 -1000.0 -0.071 -1000.0 Retinoic acid receptors-mediated signaling 2.0 166.0 58.0 -0.042 0.038 1000.0 -1000.0 -0.073 -1000.0 Atypical NF-kappaB pathway 2.0 73.0 31.0 -0.027 0.032 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 277.0 125.0 -0.04 0.074 1000.0 -1000.0 -0.089 -1000.0 VEGFR1 specific signals 2.0 119.0 56.0 -0.033 0.053 1000.0 -1000.0 -0.07 -1000.0 Signaling events mediated by PRL 2.0 75.0 34.0 -0.086 0.033 1000.0 -1000.0 -0.046 -1000.0 p38 MAPK signaling pathway 2.0 94.0 44.0 -0.078 0.024 1000.0 -1000.0 -0.062 -1000.0 Aurora A signaling 1.0 103.0 60.0 -0.024 0.03 1000.0 -1000.0 -0.056 -1000.0 Arf6 downstream pathway 1.0 55.0 43.0 -0.022 0.025 1000.0 -1000.0 -0.044 -1000.0 PLK1 signaling events 1.0 118.0 85.0 -0.014 0.031 1000.0 -1000.0 -0.045 -1000.0 Insulin-mediated glucose transport 1.0 36.0 32.0 -0.03 0.032 1000.0 -1000.0 -0.071 -1000.0 mTOR signaling pathway 1.0 104.0 53.0 -0.016 0.027 1000.0 -1000.0 -0.058 -1000.0 ceramide signaling pathway 1.0 84.0 49.0 -0.054 0.032 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class I 1.0 181.0 104.0 -0.091 0.055 1000.0 -1000.0 -0.064 -1000.0 FoxO family signaling 1.0 72.0 64.0 -0.095 0.136 1000.0 -1000.0 -0.068 -1000.0 Arf6 trafficking events 1.0 97.0 71.0 -0.062 0.044 1000.0 -1000.0 -0.079 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 -0.015 0.046 1000.0 -1000.0 -0.054 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.011 0.021 1000.0 -1000.0 -0.012 -1000.0 Circadian rhythm pathway 0.0 21.0 22.0 -0.023 0.045 1000.0 -1000.0 -0.061 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 45.0 68.0 -0.036 0.049 1000.0 -1000.0 -0.054 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 10.0 27.0 -0.012 0.033 1000.0 -1000.0 -0.06 -1000.0 Arf1 pathway 0.0 17.0 54.0 -0.017 0.028 1000.0 -1000.0 -0.044 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.003 0.013 1000.0 -1000.0 -0.064 -1000.0 Total 1251 71971 7203 -18.4209801243 -1994.2704392 131000 -131000 -8.86093461817 -131000