메뉴 건너뛰기




Volumn 73, Issue 3, 2009, Pages 360-369

Evaluating the ability of tree-based methods and logistic regression for the detection of SNP-SNP interaction

Author keywords

Autosomal SNPs; CART; Complex diseases; Epistasis; Gene gene interaction; Logistic regression; Missing data; Random forest

Indexed keywords

ANALYTICAL ERROR; ARTICLE; BAYES THEOREM; CLASSIFICATION AND REGRESSION TRESS; CONTROLLED STUDY; GENE FREQUENCY; GENE INTERACTION; GENE LOCUS; GENETIC EPISTASIS; GENETIC RISK; INTERMETHOD COMPARISON; LOGISTIC REGRESSION ANALYSIS; MACHINE LEARNING; METHODOLOGY; PENETRANCE; PRIORITY JOURNAL; RANDOM FOREST; SAMPLE SIZE; SIMULATION; SINGLE NUCLEOTIDE POLYMORPHISM;

EID: 65449132029     PISSN: 00034800     EISSN: 14691809     Source Type: Journal    
DOI: 10.1111/j.1469-1809.2009.00511.x     Document Type: Article
Times cited : (62)

References (29)
  • 1
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. (2001) Random forests. Machi Learn 45, 5-32.
    • (2001) Machi Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 5
    • 2342497705 scopus 로고    scopus 로고
    • Tree and spline based association analysis of gene-gene interaction models for ischemic stroke
    • Cook, N. R., Zee, R. Y. & Ridker, P. M. (2004) Tree and spline based association analysis of gene-gene interaction models for ischemic stroke. Stat Med 23, 1439-1453.
    • (2004) Stat Med , vol.23 , pp. 1439-1453
    • Cook, N.R.1    Zee, R.Y.2    Ridker, P.M.3
  • 6
    • 1842866369 scopus 로고    scopus 로고
    • Multifactor-dimensionality reduction shows a two-locus interaction associated with Type 2 diabetes mellitus
    • Cho, Y. M., Ritchie, M. D., Moore, J. H., Park, J. Y., Lee, K. U., Shin, H. D., Lee, H. K. & Park, K. S. (2004) Multifactor-dimensionality reduction shows a two-locus interaction associated with Type 2 diabetes mellitus. Diabetologia 47, 549-554.
    • (2004) Diabetologia , vol.47 , pp. 549-554
    • Cho, Y.M.1    Ritchie, M.D.2    Moore, J.H.3    Park, J.Y.4    Lee, K.U.5    Shin, H.D.6    Lee, H.K.7    Park, K.S.8
  • 9
    • 0037433052 scopus 로고    scopus 로고
    • Multifactor dimensionality reduction software for detecting gene-gene and gene-environment interactions
    • Hahn, L. W., Ritchie, M. D. & Moore, J. H. (2003) Multifactor dimensionality reduction software for detecting gene-gene and gene-environment interactions. Bioinformatics 19, 376-382.
    • (2003) Bioinformatics , vol.19 , pp. 376-382
    • Hahn, L.W.1    Ritchie, M.D.2    Moore, J.H.3
  • 11
    • 33745079199 scopus 로고    scopus 로고
    • The challenge for genetic epidemiologists: How to analyze large numbers of SNPs in relation to complex diseases
    • Heidema, A. G., Boer, J. M., Nagelkerke, N., Mariman, E. C., Van Der, A. D. & Feskens, E. J. (2006) The challenge for genetic epidemiologists: How to analyze large numbers of SNPs in relation to complex diseases. BMC Genet 7, 23.
    • (2006) BMC Genet , vol.7 , pp. 23
    • Heidema, A.G.1    Boer, J.M.2    Nagelkerke, N.3    Mariman, E.C.4    Van Der, A.D.5    Feskens, E.J.6
  • 12
    • 0035214299 scopus 로고    scopus 로고
    • Trimming, weighting, and grouping SNPs in human case-control association studies
    • Hoh, J., Wille, A. & Ott, J. (2001) Trimming, weighting, and grouping SNPs in human case-control association studies. Genome Res 11, 2115-2119.
    • (2001) Genome Res , vol.11 , pp. 2115-2119
    • Hoh, J.1    Wille, A.2    Ott, J.3
  • 15
    • 25444453244 scopus 로고    scopus 로고
    • Screening large-scale association study data: Exploiting interactions using random forests
    • Lunetta, K. L., Hayward, L. B., Segal, J. & Van Eerdewegh, P. (2004) Screening large-scale association study data: Exploiting interactions using random forests. BMC Genet 5, 32.
    • (2004) BMC Genet , vol.5 , pp. 32
    • Lunetta, K.L.1    Hayward, L.B.2    Segal, J.3    Van Eerdewegh, P.4
  • 16
    • 16844366786 scopus 로고    scopus 로고
    • Genome-wide strategies for detecting multiple loci that influence complex diseases
    • Marchini, J., Donnelly, P. & Cardon, L. R. (2005) Genome-wide strategies for detecting multiple loci that influence complex diseases. Nat Genet 37, 413-417.
    • (2005) Nat Genet , vol.37 , pp. 413-417
    • Marchini, J.1    Donnelly, P.2    Cardon, L.R.3
  • 17
    • 4243639095 scopus 로고    scopus 로고
    • Simulation of LD block-structured SNP haplotype data and its use for the analysis of case-control data by supervised learning methods
    • Nothnagel, M. (2002) Simulation of LD block-structured SNP haplotype data and its use for the analysis of case-control data by supervised learning methods. Am J Hum Genet 71 (Suppl.), A2363.
    • (2002) Am J Hum Genet , vol.71 , Issue.SUPPL.
    • Nothnagel, M.1
  • 18
    • 0031827525 scopus 로고    scopus 로고
    • The language of gene interaction
    • Phillips, P. C. (1998) The language of gene interaction. Genetics 149, 1167-1171.
    • (1998) Genetics , vol.149 , pp. 1167-1171
    • Phillips, P.C.1
  • 19
    • 0034973569 scopus 로고    scopus 로고
    • Multifactor-dimensionality reduction reveals high-order interactions among estrogen-metabolism genes in sporadic breast cancer
    • Ritchie, M. D., Hahn, L. W., Roodi, N., Bailey, L. R., Dupont, W. D., Parl, F. F. & Moore, J. H. (2001) Multifactor-dimensionality reduction reveals high-order interactions among estrogen-metabolism genes in sporadic breast cancer. Am J Hum Genet 69, 138-147.
    • (2001) Am J Hum Genet , vol.69 , pp. 138-147
    • Ritchie, M.D.1    Hahn, L.W.2    Roodi, N.3    Bailey, L.R.4    Dupont, W.D.5    Parl, F.F.6    Moore, J.H.7
  • 20
    • 2942612346 scopus 로고    scopus 로고
    • A pilot study on the application of statistical classification procedures to molecular epidemiological data
    • Schwender, H., Zucknick, M., Ickstadt, K. & Bolt, H. M. (2004a) A pilot study on the application of statistical classification procedures to molecular epidemiological data. Toxicol Lett 151, 291-299.
    • (2004) Toxicol Lett , vol.151 , pp. 291-299
    • Schwender, H.1    Zucknick, M.2    Ickstadt, K.3    Bolt, H.M.4
  • 21
    • 2942612346 scopus 로고    scopus 로고
    • A pilot study on the application of statistical classification procedures to molecular epidemiological data
    • Schwender, H., Zucknick, M., Ickstadt, K., Bolt, H. M. & Network, T.G. (2004b) A pilot study on the application of statistical classification procedures to molecular epidemiological data. Toxicol Lett 151, 291-299.
    • (2004) Toxicol Lett , vol.151 , pp. 291-299
    • Schwender, H.1    Zucknick, M.2    Ickstadt, K.3    Bolt, H.M.4    Network, T.G.5
  • 22
    • 79959524146 scopus 로고    scopus 로고
    • A haplotype map of the human genome
    • The International HapMap Consortium
    • The International HapMap Consortium (2005) A haplotype map of the human genome. Nature 437, 1299-1320.
    • (2005) Nature , vol.437 , pp. 1299-1320
  • 24
    • 7444257916 scopus 로고    scopus 로고
    • Genetics, statistics and human disease: Analytical retooling for complexity
    • Thornton-Wells, T. A., Moore, J. H. & Haines, J. L. (2004) Genetics, statistics and human disease: Analytical retooling for complexity. Trends Genet 20, 640-647.
    • (2004) Trends Genet , vol.20 , pp. 640-647
    • Thornton-Wells, T.A.1    Moore, J.H.2    Haines, J.L.3
  • 25
    • 0014105023 scopus 로고
    • A multivariate analysis of the risk of coronary heart disease in Framingham
    • Truett, J., Cornfield, J. & Kannel, W. (1967) A multivariate analysis of the risk of coronary heart disease in Framingham. J Chronic Dis 20, 511-524.
    • (1967) J Chronic Dis , vol.20 , pp. 511-524
    • Truett, J.1    Cornfield, J.2    Kannel, W.3
  • 27
    • 0345689434 scopus 로고    scopus 로고
    • Sum statistics for the joint detection of multiple disease loci in case-control association studies with SNP markers
    • Wille, A., Hoh, J. & Ott, J. (2003) Sum statistics for the joint detection of multiple disease loci in case-control association studies with SNP markers. Genet Epidemiol 25, 350-359.
    • (2003) Genet Epidemiol , vol.25 , pp. 350-359
    • Wille, A.1    Hoh, J.2    Ott, J.3
  • 29
    • 0033680875 scopus 로고    scopus 로고
    • Use of classification trees for association studies
    • Zhang, H. & Bonney, G. (2000) Use of classification trees for association studies. Genet Epidemiol 19, 323-332.
    • (2000) Genet Epidemiol , vol.19 , pp. 323-332
    • Zhang, H.1    Bonney, G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.