Incorporating Covariates into Multipoint Association Mapping in the Case-Parent Design

被引:2
|
作者
Chiu, Yen-Feng [1 ]
Liang, Kung-Yee [1 ,2 ]
Pan, Wen-Harn [3 ]
机构
[1] Natl Hlth Res Inst, Inst Populat Hlth Sci, Div Biostat & Bioinformat, Zhunan 350, Miaoli, Taiwan
[2] Johns Hopkins Univ, Dept Biostat, Bloomberg Sch Publ Hlth, Baltimore, MD 21205 USA
[3] Acad Sinica, Inst Biomed Sci, Taipei, Taiwan
基金
美国国家卫生研究院;
关键词
Case-parent designs; Gene-gene interactions; Gene-environment interactions; Gene-covariate interactions; Relative efficiency; Parametric; Non-parametric; GENE-ENVIRONMENT INTERACTION; LINKAGE-DISEQUILIBRIUM; UNIFIED FRAMEWORK; GENOTYPE; TRIADS; TESTS; HYPERTENSION; REGRESSION; TRAIT; ONSET;
D O I
10.1159/000291986
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background/Aims: To improve the efficiency of disease locus localization in association mapping using case-parent designs and to assess or account for the main covariate effects and gene-covariate interaction effects, while localizing the disease locus. Methods: The present study extends a multipoint fine-mapping approach to incorporate covariates into the association mapping of case-parent designs through parametric and non-parametric modeling. This approach is based on the expected preferential-allele-transmission statistics for transmission from either parent to an affected child. Results: Simulation studies indicate that the efficiency in estimating the disease locus increases considerably when incorporating a covariate associated with the disease. This is especially true when the genetic effect of the disease locus is small. The proposed approach was applied to a young-onset hypertension data sample. The relative efficiency of estimating the locus of young-onset hypertension increases 110-fold after incorporating triglyceride into the association mapping while localizing the disease variant in the lipoprotein lipase gene in the non-parametric model. By incorporating the information of SNP variants into the fine-mapping, the proposed method further assesses the gene-gene interactions between the SNP and the disease locus. Conclusion: With the incorporation of covariates, the proposed method cannot only improve efficiency in estimating disease loci, but can also elucidate the etiology of a complex disease. Copyright (C) 2010 S. Karger AG, Basel
引用
收藏
页码:229 / 241
页数:13
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