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使用单倍型趋势回归的多变量关联检验。

Multivariate association test using haplotype trend regression.

作者信息

Pei Yu-Fang, Zhang Lei, Liu Jianfeng, Deng Hong-Wen

机构信息

The Key Laboratory of Biomedical Information Engineering of Ministry of Education, Institute of Molecular Genetics, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, P. R. China.

出版信息

Ann Hum Genet. 2009 Jul;73(Pt 4):456-64. doi: 10.1111/j.1469-1809.2009.00527.x. Epub 2009 Jun 1.

DOI:10.1111/j.1469-1809.2009.00527.x
PMID:19489754
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2741021/
Abstract

Genetic association analyses with haplotypes may be more powerful than analyses with single markers, under certain conditions. Furthermore, simultaneously considering multiple correlated traits may make use of additional information that would not be considered when analyzing individual traits. In this study, we propose a haplotype based test of association for multivariate quantitative traits in unrelated samples. Specifically, we extend a population based haplotype trend regression (HTR) approach to multivariate scenarios. We mainly focused on bivariate HTR, and the simulation results showed that the proposed method had correct pre-specified type-I error rates. The power of the proposed method was largely influenced by the size and source of correlation between variables, being greatest when correlation of a specific gene was opposite in sign to the residual correlation.

摘要

在某些条件下,对单倍型进行基因关联分析可能比单标记分析更有效。此外,同时考虑多个相关性状可能会利用到分析单个性状时未被考虑的额外信息。在本研究中,我们提出了一种针对非亲缘样本中多变量定量性状的基于单倍型的关联检验方法。具体而言,我们将基于群体的单倍型趋势回归(HTR)方法扩展到多变量情形。我们主要关注双变量HTR,模拟结果表明所提出的方法具有正确的预先设定的I型错误率。所提出方法的效能在很大程度上受变量间相关性的大小和来源影响,当特定基因的相关性与残差相关性符号相反时效能最大。

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本文引用的文献

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Bivariate association analyses for the mixture of continuous and binary traits with the use of extended generalized estimating equations.使用扩展广义估计方程对连续性状和二元性状混合数据进行双变量关联分析。
Genet Epidemiol. 2009 Apr;33(3):217-27. doi: 10.1002/gepi.20372.
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Genome-wide association scans identified CTNNBL1 as a novel gene for obesity.全基因组关联扫描将CTNNBL1鉴定为肥胖的一个新基因。
Hum Mol Genet. 2008 Jun 15;17(12):1803-13. doi: 10.1093/hmg/ddn072. Epub 2008 Mar 5.
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Association mapping via regularized regression analysis of single-nucleotide-polymorphism haplotypes in variable-sized sliding windows.通过对可变大小滑动窗口中的单核苷酸多态性单倍型进行正则化回归分析进行关联作图。
Am J Hum Genet. 2007 Apr;80(4):705-15. doi: 10.1086/513205. Epub 2007 Feb 19.
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Efficient multilocus association testing for whole genome association studies using localized haplotype clustering.利用局部单倍型聚类进行全基因组关联研究的高效多位点关联测试。
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Generalized genomic distance-based regression methodology for multilocus association analysis.用于多位点关联分析的基于广义基因组距离的回归方法。
Am J Hum Genet. 2006 Nov;79(5):792-806. doi: 10.1086/508346. Epub 2006 Sep 21.
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A tutorial on statistical methods for population association studies.群体关联研究统计方法教程。
Nat Rev Genet. 2006 Oct;7(10):781-91. doi: 10.1038/nrg1916.
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CFH haplotypes without the Y402H coding variant show strong association with susceptibility to age-related macular degeneration.没有Y402H编码变异的CFH单倍型与年龄相关性黄斑变性的易感性密切相关。
Nat Genet. 2006 Sep;38(9):1049-54. doi: 10.1038/ng1871. Epub 2006 Aug 27.
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Polymorphisms of estrogen-biosynthesis genes CYP17 and CYP19 may influence age at menarche: a genetic association study in Caucasian females.雌激素生物合成基因CYP17和CYP19的多态性可能会影响初潮年龄:一项针对白人女性的基因关联研究。
Hum Mol Genet. 2006 Aug 15;15(16):2401-8. doi: 10.1093/hmg/ddl155. Epub 2006 Jun 16.
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Multilocus association mapping using variable-length Markov chains.使用可变长度马尔可夫链的多位点关联作图
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A fast and flexible statistical model for large-scale population genotype data: applications to inferring missing genotypes and haplotypic phase.一种用于大规模群体基因型数据的快速灵活统计模型:在推断缺失基因型和单倍型相位中的应用。
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