Gamma Mixed Model to Improve Sib-Pair Linkage Analysis

被引:0
|
作者
Kim, Jeonghwan [1 ]
Suh, Young Ju [2 ]
Won, Sungho [3 ]
Nah, Jeung Weon [4 ]
Lee, Woojoo [1 ]
机构
[1] Inha Univ, Dept Stat, 235 Yonghyun Dong, Incheon 402751, South Korea
[2] Inha Univ, Dept Biomed Sci, Coll Med, Incheon, South Korea
[3] Seoul Natl Univ, Dept Publ Hlth Sci, Seoul, South Korea
[4] Korea Univ, Dept Biostat, Coll Med, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
Linkage analysis; gamma mixed model; identity link; hierarchical generalized linear model;
D O I
10.5351/KJAS.2015.28.2.221
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Traditionally, sib-pair linkage analysis with repeated measures has employed linear mixed models, but it suffers from the lack of power to find genetic marker loci associated with a phenotype of interest. In this paper, we use a gamma mixed model to improve sib-pair linkage analysis and compare it with a linear mixed model in terms of power and Type I error. We illustrate that the use of gamma mixed model can achieve higher power than linear mixed model with Genetic Analysis Workshop 13 data.
引用
收藏
页码:221 / 230
页数:10
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