Tong Liang, Sun Xiaoxia, Zhou Ying
School of Mathematical Sciences, Heilongjiang University, Harbin 150080, People's Republic of China.
J Genet. 2018 Mar;97(1):267-274.
The analysis of quantitative trait loci (QTLs) aims at mapping and estimating the positions and effects of the genes that may affect the quantitative trait, and evaluating the relationship between the gene variation and the phenotype. In existing studies, most methods mainly focus on the association/linkage between multiple gene loci and one trait, in which some useful joint information of multiple traits may be ignored. In this paper, we proposed a method of simultaneously estimating all QTL parameters in the framework of multiple-trait multiple-interval mapping. Simulation results show that in accuracy aspect, the proposed method outperforms an existing method for mapping multiple traits. A real example is also provided to validate the performance of the new method.
数量性状基因座(QTL)分析旨在定位和估计可能影响数量性状的基因的位置和效应,并评估基因变异与表型之间的关系。在现有研究中,大多数方法主要关注多个基因座与一个性状之间的关联/连锁,其中多个性状的一些有用的联合信息可能被忽略。在本文中,我们提出了一种在多性状多区间定位框架下同时估计所有QTL参数的方法。模拟结果表明,在准确性方面,所提方法优于现有的多性状定位方法。还提供了一个实际例子来验证新方法的性能。