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A simple and rapid method for calculating identity-by-descent matrices using multiple markers

机译:一种简单快速的方法使用多个标记来计算下降身份矩阵

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摘要

A fast, partly recursive deterministic method for calculating Identity-by-Descent (IBD) probabilities was developed with the objective of using IBD in Quantitative Trait Locus (QTL) mapping. The method combined a recursive method for a single marker locus with a method to estimate IBD between sibs using multiple markers. Simulated data was used to compare the deterministic method developed in the present paper with a stochastic method (LOKI) for precision in estimating IBD probabilities and performance in the task of QTL detection with the variance component approach. This comparison was made in a variety of situations by varying family size and degree of polymorphism among marker loci. The following were observed for the deterministic method relative to MCMC: (i) it was an order of magnitude faster; (ii) its estimates of IBD probabilities were found to agree closely, even though it does not extract information when haplotypes are not known with certainty; (iii) the shape of the profile for the QTL test statistic as a function of location was similar, although the magnitude of the test statistic was slightly smaller; and (iv) the estimates of QTL variance was similar. It was concluded that the method proposed provided a rapid means of calculating the IBD matrix with only a small loss in precision, making it an attractive alternative to the use of stochastic MCMC methods. Furthermore, developments in marker technology providing denser maps would enhance the relative advantage of this method.
机译:一种快速,部分递归的确定性方法,用于计算后裔身份(IBD)概率,目的是在定量性状基因座(QTL)作图中使用IBD。该方法结合了针对单个标记基因座的递归方法和使用多个标记来估计同胞之间IBD的方法。使用模拟数据将本文开发的确定性方法与随机方法(LOKI)进行比较,以利用方差分量方法精确估计QTL检测任务中的IBD概率和性能。这种比较是在各种情况下通过改变标记位点之间的家族大小和多态性程度来进行的。相对于MCMC而言,以下是确定性方法:(i)快一个数量级; (ii)即使在不确定单倍型时并没有提取信息,也发现它对IBD概率的估计非常接近; (iii)QTL检验统计量的分布图形状与位置的函数相似,尽管检验统计量的大小略小; (iv)QTL方差的估计值相似。结论是,提出的方法提供了一种快速的方法来计算IBD矩阵,而精度损失很小,这使其成为使用随机MCMC方法的有吸引力的替代方法。此外,提供更密集地图的标记技术的发展将增强该方法的相对优势。

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