Multipoint identity-by-descent prediction using dense markers to map quantitative trait loci and estimate effective population size

被引:49
作者
Meuwissen, Theo H. E.
Goddard, Mike E.
机构
[1] Norwegian Univ Life Sci, IHA, N-1432 As, Norway
[2] Univ Melbourne, Melbourne, Vic 3052, Australia
[3] Dept Primary Ind, Attwood 3049, Australia
关键词
D O I
10.1534/genetics.107.070953
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
A novel multipoint method, based on an approximate coalescence approach, to analyze multiple linked markers is presented. Unlike other approximate coalescence methods, it considers all markers simultaneously but only two haplotypes at a time. We demonstrate the use of this method for linkage disequilibrium (LD) mapping of QTL and estimation of effective population size. The method estimates identity-by-descent (IBD) probabilities between pairs of marker haplotypes. Both LD and combined linkage and LD mapping rely on such IBD probabilities. The method is approximate in that it considers only the information on a pair of haplotypes, whereas a full modeling of the coalescence process would simultaneously consider all haplotypes. However, full coalescence modeling is computationally feasible only for few linked markers. Using simulations of the coalescence process, the method is shown to give almost unbiased estimates of the effective population size. Compared to direct marker and haplotype association analyses, IBD-based QTL mapping showed clearly a higher power to detect a QTL and a more realistic confidence interval for its position. The modeling of LD could be extended to estimate other LD-related parameters such as recombination rates.
引用
收藏
页码:2551 / 2560
页数:10
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