Zhao H H, Fernando R L, Dekkers J C M
Department of Animal Science and Center for Integrated Animal Genomics, Iowa State University, Ames, Iowa 50011, USA.
Genetics. 2007 Apr;175(4):1975-86. doi: 10.1534/genetics.106.066480. Epub 2007 Feb 4.
Linkage disequilibrium (LD) analysis in outbred populations uses historical recombinations to detect and fine map quantitative trait loci (QTL). Our objective was to evaluate the effect of various factors on power and precision of QTL detection and to compare LD mapping methods on the basis of regression and identity by descent (IBD) in populations of limited effective population size (N(e)). An 11-cM region with 6-38 segregating single-nucleotide polymorphisms (SNPs) and a central QTL was simulated. After 100 generations of random mating with N(e) of 50, 100, or 200, SNP genotypes and phenotypes were generated on 200, 500, or 1000 individuals with the QTL explaining 2 or 5% of phenotypic variance. To detect and map the QTL, phenotypes were regressed on genotypes or (assumed known) haplotypes, in comparison with the IBD method. Power and precision to detect QTL increased with sample size, marker density, and QTL effect. Power decreased with N(e), but precision was affected little by N(e). Single-marker regression had similar or greater power and precision than other regression models, and was comparable to the IBD method. Thus, for rapid initial screening of samples of adequate size in populations in which drift is the primary force that has created LD, QTL can be detected and mapped by regression on SNP genotypes without recovering haplotypes.
远交群体中的连锁不平衡(LD)分析利用历史重组来检测和精细定位数量性状基因座(QTL)。我们的目标是评估各种因素对QTL检测功效和精度的影响,并在有效群体大小(N(e))有限的群体中,比较基于回归和同源性(IBD)的LD定位方法。模拟了一个11厘摩区域,其中有6 - 38个分离的单核苷酸多态性(SNP)以及一个位于中心的QTL。在N(e)分别为50、100或200的情况下随机交配100代后,在200、500或1000个个体上生成SNP基因型和表型,QTL解释2%或5%的表型变异。为了检测和定位QTL,将表型对基因型或(假设已知的)单倍型进行回归,并与IBD方法进行比较。检测QTL的功效和精度随样本大小、标记密度和QTL效应的增加而提高。功效随N(e)的减小而降低,但精度受N(e)的影响较小。单标记回归具有与其他回归模型相似或更高的功效和精度,并且与IBD方法相当。因此,对于在由漂变作为产生LD的主要力量的群体中对足够大小的样本进行快速初步筛选时,无需恢复单倍型,通过对SNP基因型进行回归就可以检测和定位QTL。