Hayes B J, Gjuvsland A, Omholt S
AKVAFORSK, Institute for Aquaculture Research, PO 5010, 1432 As, Norway.
Heredity (Edinb). 2006 Jul;97(1):19-26. doi: 10.1038/sj.hdy.6800827. Epub 2006 May 10.
Whereas detection and positioning of genes that affect quantitative traits (quantitative trait loci (QTL)) using linkage mapping uses only information from recombinants in the genotyped generations, linkage disequilibrium (LD) mapping uses historical recombinants. Thus, whereas linkage mapping requires large family sizes to detect and accurately position QTL, LD mapping is more dependent on the number of families sampled from the population. In commercial Atlantic salmon breeding programmes, only a small number of individuals per family are routinely phenotyped for traits such as disease resistance and meat colour. In this paper, we assess the power and accuracy of combined linkage disequilibrium linkage analysis (LDLA) to detect QTL in the commercial population using simulation. When 15 half-sib sire families (each sire mated to 30 dams, each dam with 10 progeny) were sampled from the population for genotyping, we were able to detect a QTL explaining 10% of the phenotypic variance in 85% of replicates and position this QTL within 3 cM of the true position in 70% of replicates. When recombination was absent in males, a feature of the salmon genome, power to detect QTL increased; however, the accuracy of positioning the QTL was decreased. By increasing the number of sire families sampled from the population to be genotyped to 30, we were able to increase both the proportion of QTL detected and correctly positioned (even with no recombination in males). QTL with much smaller effect could also be detected. The results suggest that even with the existing recording structure in commercial salmon breeding programmes, there is considerable power to detect and accurately position QTL using LDLA.
利用连锁图谱检测和定位影响数量性状的基因(数量性状基因座,QTL)时,仅使用基因分型世代中重组体的信息,而连锁不平衡(LD)图谱则利用历史重组体。因此,连锁图谱需要大家庭规模来检测和准确定位QTL,而LD图谱更依赖于从群体中抽样的家系数量。在商业大西洋鲑鱼育种计划中,每个家系通常只有少数个体针对抗病性和肉色等性状进行表型分析。在本文中,我们通过模拟评估了联合连锁不平衡连锁分析(LDLA)在商业群体中检测QTL的效能和准确性。当从群体中抽取15个半同胞父系家系(每个父系与30个母系交配,每个母系有10个后代)进行基因分型时,我们能够在85%的重复实验中检测到一个解释10%表型变异的QTL,并在70%的重复实验中将该QTL定位在真实位置的3厘摩范围内。当雄性不存在重组时(鲑鱼基因组的一个特征),检测QTL的效能增加;然而,定位QTL的准确性降低。通过将从群体中抽取进行基因分型的父系家系数量增加到30个,我们能够提高检测到的QTL比例以及正确定位的比例(即使雄性没有重组)。效应小得多的QTL也能够被检测到。结果表明,即使在商业鲑鱼育种计划现有的记录结构下,使用LDLA检测和准确定位QTL仍有相当大的效能。