The Jackson Laboratory, 600 Main Street, Bar Harbor, ME 04609, USA.
G3 (Bethesda). 2023 Apr 11;13(4). doi: 10.1093/g3journal/jkad027.
Multiparental populations (MPPs) encompass greater genetic diversity than traditional experimental crosses of two inbred strains, enabling broader surveys of genetic variation underlying complex traits. Two such mouse MPPs are the Collaborative Cross (CC) inbred panel and the Diversity Outbred (DO) population, which are descended from the same eight inbred strains. Additionally, the F1 intercrosses of CC strains (CC-RIX) have been used and enable study designs with replicate outbred mice. Genetic analyses commonly used by researchers to investigate complex traits in these populations include characterizing how heritable a trait is, i.e. its heritability, and mapping its underlying genetic loci, i.e. its quantitative trait loci (QTLs). Here we evaluate the relative merits of these populations for these tasks through simulation, as well as provide recommendations for performing the quantitative genetic analyses. We find that sample populations that include replicate animals, as possible with the CC and CC-RIX, provide more efficient and precise estimates of heritability. We report QTL mapping power curves for the CC, CC-RIX, and DO across a range of QTL effect sizes and polygenic backgrounds for samples of 174 and 500 mice. The utility of replicate animals in the CC and CC-RIX for mapping QTLs rapidly decreased as traits became more polygenic. Only large sample populations of 500 DO mice were well-powered to detect smaller effect loci (7.5-10%) for highly complex traits (80% polygenic background). All results were generated with our R package musppr, which we developed to simulate data from these MPPs and evaluate genetic analyses from user-provided genotypes.
多亲种群 (MPPs) 包含比传统的两个近交系实验杂交更大的遗传多样性,能够更广泛地调查复杂性状的遗传变异基础。两种这样的小鼠 MPP 是合作杂交 (CC) 近交系面板和多样性远交 (DO) 群体,它们是由相同的八个近交系衍生而来。此外,CC 系的 F1 杂交 (CC-RIX) 也被使用,并能够进行具有重复远交小鼠的研究设计。研究人员通常用于研究这些群体中复杂性状的遗传分析包括:描述一个性状的遗传程度,即其遗传力;以及映射其潜在的遗传基因座,即其数量性状基因座 (QTLs)。在这里,我们通过模拟来评估这些群体在这些任务中的相对优点,并为进行数量遗传分析提供建议。我们发现,包括重复动物的样本群体,如 CC 和 CC-RIX 可能提供更高的遗传力效率和更精确的估计。我们报告了 CC、CC-RIX 和 DO 在一系列 QTL 效应大小和多基因背景下,样本量为 174 和 500 只小鼠的 QTL 映射功率曲线。在 CC 和 CC-RIX 中,重复动物用于 QTL 映射的效用随着性状变得更加多基因化而迅速降低。只有 500 只 DO 小鼠的大样本群体才能很好地检测到高度复杂性状(80%多基因背景)的较小效应位点(7.5-10%)。所有结果均使用我们开发的 R 包 musppr 生成,该包用于模拟来自这些 MPP 的数据并评估来自用户提供基因型的遗传分析。