Shaanxi Key Laboratory for Animal Conservation, College of Life Sciences, Northwest University, Xi'an 710069, China.
Shaanxi Key Laboratory for Animal Conservation, College of Life Sciences, Northwest University, Xi'an 710069, China
Genetics. 2018 Dec;210(4):1467-1481. doi: 10.1534/genetics.118.301592. Epub 2018 Oct 18.
Parentage analysis is an important method that is used widely in zoological and ecological studies. Current mathematical models of parentage analyses usually assume that a population has a uniform genetic structure and that mating is panmictic. In a natural population, the geographic or social structure of a population, and/or nonrandom mating, usually leads to a genetic structure and results in genotypic frequencies deviating from those expected under the Hardy-Weinberg equilibrium (HWE). In addition, in the presence of null alleles, an observed genotype represents one of several possible true genotypes. The true father of a given offspring may thus be erroneously excluded in parentage analyses, or may have a low or negative LOD score. Here, we present a new mathematical model to estimate parentage that includes simultaneously the effects of inbreeding, null alleles, and negative amplification. The influences of these three factors on previous model are evaluated by Monte-Carlo simulations and empirical data, and the performance of our new model is compared under controlled conditions. We found that, for both simulated and empirical data, our new model outperformed other methods in many situations. We make available our methods in a new, free software package entitled parentage This can be downloaded via http://github.com/huangkang1987/parentage.
亲子关系分析是动物学和生态学研究中广泛应用的一种重要方法。目前亲子关系分析的数学模型通常假设群体具有均匀的遗传结构且交配是随机的。在自然群体中,群体的地理或社会结构以及/或者非随机交配通常会导致遗传结构,从而导致基因型频率偏离哈迪-温伯格平衡(HWE)所预期的频率。此外,在存在无效等位基因的情况下,观察到的基因型代表了几种可能的真实基因型之一。因此,亲子关系分析可能会错误地排除给定后代的真正父亲,或者可能具有低或负的 LOD 得分。在这里,我们提出了一个新的数学模型来估计亲子关系,该模型同时包含了近亲繁殖、无效等位基因和负扩增的影响。通过蒙特卡罗模拟和实际数据评估了这三个因素对先前模型的影响,并且在受控条件下比较了我们新模型的性能。我们发现,对于模拟和实际数据,我们的新模型在许多情况下都优于其他方法。我们在一个名为 parentage 的新的免费软件包中提供了我们的方法,可以通过 http://github.com/huangkang1987/parentage 下载。