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Rare variant association analysis in case-parents studies by allowing for missing parental genotypes

机译:通过允许缺失的父母基因型在病例-父母研究中进行罕见的变异关联分析

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The development of next-generation sequencing technologies has facilitated the identification of rare variants. Family-based design is commonly used to effectively control for population admixture and substructure, which is more prominent for rare variants. Case-parents studies, as typical strategies in family-based design, are widely used in rare variant-disease association analysis. Current methods in case-parents studies are based on complete case-parents data; however, parental genotypes may be missing in case-parents trios, and removing these data may lead to a loss in statistical power. The present study focuses on testing for rare variant-disease association in case-parents study by allowing for missing parental genotypes. In this report, we extended the collapsing method for rare variant association analysis in case-parents studies to allow for missing parental genotypes, and investigated the performance of two methods by using the difference of genotypes between affected offspring and their corresponding “complements” in case-parent trios and TDT framework. Using simulations, we showed that, compared with the methods just only using complete case-parents data, the proposed strategy allowing for missing parental genotypes, or even adding unrelated affected individuals, can greatly improve the statistical power and meanwhile is not affected by population stratification. We conclude that adding case-parents data with missing parental genotypes to complete case-parents data set can greatly improve the power of our strategy for rare variant-disease association.
机译:下一代测序技术的发展促进了稀有变异的鉴定。基于家庭的设计通常用于有效控制种群的混合和亚结构,这在稀有变体中更为突出。作为基于家庭的设计的典型策略,案例父母研究被广泛用于罕见的变异疾病关联分析中。案例父母研究的当前方法基于完整的案例父母数据。但是,病例父母三人组可能缺少父母的基因型,删除这些数据可能会导致统计功效的丧失。本研究的重点是通过允许缺失的父母基因型,在病例父母研究中测试罕见的变异-疾病关联。在本报告中,我们扩展了在个案-父母研究中用于稀有变异关联分析的折叠方法,以允许丢失父母亲基因型,并利用受影响的后代及其对应“补体”之间的基因型差异研究了两种方法的性能-parent trios和TDT框架。通过仿真,我们发现,与仅使用完整的父母案例数据的方法相比,该提议的策略允许丢失父母的基因型,甚至增加不相关的受影响个体,都可以大大提高统计能力,同时不受人口分层的影响。 。我们得出的结论是,将缺少父母基因型的个案父母数据添加到完整的个案父母数据集中,可以大大提高我们罕见病-疾病关联策略的功能。

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