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A population-specific reference panel for improved genotype imputation in African Americans

机译:用于改善非裔美国人基因型插补的人群特异性参考面板

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摘要

O'Connell et al. construct a new genome-wide imputation reference panel comprising 2,269 individuals of Sub-Saharan African ancestries. They adapt DeepVariant to create best practices for reference panel development and generate a high quality, publicly available resource that will further empower high resolution genome-wide imputation efforts in individuals of African ancestries. There is currently a dearth of accessible whole genome sequencing (WGS) data for individuals residing in the Americas with Sub-Saharan African ancestry. We generated whole genome sequencing data at intermediate (15x) coverage for 2,294 individuals with large amounts of Sub-Saharan African ancestry, predominantly Atlantic African admixed with varying amounts of European and American ancestry. We performed extensive comparisons of variant callers, phasing algorithms, and variant filtration on these data to construct a high quality imputation panel containing data from 2,269 unrelated individuals. With the exception of the TOPMed imputation server (which notably cannot be downloaded), our panel substantially outperformed other available panels when imputing African American individuals. The raw sequencing data, variant calls and imputation panel for this cohort are all freely available via dbGaP and should prove an invaluable resource for further study of admixed African genetics.
机译:O'Connell等人构建了一个新的全基因组插补参考小组,其中包括2,269名撒哈拉以南非洲血统的个体。他们调整 DeepVariant 以创建参考面板开发的最佳实践,并生成高质量、公开可用的资源,这将进一步增强非洲血统个体的高分辨率全基因组插补工作。目前,对于居住在美洲的撒哈拉以南非洲血统的个人来说,缺乏可获得的全基因组测序(WGS)数据。我们为2,294名具有大量撒哈拉以南非洲血统的个体生成了中等覆盖率(15倍)的全基因组测序数据,这些个体主要是大西洋非洲人,混合了不同数量的欧洲和美国血统。我们对变异调用者、定相算法和这些数据的变异过滤进行了广泛的比较,以构建一个包含来自 2,269 个不相关个体的数据的高质量插补面板。除了 TOPMed 插补服务器(明显无法下载)外,我们的面板在估算非裔美国人个人时的表现大大优于其他可用的面板。该队列的原始测序数据、变异调用和插补面板均可通过 dbGaP 免费获得,应被证明是进一步研究混合非洲遗传学的宝贵资源。

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