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利用同源单亲二倍体进行同宗人群的祖先单体型重建。

Ancestral haplotype reconstruction in endogamous populations using identity-by-descent.

机构信息

Department of Computer Science, Swarthmore College, Swarthmore, Pennsylvania, United States of America.

Department of Biology, Swarthmore College, Swarthmore, Pennsylvania, United States of America.

出版信息

PLoS Comput Biol. 2021 Feb 26;17(2):e1008638. doi: 10.1371/journal.pcbi.1008638. eCollection 2021 Feb.

Abstract

In this work we develop a novel algorithm for reconstructing the genomes of ancestral individuals, given genotype or sequence data from contemporary individuals and an extended pedigree of family relationships. A pedigree with complete genomes for every individual enables the study of allele frequency dynamics and haplotype diversity across generations, including deviations from neutrality such as transmission distortion. When studying heritable diseases, ancestral haplotypes can be used to augment genome-wide association studies and track disease inheritance patterns. The building blocks of our reconstruction algorithm are segments of Identity-By-Descent (IBD) shared between two or more genotyped individuals. The method alternates between identifying a source for each IBD segment and assembling IBD segments placed within each ancestral individual. Unlike previous approaches, our method is able to accommodate complex pedigree structures with hundreds of individuals genotyped at millions of SNPs. We apply our method to an Old Order Amish pedigree from Lancaster, Pennsylvania, whose founders came to North America from Europe during the early 18th century. The pedigree includes 1338 individuals from the past 12 generations, 394 with genotype data. The motivation for reconstruction is to understand the genetic basis of diseases segregating in the family through tracking haplotype transmission over time. Using our algorithm thread, we are able to reconstruct an average of 224 ancestral individuals per chromosome. For these ancestral individuals, on average we reconstruct 79% of their haplotypes. We also identify a region on chromosome 16 that is difficult to reconstruct-we find that this region harbors a short Amish-specific copy number variation and the gene HYDIN. thread was developed for endogamous populations, but can be applied to any extensive pedigree with the recent generations genotyped. We anticipate that this type of practical ancestral reconstruction will become more common and necessary to understand rare and complex heritable diseases in extended families.

摘要

在这项工作中,我们开发了一种新颖的算法,用于重建祖先个体的基因组,给定当代个体的基因型或序列数据以及扩展的家族关系系谱。具有每个个体完整基因组的系谱可用于研究跨代的等位基因频率动态和单倍型多样性,包括偏离中性的情况,如传递失真。在研究遗传性疾病时,祖先单倍型可用于增强全基因组关联研究并跟踪疾病遗传模式。我们的重建算法的构建块是两个或多个基因分型个体之间共享的部分同源性(IBD)。该方法交替识别每个 IBD 片段的来源,并组装放置在每个祖先个体内的 IBD 片段。与以前的方法不同,我们的方法能够适应具有数百个个体在数百万个 SNP 上进行基因分型的复杂系谱结构。我们将我们的方法应用于宾夕法尼亚州兰开斯特的旧秩序阿米什人系谱,其创始人于 18 世纪初从欧洲来到北美。该系谱包括过去 12 代的 1338 个人,其中 394 人具有基因型数据。重建的动机是通过跟踪随时间的单倍型传递来了解家族中分离的疾病的遗传基础。使用我们的算法线程,我们能够平均为每条染色体重建 224 个祖先个体。对于这些祖先个体,我们平均重建其 79%的单倍型。我们还确定了 16 号染色体上难以重建的区域-我们发现该区域包含一个短的阿米什特有的拷贝数变异和基因 HYDIN。thread 是为内婚人群开发的,但可以应用于任何具有最近几代基因分型的广泛系谱。我们预计,这种实用的祖先重建将变得更加普遍和必要,以理解扩展家族中罕见和复杂的遗传性疾病。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d215/7946327/3fdd86b8135d/pcbi.1008638.g001.jpg

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