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Large-scale genotyping of highly polymorphic loci by next-generation sequencing: how to overcome the challenges to reliably genotype individuals?

机译:通过下一代测序对高度多态性基因座进行大规模基因分型:如何克服对可靠基因型个体的挑战?

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摘要

Studying the different roles of adaptive genes is still a challenge in evolutionary ecology and requires reliable genotyping of large numbers of individuals. Next-generation sequencing (NGS) techniques enable such large-scale sequencing, but stringent data processing is required. Here, we develop an easy to use methodology to process amplicon-based NGS data and we apply this methodology to reliably genotype four major histocompatibility complex (MHC) loci belonging to MHC class I and II of Alpine marmots (Marmota marmota). Our post-processing methodology allowed us to increase the number of retained reads. The quality of genotype assignment was further assessed using three independent validation procedures. A total of 3069 high-quality MHC genotypes were obtained at four MHC loci for 863 Alpine marmots with a genotype assignment error rate estimated as 0.21%. The proposed methodology could be applied to any genetic system and any organism, except when extensive copy-number variation occurs (that is, genes with a variable number of copies in the genotype of an individual). Our results highlight the potential of amplicon-based NGS techniques combined with adequate post-processing to obtain the large-scale highly reliable genotypes needed to understand the evolution of highly polymorphic functional genes.
机译:研究适应性基因的不同作用仍然是进化生态学中的一个挑战,需要对大量个体进行可靠的基因分型。下一代测序(NGS)技术可实现这种大规模测序,但需要严格的数据处理。在这里,我们开发了一种易于使用的方法来处理基于扩增子的NGS数据,并将此方法应用于可靠的基因型,它们属于高山旱獭(Marmota marmota)的MHC I类和II类四个主要组织相容性复合体(MHC)基因座。我们的后处理方法使我们能够增加保留的读取数。使用三种独立的验证程序进一步评估了基因型分配的质量。在863个高山土拨鼠的四个MHC基因座上获得了3069个高质量MHC基因型,基因型分配错误率估计为0.21%。所提出的方法可以应用于任何遗传系统和任何生物,除非发生大量拷贝数变异(即个体基因型中拷贝数可变的基因)。我们的结果突出了基于扩增子的NGS技术与适当的后处理相结合的潜力,以获得获得了解高度多态性功能基因的进化所需的大规模高度可靠的基因型。

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