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Characterizing microsatellite polymorphisms using assembly-based and mapping-based tools

机译:使用基于程序集和基于映射的工具表征微卫星多态性

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摘要

Microsatellite polymorphism has always been a challenge for genome assembly and sequence alignment due to sequencing errors, short read lengths, and high incidence of polymerase slippage in microsatellite regions. Despite the information they carry being very valuable, microsatellite variations have not gained enough attention to be a routine step in genome sequence analysis pipelines. After the completion of the 1000 Genomes Project, which aimed to establish the most detailed genetic variation catalog for humans, the consortium released only two microsatellite prediction sets generated by two tools. Many other large research efforts have failed to shed light on microsatellite variations. We evaluated the performance of three different local assembly methods on three different experimental settings, focusing on genotype-based performance, coverage impact, and preprocessing including flanking regions. All these experiments supported our initial expectations on assembly. We also demonstrate that overlap-layout-consensus (OLC)-basedassembly methods show higher sensitivity to microsatellite variant calling when compared to a de Bruijn graph-based approach. We conclude that assembly with OLC is the better method for genotyping microsatellites. Our pipeline is available at https://github.com/gulfemd/STRAssembly.
机译:微卫星多态性一直是基因组组装和序列比对的挑战,因为测序错误,读取长度短以及微卫星区域中聚合酶滑移的发生率很高。尽管它们携带的信息非常有价值,但微卫星变异尚未引起足够的重视,无法成为基因组序列分析流程中的常规步骤。旨在建立最详细的人类遗传变异目录的“ 1000个基因组计划”完成后,财团仅发布了由两个工具生成的两个微卫星预测集。许多其他大型研究工作未能阐明微卫星变异。我们评估了三种不同实验设置下三种不同局部组装方法的性能,重点在于基于基因型的性能,覆盖范围的影响以及包括侧翼区域在内的预处理。所有这些实验都支持了我们对组装的最初期望。我们还证明,与基于de Bruijn图的方法相比,基于重叠布局共识(OLC)的组装方法对微卫星变体调用显示出更高的敏感性。我们得出的结论是,使用OLC组装是对微卫星进行基因分型的更好方法。我们的管道可从https://github.com/gulfemd/STRAssembly获得。

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