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A fast and accurate SNP detection algorithm for next-generation sequencing data

机译:快速准确的SNP检测算法,用于下一代测序数据

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Abstract Accession codes Author information Supplementary informationVarious methods have been developed for calling single-nucleotide polymorphisms from next-generation sequencing data. However, for satisfactory performance, most of these methods require expensive high-depth sequencing. Here, we propose a fast and accurate single-nucleotide polymorphism detection program that uses a binomial distribution-based algorithm and a mutation probability. We extensively assess this program on normal and cancer next-generation sequencing data from The Cancer Genome Atlas projectand pooled data from the 1,000 Genomes Project. We also compare the performance of several state-of-the-art programs for single-nucleotide polymorphism calling and evaluate their pros and cons. We demonstrate that our program is a fast and highly accurate single-nucleotide polymorphism detection method, particularly when the sequence depth is low. The program can finish single-nucleotide polymorphism calling within four hours for 10-fold human genome next-generation sequencing data (30 gigabases) on astandard desktop computer.
机译:摘要登录号作者信息补充信息已开发出多种方法,可以从下一代测序数据中调用单核苷酸多态性。但是,为了获得令人满意的性能,大多数这些方法都需要昂贵的深度测序。在这里,我们提出了一种快速准确的单核苷酸多态性检测程序,该程序使用基于二项分布的算法和突变概率。我们根据“癌症基因组图谱”项目的正常和癌症下一代测序数据,以及从“ 1000个基因组项目”中汇总的数据,对该程序进行了广泛的评估。我们还比较了几种最先进的单核苷酸多态性调用程序的性能,并评估了它们的优缺点。我们证明了我们的程序是一种快速且高度准确的单核苷酸多态性检测方法,尤其是当序列深度较低时。该程序可以在四个小时内完成单核苷酸多态性,在标准台式计算机上调用10倍的人类基因组下一代测序数据(30个千兆字节)。

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