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首页> 外文期刊>Bulletin of the Polish Academy of Sciences. Technical Sciences >G-DNA-a highly efficient multi-GPU/MPI tool for aligning nucleotide reads
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G-DNA-a highly efficient multi-GPU/MPI tool for aligning nucleotide reads

机译:G-DNA-一种高效的多GPU / MPI工具,用于比对核苷酸读数

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摘要

DNA/RNA sequencing has recently become a primary way researchers generate biological data for further analysis. Assembling algorithms are an integral part of this process. However, some of them require pairwise alignment to be applied to a great deal of reads. Although several efficient alignment tools have been released over the past few years, including those taking advantage of GPUs (Graphics Processing Units), none of them directly targets high-throughput sequencing data. As a result, a need arose to create software that could handle such data as effectively as possible. G-DNA (GPU-based DNA aligner) is the first highly parallel solution that has been optimized to process nucleotide reads (DNA/RNA) from modern sequencing machines. Results show that the software reaches up to 89 GCUPS (Giga Cell Updates Per Second) on a single GPU and as a result it is the fastest tool in its class. Moreover, it scales up well on multiple GPUs systems, including MPI-based computational clusters, where its performance is counted in TCUPS (Tera CUPS).
机译:DNA / RNA测序最近已成为研究人员生成生物学数据进行进一步分析的主要方式。组装算法是此过程不可或缺的一部分。但是,其中一些要求成对对齐才能应用于大量读取。尽管在过去几年中已经发布了几种有效的对齐工具,包括那些利用GPU(图形处理单元)的工具,但它们都不直接针对高通量测序数据。结果,需要创建可以尽可能有效地处理此类数据的软件。 G-DNA(基于GPU的DNA对准器)是第一个高度并行的解决方案,已经过优化,可以处理现代测序仪中的核苷酸读数(DNA / RNA)。结果表明,该软件在单个GPU上可达到89 GCUPS(每秒千兆单元更新),因此,它是同类产品中最快的工具。此外,它可以在多个GPU系统(包括基于MPI的计算集群)上很好地扩展,其性能以TCUPS(Tera CUPS)进行计算。

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