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Hardware-Acceleration of Short-Read Alignment Based on the Burrows-Wheeler Transform

机译:基于Burrows-Wheeler变换的短读比对的硬件加速

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The alignment of millions of short DNA fragments to a large genome is a very important aspect of the modern computational biology. However, software-based DNA sequence alignment takes many hours to complete. This paper proposes an FPGA-based hardware accelerator to reduce the alignment time. We apply a data encoding scheme that reduces the data size by 96 percent, and propose a pipelined hardware decoder to decode the data. We also design customized data paths to efficiently use the limited bandwidth of the DDR3 memories. The proposed accelerator can align a few hundred million short DNA fragments in an hour by using 80 processing elements in parallel. The proposed accelerator has the same mapping quality compared to the software-based methods.
机译:数百万个短DNA片段与一个大型基因组的比对是现代计算生物学的一个非常重要的方面。但是,基于软件的DNA序列比对需要许多小时才能完成。本文提出了一种基于FPGA的硬件加速器,以减少对准时间。我们应用了一种将数据大小减少96%的数据编码方案,并提出了流水线硬件解码器来解码数据。我们还设计了定制的数据路径,以有效利用DDR3存储器的有限带宽。通过并行使用80个处理元件,建议的加速器可在一小时内比对几亿个短DNA片段。与基于软件的方法相比,提出的加速器具有相同的映射质量。

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