An acceleration method of short read mapping using FPGA

Y. Sogabe, T. Maruyama
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引用次数: 17

Abstract

The rapid development of Next Generation Sequencing (NGS) has enabled to generate more than 100G base pairs per day from one machine. The produced data are randomly fragmented DNA base pair strings, called short reads, and millions of short reads are mapped onto the reference genomes, which are complete genetic sequences, to reconstruct the sequence of the sample DNA. This short read mapping is becoming the bottle-neck of NGS systems. In this paper, we propose an FPGA system for the mapping based on a hash-index method. In our system, short reads are divided into seeds, which are fixed-length substrings used for the mapping, and the seeds are sorted using buckets. Then, the seeds in each bucket are compared in parallel with the candidate locations. With this approach, many seeds can be compared in massively parallel manner with their candidate locations, and it becomes possible to improve the processing speed by reducing the number of the random accesses to DRAM banks which store the candidate locations. Furthermore, substitutions of the nucleotides in a seed can be allowed in this parallel comparison. This makes it possible to achieve higher matching rates than previous works.
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一种基于FPGA的短读映射加速方法
下一代测序(NGS)的快速发展使得一台机器每天可以产生超过100G的碱基对。生成的数据是随机分割的DNA碱基对串,称为短读,数百万个短读被映射到参考基因组上,这些基因组是完整的基因序列,以重建样本DNA的序列。这种短读映射正在成为NGS系统的瓶颈。在本文中,我们提出了一个基于哈希索引方法的映射FPGA系统。在我们的系统中,短读被分成种子,种子是用于映射的固定长度的子字符串,种子使用bucket进行排序。然后,将每个桶中的种子与候选位置并行比较。通过这种方法,可以以大规模并行的方式将许多种子与其候选位置进行比较,并且可以通过减少对存储候选位置的DRAM库的随机访问次数来提高处理速度。此外,在这种平行比较中,可以允许对种子中的核苷酸进行替换。这使得实现比以前的工作更高的匹配率成为可能。
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