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A high-performance FPGA-based BWA-MEM DNA sequence alignment

机译:基于FPGA的BWA-MEM DNA序列对准的高性能FPGA

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摘要

Over the last decades, Bioinformatics has been being in its honeymoon phase with more and more new algorithms as well as their improvements proposed. In Bioinformatics, the sequence alignment step is considered as an integral part that directly contributes to the DNA, RNA, or protein identifications. Despite the undeniable enhancements from the provided algorithms and computing architectures in the recent years, it is still far more to state that sequence alignment has already achieved the ideal performance. In this work, we focus on one of the most perfect justifiable steps in a state-of-the-art DNA/RNA alignment algorithm, the seed extension step in the BWA-MEM algorithm. We propose a high-speed and less power consumption FPGA-based IP core that is designed in a pipeline model under various FPGA technologies. Our core is able to operate at more than 200 MHz in almost all FPGA architectures and even up to 529 MHz on a Xilinx Virtex 6 FPGA device. The core can provide speed-ups by up to 350x when compared with an Intel Core i5 general purpose processor.
机译:在过去的几十年中,生物信息学一直是蜜月相位,越来越多的新算法以及提出的改进。在生物信息学中,序列取向步骤被认为是直接有助于DNA,RNA或蛋白质鉴定的积分部分。尽管近年来提供了算法和计算架构的无可否认的增强功能,但在说明序列对齐已经实现了理想性能的情况下,它还有更多。在这项工作中,我们专注于最先进的DNA / RNA对准算法中最完美的正当步骤之一,BWA-MEM算法中的种子延伸步骤。我们提出了一种高速和较少的功耗FPGA的IP核心,该IP核心在各种FPGA技术下设计成管道模型。我们的核心能够在几乎所有FPGA架构中超过200 MHz,甚至在Xilinx Virtex 6 FPGA设备上高达529 MHz。与英特尔核心I5通用处理器相比,核心可以在相比时提供高达350倍的速度。

著录项

  • 来源
    《Concurrency, practice and experience》 |2021年第2期|e5328.1-e5328.12|共12页
  • 作者单位

    Ho Chi Minh City Univ Technol Vietnam Natl Univ Chi Ho Minh City Ho Chi Minh City Vietnam|Fac Comp Sci & Engn 268 Ly Thuong Kiet Dist 10 Ho Chi Minh City 70000 Vietnam;

    Ho Chi Minh City Univ Technol Vietnam Natl Univ Chi Ho Minh City Ho Chi Minh City Vietnam;

    Ho Chi Minh City Univ Technol Vietnam Natl Univ Chi Ho Minh City Ho Chi Minh City Vietnam;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    BWA#8208; MEM DNA alignment; FPGA; IP core Seed extension;

    机译:BWA-MEM DNA对准;FPGA;IP核心种子延伸;

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