QCKer-FPGA: An FPGA Implementation of Q- gram Counting Filter for DNA Sequence Alignment

Jan Carlo G. Maghirang, Roger Luis Uy, Kaizen Vinz A. Borja, Joven L. Pernez
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引用次数: 4

Abstract

Read mapping is a process in which DNA reads are mapped to a reference genome through filtering and verification using a predefined metric. Filtering is done by quickly eliminating incorrect regions when a DNA read is compared to the reference genome. Verification on the other hand is responsible for verifying these candidate regions which require mathematical and theoretical approaches. Due to large amounts of data produced by Next Generation Sequencing (NGS) platforms, a filter is needed to reduce various computational challenges introduced by the verification process. FPGAs are special purpose processors that are designed to handle compute-intensive applications, having a highly customizable fabric. In this paper, the q-gram counting filter is implemented that takes advantage of the flexibility and capabilities of FPGAs in parallel applications using the ZedBoard development board. The paper discusses the results of the filter with varying sizes of q, number of reads with various lengths, and different reference sequences. The results show an average of 34.02% lesser clock cycles with a q-gram length of 4 and 53.58% for q-gram of 8 when compared to an implementation in C.
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QCKer-FPGA:用于DNA序列比对的Q克计数滤波器的FPGA实现
读取映射是一个过程,其中DNA读取映射到参考基因组通过过滤和验证使用预定义的度量。当DNA读数与参考基因组比较时,过滤是通过快速消除不正确的区域来完成的。另一方面,验证负责验证这些候选区域,这需要数学和理论方法。由于下一代测序(NGS)平台产生大量数据,因此需要一个滤波器来减少验证过程中引入的各种计算挑战。fpga是一种特殊用途的处理器,设计用于处理计算密集型应用,具有高度可定制的结构。在本文中,使用ZedBoard开发板实现了q-gram计数滤波器,该滤波器利用fpga在并行应用中的灵活性和功能。本文讨论了不同q大小、不同长度读取数和不同参考序列下的滤波结果。结果表明,与C语言实现相比,q-gram长度为4的时钟周期平均减少34.02%,q-gram长度为8的时钟周期平均减少53.58%。
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