Accelerating ncRNA homology search with FPGAs

Nathaniel McVicar, W. L. Ruzzo, S. Hauck
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引用次数: 4

Abstract

Over the last decade, the number of known biologically important non-coding RNAs (ncRNAs) has increased by orders of magnitude. The function performed by a specific ncRNA is partially determined by its structure, defined by which nucleotides of the molecule form pairs. These correlations may span large and variable distances in the linear RNA molecule. Because of these characteristics, algorithms that search for ncRNAs belonging to known families are computationally expensive, often taking many CPU weeks to run. To improve the speed of this search, multiple search algorithms arranged into a series of progressively more stringent filters can be used. In this paper, we present an FPGA based implementation of some of these algorithms. This is the first FPGA based approach to attempt to accelerate multiple filters used in ncRNA search. The FPGA is reconfigured for each filter, resulting in a total system speedup of 25x when compared with a single CPU.
利用fpga加速ncRNA同源性搜索
在过去的十年中,已知的生物学上重要的非编码rna (ncrna)的数量增加了几个数量级。特定ncRNA的功能部分取决于其结构,由分子的核苷酸形成对来定义。这些相关性可能在线性RNA分子中跨越大而可变的距离。由于这些特征,搜索属于已知家族的ncrna的算法在计算上是昂贵的,通常需要许多CPU周才能运行。为了提高搜索速度,可以使用多个搜索算法排列成一系列逐渐严格的过滤器。在本文中,我们提出了一个基于FPGA的实现其中一些算法。这是第一个基于FPGA的方法,试图加速ncRNA搜索中使用的多个滤波器。FPGA为每个滤波器重新配置,与单个CPU相比,总系统速度提高了25倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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