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首页> 外文期刊>International Journal of Foundations of Computer Science >PARALLEL ALGORITHMS FOR MAPPING SHORT DEGENERATE AND WEIGHTED DNA SEQUENCES TO A REFERENCE GENOME
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PARALLEL ALGORITHMS FOR MAPPING SHORT DEGENERATE AND WEIGHTED DNA SEQUENCES TO A REFERENCE GENOME

机译:用于将简并的加权DNA序列映射到参考基因组的并行算法

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摘要

One of the most ambitious trends in current biomedical research is the large-scale genomic sequencing of patients. Novel high-throughput (or next-generation) sequencing technologies have redefined the way genome sequencing is performed. They are able to produce millions of short sequences (reads) in a single experiment, and with a much lower cost than previously possible. Due to this massive amount of data, efficient algorithms for mapping these sequences to a reference genome are in great demand, and recently, there has been ample work for publishing such algorithms. One important feature of these algorithms is the support of multithreaded parallel computing in order to speedup the mapping process. In this paper, we design parallel algorithms, which make use of the message-passing parallelism model, to address this problem efficiently. The proposed algorithms also take into consideration the probability scores assigned to each base for occurring in a specific position of a sequence. In particular, we present parallel algorithms for mapping short degenerate and weighted DNA sequences to a reference genome.
机译:当前生物医学研究中最雄心勃勃的趋势之一是患者的大规模基因组测序。新型的高通量(或下一代)测序技术已经重新定义了基因组测序的执行方式。他们能够在单个实验中产生数百万个短序列(读数),并且成本比以前可能的低得多。由于大量的数据,迫切需要用于将这些序列映射到参考基因组的有效算法,并且最近,已经有足够的工作来发布这种算法。这些算法的一个重要特征是支持多线程并行计算,以加快映射过程。在本文中,我们设计了并行算法,该算法利用消息传递并行模型来有效解决此问题。所提出的算法还考虑了分配给每个碱基以在序列的特定位置出现的概率分数。特别是,我们提出了将短简并加权DNA序列映射到参考基因组的并行算法。

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    Department of Computer Science, King's College London, London WC2R 2LS, UKDigital Ecosystems and Business Intelligence Institute, Curtin University, GPO Box U1987 Perth WA 6845, AustraliaSchool of Electrical Engineering and Computer Science, The University of Newcastle, Callaghan NSW 2308, AustraliaDepartment of Mathematics, University of West Bohemia, Pilsen, Czech RepublicDepartment of Computer Science, King's College London, London WC2R 2LS, UKDepartment of Computer Science, King's College London, London WC2R 2LS, UK;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    Parallel algorithms; string algorithms; next-generation sequencing.;

    机译:并行算法字符串算法;下一代测序。;

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