Optimal reference sequence selection for genome assembly using minimum description length principle.

Bilal Wajid, Erchin Serpedin, Mohamed Nounou, Hazem Nounou
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引用次数: 6

Abstract

: Reference assisted assembly requires the use of a reference sequence, as a model, to assist in the assembly of the novel genome. The standard method for identifying the best reference sequence for the assembly of a novel genome aims at counting the number of reads that align to the reference sequence, and then choosing the reference sequence which has the highest number of reads aligning to it. This article explores the use of minimum description length (MDL) principle and its two variants, the two-part MDL and Sophisticated MDL, in identifying the optimal reference sequence for genome assembly. The article compares the MDL based proposed scheme with the standard method coming to the conclusion that "counting the number of reads of the novel genome present in the reference sequence" is not a sufficient condition. Therefore, the proposed MDL scheme includes within itself the standard method of "counting the number of reads that align to the reference sequence" and also moves forward towards looking at the model, the reference sequence, as well, in identifying the optimal reference sequence. The proposed MDL based scheme not only becomes the sufficient criterion for identifying the optimal reference sequence for genome assembly but also improves the reference sequence so that it becomes more suitable for the assembly of the novel genome.

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基于最小描述长度原则的基因组装配最佳参考序列选择。
参考辅助组装需要使用参考序列作为模型来辅助新基因组的组装。鉴定新基因组组装最佳参考序列的标准方法是计算与参考序列匹配的reads数,然后选择与之匹配的reads数最多的参考序列。本文探讨了最小描述长度(MDL)原则及其两种变体,即两部分MDL和复杂MDL,在确定基因组组装的最佳参考序列中的应用。本文将基于MDL的方案与标准方法进行比较,得出“计算参考序列中存在的新基因组的reads数”不是充分条件的结论。因此,所提出的MDL方案本身包含了“计算与参考序列对齐的读的数量”的标准方法,并且在确定最佳参考序列时也向前迈进了一步,即查看模型和参考序列。所提出的基于MDL的方案不仅成为确定基因组组装最佳参考序列的充分准则,而且对参考序列进行了改进,使其更适合于新基因组的组装。
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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