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通过使用蛋白质序列对下一代测序数据进行聚类来进行宏基因组组装。

Metagenome assembly through clustering of next-generation sequencing data using protein sequences.

作者信息

Sim Mikang, Kim Jaebum

机构信息

Department of Animal Biotechnology, Konkuk University, Seoul 143-701, Republic of Korea.

Department of Animal Biotechnology, Konkuk University, Seoul 143-701, Republic of Korea.

出版信息

J Microbiol Methods. 2015 Feb;109:180-7. doi: 10.1016/j.mimet.2015.01.002. Epub 2015 Jan 6.

Abstract

The study of environmental microbial communities, called metagenomics, has gained a lot of attention because of the recent advances in next-generation sequencing (NGS) technologies. Microbes play a critical role in changing their environments, and the mode of their effect can be solved by investigating metagenomes. However, the difficulty of metagenomes, such as the combination of multiple microbes and different species abundance, makes metagenome assembly tasks more challenging. In this paper, we developed a new metagenome assembly method by utilizing protein sequences, in addition to the NGS read sequences. Our method (i) builds read clusters by using mapping information against available protein sequences, and (ii) creates contig sequences by finding consensus sequences through probabilistic choices from the read clusters. By using simulated NGS read sequences from real microbial genome sequences, we evaluated our method in comparison with four existing assembly programs. We found that our method could generate relatively long and accurate metagenome assemblies, indicating that the idea of using protein sequences, as a guide for the assembly, is promising.

摘要

对环境微生物群落的研究,即宏基因组学,由于下一代测序(NGS)技术的最新进展而备受关注。微生物在改变其环境方面起着关键作用,通过研究宏基因组可以解决它们的作用方式。然而,宏基因组的复杂性,如多种微生物的组合和不同物种丰度,使得宏基因组组装任务更具挑战性。在本文中,除了NGS读段序列外,我们还利用蛋白质序列开发了一种新的宏基因组组装方法。我们的方法:(i)通过使用与可用蛋白质序列的比对信息构建读段簇,以及(ii)通过从读段簇中进行概率选择找到一致序列来创建重叠群序列。通过使用来自真实微生物基因组序列的模拟NGS读段序列,我们将我们的方法与四个现有的组装程序进行了比较评估。我们发现我们的方法可以生成相对较长且准确的宏基因组组装结果,这表明使用蛋白质序列作为组装指导的想法很有前景。

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