Detecting horizontal gene transfer by mapping sequencing reads across species boundaries

被引:19
|
作者
Trappe, Kathrin [1 ]
Marschall, Tobias [2 ,3 ]
Renard, Bernhard Y. [1 ]
机构
[1] Robert Koch Inst, Res Grp Bioinformat NG4, D-13353 Berlin, Germany
[2] Univ Saarland, Ctr Bioinformat, D-66123 Saarbrucken, Germany
[3] Max Planck Inst Informat, D-66123 Saarbrucken, Germany
关键词
TOXIN-ENCODING BACTERIOPHAGES; ESCHERICHIA-COLI; STRUCTURAL VARIATION; PAIRED-END; COMPARATIVE GENOMICS; INSERTION SITES; ALGORITHMS; DIVERSITY; DISCOVERY; IDENTIFICATION;
D O I
10.1093/bioinformatics/btw423
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Horizontal gene transfer (HGT) is a fundamental mechanism that enables organisms such as bacteria to directly transfer genetic material between distant species. This way, bacteria can acquire new traits such as antibiotic resistance or pathogenic toxins. Current bioinformatics approaches focus on the detection of past HGT events by exploring phylogenetic trees or genome composition inconsistencies. However, these techniques normally require the availability of finished and fully annotated genomes and of sufficiently large deviations that allow detection and are thus not widely applicable. Especially in outbreak scenarios with HGT-mediated emergence of new pathogens, like the enterohemorrhagic Escherichia coli outbreak in Germany 2011, there is need for fast and precise HGT detection. Next-generation sequencing (NGS) technologies facilitate rapid analysis of unknown pathogens but, to the best of our knowledge, so far no approach detects HGTs directly from NGS reads. Results: We present Daisy, a novel mapping-based tool for HGT detection. Daisy determines HGT boundaries with split-read mapping and evaluates candidate regions relying on read pair and coverage information. Daisy successfully detects HGT regions with base pair resolution in both simulated and real data, and outperforms alternative approaches using a genome assembly of the reads. We see our approach as a powerful complement for a comprehensive analysis of HGT in the context of NGS data.
引用
收藏
页码:595 / 604
页数:10
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