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Alignment-free detection of local similarity among viral and bacterial genomes

机译:无序列检测病毒和细菌基因组之间的局部相似性

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摘要

Motivation: Bacterial and viral genomes are often affected by horizontal gene transfer observable as abrupt switching in local homology. In addition to the resulting mosaic genome structure, they frequently contain regions not found in close relatives, which may play a role in virulence mechanisms. Due to this connection to medical microbiology, there are numerous methods available to detect horizontal gene transfer. However, these are usually aimed at individual genes and viral genomes rather than the much larger bacterial genomes. Here, we propose an efficient alignment-free approach to describe the mosaic structure of viral and bacterial genomes, including their unique regions.Results: Our method is based on the lengths of exact matches between pairs of sequences. Long matches indicate close homology, short matches more distant homology or none at all. These exact match lengths can be looked up efficiently using an enhanced suffix array. Our program implementing this approach, alfy (ALignment-Free local homologY), efficiently and accurately detects the recombination break points in simulated DNA sequences and among recombinant HIV-1 strains. We also apply alfy to Escherichia coli genomes where we detect new evidence for the hypothesis that strains pathogenic in poultry can infect humans.
机译:动机:细菌和病毒基因组经常受到水平基因转移的影响,可以观察到局部同源性的突然转换。除了产生的镶嵌基因组结构以外,它们经常包含在近亲中找不到的区域,这可能在毒力机制中起作用。由于与医学微生物学的这种联系,有许多方法可用于检测水平基因转移。但是,这些通常针对的是单个基因和病毒基因组,而不是更大的细菌基因组。在这里,我们提出了一种有效的无比对方法来描述病毒和细菌基因组的镶嵌结构,包括它们的独特区域。结果:我们的方法基于序列对之间精确匹配的长度。长匹配表示紧密的同源性,短匹配表示较远的同源性或根本没有同源性。使用增强的后缀数组可以有效地查找这些精确的匹配长度。我们实施此方法的程序alfy(无ALignment-Free本地同源物)可有效,准确地检测模拟的DNA序列和重组HIV-1菌株之间的重组断裂点。我们还将alfy应用于大肠埃希氏菌的基因组,在那里我们发现了关于家禽中致病性菌株可以感染人类的​​假说的新证据。

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