Medvedev Paul, Pham Son, Chaisson Mark, Tesler Glenn, Pevzner Pavel
Department of Computer Science and Engineering, University of California, San Diego, California, USA.
J Comput Biol. 2011 Nov;18(11):1625-34. doi: 10.1089/cmb.2011.0151. Epub 2011 Oct 14.
The recent proliferation of next generation sequencing with short reads has enabled many new experimental opportunities but, at the same time, has raised formidable computational challenges in genome assembly. One of the key advances that has led to an improvement in contig lengths has been mate pairs, which facilitate the assembly of repeating regions. Mate pairs have been algorithmically incorporated into most next generation assemblers as various heuristic post-processing steps to correct the assembly graph or to link contigs into scaffolds. Such methods have allowed the identification of longer contigs than would be possible with single reads; however, they can still fail to resolve complex repeats. Thus, improved methods for incorporating mate pairs will have a strong effect on contig length in the future. Here, we introduce the paired de Bruijn graph, a generalization of the de Bruijn graph that incorporates mate pair information into the graph structure itself instead of analyzing mate pairs at a post-processing step. This graph has the potential to be used in place of the de Bruijn graph in any de Bruijn graph based assembler, maintaining all other assembly steps such as error-correction and repeat resolution. Through assembly results on simulated perfect data, we argue that this can effectively improve the contig sizes in assembly.
近期短读长的新一代测序技术大量涌现,带来了许多新的实验机会,但与此同时,也在基因组组装方面引发了巨大的计算挑战。促使重叠群长度得到改善的关键进展之一是配对末端片段,它有助于重复区域的组装。配对末端片段已通过算法整合到大多数新一代组装程序中,作为各种启发式后处理步骤,用于校正组装图或将重叠群连接成支架。这些方法能够识别出比单读长可能得到的更长的重叠群;然而,它们仍可能无法解析复杂的重复序列。因此,未来改进的整合配对末端片段的方法将对重叠群长度产生重大影响。在此,我们引入了配对德布鲁因图,它是德布鲁因图的一种推广形式,将配对末端片段信息整合到图结构本身,而非在后期处理步骤中分析配对末端片段。这种图有潜力在任何基于德布鲁因图的组装程序中替代德布鲁因图,同时保留所有其他组装步骤,如纠错和重复序列解析。通过对模拟完美数据的组装结果,我们认为这能够有效提高组装中的重叠群大小。