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A Novel Scaffolding Algorithm Based on Contig Error Correction and Path Extension

机译:一种基于Contig纠错和路径扩展的新型脚手架算法

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The sequence assembly process can be divided into three stages: contigs extension, scaffolding, and gap filling. The scaffolding method is an essential step during the process to infer the direction and sequence relationships between the contigs. However, scaffolding still faces the challenges of uneven sequencing depth, genome repetitive regions, and sequencing errors, which often leads to many false relationships between contigs. The performance of scaffolding can be improved by removing potential false conjunctions between contigs. In this study, a novel scaffolding algorithm which is on the basis of path extension Loose-Strict-Loose strategy and contig error correction, called iLSLS. iLSLS helps reduce the false relationships between contigs, and improve the accuracy of subsequent steps. iLSLS utilizes a scoring function, which estimates the correctness of candidate paths by the distribution of paired reads, and try to conduction the extension with the path which is scored the highest. What's more, iLSLS can precisely estimate the gap size. We conduct experiments on two real datasets, and the results show that LSLS strategy is efficient to increase the correctness of scaffolds, and iLSLS performs better than other scaffolding methods.
机译:序列组装过程可分为三个阶段:Contigs延伸,脚手架和间隙填充。脚手架方法是在该过程中推断折叠之间的方向和序列关系的过程中的基本步骤。然而,脚手架仍然面临着不均匀测序深度,基因组重复区域和测序误差的挑战,这通常导致Contig之间的许多虚假关系。通过去除Contigs之间的潜在假缀合来改善脚手架的性能。在这项研究中,一种基于路径延伸的小型脚手架算法,其宽松的策略和Contig纠错,称为ILSL。 ILSLS有助于降低CONTIG之间的虚假关系,并提高后续步骤的准确性。 ILSLS利用评分函数,其通过配对读取的分布估计候选路径的正确性,并尝试通过刻度的路径来传导扩展。更重要的是,ILSL可以精确地估计间隙大小。我们对两个真实数据集进行实验,结果表明,LSLS策略有效地增加支架的正确性,并且ILSL比其他脚手架方法更好。

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