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Reference-guided de novo assembly approach improves genome reconstruction for related species

机译:参考指导的从头组装方法改善了相关物种的基因组重建

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摘要

Background: The development of next-generation sequencing has made it possible to sequence whole genomes\udat a relatively low cost. However, de novo genome assemblies remain challenging due to short read length,\udmissing data, repetitive regions, polymorphisms and sequencing errors. As more and more genomes are\udsequenced, reference-guided assembly approaches can be used to assist the assembly process. However, previous\udmethods mostly focused on the assembly of other genotypes within the same species. We adapted and extended\uda reference-guided de novo assembly approach, which enables the usage of a related reference sequence to guide\udthe genome assembly. In order to compare and evaluate de novo and our reference-guided de novo assembly\udapproaches, we used a simulated data set of a repetitive and heterozygotic plant genome.\udResults: The extended reference-guided de novo assembly approach almost always outperforms the corresponding\udde novo assembly program even when a reference of a different species is used. Similar improvements can be\udobserved in high and low coverage situations. In addition, we show that a single evaluation metric, like the widely\udused N50 length, is not enough to properly rate assemblies as it not always points to the best assembly evaluated\udwith other criteria. Therefore, we used the summed z-scores of 36 different statistics to evaluate the assemblies.\udConclusions: The combination of reference mapping and de novo assembly provides a powerful tool to improve\udgenome reconstruction by integrating information of a related genome. Our extension of the reference-guided de\udnovo assembly approach enables the application of this strategy not only within but also between related species.\udFinally, the evaluation of genome assemblies is often not straight forward, as the truth is not known. Thus one\udshould always use a combination of evaluation metrics, which not only try to assess the continuity but also the\udaccuracy of an assembly.
机译:背景:下一代测序技术的发展使得以较低的成本对整个基因组进行测序成为可能。然而,由于短读长度,缺少数据,重复区域,多态性和测序错误,从头基因组组装仍然具有挑战性。随着越来越多的基因组被测序,参考指导的组装方法可用于辅助组装过程。但是,以前的方法大多集中在同一物种内其他基因型的组装上。我们改编并扩展了参考指导的从头组装方法,该方法使相关参考序列的使用可以指导基因组组装。为了比较和评估从头和参考引导的从头组装\ udapproaches,我们使用了重复和杂合植物基因组的模拟数据集。\ ud结果:扩展的从参考引导从头组装方法几乎总是优于相应的方法\ udde novo汇编程序,即使使用其他物种的引用也是如此。在高覆盖率和低覆盖率的情况下,可以得到类似的改进。此外,我们表明,单个评估指标(如广泛使用的N50长度)不足以对组件进行正确评估,因为它并不总是指向使用其他条件评估的最佳组件。因此,我们使用了36种不同统计数据的z值总和来评估程序集。\ ud结论:参考映射和从头组装的组合提供了一个强大的工具,可以通过整合相关基因组的信息来改进\预算组重构。我们扩展了参考指导的解离组装方法的扩展,使得该策略不仅可以在相关物种内而且可以在相关物种之间应用。因此,应该始终使用评估指标的组合,不仅要评估程序集的连续性,还要评估程序集的准确性。

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