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Effects of GC Bias in Next-Generation-Sequencing Data on De Novo Genome Assembly

机译:下一代测序数据中的GC偏差对De Novo基因组装配的影响

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摘要

Next-generation-sequencing (NGS) has revolutionized the field of genome assembly because of its much higher data throughput and much lower cost compared with traditional Sanger sequencing. However, NGS poses new computational challenges to de novo genome assembly. Among the challenges, GC bias in NGS data is known to aggravate genome assembly. However, it is not clear to what extent GC bias affects genome assembly in general. In this work, we conduct a systematic analysis on the effects of GC bias on genome assembly. Our analyses reveal that GC bias only lowers assembly completeness when the degree of GC bias is above a threshold. At a strong GC bias, the assembly fragmentation due to GC bias can be explained by the low coverage of reads in the GC-poor or GC-rich regions of a genome. This effect is observed for all the assemblers under study. Increasing the total amount of NGS data thus rescues the assembly fragmentation because of GC bias. However, the amount of data needed for a full rescue depends on the distribution of GC contents. Both low and high coverage depths due to GC bias lower the accuracy of assembly. These pieces of information provide guidance toward a better de novo genome assembly in the presence of GC bias.
机译:下一代测序(NGS)与传统的Sanger测序相比,具有更高的数据吞吐率和更低的成本,从而彻底改变了基因组装配领域。然而,NGS给从头基因组组装带来了新的计算挑战。在挑战中,已知NGS数据中的GC偏向会加剧基因组装配。但是,目前尚不清楚GC偏见在多大程度上影响基因组组装。在这项工作中,我们对GC偏差对基因组组装的影响进行了系统的分析。我们的分析表明,只有当GC偏向度高于阈值时,GC偏向才会降低装配的完整性。在强烈的GC偏倚下,由于GC偏倚导致的装配碎片可以用基因组中GC贫乏或富含GC的区域中的读段覆盖率低来解释。对于所有正在研究的装配工,都可以观察到这种效果。因此,增加NGS数据的总量可避免由于GC偏差而造成的装配碎片。但是,完全救援所需的数据量取决于GC内容的分布。由于GC偏斜造成的低覆盖深度和高覆盖深度都会降低组装精度。这些信息为在存在GC偏倚的情况下更好地进行从头进行基因组组装提供了指导。

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