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Facilitated sequence assembly using densely labeled optical DNA barcodes: A combinatorial auction approach

机译:使用密集标记的光学DNA条形码促进序列组装:组合拍卖方法

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摘要

The output from whole genome sequencing is a set of contigs, i.e. short non-overlapping DNA sequences (sizes 1-100 kilobasepairs). Piecing the contigs together is an especially difficult task for previously unsequenced DNA, and may not be feasible due to factors such as the lack of sufficient coverage or larger repetitive regions which generate gaps in the final sequence. Here we propose a new method for scaffolding such contigs. The proposed method uses densely labeled optical DNA barcodes from competitive binding experiments as scaffolds. On these scaffolds we position theoretical barcodes which are calculated from the contig sequences. This allows us to construct longer DNA sequences from the contig sequences. This proof-of-principle study extends previous studies which use sparsely labeled DNA barcodes for scaffolding purposes. Our method applies a probabilistic approach that allows us to discard “foreign” contigs from mixed samples with contigs from different types of DNA. We satisfy the contig non-overlap constraint by formulating the contig placement challenge as a combinatorial auction problem. Our exact algorithm for solving this problem reduces computational costs compared to previous methods in the combinatorial auction field. We demonstrate the usefulness of the proposed scaffolding method both for synthetic contigs and for contigs obtained using Illumina sequencing for a mixed sample with plasmid and chromosomal DNA.
机译:全基因组测序的结果是一组重叠群,即短的非重叠DNA序列(大小为1至100个碱基对)。将重叠群拼接在一起对于先前未测序的DNA来说是特别困难的任务,并且由于诸如缺少足够的覆盖范围或较大的重复区域等因素而可能不可行,这些因素会在最终序列中产生缺口。在这里,我们提出了一种新的脚手架重叠群的方法。所提出的方法使用来自竞争性结合实验的密集标记的光学DNA条码作为支架。在这些支架上,我们放置从重叠群序列计算得出的理论条形码。这使我们可以从重叠群序列中构建更长的DNA序列。这项原理验证研究扩展了先前的研究,该研究使用稀疏标记的DNA条码用于支架目的。我们的方法采用了一种概率方法,该方法允许我们丢弃混合样本中的“外来”重叠群与不同类型DNA的重叠群。通过将contig放置挑战表述为组合拍卖问题,我们满足了contig非重叠约束。与组合拍卖领域中的先前方法相比,我们解决该问题的精确算法降低了计算成本。我们证明了拟议的脚手架方法对合成重叠群和有用的Illumina测序与质粒和染色体DNA的混合样品获得的重叠群的有用性。

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