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A Median Solver and Phylogenetic Inference Based on DCJ Sorting

机译:基于DCJ排序的中值求解器和系统发育推断

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Genome rearrangement is known as one of the main evolutionary mechanisms on the genomic level. Phylogenetic analysis based on rearrangement played a crucial role in biological research in the past decades, especially with the increasing availability of fully sequenced genomes. In general, phylogenetic analysis tries to solve two problems: Small Parsimony Problem (SPP) and Big Parsimony Problem (BPP). Maximum parsimony is a popular approach for SPP and BPP which relies on iteratively solving a NP hard problem, the median problem. As a result, current median solvers and phylogenetic inference methods based on the median problem all face serious problems on scalability and cannot be applied to datasets with large and distant genomes. In this paper, we propose a new median solver for gene order data that combines double-cut-and-join sorting with the Simulated Annealing algorithm (SAMedian). Based on the median solver, we built a new phylogenetic inference method to solve both SPP and BPP problems. Our experimental results show that the new median solver presents an excellent performance on simulated datasets and the phylogenetic inference tool built based on the new median solver has a better performance than other existing methods.
机译:基因组重排被认为是基因组水平上的主要进化机制之一。在过去的几十年中,基于重排的系统发育分析在生物学研究中发挥了至关重要的作用,特别是随着全测序基因组可用性的提高。一般而言,系统发育分析试图解决两个问题:小简约问题(SPP)和大简约问题(BPP)。最大简约是SPP和BPP的一种流行方法,它依赖于迭代地解决NP难题(中值问题)。结果,当前的中值求解器和基于中值问题的系统发育推理方法都面临着严重的可扩展性问题,并且不能应用于具有大而遥远的基因组的数据集。在本文中,我们为基因顺序数据提出了一种新的中值求解器,该方法将双切和联接排序与模拟退火算法(SAMedian)相结合。基于中值求解器,我们建立了一种新的系统发育推理方法来解决SPP和BPP问题。我们的实验结果表明,新的中值求解器在模拟数据集上表现出出色的性能,并且基于新的中值求解器构建的系统发育推理工具比其他现有方法具有更好的性能。

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