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重建过去插入缺失的算法:仅删除的简约问题。

Algorithms to reconstruct past indels: The deletion-only parsimony problem.

作者信息

Moutet Jordan, Rivals Eric, Pardi Fabio

机构信息

LIRMM, Université de Montpellier, CNRS, Montpellier, France.

出版信息

PLoS Comput Biol. 2025 Jul 28;21(7):e1012585. doi: 10.1371/journal.pcbi.1012585. eCollection 2025 Jul.

DOI:10.1371/journal.pcbi.1012585
PMID:40720545
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12331173/
Abstract

Ancestral sequence reconstruction is an important task in bioinformatics, with applications ranging from protein engineering to the study of genome evolution. When sequences can only undergo substitutions, optimal reconstructions can be efficiently computed using well-known algorithms. However, accounting for indels in ancestral reconstructions is much harder. First, for biologically-relevant problem formulations, no polynomial-time exact algorithms are available. Second, multiple reconstructions are often equally parsimonious or likely, making it crucial to correctly display uncertainty in the results. Here, we consider a parsimony approach where only deletions are allowed, while addressing the aforementioned limitations. First, we describe an exact algorithm to obtain all the optimal solutions. The algorithm runs in polynomial time if only one solution is sought. Second, we show that all possible optimal reconstructions for a fixed node can be represented using a graph computable in polynomial time. While previous studies have proposed graph-based representations of ancestral reconstructions, this result is the first to offer a solid mathematical justification for this approach. Finally we provide arguments for the relevance of the deletion-only case for the general case.

摘要

祖先序列重建是生物信息学中的一项重要任务,其应用范围从蛋白质工程到基因组进化研究。当序列仅能发生替换时,可以使用知名算法高效地计算出最优重建。然而,在祖先重建中考虑插入缺失则要困难得多。首先,对于与生物学相关的问题表述,不存在多项式时间的精确算法。其次,多个重建通常同样简约或具有同等可能性,因此在结果中正确显示不确定性至关重要。在此,我们考虑一种仅允许删除的简约方法,同时解决上述局限性。首先,我们描述一种精确算法以获取所有最优解。如果只寻求一个解,该算法在多项式时间内运行。其次,我们表明固定节点的所有可能最优重建可以用一个能在多项式时间内计算的图来表示。虽然先前的研究已经提出了基于图的祖先重建表示方法,但这一结果首次为这种方法提供了坚实的数学依据。最后,我们阐述了仅删除情况对于一般情况的相关性。

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本文引用的文献

1
Insertions and Deletions: Computational Methods, Evolutionary Dynamics, and Biological Applications.插入和缺失:计算方法、进化动态和生物应用。
Mol Biol Evol. 2024 Sep 4;41(9). doi: 10.1093/molbev/msae177.
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Optimal phylogenetic reconstruction of insertion and deletion events.最优的插入和缺失事件的系统发育重建。
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请注意间隙:包括长插入缺失的快速准确的祖先序列重建和多序列比对的缺失感知简约性。
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Online Phylogenetics with matOptimize Produces Equivalent Trees and is Dramatically More Efficient for Large SARS-CoV-2 Phylogenies than de novo and Maximum-Likelihood Implementations.在线系统发育学与 matOptimize 产生等效的树,并且比从头开始和最大似然实现对大型 SARS-CoV-2 系统发育更有效率。
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PLoS Comput Biol. 2022 Oct 24;18(10):e1010633. doi: 10.1371/journal.pcbi.1010633. eCollection 2022 Oct.
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ARPIP: Ancestral Sequence Reconstruction with Insertions and Deletions under the Poisson Indel Process.ARPIP:泊松插入缺失过程下的插入和缺失的祖先序列重建。
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Safety evaluation of a novel variant of consensus bacterial phytase.一种新型一致性细菌植酸酶变体的安全性评估
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