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. 2025 Feb;93(1):136-148.
doi: 10.1007/s00239-024-10230-8. Epub 2025 Jan 20.

nT4X and nT4M: Novel Time Non-reversible Mixture Amino Acid Substitution Models

Affiliations

nT4X and nT4M: Novel Time Non-reversible Mixture Amino Acid Substitution Models

Nguyen Huy Tinh et al. J Mol Evol. 2025 Feb.

Abstract

One of the most important and difficult challenges in the research of molecular evolution is modeling the process of amino acid substitutions. Although single-matrix models, such as the LG model, are popular, their capability to properly capture the heterogeneity of the substitution process across sites is still questioned. Several mixture models with multiple matrices have been introduced and shown to offer advantages over single-matrix models. Current general mixture models assume the reversibility of the evolutionary process, implying that substitution rates between any two amino acids are equal in both forward and backward directions. This assumption is not based on biological properties but rather on computational simplicity. The well-known hypothesis is that more realistic models can yield more accurate evolutionary inferences; therefore, our aim is to estimate more biologically realistic models. To this end, we relax the assumption of reversibility and introduce two new general non-reversible 4-matrix mixture models, called nT4M and nT4X. Using alignments from HSSP and TreeBASE databases as data, our newly estimated models outperformed all single-matrix models and almost all reversible mixture models. Moreover, the new non-reversible mixture models enable us to infer rooted trees.

Keywords: Amino acid substitution models; Maximum likelihood estimation method; Mixture models; Time non-reversible models.

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Conflict of interest statement

Declarations. Conflict of interest: The authors have no financial or non-financial interests that are directly or indirectly related.

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