GTRpmix: A Linked General Time-Reversible Model for Profile Mixture Models.

Mol Biol Evol

Department of Biochemistry and Molecular Biology, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada.

Published: September 2024

AI Article Synopsis

  • Profile mixture models help understand how amino acids swap in proteins by using different sets of amino acid compositions at various sites, with a common matrix for their exchangeabilities.
  • The GTRpmix model improves these analyses by estimating a common exchangeability matrix for multiple profiles, leading to better fit and accuracy in phylogenetic studies compared to previously used matrices like LG.
  • Two new exchangeability matrices, ELM for eukaryotic proteins and EAL for eukaryotes and Archaea, enhance the performance of phylogenetic analyses with profile mixture models, and IQ-TREE2 now supports this advanced estimation.

Article Abstract

Profile mixture models capture distinct biochemical constraints on the amino acid substitution process at different sites in proteins. These models feature a mixture of time-reversible models with a common matrix of exchangeabilities and distinct sets of equilibrium amino acid frequencies known as profiles. Combining the exchangeability matrix with each profile generates the matrix of instantaneous rates of amino acid exchange for that profile. Currently, empirically estimated exchangeability matrices (e.g. the LG matrix) are widely used for phylogenetic inference under profile mixture models. However, these were estimated using a single profile and are unlikely optimal for profile mixture models. Here, we describe the GTRpmix model that allows maximum likelihood estimation of a common exchangeability matrix under any profile mixture model. We show that exchangeability matrices estimated under profile mixture models differ from the LG matrix, dramatically improving model fit and topological estimation accuracy for empirical test cases. Because the GTRpmix model is computationally expensive, we provide two exchangeability matrices estimated from large concatenated phylogenomic-supermatrices to be used for phylogenetic analyses. One, called Eukaryotic Linked Mixture (ELM), is designed for phylogenetic analysis of proteins encoded by nuclear genomes of eukaryotes, and the other, Eukaryotic and Archaeal Linked mixture (EAL), for reconstructing relationships between eukaryotes and Archaea. These matrices, combined with profile mixture models, fit data better and have improved topology estimation relative to the LG matrix combined with the same mixture models. Starting with version 2.3.1, IQ-TREE2 allows users to estimate linked exchangeabilities (i.e. amino acid exchange rates) under profile mixture models.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11371462PMC
http://dx.doi.org/10.1093/molbev/msae174DOI Listing

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