Evidence map›Paper›PMID 41612178›Full record

ArticleBMC microbiology2026

Codon usage optimization contributes to evolutionary dynamics of TetM following its acquisition via interspecies and intergeneric recombination events in recipient bacteria.

Saba Kobakhidze, Davit Janelidze, Nino Kuchuloria, Mamuka Kotetishvili

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Article in BMC microbiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Saba KobakhidzeOne Health Institute, School of Science and Technology, University of Georgia, 21a Petre Kavtaradze St., Tbilisi, 0171, Georgia.
Davit JanelidzeOne Health Institute, School of Science and Technology, University of Georgia, 21a Petre Kavtaradze St., Tbilisi, 0171, Georgia.
Nino KuchuloriaInstitute of Synthetic Biology, School of Science and Technology, University of Georgia, 21a Petre Kavtaradze St., Tbilisi, 0171, Georgia.
Mamuka KotetishviliOne Health Institute, School of Science and Technology, University of Georgia, 21a Petre Kavtaradze St., Tbilisi, 0171, Georgia. m.kotetishvili@ug.edu.ge.ORCID 0000-0002-3882-0878

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundTetracycline resistance in bacteria is predominantly mediated by the tetM gene, which exhibits an exceptionally broad distribution across Gram-positive and Gram-negative bacteria. Although the molecular mechanism underlying tetM-mediated resistance is well characterized, the evolutionary forces shaping the tetM gene—particularly the relative roles of purifying selection, episodic positive selection, interspecies and intergeneric recombination, and post-transfer codon usage adaptation—remain incompletely understood or uncertain. To address these gaps, we performed a comprehensive evolutionary analysis of tetM across large natural bacterial populations.

resultsWe analyzed 2,838 GenBank-deposited tetM sequences, representing 409 distinct allelic types spanning a wide range of bacterial species and genera. Neutrality and diversity analyses revealed moderate polymorphism (ps = 0.2526), a mildly negative Tajima’s D (–0.268), and low dN/dS ratios (~ 0.15), collectively indicating strong pervasive purifying selection. Codon-based likelihood tests (PAML and HyPhy) detected no evidence of widespread positive selection across the full tetM dataset; however, when analyses were restricted to phylogenetically coherent subsets, episodic diversifying selection affecting a small fraction of codons (~ 4.1%) was detected, indicating lineage-specific adaptation. Conserved-region mapping revealed pronounced conservation of functionally critical GTPase-associated motifs, including GTP/Mg²⁺ binding and G4 elements. The Switch I and Switch II regions exhibited greater sequence tolerance, consistent with preserved structural flexibility. Linkage disequilibrium patterns, allelic network structure, and phylogenetic analyses collectively provided strong evidence for extensive interspecies and intergeneric recombination involving both internal tetM loci and the entire gene. Identical tetM alleles were shared across phylogenetically distant taxa, including a large spectrum of human and animal pathogens, as well as commensal and environmental bacteria, with mammalian gut-associated species serving as key reservoirs. Codon usage analyses further demonstrated that post-transfer adaptation of tetM is not uniform: significant synonymous convergence toward host-preferred codons at fourfold-degenerate sites was observed in multiple recipient lineages (P ≤ 0.043), indicating codon optimization across this gene.

conclusionsThe evolution of tetM is governed by strong functional constraint, episodic lineage-specific diversification, and frequent recombination-mediated dissemination, including whole-gene transfer. Host-specific codon usage adaptation is suggested to contribute to functional integration and long-term persistence of tetM, facilitating the widespread maintenance of tetracycline resistance across diverse bacterial populations.

Indexed as

BacteriaCodon UsageEvolution, MolecularRecombination, GeneticTetracycline ResistanceGene Transfer, HorizontalPhylogenySelection, Genetic

Identifiers

PMID41612178
PMCPMC12924463

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.