An ANI gap within bacterial species that advances the definitions of intra-species units

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dc.contributor.author Rodriguez-R, Luis M.
dc.contributor.author Conrad, Roth E.
dc.contributor.author Viver, Tomeu
dc.contributor.author Feistel, Dorian J.
dc.contributor.author Lindner, Blake G.
dc.contributor.author Lindner, Blake G.
dc.contributor.author Venter, S.N. (Stephanus Nicolaas)
dc.contributor.author Orellana, Luis H.
dc.contributor.author Amann, Rudolf I.
dc.contributor.author Rossello-Mora, Ramon
dc.contributor.author Konstantinidis, Konstantinos T.
dc.date.accessioned 2025-02-12T05:17:06Z
dc.date.available 2025-02-12T05:17:06Z
dc.date.issued 2024-01
dc.description.abstract Large-scale surveys of prokaryotic communities (metagenomes), as well as isolate genomes, have revealed that their diversity is predominantly organized in sequence-discrete units that may be equated to species. Specifically, genomes of the same species commonly show genome-aggregate average nucleotide identity (ANI) >95% among themselves and ANI <90% to members of other species, while genomes showing ANI 90%–95% are comparatively rare. However, it remains unclear if such “discontinuities” or gaps in ANI values can be observed within species and thus used to advance and standardize intra-species units. By analyzing 18,123 complete isolate genomes from 330 bacterial species with at least 10 genome representatives each and available long-read metagenomes, we show that another discontinuity exists between 99.2% and 99.8% (midpoint 99.5%) ANI in most of these species. The 99.5% ANI threshold is largely consistent with how sequence types have been defined in previous epidemiological studies but provides clusters with ~20% higher accuracy in terms of evolutionary and gene-content relatedness of the grouped genomes, while strains should be consequently defined at higher ANI values (>99.99% proposed). Collectively, our results should facilitate future micro-diversity studies across clinical or environmental settings because they provide a more natural definition of intra-species units of diversity. IMPORTANCE : Bacterial strains and clonal complexes are two cornerstone concepts for microbiology that remain loosely defined, which confuses communication and research. Here we identify a natural gap in genome sequence comparisons among isolate genomes of all well-sequenced species that has gone unnoticed so far and could be used to more accurately and precisely define these and related concepts compared to current methods. These findings advance the molecular toolbox for accurately delineating and following the important units of diversity within prokaryotic species and thus should greatly facilitate future epidemiological and micro-diversity studies across clinical and environmental settings. en_US
dc.description.department Biochemistry en_US
dc.description.department Forestry and Agricultural Biotechnology Institute (FABI) en_US
dc.description.department Genetics en_US
dc.description.department Microbiology and Plant Pathology en_US
dc.description.librarian am2024 en_US
dc.description.sdg SDG-15:Life on land en_US
dc.description.sponsorship The US National Science Foundation; the Max Planck Society; the Spanish Ministry of Science, Innovation and Universities supported European Regional Development Fund (FEDER) and the University of Innsbruck. en_US
dc.description.uri https://journals.asm.org/journal/mbio en_US
dc.identifier.citation Rodriguez-R, L.-M., Conrad, R.E., Viver, T. et al. 2024, 'An ANI gap within bacterial species that advances the definitions of intra-species units', mBio, vol. 15, no. 1, pp. 1-14. DOI: 10.1128/mbio.02696-23. en_US
dc.identifier.issn 2161-2129 (print)
dc.identifier.issn 2150-7511 (online)
dc.identifier.other 10.1128/mbio.02696-23
dc.identifier.uri http://hdl.handle.net/2263/100752
dc.language.iso en en_US
dc.publisher American Society for Microbiology en_US
dc.rights © 2023 Rodriguez-R et al. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license. en_US
dc.subject Strain definition en_US
dc.subject Micro-diversity en_US
dc.subject Epidemiology en_US
dc.subject Clonal complex en_US
dc.subject Average nucleotide identity (ANI) en_US
dc.subject SDG-15: Life on land en_US
dc.title An ANI gap within bacterial species that advances the definitions of intra-species units en_US
dc.type Article en_US


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