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A (natural) gap in whole-genome average nucleotide identity (ANI) values around 95% is commonly used to define species, especially for bacteriophages, but whether a similar gap exists within species that can be used to define intra-species units has not been evaluated yet. Whole-genome comparisons among members of 1,016 bacteriophage (\n                      <jats:italic toggle=\"yes\">Caudoviricetes<\/jats:italic>\n                      ) species revealed a region of low frequency of ANI values around 99.2%\u201399.8%, showing threefold or fewer pairs than expected for an even distribution. This second gap is prevalent in viruses infecting various cultured or uncultured hosts from a variety of environments, although a few exceptions to this pattern were also observed (3.7% of total species) and are likely attributed to cultivation biases or other factors. Similar results were observed for a limited set of eukaryotic viruses that are adequately sampled, including SARS-CoV-2, whose ANI-based clusters matched well with the WHO-defined variants of concern, indicating that our findings from bacteriophages might be more broadly applicable and the ANI-based clusters may represent functionally and\/or ecologically distinct units. These units appear to be predominantly driven by (high) ecological cohesiveness coupled to either frequent recombination for bacteriophages or selection and clonal evolution for other viruses such as SARS-CoV-2, indicating that fundamentally different underlying mechanisms could lead to similar diversity patterns. Accordingly, we propose the ANI gap approach outlined above for defining viral intra-species units, for which we propose the term genomovars.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>IMPORTANCE<\/jats:title>\n                    <jats:p>Viral species are composed of an ensemble of intra-species variants whose individual dynamics may have major implications for human and animal health and\/or ecosystem functioning. However, the lack of universally accepted standards to define these intra-species variants has led researchers to use different approaches for this task, creating inconsistent intra-species units across different viral families and confusion in communication. By comparing hundreds of mostly bacteriophage genomes, we show that there is a widely distributed natural gap in whole-genome average nucleotide identity values in most, but not all, of these species that can be used to define intra-species units. Therefore, these results advance the molecular toolbox for tracking viral intra-species units and should facilitate future epidemiological and environmental studies.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1128\/mbio.01536-24","type":"journal-article","created":{"date-parts":[[2024,7,22]],"date-time":"2024-07-22T09:14:21Z","timestamp":1721639661000},"update-policy":"https:\/\/doi.org\/10.1128\/asmj-crossmark-policy-page","source":"Crossref","is-referenced-by-count":29,"title":["A natural ANI gap that can define intra-species units of bacteriophages and other viruses"],"prefix":"10.1128","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4266-0712","authenticated-orcid":false,"given":"Borja","family":"Aldeguer-Riquelme","sequence":"first","affiliation":[{"name":"School of Civil & Environmental Engineering and School of Biological Sciences, Georgia Institute of Technology","place":["Atlanta, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8155-8441","authenticated-orcid":true,"given":"Roth E.","family":"Conrad","sequence":"additional","affiliation":[{"name":"School of Civil & Environmental Engineering and School of Biological Sciences, Georgia Institute of Technology","place":["Atlanta, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5823-493X","authenticated-orcid":true,"given":"Josefa","family":"Ant\u00f3n","sequence":"additional","affiliation":[{"name":"Department of Physiology, Genetics and Microbiology, University of Alicante","place":["San Vicente del Raspeig, Spain"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ramon","family":"Rossello-Mora","sequence":"additional","affiliation":[{"name":"Marine Microbiology Group, Department of Animal and Microbial Biodiversity, Mediterranean Institute for Advanced Studies (IMEDEA, CSIC-UIB)","place":["Esporles, Spain"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0954-4755","authenticated-orcid":true,"given":"Konstantinos T.","family":"Konstantinidis","sequence":"additional","affiliation":[{"name":"School of Civil & Environmental Engineering and School of Biological Sciences, Georgia Institute of Technology","place":["Atlanta, USA"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"235","reference":[{"key":"e_1_3_5_2_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1462-2920.2005.00713.x"},{"key":"e_1_3_5_3_2","doi-asserted-by":"publisher","DOI":"10.1038\/ismej.2010.1"},{"key":"e_1_3_5_4_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41564-019-0628-x"},{"key":"e_1_3_5_5_2","doi-asserted-by":"publisher","DOI":"10.1038\/srep36072"},{"key":"e_1_3_5_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.meegid.2006.04.002"},{"key":"e_1_3_5_7_2","doi-asserted-by":"publisher","DOI":"10.1038\/d41586-021-03619-8"},{"key":"e_1_3_5_8_2","doi-asserted-by":"publisher","DOI":"10.1128\/spectrum.01548-22"},{"key":"e_1_3_5_9_2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.ppat.1006136"},{"key":"e_1_3_5_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.meegid.2016.02.015"},{"key":"e_1_3_5_11_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41396-021-01150-2"},{"key":"e_1_3_5_12_2","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.aax5727"},{"key":"e_1_3_5_13_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41587-020-00797-0"},{"key":"e_1_3_5_14_2","doi-asserted-by":"publisher","DOI":"10.1038\/nature13459"},{"key":"e_1_3_5_15_2","doi-asserted-by":"publisher","DOI":"10.1038\/nbt.4306"},{"key":"e_1_3_5_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2019.03.040"},{"key":"e_1_3_5_17_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-018-07641-9"},{"key":"e_1_3_5_18_2","doi-asserted-by":"publisher","DOI":"10.1099\/ijs.0.64483-0"},{"key":"e_1_3_5_19_2","doi-asserted-by":"publisher","DOI":"10.1128\/mbio.02696-23"},{"key":"e_1_3_5_20_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00705-014-1982-x"},{"key":"e_1_3_5_21_2","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms15892"},{"key":"e_1_3_5_22_2","unstructured":"World Health Organization (WHO). 2023. 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