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Variations in Bacterial Communities and Antibiotic Resistance Genes Across Diverse Recycled and Surface Water Irrigation Sources in the Mid-Atlantic and Southwest United States: A CONSERVE Two-Year Field Study

dc.contributor.authorMalayil, Leenaen
dc.contributor.authorRamachandran, Padminien
dc.contributor.authorChattopadhyay, Suhanaen
dc.contributor.authorAllard, Sarah M.en
dc.contributor.authorBui, Anthonyen
dc.contributor.authorButron, Jicellen
dc.contributor.authorCallahan, Mary Theresaen
dc.contributor.authorCraddock, Hillary A.en
dc.contributor.authorMurray, Riannaen
dc.contributor.authorEast, Cherylen
dc.contributor.authorSharma, Mananen
dc.contributor.authorKniel, Kalmiaen
dc.contributor.authorMicallef, Shirley A.en
dc.contributor.authorHashem, Fawzyen
dc.contributor.authorGerba, Charles P.en
dc.contributor.authorRavishankar, Sadhanaen
dc.contributor.authorParveen, Salinaen
dc.contributor.authorMay, Ericen
dc.contributor.authorHandy, Ericen
dc.contributor.authorKulkarni, Prachien
dc.contributor.authorAnderson-Coughlin, Briennaen
dc.contributor.authorCraighead, Shanien
dc.contributor.authorGartley, Samanthaen
dc.contributor.authorVanore, Adamen
dc.contributor.authorDuncan, Ricoen
dc.contributor.authorFoust, Dereken
dc.contributor.authorBetancourt, Walteren
dc.contributor.authorZhu, Libinen
dc.contributor.authorMongodin, Emmanuel F.en
dc.contributor.authorSapkota, Amiren
dc.contributor.authorPop, Mihaien
dc.contributor.authorHaymaker, Josephen
dc.contributor.authorSapkota, Amy R.en
dc.date.accessioned2025-12-11T15:43:37Zen
dc.date.available2025-12-11T15:43:37Zen
dc.date.issued2022-11-01en
dc.description.abstractReduced availability of agricultural water has spurred increased interest in using recycled irrigation water for U.S. food crop production. However, there are significant knowledge gaps concerning the microbiological quality of these water sources. To address these gaps, we used 16S rRNA gene and metagenomic sequencing to characterize taxonomic and functional variations (e.g., antimicrobial resistance) in bacterial communities across diverse recycled and surface water irrigation sources. We collected 1 L water samples (n = 410) between 2016 and 2018 from the Mid-Atlantic (12 sites) and Southwest (10 sites) U.S. Samples were filtered, and DNA was extracted. The V3-V4 regions of the 16S rRNA gene were then PCR amplified and sequenced. Metagenomic sequencing was also performed to characterize antibiotic, metal, and biocide resistance genes. Bacterial alpha and beta diversities were significantly different (p < 0.001) across water types and seasons. Pathogenic bacteria, such as Salmonella enterica, Staphylococcus aureus, and Aeromonas hydrophilia were observed across sample types. The most common antibiotic resistance genes identified coded against macrolides/lincosamides/streptogramins, aminoglycosides, rifampin and elfamycins, and their read counts fluctuated across seasons. We also observed multi-metal and multi-biocide resistance across all water types. To our knowledge, this is the most comprehensive longitudinal study to date of U.S. recycled water and surface water used for irrigation. Our findings improve understanding of the potential differences in the risk of exposure to bacterial pathogens and antibiotic resistance genes originating from diverse irrigation water sources across seasons and U.S. regions.en
dc.description.versionPublished versionen
dc.format.extent15 page(s)en
dc.format.mimetypeapplication/pdfen
dc.identifier.doihttps://doi.org/10.1021/acs.est.2c02281en
dc.identifier.eissn1520-5851en
dc.identifier.issn0013-936Xen
dc.identifier.issue21en
dc.identifier.orcidHaymaker, Joseph [0000-0002-7306-2638]en
dc.identifier.pmid36194536en
dc.identifier.urihttps://hdl.handle.net/10919/139887en
dc.identifier.volume56en
dc.language.isoenen
dc.publisherAmerican Chemical Societyen
dc.relation.urihttps://www.ncbi.nlm.nih.gov/pubmed/36194536en
dc.rightsCreative Commons Attribution-NonCommercial-NoDerivatives 4.0 Internationalen
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/en
dc.subjectrecycled wateren
dc.subjectreclaimed wateren
dc.subjectwastewateren
dc.subjectirrigation water qualityen
dc.subjectpathogensen
dc.subjectwater microbiomeen
dc.subjectantibiotic resistance genesen
dc.subjectantibiotic-resistant bacteriaen
dc.subjectmetagenomicsen
dc.subjectfood safetyen
dc.subject.meshBacteriaen
dc.subject.meshWateren
dc.subject.meshRNA, Ribosomal, 16Sen
dc.subject.meshAnti-Bacterial Agentsen
dc.subject.meshDisinfectantsen
dc.subject.meshLongitudinal Studiesen
dc.subject.meshDrug Resistance, Microbialen
dc.subject.meshGenes, Bacterialen
dc.subject.meshUnited Statesen
dc.subject.meshAgricultural Irrigationen
dc.subject.meshWastewateren
dc.titleVariations in Bacterial Communities and Antibiotic Resistance Genes Across Diverse Recycled and Surface Water Irrigation Sources in the Mid-Atlantic and Southwest United States: A CONSERVE Two-Year Field Studyen
dc.title.serialEnvironmental Science & Technologyen
dc.typeArticle - Refereeden
dc.type.dcmitypeTexten
dc.type.otherArticleen
dc.type.otherEarly Accessen
dc.type.otherJournalen
pubs.organisational-groupVirginia Techen
pubs.organisational-groupVirginia Tech/Agriculture & Life Sciencesen
pubs.organisational-groupVirginia Tech/Agriculture & Life Sciences/Eastern Shore ARECen

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