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dc.contributor.authorWeller, Daniel
dc.contributor.authorBrassill, Natalie
dc.contributor.authorRock, Channah
dc.contributor.authorIvanek, Renata
dc.contributor.authorMudrak, Erika
dc.contributor.authorRoof, Sherry
dc.contributor.authorGanda, Erika
dc.contributor.authorWiedmann, Martin
dc.date.accessioned2020-04-30T19:49:56Z
dc.date.available2020-04-30T19:49:56Z
dc.date.issued2020-02-06
dc.identifier.citationWeller D, Brassill N, Rock C, Ivanek R, Mudrak E, Roof S, Ganda E and Wiedmann M (2020) Complex Interactions Between Weather, and Microbial and Physicochemical Water Quality Impact the Likelihood of Detecting Foodborne Pathogens in Agricultural Water. Front. Microbiol. 11:134. doi: 10.3389/fmicb.2020.00134en_US
dc.identifier.issn1664-302X
dc.identifier.pmid32117154
dc.identifier.doi10.3389/fmicb.2020.00134
dc.identifier.urihttp://hdl.handle.net/10150/641135
dc.description.abstractAgricultural water is an important source of foodborne pathogens on produce farms. Managing water-associated risks does not lend itself to one-size-fits-all approaches due to the heterogeneous nature of freshwater environments. To improve our ability to develop location-specific risk management practices, a study was conducted in two produce-growing regions to (i) characterize the relationship between Escherichia coli levels and pathogen presence in agricultural water, and (ii) identify environmental factors associated with pathogen detection. Three AZ and six NY waterways were sampled longitudinally using 10-L grab samples (GS) and 24-h Moore swabs (MS). Regression showed that the likelihood of Salmonella detection (Odds Ratio [OR] = 2.18), and eaeA-stx codetection (OR = 6.49) was significantly greater for MS compared to GS, while the likelihood of detecting L. monocytogenes was not. Regression also showed that eaeA-stx codetection in AZ (OR = 50.2) and NY (OR = 18.4), and Salmonella detection in AZ (OR = 4.4) were significantly associated with E. coli levels, while Salmonella detection in NY was not. Random forest analysis indicated that interactions between environmental factors (e.g., rainfall, temperature, turbidity) (i) were associated with likelihood of pathogen detection and (ii) mediated the relationship between E. coli levels and likelihood of pathogen detection. Our findings suggest that (i) environmental heterogeneity, including interactions between factors, affects microbial water quality, and (ii) E. coli levels alone may not be a suitable indicator of food safety risks. Instead, targeted methods that utilize environmental and microbial data (e.g., models that use turbidity and E. coli levels to predict when there is a high or low risk of surface water being contaminated by pathogens) are needed to assess and mitigate the food safety risks associated with preharvest water use. By identifying environmental factors associated with an increased likelihood of detecting pathogens in agricultural water, this study provides information that (i) can be used to assess when pathogen contamination of agricultural water is likely to occur, and (ii) facilitate development of targeted interventions for individual water sources, providing an alternative to existing one-size-fits-all approaches.en_US
dc.language.isoenen_US
dc.publisherFRONTIERS MEDIA SAen_US
dc.rightsCopyright © 2020 Weller, Brassill, Rock, Ivanek, Mudrak, Roof, Ganda and Wiedmann. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY).en_US
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectE. colien_US
dc.subjectListeriaen_US
dc.subjectsalmonellaen_US
dc.subjectagricultural wateren_US
dc.subjectirrigationen_US
dc.subjectproduce safetyen_US
dc.titleComplex Interactions Between Weather, and Microbial and Physicochemical Water Quality Impact the Likelihood of Detecting Foodborne Pathogens in Agricultural Wateren_US
dc.typeArticleen_US
dc.contributor.departmentUniv Arizona, Dept Soil Water & Environm Scien_US
dc.identifier.journalFRONTIERS IN MICROBIOLOGYen_US
dc.description.noteOpen access journalen_US
dc.description.collectioninformationThis item from the UA Faculty Publications collection is made available by the University of Arizona with support from the University of Arizona Libraries. If you have questions, please contact us at repository@u.library.arizona.edu.en_US
dc.eprint.versionFinal published versionen_US
dc.source.journaltitleFrontiers in microbiology
dc.source.volume11
dc.source.beginpage134
dc.source.endpage
refterms.dateFOA2020-04-30T19:49:57Z
dc.source.countryUnited States
dc.source.countrySwitzerland


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Copyright © 2020 Weller, Brassill, Rock, Ivanek, Mudrak, Roof, Ganda and Wiedmann. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY).
Except where otherwise noted, this item's license is described as Copyright © 2020 Weller, Brassill, Rock, Ivanek, Mudrak, Roof, Ganda and Wiedmann. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY).