A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border

Ocean currents, multiple fecal bacteria input sources, and jurisdictional boundaries can complicate pollution source tracking and associated mitigation and management efforts within the nearshore coastal environment. In this study, multiple microbial source tracking tools were employed to characteri...

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Main Authors: Amity G. Zimmer-Faust, Joshua A. Steele, Xianyi Xiong, Christopher Staley, Madison Griffith, Michael J. Sadowsky, Margarita Diaz, John F. Griffith
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2021.674214/full
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spelling doaj-8ba8b9d01f3c4357a54ced34ccaf44022021-08-06T07:38:33ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2021-08-011210.3389/fmicb.2021.674214674214A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico BorderAmity G. Zimmer-Faust0Joshua A. Steele1Xianyi Xiong2Christopher Staley3Madison Griffith4Michael J. Sadowsky5Margarita Diaz6John F. Griffith7Southern California Coastal Water Research Project, Costa Mesa, CA, United StatesSouthern California Coastal Water Research Project, Costa Mesa, CA, United StatesBioTechnology Institute, University of Minnesota Twin Cities, Saint Paul, MN, United StatesBioTechnology Institute, University of Minnesota Twin Cities, Saint Paul, MN, United StatesSouthern California Coastal Water Research Project, Costa Mesa, CA, United StatesDepartment of Soil, Water, and Climate, University of Minnesota Twin Cities, Saint Paul, MN, United StatesProyecto Fronterizo de Educación Ambiental, A.C., Tijuana, MexicoSouthern California Coastal Water Research Project, Costa Mesa, CA, United StatesOcean currents, multiple fecal bacteria input sources, and jurisdictional boundaries can complicate pollution source tracking and associated mitigation and management efforts within the nearshore coastal environment. In this study, multiple microbial source tracking tools were employed to characterize the impact and reach of an ocean wastewater treatment facility discharge in Mexico northward along the coast and across the Southwest United States- Mexico Border. Water samples were evaluated for fecal indicator bacteria (FIB), Enterococcus by culture-based methods, and human-associated genetic marker (HF183) and Enterococcus by droplet digital polymerase chain reaction (ddPCR). In addition, 16S rRNA gene sequence analysis was performed and the SourceTracker algorithm was used to characterize the bacterial community of the wastewater treatment plume and its contribution to beach waters. Sampling dates were chosen based on ocean conditions associated with northern currents. Evidence of a gradient in human fecal pollution that extended north from the wastewater discharge across the United States/Mexico border from the point source was observed using human-associated genetic markers and microbial community analysis. The spatial extent of fecal contamination observed was largely dependent on swell and ocean conditions. These findings demonstrate the utility of a combination of molecular tools for understanding and tracking specific pollutant sources in dynamic coastal water environments.https://www.frontiersin.org/articles/10.3389/fmicb.2021.674214/fullmicrobial source tracking16S ribosomal DNA analysiswastewaterdroplet digital PCRcoastal water
collection DOAJ
language English
format Article
sources DOAJ
author Amity G. Zimmer-Faust
Joshua A. Steele
Xianyi Xiong
Christopher Staley
Madison Griffith
Michael J. Sadowsky
Margarita Diaz
John F. Griffith
spellingShingle Amity G. Zimmer-Faust
Joshua A. Steele
Xianyi Xiong
Christopher Staley
Madison Griffith
Michael J. Sadowsky
Margarita Diaz
John F. Griffith
A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border
Frontiers in Microbiology
microbial source tracking
16S ribosomal DNA analysis
wastewater
droplet digital PCR
coastal water
author_facet Amity G. Zimmer-Faust
Joshua A. Steele
Xianyi Xiong
Christopher Staley
Madison Griffith
Michael J. Sadowsky
Margarita Diaz
John F. Griffith
author_sort Amity G. Zimmer-Faust
title A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border
title_short A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border
title_full A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border
title_fullStr A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border
title_full_unstemmed A Combined Digital PCR and Next Generation DNA-Sequencing Based Approach for Tracking Nearshore Pollutant Dynamics Along the Southwest United States/Mexico Border
title_sort combined digital pcr and next generation dna-sequencing based approach for tracking nearshore pollutant dynamics along the southwest united states/mexico border
publisher Frontiers Media S.A.
series Frontiers in Microbiology
issn 1664-302X
publishDate 2021-08-01
description Ocean currents, multiple fecal bacteria input sources, and jurisdictional boundaries can complicate pollution source tracking and associated mitigation and management efforts within the nearshore coastal environment. In this study, multiple microbial source tracking tools were employed to characterize the impact and reach of an ocean wastewater treatment facility discharge in Mexico northward along the coast and across the Southwest United States- Mexico Border. Water samples were evaluated for fecal indicator bacteria (FIB), Enterococcus by culture-based methods, and human-associated genetic marker (HF183) and Enterococcus by droplet digital polymerase chain reaction (ddPCR). In addition, 16S rRNA gene sequence analysis was performed and the SourceTracker algorithm was used to characterize the bacterial community of the wastewater treatment plume and its contribution to beach waters. Sampling dates were chosen based on ocean conditions associated with northern currents. Evidence of a gradient in human fecal pollution that extended north from the wastewater discharge across the United States/Mexico border from the point source was observed using human-associated genetic markers and microbial community analysis. The spatial extent of fecal contamination observed was largely dependent on swell and ocean conditions. These findings demonstrate the utility of a combination of molecular tools for understanding and tracking specific pollutant sources in dynamic coastal water environments.
topic microbial source tracking
16S ribosomal DNA analysis
wastewater
droplet digital PCR
coastal water
url https://www.frontiersin.org/articles/10.3389/fmicb.2021.674214/full
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