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Friedman SD, Cooper E, Blackwell A, Elliott MA, Weinstein M, Cara J, Wan Y. A multi-tiered approach to assess fecal pollution in an urban watershed: Bacterial and viral indicators and sediment microbial communities. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 945:174141. [PMID: 38901597 PMCID: PMC11247622 DOI: 10.1016/j.scitotenv.2024.174141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 06/16/2024] [Accepted: 06/17/2024] [Indexed: 06/22/2024]
Abstract
Development of effective pollution mitigation strategies require an understanding of the pollution sources and factors influencing fecal pollution loading. Fecal contamination of Turkey Creek in Gulfport, Mississippi, one of the nation's most endangered creeks, was studied through a multi-tiered approach. Over a period of approximately two years, four stations across the watershed were analyzed for nutrients, enumeration of E. coli, male-specific coliphages and bioinformatic analysis of sediment microbial communities. The results demonstrated that two stations, one adjacent to a lift station and one just upstream from the wastewater-treatment plant, were the most impacted. The station adjacent to land containing a few livestock was the least impaired. While genotyping of male-specific coliphage viruses generally revealed a mixed viral signature (human and other animals), fecal contamination at the station near the wastewater treatment plant exhibited predominant impact by municipal sewage. Fecal indicator loadings were positively associated with antecedent rainfall for three of four stations. No associations were noted between fecal indicator loadings and any of the nutrients. Taxonomic signatures of creek sediment were unique to each sample station, but the sediment microbial community did overlap somewhat following major rain events. No presence of Escherichia coli (E. coli) or enterococci were found in the sediment. At some of the stations it was evident that rainfall was not always the primary driver of fecal transport. Repeated monitoring and analysis of a variety of parameters presented in this study determined that point and non-point sources of fecal pollution varied spatially in association with treated and/or untreated sewage.
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Affiliation(s)
- Stephanie D Friedman
- US Environmental Protection Agency, Center for Environmental Measurement and Modeling, Gulf Breeze, FL, USA.
| | - Emilie Cooper
- US Environmental Protection Agency, Center for Environmental Measurement and Modeling, Gulf Breeze, FL, USA
| | - Aaron Blackwell
- Department of Civil Construction and Environmental Engineering, University of Alabama, Tuscaloosa, AL, USA
| | - Mark A Elliott
- Department of Civil Construction and Environmental Engineering, University of Alabama, Tuscaloosa, AL, USA
| | | | - Jared Cara
- Zymo Research Corporation, Irvine, CA, USA
| | - Yongshan Wan
- US Environmental Protection Agency, Center for Environmental Measurement and Modeling, Gulf Breeze, FL, USA
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2
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Quero GM, Guicciardi S, Penna P, Catenacci G, Brandinelli M, Bolognini L, Luna GM. Increasing trends in faecal pollution revealed over a decade in the central Adriatic Sea (Italy). WATER RESEARCH 2024; 262:122083. [PMID: 39067273 DOI: 10.1016/j.watres.2024.122083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 07/08/2024] [Accepted: 07/10/2024] [Indexed: 07/30/2024]
Abstract
Faecal contamination of the coastal sea poses widespread hazard to human and environmental health and is predicted to rise in response to global change and human pressure. For better management and risk reduction it is thus imperative to clarify and predict trends of faecal pollution over spatial and temporal scales, and to assess links with climate and other variables. Here, we investigated the spatio-temporal variation in the Faecal Indicator Bacteria (FIB) Escherichia coli and enterococci, over a time frame spanning 11 years (2011-2021) along a coastal area covering approximately 40 km and 59 bathing sites in the Marche region (Adriatic Sea, Italy), characterized by intense beach tourism, high riverine inputs, resident population, maritime traffic and industrial activities. Our analysis, that considers 5,183 measurements during the bathing season (April to October), shows that FIB abundance varied significantly among years. A general, although not significant, increase over time of both FIB was observed, mainly due to a general reduction of structural zeros (i.e., zeros originated from the actual absence of the response variable) over the examined time period. FIB abundances displayed their maxima and minima in different years according to the municipality, with overall peaks recorded in different months (May-June or September), whereas the lowest values were always observed in October. FIB levels were not significantly related neither to rainfalls nor to river discharge, but the activation of combined sewer overflows (CSOs), typically occurring after intense rainfall events, appeared as a necessary condition for the high faecal contamination levels. Considering climate change scenarios predicting significant increases in extreme weather events, our findings support the usefulness of analysing long-term trends to identify pollution sources, and the prioritization of control strategies to better manage the release of microbial pollutants from combined sewer overflows in coastal waters to reduce human risks.
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Affiliation(s)
- Grazia Marina Quero
- Institute of Marine Biological Resources and Biotechnologies, National Research Council (CNR-IRBIM), Ancona, Italy; NBFC, National Biodiversity Future Center, Palermo 90133, Italy
| | - Stefano Guicciardi
- Institute of Marine Biological Resources and Biotechnologies, National Research Council (CNR-IRBIM), Ancona, Italy
| | - Pierluigi Penna
- Institute of Marine Biological Resources and Biotechnologies, National Research Council (CNR-IRBIM), Ancona, Italy
| | | | | | | | - Gian Marco Luna
- Institute of Marine Biological Resources and Biotechnologies, National Research Council (CNR-IRBIM), Ancona, Italy; NBFC, National Biodiversity Future Center, Palermo 90133, Italy.
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3
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Carson LR, Goodman C, van Duin B, Neumann NF. Application of a microbial and pathogen source tracking toolbox to identify infrastructure problems in stormwater drainage networks: a case study. Microbiol Spectr 2024; 12:e0033724. [PMID: 39109868 PMCID: PMC11371268 DOI: 10.1128/spectrum.00337-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 04/12/2024] [Indexed: 09/04/2024] Open
Abstract
Water scarcity and increasing urbanization are forcing municipalities to consider alternative water sources, such as stormwater, to fill in water supply gaps or address hydromodification of receiving urban streams. Mounting evidence suggests that stormwater is often contaminated with human feces, even in stormwater drainage systems separate from sanitary sewers. Pinpointing sources of human contamination in drainage networks is challenging given the diverse sources of fecal pollution that can impact these systems and the non-specificity of traditional fecal indicator bacteria (FIB) for identifying these host sources. As such, we used a toolbox approach that encompassed microbial source tracking (MST), FIB monitoring, and bacterial pathogen monitoring to investigate microbial contamination of stormwater in an urban municipality. We demonstrate that human sewage frequently contaminated stormwater (in >50% of routine samples), based on the presence of the human fecal marker HF183, and often exceeded microbial water quality criteria. Arcobacter butzleri, a pathogen of emerging concern, was also detected in >50% of routine samples, with 75% of these pathogen-positive samples also being positive for the human fecal marker HF183, suggesting human municipal sewage as the likely source for this pathogen. MST and FIB were used to track human fecal pollution in the drainage network to the most likely point source of contamination, for which a sewage cross-connection was identified and confirmed using tracer dyes. These results point to the ubiquitous presence of human sewage in stormwater and also provide municipalities with the tools to identify sources of anthropogenic contamination in storm drainage networks.IMPORTANCEWater scarcity, increased urbanization, and population growth are driving municipalities worldwide to consider stormwater as an alternative water source in urban environments. However, many studies suggest that stormwater is relatively poor in terms of microbial water quality, is frequently contaminated with human sewage, and therefore could represent a potential health risk depending on the type of exposure (e.g., irrigation of community gardens). Traditional monitoring of water quality based on fecal bacteria does not provide any information about the sources of fecal pollution contaminating stormwater (i.e., animals/human feces). Herein, we present a case study that uses fecal bacterial monitoring, microbial source tracking, and bacterial pathogen analysis to identify a cross-connection that contributed to human fecal intrusion into an urban stormwater network. This microbial toolbox approach can be useful for municipalities in identifying infrastructure problems in stormwater drainage networks to reduce risks associated with water reuse.
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Affiliation(s)
- Liam R. Carson
- School of Public
Health, University of Alberta,
Edmonton, Alberta,
Canada
| | - Clint Goodman
- Community
Infrastructure, City of Airdrie,
Airdrie, Alberta,
Canada
| | - Bert van Duin
- City & Regional
Planning, City of Calgary,
Calgary, Alberta,
Canada
| | - Norman F. Neumann
- School of Public
Health, University of Alberta,
Edmonton, Alberta,
Canada
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4
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Narayanasamydamodaran S, Kumar N, Zuo J. The role of plant uptake in total phosphorous and total nitrogen removal in vegetated bioretention cells using vetiver and cattail. CHEMOSPHERE 2024; 364:143276. [PMID: 39243897 DOI: 10.1016/j.chemosphere.2024.143276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 08/16/2024] [Accepted: 09/04/2024] [Indexed: 09/09/2024]
Abstract
Bioretention cells have emerged as a prominent strategy for mitigating pollutant loads within urban stormwater runoff. This study delves into the role of plant uptake in the simultaneous removal of nitrogen and phosphorus compounds within these systems. Three bioretention cells-CP, P1, and P2-were constructed using local soil, C33 sand, and gravel. CP served as the unvegetated control, while P1 and P2 were vegetated with vetiver and cattail, respectively. The removal efficiencies of NO₃⁻-N, NH₃⁻-N, NO₂⁻-N, TN, TP, and COD from rainwater were evaluated under saturated and unsaturated conditions. The unvegetated control reactor (CP) achieved TN and TP removal rates of 40.44% and 82.52%, respectively. Reactor P1 (vetiver) demonstrated TN and TP removal rates of 62.92% and 97.19%, respectively. Reactor P2 (cattail) showed TN and TP removal rates of 49.71% and 87.78%, respectively. With the introduction of a saturation zone, TN removal efficiencies increased to 51.69%, 89.22%, and 79.91% for CP, P1, and P2, respectively. However, TP removal efficiencies decreased to 74.81%, 95.04%, and 84.58% for CP, P1, and P2, respectively. Plant tissue uptake tests indicated that vetiver could retain 5 times more TN and twice as much TP compared to cattail. This enhanced performance is attributed to vetiver's high photosynthetic potential as a C4 plant, resilience to varying environmental and nutrient conditions, extensive root network, secretion of oil sesquiterpenes from its root cortex, and the presence of arbuscular mycorrhizal fungi, which secrete glomalin, a substance that promotes water retention and nutrient uptake. Findings from this study indicate that the efficacy of traditional bioretention cells can be augmented through the strategic selection and integration of locally adapted plant species, coupled with the incorporation of saturation zones, to enhance pollutant removal capabilities and resilience to drought conditions.
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Affiliation(s)
- Sanjena Narayanasamydamodaran
- State Key Joint Laboratory of Environmental Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, 100084, China
| | - Nawnit Kumar
- State Key Laboratory of Hydroscience and Hydraulic Engineering, Tsinghua University, Beijing, China
| | - Jian'e Zuo
- State Key Joint Laboratory of Environmental Simulation and Pollution Control, School of Environment, Tsinghua University, Beijing, 100084, China; Institute of Environment and Ecology, Tsinghua Shenzhen International Graduate School, Shenzhen, 518055, China.
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Galià-Camps C, Junkin L, Borrallo X, Carreras C, Pascual M, Turon X. Navigating spatio-temporal microbiome dynamics: Environmental factors and trace elements shape the symbiont community of an invasive marine species. MARINE POLLUTION BULLETIN 2024; 203:116477. [PMID: 38759466 DOI: 10.1016/j.marpolbul.2024.116477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 04/30/2024] [Accepted: 05/06/2024] [Indexed: 05/19/2024]
Abstract
The proliferation of marine invasive species is a mounting concern. While the role of microbial communities in invasive ascidian species is recognized, the role of seasonal shifts in microbiome composition remains largely unexplored. We sampled five individuals of the invasive ascidian Styela plicata quarterly from January 2020 to October 2021 in two harbours, examining gills, tunics, and surrounding water. By analysing Amplicon Sequence Variants (ASVs) and seawater trace elements, we found that compartment (seawater, tunic, or gills) was the primary differentiating factor, followed by harbour. Clear seasonal patterns were evident in seawater bacteria, less so in gills, and absent in tunics. We identified compartment-specific bacteria, as well as seasonal indicator ASVs and ASVs correlated with trace element concentrations. Among these bacteria, we found that Endozoicomonas, Hepatoplasma and Rhodobacteraceae species had reported functions which might be necessary for overcoming seasonality and trace element shifts. This study contributes to understanding microbiome dynamics in invasive holobiont systems, and the patterns found indicate a potential role in adaptation and invasiveness.
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Affiliation(s)
- Carles Galià-Camps
- Departament de Genètica, Microbiologia i Estadística, Universitat de Barcelona, Avinguda Diagonal 643, 08028 Barcelona, Spain; Institut de Recerca de la Biodiversitat (IRBio), Universitat de Barcelona (UB), Barcelona, Spain; Department of Marine Ecology, Centre d'Estudis Avançats de Blanes (CEAB-CSIC), Accés Cala Sant Francesc 14, 17300 Blanes, Spain.
| | - Liam Junkin
- Departament de Genètica, Microbiologia i Estadística, Universitat de Barcelona, Avinguda Diagonal 643, 08028 Barcelona, Spain.
| | - Xavier Borrallo
- Departament de Genètica, Microbiologia i Estadística, Universitat de Barcelona, Avinguda Diagonal 643, 08028 Barcelona, Spain
| | - Carlos Carreras
- Departament de Genètica, Microbiologia i Estadística, Universitat de Barcelona, Avinguda Diagonal 643, 08028 Barcelona, Spain; Institut de Recerca de la Biodiversitat (IRBio), Universitat de Barcelona (UB), Barcelona, Spain.
| | - Marta Pascual
- Departament de Genètica, Microbiologia i Estadística, Universitat de Barcelona, Avinguda Diagonal 643, 08028 Barcelona, Spain; Institut de Recerca de la Biodiversitat (IRBio), Universitat de Barcelona (UB), Barcelona, Spain.
| | - Xavier Turon
- Department of Marine Ecology, Centre d'Estudis Avançats de Blanes (CEAB-CSIC), Accés Cala Sant Francesc 14, 17300 Blanes, Spain.
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Hynes JM, Beattie RE, Blackwood AD, Clerkin T, Gallard-Góngora J, Noble RT. Using a combination of quantitative culture, molecular, and infrastructure data to rank potential sources of fecal contamination in Town Creek Estuary, North Carolina. PLoS One 2024; 19:e0299254. [PMID: 38640136 PMCID: PMC11029655 DOI: 10.1371/journal.pone.0299254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 02/07/2024] [Indexed: 04/21/2024] Open
Abstract
Estuarine water quality is declining worldwide due to increased tourism, coastal development, and a changing climate. Although well-established methods are in place to monitor water quality, municipalities struggle to use the data to prioritize infrastructure for monitoring and repair and to determine sources of contamination when they occur. The objective of this study was to assess water quality and prioritize sources of contamination within Town Creek Estuary (TCE), Beaufort, North Carolina, by combining culture, molecular, and geographic information systems (GIS) data into a novel contamination source ranking system. Water samples were collected from TCE at ten locations on eight sampling dates in Fall 2021 (n = 80). Microbiological water quality was assessed using US Environmental Protection Agency (U.S. EPA) approved culture-based methods for fecal indicator bacteria (FIB), including analysis of total coliforms (TC), Escherichia coli (EC), and Enterococcus spp. (ENT). The quantitative microbial source tracking (qMST) human-associated fecal marker, HF183, was quantified using droplet digital PCR (ddPCR). This information was combined with environmental data and GIS information detailing proximal sewer, septic, and stormwater infrastructure to determine potential sources of fecal contamination in the estuary. Results indicated FIB concentrations were significantly and positively correlated with precipitation and increased throughout the estuary following rainfall events (p < 0.01). Sampling sites with FIB concentrations above the U.S. EPA threshold also had the highest percentages of aged, less durable piping materials. Using a novel ranking system combining concentrations of FIB, HF183, and sewer infrastructure data at each site, we found that the two sites nearest the most aged sewage infrastructure and stormwater outflows were found to have the highest levels of measurable fecal contamination. This case study supports the inclusion of both traditional water quality measurements and local infrastructure data to support the current need for municipalities to identify, prioritize, and remediate failing infrastructure.
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Affiliation(s)
- Jenna M. Hynes
- Department of Earth, Marine and Environmental Sciences, Institute of Marine Science, University of North Carolina at Chapel Hill, Morehead City, North Carolina, United States of America
| | - Rachelle E. Beattie
- Department of Earth, Marine and Environmental Sciences, Institute of Marine Science, University of North Carolina at Chapel Hill, Morehead City, North Carolina, United States of America
| | - A. Denene Blackwood
- Department of Earth, Marine and Environmental Sciences, Institute of Marine Science, University of North Carolina at Chapel Hill, Morehead City, North Carolina, United States of America
| | - Thomas Clerkin
- Department of Earth, Marine and Environmental Sciences, Institute of Marine Science, University of North Carolina at Chapel Hill, Morehead City, North Carolina, United States of America
| | - Javier Gallard-Góngora
- Department of Earth, Marine and Environmental Sciences, Institute of Marine Science, University of North Carolina at Chapel Hill, Morehead City, North Carolina, United States of America
| | - Rachel T. Noble
- Department of Earth, Marine and Environmental Sciences, Institute of Marine Science, University of North Carolina at Chapel Hill, Morehead City, North Carolina, United States of America
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7
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Hinds JB, Garg T, Hutmacher S, Nguyen A, Zheng Z, Griffith J, Steele J, González Fernández A, Schiff K. Assessing the defecation practices of unsheltered individuals and their contributions to microbial water quality in an arid, urban watershed. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 920:170708. [PMID: 38336079 DOI: 10.1016/j.scitotenv.2024.170708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Revised: 01/12/2024] [Accepted: 02/03/2024] [Indexed: 02/12/2024]
Abstract
Outdoor defecation by people experiencing homelessness is frequently perceived as a potentially large source of human fecal pollution and a significant source of health risk in urban waterbodies with recreational contact. The goal of this study was to count the number of people experiencing homelessness and quantifies their sanitation habits in an urban river corridor setting, then use this information for estimating human fecal pollutant loading on a watershed scale. Two types of census counts were conducted including periodic point-in-time counts over six years and weekly counts of encampments. While the population census varied from count-to-count, the range of population estimates in the river corridor varied from 109 to 349 individuals during the six-year span, which mirrored the weekly counts of encampments. A face-to-face survey of people experiencing homelessness assessed the sanitation habits of the unsheltered population (N = 63), including outdoor defecation frequency and containment practices. Overall, 95 % of survey respondents reported defecating outdoors; 36 % practiced outdoor defecation between 4 and 7 days/week and 27 % practiced outdoor defecation <1 day/week. Of those that did practice outdoor defecation, 75 % contained their feces in a bucket or bag, thereby limiting fecal material contributions to the river; 6.7 % reported defecating on low ground near the river that could wash off when flood waters rise during a storm event. Only a single survey respondent reported defecating directly into the river. Based on literature values for average HF183 output for an adult human, and the average rainfall in the urban watershed, the total watershed contribution of HF183 averaged 1.2 × 1010 gene copies per storm event (95 % CI: 0.9 × 1010-1.6 × 1010) along the 41 km stretch of river in this study. This human fecal loading estimate is at least two orders of magnitude less than cumulative HF183 loading from all human sources measured at the bottom of the watershed.
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Affiliation(s)
- J B Hinds
- Department of Urban Studies and Planning, University of California San Diego, La Jolla, CA, USA
| | - Teevrat Garg
- School of Global Policy and Strategy, University of California San Diego, La Jolla, CA, USA
| | | | - Andrew Nguyen
- Department of Urban Studies and Planning, University of California San Diego, La Jolla, CA, USA
| | - Zhongqi Zheng
- Department of Urban Studies and Planning, University of California San Diego, La Jolla, CA, USA
| | - John Griffith
- Southern California Coastal Water Research Project, Costa Mesa, CA, USA
| | - Joshua Steele
- Southern California Coastal Water Research Project, Costa Mesa, CA, USA
| | | | - Kenneth Schiff
- Southern California Coastal Water Research Project, Costa Mesa, CA, USA.
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8
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Carr MM, Gold AC, Harris A, Anarde K, Hino M, Sauers N, Da Silva G, Gamewell C, Nelson NG. Fecal Bacteria Contamination of Floodwaters and a Coastal Waterway From Tidally-Driven Stormwater Network Inundation. GEOHEALTH 2024; 8:e2024GH001020. [PMID: 38655490 PMCID: PMC11036072 DOI: 10.1029/2024gh001020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 03/26/2024] [Accepted: 03/27/2024] [Indexed: 04/26/2024]
Abstract
Inundation of coastal stormwater networks by tides is widespread due to sea-level rise (SLR). The water quality risks posed by tidal water rising up through stormwater infrastructure (pipes and catch basins), out onto roadways, and back out to receiving water bodies is poorly understood but may be substantial given that stormwater networks are a known source of fecal contamination. In this study, we (a) documented temporal variation in concentrations of Enterococcus spp. (ENT), the fecal indicator bacteria standard for marine waters, in a coastal waterway over a 2-month period and more intensively during two perigean spring tide periods, (b) measured ENT concentrations in roadway floodwaters during tidal floods, and (c) explained variation in ENT concentrations as a function of tidal inundation, antecedent rainfall, and stormwater infrastructure using a pipe network inundation model and robust linear mixed effect models. We find that ENT concentrations in the receiving waterway vary as a function of tidal stage and antecedent rainfall, but also site-specific characteristics of the stormwater network that drains to the waterway. Tidal variables significantly explain measured ENT variance in the waterway, however, runoff drove higher ENT concentrations in the receiving waterway. Samples of floodwaters on roadways during both perigean spring tide events were limited, but all samples exceeded the threshold for safe public use of recreational waters. These results indicate that inundation of stormwater networks by tides could pose public health hazards in receiving water bodies and on roadways, which will likely be exacerbated in the future due to continued SLR.
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Affiliation(s)
- M. M. Carr
- Department of Biological and Agricultural EngineeringNorth Carolina State UniversityRaleighNCUSA
| | | | - A. Harris
- Department of Civil, Construction, and Environmental EngineeringNorth Carolina State UniversityRaleighNCUSA
| | - K. Anarde
- Department of Civil, Construction, and Environmental EngineeringNorth Carolina State UniversityRaleighNCUSA
| | - M. Hino
- Department of City and Regional PlanningUniversity of North Carolina—Chapel HillChapel HillNCUSA
| | - N. Sauers
- Department of Biological and Agricultural EngineeringNorth Carolina State UniversityRaleighNCUSA
| | - G. Da Silva
- Department of Biological and Agricultural EngineeringNorth Carolina State UniversityRaleighNCUSA
| | - C. Gamewell
- Department of Biological and Agricultural EngineeringNorth Carolina State UniversityRaleighNCUSA
| | - N. G. Nelson
- Department of Civil, Construction, and Environmental EngineeringNorth Carolina State UniversityRaleighNCUSA
- Center for Geospatial AnalyticsNorth Carolina State UniversityRaleighNCUSA
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9
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Chazal N, Carr M, Leight AK, Saia SM, Nelson NG. Short-term forecasting of fecal coliforms in shellfish growing waters. MARINE POLLUTION BULLETIN 2024; 200:116053. [PMID: 38278018 DOI: 10.1016/j.marpolbul.2024.116053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 01/05/2024] [Accepted: 01/13/2024] [Indexed: 01/28/2024]
Abstract
This study sought to develop models for predicting near-term (1-3 day) fecal contamination events in coastal shellfish growing waters. Using Random Forest regression, we (1) developed fecal coliform (FC) concentration models for shellfish growing areas using watershed characteristics and antecedent hydrologic and meteorologic observations as predictors, (2) tested the change in model performance associated when forecasted, as opposed to measured, rainfall variables were used as predictors, and (3) evaluated model predictor importance in relation to shellfish sanitation management criteria. Models were trained to 10 years of coastal FC measurements (n = 1285) for 5 major shellfish management areas along the Florida (USA) coast. Model performance varied between the 5 management areas with R2 ranging from 0.36 to 0.72. Antecedent precipitation variables were among the most important predictors in the day-of forecast models in all management areas. When forecasted rainfall was included in the models, wind components became increasingly important.
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Affiliation(s)
- Natalie Chazal
- Biological and Agricultural Engineering, North Carolina State University, Raleigh, NC, USA
| | - Megan Carr
- Biological and Agricultural Engineering, North Carolina State University, Raleigh, NC, USA
| | - Andrew K Leight
- Cooperative Oxford Laboratory, National Centers for Coastal Ocean Science, National Oceanic and Atmospheric Administration (NOAA), Oxford, MD, USA
| | - Sheila M Saia
- Biological and Agricultural Engineering, North Carolina State University, Raleigh, NC, USA; State Climate Office of North Carolina, North Carolina State University, Raleigh, NC, USA
| | - Natalie G Nelson
- Biological and Agricultural Engineering, North Carolina State University, Raleigh, NC, USA; Center for Geospatial Analytics, North Carolina State University, Raleigh, NC, USA.
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10
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Ahmed W, Korajkic A, Smith WJ, Payyappat S, Cassidy M, Harrison N, Besley C. Comparing the decay of human wastewater-associated markers and enteric viruses in laboratory microcosms simulating estuarine waters in a temperate climatic zone using qPCR/RT-qPCR assays. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 908:167845. [PMID: 37879463 PMCID: PMC11070876 DOI: 10.1016/j.scitotenv.2023.167845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 10/11/2023] [Accepted: 10/12/2023] [Indexed: 10/27/2023]
Abstract
This study investigated the decay rates of wastewater-associated markers and enteric viruses in laboratory microcosms mimicking estuarine water environments in temperate Sydney, NSW, Australia using qPCR and RT-qPCR assays. The results demonstrated the reduction in concentrations of Bacteroides HF183, Lachnospiraceae Lachno3, cross-assembly phage (crAssphage), pepper mild mottle virus (PMMoV), human adenovirus (HAdV 40/41), and enterovirus (EV) over a span of 42 days under spring/summer temperatures, presence/absence of microbiota, and different light conditions. The study found that HF183, Lachno3, crAssphage, PMMoV, HAdV 40/41, and EV exhibited varying decay rates depending on the experimental conditions. The average T90 values ranged from a few days to several months, indicating the rapid decay or prolonged persistence of these markers and enteric viruses in the estuarine environment. Furthermore, the study examined the effects of indigenous microbiota and spring/summer temperatures on wastewater-associated markers and enteric viruses decay rates. It was found that the presence of microbiota and temperature significantly influenced the decay rates of HF183 and PMMoV. Additionally, the study compared the effects of artificial sunlight and spring/summer temperatures on marker decay rates. Bacterial markers decayed faster than viral markers, although among viral markers crAssphage decay rates were relatively faster when compared to PMMoV. The exposure to artificial sunlight significantly accelerated the decay rates of bacterial markers, viral markers, and enteric viruses. Temperature also had an impact on the decay rates of Lachno3, crAssphage, and HAdV 40/41. In conclusion, this study provides valuable insights into the decay rates of wastewater-associated markers and enteric viruses under different experimental conditions that mimicked temperate environmental conditions. The findings contribute to our understanding of the fate and persistence of these markers in the environment which is crucial for assessing and managing risks from contamination by untreated human wastewater.
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Affiliation(s)
- Warish Ahmed
- CSIRO Environment, Ecosciences Precinct, 41 Boggo Road, Dutton Park, QLD 4102, Australia.
| | - Asja Korajkic
- United States Environmental Protection Agency, 26W Martin Luther King Jr. Drive, Cincinnati, OH 45268, United States
| | - Wendy J Smith
- CSIRO Environment, Ecosciences Precinct, 41 Boggo Road, Dutton Park, QLD 4102, Australia
| | - Sudhi Payyappat
- Sydney Water, 1 Smith Street, Parramatta, NSW 2150, Australia
| | - Michele Cassidy
- Sydney Water, 1 Smith Street, Parramatta, NSW 2150, Australia
| | - Nathan Harrison
- Sydney Water, 1 Smith Street, Parramatta, NSW 2150, Australia
| | - Colin Besley
- Sydney Water, 1 Smith Street, Parramatta, NSW 2150, Australia
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11
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Penna A, Marini M, Ferrarin C, Guicciardi S, Grilli F, Baldrighi E, Ricci F, Casabianca S, Capellacci S, Marinchel N, Penna P, Moro F, Campanelli A, Bolognini L, Ordulj M, Krzelj M, Špada V, Bilić J, Sikoronja M, Bujas N, Manini E. Fecal bacteria contamination in the Adriatic Sea: Investigating environmental factors and modeling to manage recreational coastal waters. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2023; 338:122700. [PMID: 37804906 DOI: 10.1016/j.envpol.2023.122700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 09/28/2023] [Accepted: 10/04/2023] [Indexed: 10/09/2023]
Abstract
This study is based on assessing fecal indicator bacteria contamination along meteorological, hydrological and physical-chemical variables after high rainy events during the summer period. The study focused on four different coastal sites in the western and eastern Adriatic coast characterized by various geomorphological and hydrological features, levels of urbanization and anthropogenic pressures, with the aim of finding appropriate and effective solutions to ensure the safety and sustainability of tourism and public health. Detailed in-situ survey revealed a wide range of fecal indicator bacterial (FIB) across the different river mouths with concentrations of E. coli ranging from 165 to 6700 CFU 100 mL-1. It was found that nitrogen compounds track microbial load and acted as tracers for fecal contaminants. Further, a modelling tool was also used to analyze the spatial and temporal distribution of fecal pollution at these coastal sites. The integrated monitoring through high frequent survey in river waters and modeling framework allowed for the estimation of fecal indicator bacterial load at the river mouth and examination of fecal pollutant dispersion in recreational waters, considering different scenarios of fecal dispersion along the coast. This study formed the basis of a robust decision support system aimed at improving the management of recreational areas and ensuring the protection of water bodies through efficient management of bathing areas.
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Affiliation(s)
- Antonella Penna
- Department of Biomolecular Sciences, University of Urbino, 61029, Urbino, Italy; Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, 61032, Fano, Italy.
| | - Mauro Marini
- Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, 61032, Fano, Italy; Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
| | - Christian Ferrarin
- Institute of Marine Sciences - ISMAR, National Research Council - CNR, 30122, Venice, Italy
| | - Stefano Guicciardi
- Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
| | - Federica Grilli
- Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
| | - Elisa Baldrighi
- Department of Biology, University of Nevada-Reno, 89557, Reno, Nevada, USA
| | - Fabio Ricci
- Department of Biomolecular Sciences, University of Urbino, 61029, Urbino, Italy; Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, 61032, Fano, Italy
| | - Silvia Casabianca
- Department of Biomolecular Sciences, University of Urbino, 61029, Urbino, Italy; Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, 61032, Fano, Italy
| | - Samuela Capellacci
- Department of Biomolecular Sciences, University of Urbino, 61029, Urbino, Italy; Inter-Institute Center for Research on Marine Biodiversity, Resources and Biotechnologies, 61032, Fano, Italy
| | - Nadia Marinchel
- Department of Biomolecular Sciences, University of Urbino, 61029, Urbino, Italy
| | - Pierluigi Penna
- Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
| | - Fabrizio Moro
- Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
| | - Alessandra Campanelli
- Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
| | - Luigi Bolognini
- Department Territory and Environment, Marche Region, 60125, Ancona, Italy
| | - Marin Ordulj
- Department of Marine Studies, University of Split, 21000, Split, Croatia
| | - Maja Krzelj
- Department of Marine Studies, University of Split, 21000, Split, Croatia
| | - Vedrana Špada
- Istrian University of Applied Sciences, 52100, Pula, Croatia
| | - Josipa Bilić
- Istrian University of Applied Sciences, 52100, Pula, Croatia
| | - Marija Sikoronja
- Water Management Institute, Croatian Waters, 10000, Zagreb, Croatia
| | - Neven Bujas
- Water Management Institute, Croatian Waters, 10000, Zagreb, Croatia
| | - Elena Manini
- Institute of Marine Biological Resources and Biotechnologies - CNR IRBIM, 60125, Ancona, Italy
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12
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Flores ME, Jafarzadeh A, Moghadam SV, Vadde KK, Dhar DA, Nunu RR, Kapoor V. Occurrence and removal of fecal bacteria and microbial source tracking markers in a stormwater detention basin overlying the Edwards Aquifer recharge zone in Texas. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:103836-103850. [PMID: 37691063 DOI: 10.1007/s11356-023-29636-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 08/28/2023] [Indexed: 09/12/2023]
Abstract
The Edwards Aquifer is the primary water resource for over 2 million people in Texas and faces challenges including fecal contamination of water recharging the aquifer, while effectiveness of best management practices (BMPs) such as detention basins in mitigating fecal pollution remains poorly understood. For this study, the inlet and outlet of a detention basin overlying the aquifer's recharge zone were sampled following storm events using automated samplers. Microbial source tracking and culture-based methods were used to determine the occurrence and removal of fecal genetic markers and fecal coliform bacteria in collected water samples. Markers included E. coli (EC23S857), Enterococcus (Entero1), human (HF183), canine (BacCan), and bird (GFD). Fecal coliforms, EC23S857, and Entero1 were detected following each storm event. GFD was the most frequent host-associated marker detected (91% of samples), followed by BacCan (46%), and HF183 (17%). Wilcoxon signed rank tests indicated significantly lower outlet concentrations for fecal coliforms, EC23S857, and Entero1, but not for HF183, GFD, and BacCan. Higher GFD and BacCan outlet concentrations may be due to factors independent of basin design, such as the non-point source nature of bird fecal contamination and domestic dog care practices in neighborhoods contributing to the basin. Mann-Whitney tests showed marker concentrations were not significantly higher during instances of fecal coliform water quality criterion exceedance, except for E. coli, and that fecal coliform concentrations were not significantly different based on marker detection. Overall, results suggest that the detention basin is effective in attenuating fecal contamination associated with fecal coliforms and the general markers, but not for host-associated markers. Consequently, management efforts should focus on mitigating dog and bird-associated fecal pollution in the study region.
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Affiliation(s)
- Mauricio Eduardo Flores
- School of Civil & Environmental Engineering, and Construction Management, University of Texas at San Antonio, One UTSA Circle, San Antonio, TX, 78249, USA
- Southwest Research Institute, 6220 Culebra Rd, San Antonio, TX, 78238, USA
| | - Arash Jafarzadeh
- School of Civil & Environmental Engineering, and Construction Management, University of Texas at San Antonio, One UTSA Circle, San Antonio, TX, 78249, USA
| | - Sina Vedadi Moghadam
- School of Civil & Environmental Engineering, and Construction Management, University of Texas at San Antonio, One UTSA Circle, San Antonio, TX, 78249, USA
| | - Kiran Kumar Vadde
- School of Civil & Environmental Engineering, and Construction Management, University of Texas at San Antonio, One UTSA Circle, San Antonio, TX, 78249, USA
| | - Dipti Anik Dhar
- School of Civil & Environmental Engineering, and Construction Management, University of Texas at San Antonio, One UTSA Circle, San Antonio, TX, 78249, USA
| | - Rebecca R Nunu
- Southwest Research Institute, 6220 Culebra Rd, San Antonio, TX, 78238, USA
| | - Vikram Kapoor
- School of Civil & Environmental Engineering, and Construction Management, University of Texas at San Antonio, One UTSA Circle, San Antonio, TX, 78249, USA.
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13
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Zheng J, Cao X, Ma C, Weng N, Huo S. What drives the change of nitrogen and phosphorus loads in the Yellow River Basin during 2006-2017? J Environ Sci (China) 2023; 126:17-28. [PMID: 36503746 DOI: 10.1016/j.jes.2022.04.039] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 04/23/2022] [Accepted: 04/23/2022] [Indexed: 06/17/2023]
Abstract
The Yellow River Basin (YRB) plays a very important role in China's economic and social development and ecological security. In particular, the ecosystem of the YRB is sensitive to climate change. However, the change of nutrient fluxes in this region during the past years and its main driving forces remain unclear. In this study, a hydrologic model R System for Spatially Referenced Regressions on Watershed Attributes (RSPARROW) was employed to simulate the spatio-temporal variations in the fluxes of total nitrogen (TN) and total phosphorus (TP) during the period of 2006-2017. The results suggested that the TN and TP loads increased by 138% and 38% during 2006-2014, respectively, and decreased by 66% and 71% from 2015 to 2017, respectively. During the period of 2006-2017, the annual mean fluxes of TN and TP in the YRB were in the range of 3.9 to 591.6 kg/km2/year and 1.7 to 12.0 kg/km2/year, respectively. TN flux was low in the upstream area of the Yellow River, and presented a high level in the middle and lower reaches. However, the flux of TP in Gansu and Ningxia section was slightly higher than that in the lower reaches of the Yellow River. Precipitation and point source are the key drivers for the inter-annual changes of TN loads in most regions of the YRB. While the inter-annual variations of TP loads in the whole basin are mainly driven by the point source. This study demonstrates the important impacts of climate change on nutrient loads in the YRB. Moreover, management measures should be taken to reduce pollution sources and thus provide solid basis for control of nitrogen and phosphorus in the YRB.
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Affiliation(s)
- Jiaqi Zheng
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Science, Beijing 100012, China
| | - Xianghui Cao
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Science, Beijing 100012, China
| | - Chunzi Ma
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Science, Beijing 100012, China
| | - Nanyan Weng
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Science, Beijing 100012, China
| | - Shouliang Huo
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Science, Beijing 100012, China.
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14
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Cheng KH, Luo X, Jiao JJ, Yu S. Storm accelerated subsurface Escherichia coli growth and exports to coastal waters. JOURNAL OF HAZARDOUS MATERIALS 2023; 441:129893. [PMID: 36084468 DOI: 10.1016/j.jhazmat.2022.129893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 08/11/2022] [Accepted: 08/30/2022] [Indexed: 06/15/2023]
Abstract
Storm significantly deteriorates coastal water fecal pollution now and beyond. Questions relating to storm exerting on coastal water safety are often intertwined with both surface water and subsurface processes. Stormwater runoff is a vital metric for coastal water fecal pollution under current cognition, while the controls of subsurface system remain unclear. Here, this study leveraged two time-series field data collected in a sandy beach during storm and non-storm periods to probe subsurface Escherichia coli (E. coli) growth and exports to coastal waters under storm events. Results demonstrated that storm events can not only stimulate subsurface E. coli growth, but also accelerate subsurface E. coli exports into the receiving water. Storm-intensified rainfall injected more oxygenous rainwater in the shallow groundwater, subsequently stimulating subsurface E. coli growth. Storm-strengthened wave energy was responsible for accelerating subsurface E. coli exports through enhanced wave-induced recirculated seawater. This study proposes a new insight for the stress of storm events on microbial pollution in coastal waters. The findings are constructive to the prevention of beach ecosystem pollution and can pave the way for coastal safety management to future extreme weather.
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Affiliation(s)
- K H Cheng
- Department of Earth Sciences, The University of Hong Kong, Hong Kong, China; School of Biological Sciences, The University of Hong Kong, Hong Kong, China
| | - Xin Luo
- Department of Earth Sciences, The University of Hong Kong, Hong Kong, China; Southern Marine Science and Engineering Guangdong Laboratory, Zhuhai, China.
| | - Jiu Jimmy Jiao
- Department of Earth Sciences, The University of Hong Kong, Hong Kong, China; Southern Marine Science and Engineering Guangdong Laboratory, Zhuhai, China
| | - Shengchao Yu
- Department of Earth Sciences, The University of Hong Kong, Hong Kong, China
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15
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Sherchan S, Shahin S, Alarcon J, Brosky H, Potter C, Dada AC. Microbial source tracking of fecal contamination in stormwater runoff. JOURNAL OF WATER AND HEALTH 2022; 20:1271-1283. [PMID: 36170186 DOI: 10.2166/wh.2022.286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Concerns over fecal contamination in stormwater canals have promoted the need for pollution control strategies, including the use of microbial source tracking, to identify fecal contamination in the Greater New Orleans Area. Surface water samples were collected over a 12-month period at five canal locations within Jefferson Parish, Louisiana. Quantitative polymerase chain reaction and the IDEXX method were used to assess the concentrations of coliforms, Escherichia coli (E. coli) and human fecal 183 bacteroides (HF183) in stormwater samples. A 100% positive detection rate of total coliforms and E. coli was observed across all tested sites. Despite the closeness of the five sites, when averaged across all sampling time points, Kruskal-Wallis tests indicated that E. coli was present at significantly different concentrations in these locations (χ2(5) = 19.8, p = 0.0005). HF183 was detected in 62% of the water samples collected during the stormwater sampling. Without further testing for HF183 markers, the conclusion from this study would have been that fecal contamination from an unknown source was always present at varying levels during the study period. Analysis of HF183 markers therefore adds another layer of conclusions to the results deductible from E. coli concentrations. A 100% E. coli detection rate, high E. coli concentrations coupled with low rates of HF183 detection particularly at the Esplanade, Poplar Street, and Bonnabel Boat Launch sites, the sites closest to the lake outlet, throughout the study period, indicate that fecal contamination at these stormwater canal sites comes primarily from non-human sources. However, the Metairie Road and Napoleon Avenue sites, which have the highest HF183 detection rates, on top of chronic pollution by other non-human sources, are also influenced by human fecal pollution, possibly because of human development and faulty infrastructure. This study highlights the advantages of the use of microbial source-tracking methods to complement traditional indicator bacteria.
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Affiliation(s)
- Samendra Sherchan
- Department of Global Environmental Health Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA E-mail: ; Department of Biology, Morgan State University, Baltimore, MD 21251, USA
| | - Shalina Shahin
- Department of Global Environmental Health Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA E-mail:
| | - Joshua Alarcon
- Department of Global Environmental Health Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA E-mail:
| | - Hanna Brosky
- Department of Global Environmental Health Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA E-mail:
| | - Collin Potter
- Department of Global Environmental Health Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA E-mail:
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16
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Williams NLR, Siboni N, Potts J, Campey M, Johnson C, Rao S, Bramucci A, Scanes P, Seymour JR. Molecular microbiological approaches reduce ambiguity about the sources of faecal pollution and identify microbial hazards within an urbanised coastal environment. WATER RESEARCH 2022; 218:118534. [PMID: 35537251 DOI: 10.1016/j.watres.2022.118534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 04/28/2022] [Accepted: 04/29/2022] [Indexed: 06/14/2023]
Abstract
Urbanised beaches are regularly impacted by faecal pollution, but management actions to resolve the causes of contamination are often obfuscated by the inability of standard Faecal Indicator Bacteria (FIB) analyses to discriminate sources of faecal material or detect other microbial hazards, including antibiotic resistance genes (ARGs). We aimed to determine the causes, spatial extent, and point sources of faecal contamination within Rose Bay, a highly urbanised beach within Sydney, Australia's largest city, using molecular microbiological approaches. Sampling was performed across a network of transects originating at 9 stormwater drains located on Rose Bay beach over the course of a significant (67.5 mm) rainfall event, whereby samples were taken 6 days prior to any rain, on the day of initial rainfall (3.8 mm), three days later after 43 mm of rain and then four days after any rain. Quantitative PCR (qPCR) was used to target marker genes from bacteria (i.e., Lachnospiraceae and Bacteroides) that have been demonstrated to be specific to human faeces (sewage), along with gene sequences from Heliobacter and Bacteriodes that are specific to bird and dog faeces respectively, and ARGs (sulI, tetA, qnrS, dfrA1 and vanB). 16S rRNA gene amplicon sequencing was also used to discriminate microbial signatures of faecal contamination. Prior to the rain event, low FIB levels (mean: 2.4 CFU/100 ml) were accompanied by generally low levels of the human and animal faecal markers, with the exception of one transect, potentially indicative of a dry weather sewage leak. Following 43 mm of rain, levels of both human faecal markers increased significantly in stormwater drain and seawater samples, with highest levels of these markers pinpointing several stormwater drains as sources of sewage contamination. During this time, sewage contamination was observed up to 1000 m from shore and was significantly and positively correlated with often highly elevated levels of the ARGs dfrA1, qnrS, sulI and vanB. Significantly elevated levels of the dog faecal marker in stormwater drains at this time also indicated that rainfall led to increased input of dog faecal material from the surrounding catchment. Using 16S rRNA gene amplicon sequencing, several indicator taxa for stormwater contamination such as Arcobacter spp. and Comamonadaceae spp. were identified and the Bayesian SourceTracker tool was used to model the relative impact of specific stormwater drains on the surrounding environment, revealing a heterogeneous contribution of discrete stormwater drains during different periods of the rainfall event, with the microbial signature of one particular drain contributing up to 50% of bacterial community in the seawater directly adjacent. By applying a suite of molecular microbiological approaches, we have precisely pinpointed the causes and point-sources of faecal contamination and other associated microbiological hazards (e.g., ARGs) at an urbanised beach, which has helped to identify the most suitable locations for targeted management of water quality at the beach.
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Affiliation(s)
- Nathan L R Williams
- Climate Change Cluster Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia
| | - Nachshon Siboni
- Climate Change Cluster Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia
| | - Jaimie Potts
- Waters, Wetlands, Coasts Science Branch, NSW Department of Primary Industries and Environment, Lidcombe, NSW, 2141, Australia
| | - Meredith Campey
- Waters, Wetlands, Coasts Science Branch, NSW Department of Primary Industries and Environment, Lidcombe, NSW, 2141, Australia
| | - Colin Johnson
- Waters, Wetlands, Coasts Science Branch, NSW Department of Primary Industries and Environment, Lidcombe, NSW, 2141, Australia
| | - Shivanesh Rao
- Waters, Wetlands, Coasts Science Branch, NSW Department of Primary Industries and Environment, Lidcombe, NSW, 2141, Australia
| | - Anna Bramucci
- Climate Change Cluster Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia
| | - Peter Scanes
- Waters, Wetlands, Coasts Science Branch, NSW Department of Primary Industries and Environment, Lidcombe, NSW, 2141, Australia
| | - Justin R Seymour
- Climate Change Cluster Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia.
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17
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Shahin SA, Keevy H, Dada AC, Gyawali P, Sherchan SP. Incidence of human associated HF183 Bacteroides marker and E. coli levels in New Orleans Canals. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 806:150356. [PMID: 34563901 DOI: 10.1016/j.scitotenv.2021.150356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 08/19/2021] [Accepted: 09/11/2021] [Indexed: 06/13/2023]
Abstract
With a focus on five sites in an impaired, densely populated area in the New Orleans area, we investigated the temporal and spatial variability of standard FIB and a marker of human-associated pollution (Bacteroides HF183). With all sites combined, only a weak positive correlation (r = 0.345; p = 0.001) was observed between E. coli and HF183. Also, specific conductivity (r = - 0.374; p < 0.0001) and dissolved oxygen (r = - 0.390; p < 0.0001) were observed to show a weak moderate correlation with E. coli. These correlations increased to moderately negative when HF183 was correlated with specific conductivity (r = - 0.448; p < 0.0001) and dissolved oxygen (r = - 0.455; p < 0.0001). E. coli contamination was generally highest at the sites in the canal that are situated in the most densely populated part of the watershed while HF183 was frequently detected across all sites. E. coli concentrations were significantly higher (p < 0.05) when HF183 was present. HF183 was detected at significantly higher concentrations in samples that exceeded the EPA water quality standard (WQS) than those that did not (p < 0.05). Dissolved oxygen and specific conductivity were significantly lower when E. coli WQS was exceeded or when HF183 was present (p < 0.05). Rainfall impacted E. coli concentrations and HF183 differently at the study sites. While HF183 and E. coli concentrations levels were significantly higher (p < 0.05) if the days prior to sampling had been wet, the frequency of detection of HF183 was unimpacted, as comparable detection rates were recorded during wet and dry weather conditions. Without testing for HF183, it would have been assumed, based on testing for E. coli alone, that human fecal pollution was only associated with densely populated areas and rainfall events. E. coli alone may not be an effective indicator of sewage pollution at the study sites across all weather conditions and may need to be complemented with HF183 enumeration to optimize human fecal pollution identification and management at the watershed level.
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Affiliation(s)
- Shalina A Shahin
- Department of Environmental Health Sciences, Tulane University, 1440 Canal Street, Suite 2100, New Orleans, LA 70112, USA
| | - Helen Keevy
- Department of Environmental Health Sciences, Tulane University, 1440 Canal Street, Suite 2100, New Orleans, LA 70112, USA
| | | | - Pradip Gyawali
- Institute of Environmental Science and Research Ltd, Porirua, 5240, New Zealand
| | - Samendra P Sherchan
- Department of Environmental Health Sciences, Tulane University, 1440 Canal Street, Suite 2100, New Orleans, LA 70112, USA.
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18
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Gray A. The use of non-target high-resolution mass spectrometry screening to detect the presence of antibiotic residues in urban streams of Greensboro North Carolina. JOURNAL OF ENVIRONMENTAL HEALTH SCIENCE & ENGINEERING 2021; 19:1313-1321. [PMID: 34900268 PMCID: PMC8617101 DOI: 10.1007/s40201-021-00688-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Accepted: 06/03/2021] [Indexed: 06/14/2023]
Abstract
UNLABELLED Antibiotic pollution in aquatic systems is a concern for human and environmental health. The concern is largely due to the global occurrence of antibiotic-resistant bacteria. From 2017 to 2018 in the NC Piedmont, 15 ion masses associated with antibiotics were detected in rural streams and groundwater. Four of these masses were confirmed to be antibiotics through target analysis (sulfamethoxazole, sulfamerazine, erythromycin, danofloxacin). Concentrations of antibiotics were as high as 1.8 μg/L. As a follow-up, antibiotic residues in urban streams sites in Greensboro, NC, USA, were investigated. Urban streams are heavily influenced by the dense populations surrounding them. In the fall, winter, and spring seasons, surface water was collected from eight sites along two urban streams. Sampling was conducted at streams sites above and below municipal hospitals and wastewater treatment facilities in the study area. At the conclusion of the survey, nine ion masses associated with antibiotics used in both human and veterinary medicine were detected from surface water collected. Three of the four antibiotics targeted in rural stream samples were detected and confirmed in urban stream samples (sulfamerazine, danofloxacin, and erythromycin). Detection frequencies of the three antibiotics ranged from 0 to 46%. Concentrations of each target antibiotic was as followed: SMX (0 to <10 ng/L), SMR (0 to <11 ng/L), DAN (0 to <20 ng/L), and ETM (0 to <15 ng/L). Each target antibiotic concentration was below our methods quantification limits. Our risk assessment analysis showed that the target antibiotics posed no risk to fish, daphnia, and green algae within this region of NC (RQ < 0.1). Compared to rural streams in this region of NC, antibiotic pollution is less prevalent in urban streams. The differences between urban and rural streams may be driven by the varying land use and suggest more research should be dedicated to monitoring these contaminants in rural areas of the United States. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s40201-021-00688-9.
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Affiliation(s)
- Austin Gray
- Department of Biology, University of North Carolina at Greensboro, Greensboro, NC USA
- Department of Biology, Duke University, Durham, NC USA
- Department of Biological Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA USA
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19
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Price MT, Blackwood AD, Noble RT. Integrating culture and molecular quantification of microbial contaminants into a predictive modeling framework in a low-lying, tidally-influenced coastal watershed. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 792:148232. [PMID: 34147794 DOI: 10.1016/j.scitotenv.2021.148232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 05/27/2021] [Accepted: 05/28/2021] [Indexed: 06/12/2023]
Abstract
Examinations of stormwater delivery in the context of tidal inundation are lacking. Along the coastal plains of the southeastern United States, tidal inundation is increasing in frequency and severity, often with dramatic adverse impacts on timely stormwater discharge, coastal flooding hazards, and even "sunny day flooding". Therefore, a comprehensive study was conducted to examine tidally-influenced stormwater outfalls discharging to Taylor's Creek, an estuary proximal to Beaufort, NC used regularly for recreation and tourism. Over a wide range of meteorological conditions, water samples were collected and analyzed for fecal indicator bacteria (FIB, used for water quality management) and previously published quantitative microbial source tracking (qMST) markers. Nineteen sampling events were conducted from July 2017-June 2018 with samples classified according to tidal state and defined as either inundated, receding, or transition. A first-of-its-kind multiple linear regression model was developed to predict concentrations of Enterococcus sp. by tidal cycle, salinity and antecedent rainfall. We demonstrated that the majority of variability associated with the concentration of Enterococcus sp. could be predicted by E. coli concentration and tidal phase. FIB concentrations were significantly (<0.05) influenced by tide with higher concentrations observed in samples collected during receding (low) tides (EC: log 3.12 MPN/100 mL; ENT: 2.67 MPN/100 mL) compared to those collected during inundated (high) (EC: log 2.62 MPN/100 mL; ENT: 2.11 MPN/100 mL) or transition (EC: log 2.74 MPN/100 mL; ENT: 2.53 MPN/100 mL) tidal periods. Salinity, was also found to significantly (<0.05) correlate with Enterococcus sp. concentrations during inundated (high) tidal conditions (sal: 17 ppt; ENT: 2.04 MPN/100 mL). Tide, not precipitation, was shown to be a significant driver in explaining the variability in Enterococcus sp. concentrations. Precipitation has previously been shown to be a driver of Enterococcus sp. concentrations, but our project demonstrates the need for tidal parameters to be included in the future development of water quality monitoring programs.
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Affiliation(s)
- Matthew T Price
- UNC Institute of Marine Sciences, 3431 Arendell St., Morehead City, NC 28557, USA
| | - Angelia D Blackwood
- UNC Institute of Marine Sciences, 3431 Arendell St., Morehead City, NC 28557, USA
| | - Rachel T Noble
- UNC Institute of Marine Sciences, 3431 Arendell St., Morehead City, NC 28557, USA.
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20
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Biswal BK, Vijayaraghavan K, Adam MG, Lee Tsen-Tieng D, Davis AP, Balasubramanian R. Biological nitrogen removal from stormwater in bioretention cells: a critical review. Crit Rev Biotechnol 2021; 42:713-735. [PMID: 34486441 DOI: 10.1080/07388551.2021.1969888] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Excess nitrogen in stormwater degrades surface water quality via eutrophication and related processes. Bioretention has been recognized as a highly effective low-impact development (LID) technology for the management of high runoff volumes and reduction of nitrogen (N) pollutants through various mechanisms. This paper provides a comprehensive and critical review of recent developments on the biological N removal processes occurring in bioretention systems. The key plant- and microbe-mediated N transformation processes include assimilation (N uptake by plants and microbes), nitrification, denitrification, and anammox (anaerobic ammonia oxidation), but denitrification is the major pathway of permanent N removal. Overall, both laboratory- and field-scale bioretention systems have demonstrated promising N removal performance (TN: >70%). The phyla Bacteroidetes and Proteobacteria are the most abundant microbial communities found to be enriched in biofilter media. Furthermore, the denitrifying communities contain several functional genes (e.g., nirK/nirS, and nosZ), and their concentrations increase near the surface of media depth. The N removal effectiveness of bioretention systems is largely impacted by the hydraulics and environmental factors. When a bioretention system operates at: low hydraulic/N loading rate, containing a saturation zone, vegetated with native plants, having deeper and multilayer biofilter media with warm climate temperature and wet storm events periods, the N removal efficiency can be high. This review highlights shortcomings and current knowledge gaps in the area of total nitrogen removal using bioretention systems, as well as identifies future research directions on this topic.
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Affiliation(s)
- Basanta Kumar Biswal
- Department of Civil and Environmental Engineering, National University of Singapore, Singapore, Singapore
| | - Kuppusamy Vijayaraghavan
- Department of Civil and Environmental Engineering, National University of Singapore, Singapore, Singapore
| | - Max Gerrit Adam
- Department of Civil and Environmental Engineering, National University of Singapore, Singapore, Singapore
| | - Daryl Lee Tsen-Tieng
- Centre for Urban Greenery and Ecology, National Parks Board, Singapore, Singapore
| | - Allen P Davis
- Department of Civil and Environmental Engineering, University of Maryland, College Park, MD, USA
| | - Rajasekhar Balasubramanian
- Department of Civil and Environmental Engineering, National University of Singapore, Singapore, Singapore
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21
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Saifur S, Gardner CM. Loading, transport, and treatment of emerging chemical and biological contaminants of concern in stormwater. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2021; 83:2863-2885. [PMID: 34185685 DOI: 10.2166/wst.2021.187] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Stormwater is a largely uncontrolled source of pollution in rural and urban environments across the United States. Concern regarding the growing diversity and abundance of pollutants in stormwater, as well as their impacts on water quality, has grown significantly over the past several decades. In addition to conventional contaminants like nutrients and heavy metals, stormwater is a well-documented source of many contaminants of emerging concern, which can be toxic to both aquatic and terrestrial organisms and remain a barrier to maintaining high quality water resources. Chemical pollutants like pharmaceuticals and personal care products, industrial pollutants such as per- and polyfluoroalkyl substances, and tire wear particles in stormwater are of great concern due to their toxic, genotoxic, mutagenic and carcinogenic properties. Emerging microbial contaminants such as pathogens and antibiotic resistance genes also represent significant threats to environmental water quality and human health. Knowledge regarding the transport, behavior, and the remediation capacity of these pollutants in runoff is key for addressing these pollutants in situ and minimizing ecosystem perturbations. To this end, this review paper will analyze current understanding of these contaminants in stormwater runoff in terms of their transport, behavior, and bioremediation potential.
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Affiliation(s)
- Sumaiya Saifur
- Department of Civil and Environmental Engineering, Washington State University, 405 Spokane Street, Pullman, WA 99164, USA E-mail:
| | - Courtney M Gardner
- Department of Civil and Environmental Engineering, Washington State University, 405 Spokane Street, Pullman, WA 99164, USA E-mail:
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22
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Abstract
The aim of this study is to develop a relocatable modelling system able to describe the microbial contamination that affects the quality of coastal bathing waters. Pollution events are mainly triggered by urban sewer outflows during massive rainy events, with relevant negative consequences on the marine environment and tourism and related activities of coastal towns. A finite element hydrodynamic model was applied to five study areas in the Adriatic Sea, which differ for urban, oceanographic and morphological conditions. With the help of transport-diffusion and microbial decay modules, the distribution of Escherichia coli was investigated during significant events. The numerical investigation was supported by detailed in situ observational datasets. The model results were evaluated against water level, sea temperature, salinity and E. coli concentrations acquired in situ, demonstrating the capacity of the modelling suite in simulating the circulation in the coastal areas of the Adriatic Sea, as well as several main transport and diffusion dynamics, such as riverine and polluted waters dispersion. Moreover, the results of the simulations were used to perform a comparative analysis among the different study sites, demonstrating that dilution and mixing, mostly induced by the tidal action, had a stronger effect on bacteria reduction with respect to microbial decay. Stratification and estuarine dynamics also play an important role in governing microbial concentration. The modelling suite can be used as a beach management tool for improving protection of public health, as required by the EU Bathing Water Directive.
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23
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Powers NC, Pinchback J, Flores L, Huang Y, Wetz MS, Turner JW. Long-term water quality analysis reveals correlation between bacterial pollution and sea level rise in the northwestern Gulf of Mexico. MARINE POLLUTION BULLETIN 2021; 166:112231. [PMID: 33798816 DOI: 10.1016/j.marpolbul.2021.112231] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 02/23/2021] [Accepted: 02/25/2021] [Indexed: 06/12/2023]
Abstract
Long-term assessments are needed to identify water quality trends and their socio-environmental drivers for coastal management and watershed restoration. This study provides the first long-term assessment of fecal bacterial pollution in the northwestern Gulf of Mexico using enterococci data spanning the Texas coast from 2009 to 2020. The data were representative of 66 beaches, 169 stations, and over 75,000 samples. Findings demonstrate that 22 beaches are 'hotspots' of pollution and experienced enterococci levels that frequently exceeded the USEPA beach action value. Further, enterococci were correlated with time, population size, and sea level. Weak correlations detected in some counties highlight the multifactorial nature of water quality; additional factors are likely influencing enterococci levels. The correlation with sea level is concerning, as counties vulnerable to sea level rise frequently reported enterococci concentrations exceeding the beach action value. In consideration of sea level rise predictions, targeted studies are needed to pinpoint drivers of fecal pollution.
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Affiliation(s)
- Nicole C Powers
- Department of Life Sciences, Texas A&M University-Corpus Christi, TX 78412, USA
| | | | - Lucy Flores
- Texas General Land Office, Austin, TX 78701, USA
| | - Yuxia Huang
- School of Engineering and Computing Sciences, Texas A&M University-Corpus Christi, TX 78412, USA
| | - Michael S Wetz
- Harte Research Institute, Texas A&M University-Corpus Christi, TX 78412, USA
| | - Jeffrey W Turner
- Department of Life Sciences, Texas A&M University-Corpus Christi, TX 78412, USA.
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24
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Codello A, McLellan SL, Steinberg P, Potts J, Scanes P, Ferguson A, Hose GC, Griffith M, Roguet A, Lydon KA, Maher WA, Krikowa F, Chariton A. A weight-of-evidence approach for identifying potential sources of untreated sewage inputs into a complex urbanized catchment. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2021; 275:116575. [PMID: 33582627 DOI: 10.1016/j.envpol.2021.116575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 01/10/2021] [Accepted: 01/16/2021] [Indexed: 06/12/2023]
Abstract
The Hawkesbury-Nepean River (HNR) is the largest catchment in the Sydney region and is undergoing unprecedented population growth. The HNR system receives a mix of anthropogenic inputs such as treated sewage, stormwater and agricultural runoff. Combined, these can diminish the ecological system health and pose potential concerns to human health. Of particular concern are inputs of untreated sewage, that can occur due to a range of different reasons including illegal point source discharges, failure of the sewerage network, and overloading of wastewater treatment plants during storm events. Here, we present findings of an intensive assessment across the HNR catchment where we used a weight-of-evidence (WOE) approach to identify untreated sewage contamination in surface waters against the background of treated effluent and diffuse inputs during post high flow conditions. Total nitrogen and phosphorus concentrations were used to assess treated effluent and diffuse inputs, and microbial analysis, including both culture-based traditional methods for E. coli and enterococci and qPCR analysis of Bacteroides and Lachnospiraceae, were used to assess raw sewage contamination. Despite a background of diffuse inputs from recent high flow events and the influence of treated wastewater, we found no gradient of faecal contamination along the HNR system or its tributaries. We observed two sites with evidence of untreated sewage contamination, where the human markers Bacteroides and Lachnospiraceae qPCR copy numbers were high. The biological and chemical approaches suggested these latter two hotspots originate from an industrial runoff source and possibly from a dry weather sewage leak. Our findings demonstrate the potential of a WOE approach in the assessment of human faecal signal in an urban river that can also pinpoint small sources of contamination as a strategy that can reshape the way monitoring is performed and the chemical end-points chosen to provide pertinent information on the potential risks to aquatic system health.
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Affiliation(s)
- Annachiara Codello
- Department of Biological Sciences, Macquarie University, NSW, 2113, Australia.
| | - Sandra L McLellan
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Wisconsin, USA
| | - Peter Steinberg
- Sydney Institute of Marine Science, 19 Chowder Bay Rd, Mosman, NSW, 2088, Australia; School of BEES, University of New South Wales Sydney, NSW, 20152, Australia
| | - Jaimie Potts
- NSW Department of Planning, Industry and Environment, EES Laboratories, 480 Weeroona Road, Lidcombe, NSW, 2141, Australia
| | - Peter Scanes
- NSW Department of Planning, Industry and Environment, EES Laboratories, 480 Weeroona Road, Lidcombe, NSW, 2141, Australia
| | - Angus Ferguson
- NSW Department of Planning, Industry and Environment, EES Laboratories, 480 Weeroona Road, Lidcombe, NSW, 2141, Australia
| | - Grant C Hose
- Department of Biological Sciences, Macquarie University, NSW, 2113, Australia
| | | | - Adelaide Roguet
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Wisconsin, USA
| | - Keri A Lydon
- School of Freshwater Sciences, University of Wisconsin-Milwaukee, Wisconsin, USA
| | - William A Maher
- Research School of Earth Sciences, Australian National University, Canberra, Australia, 2601
| | - Frank Krikowa
- Research School of Earth Sciences, Australian National University, Canberra, Australia, 2601
| | - Anthony Chariton
- Department of Biological Sciences, Macquarie University, NSW, 2113, Australia
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25
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Li X, Zhang K, Gu P, Feng H, Yin Y, Chen W, Cheng B. Changes in precipitation extremes in the Yangtze River Basin during 1960-2019 and the association with global warming, ENSO, and local effects. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 760:144244. [PMID: 33348157 DOI: 10.1016/j.scitotenv.2020.144244] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 11/24/2020] [Accepted: 11/25/2020] [Indexed: 06/12/2023]
Abstract
Extreme precipitation events can pose great risks to natural ecosystems and human society. Investigating past changes in the frequency, intensity, and duration of such events and understanding the possible driving factors are critical for reliable projections of future changes and for informing adaptation strategies planning. Here we analyze trends in a complete list of extreme precipitation indices (EPIs) over the Yangtze River Basin (YRB) during the period of 1960-2019. Also, we examine the possible influences of global warming, ENSO, and local effects on the spatiotemporal variability of the EPIs. Our results show that average and extreme precipitation intensities, and the frequency of extreme heavy precipitation in the YRB have significantly increased, while precipitation frequency and maximum duration of wet spells have significantly decreased. A regional difference in trend occurrence and magnitude is also observed, showing the intensity and frequency of precipitation extremes over the Middle and Lower reaches are more likely to increase and increase faster, compared with those of the Upper reach of the YRB. Furthermore, our correlation analysis shows global warming, ENSO, and local effects all are significant driving factors that control the spatiotemporal variability of precipitation extremes over the YRB. Global warming tends to enhance the frequency and intensity of precipitation extremes. The La Niña phase of ENSO often corresponds to an increase of frequency and intensity of precipitation extremes in the current year, but a decrease of frequency and intensity in the coming year. Local warming mainly exerts a reducing effect on precipitation extremes, which is likely a response to the significant decrease of relative humidity in the YRB. Our findings highlight the need for a systematic approach to examine global, regional, and local drivers of trends in precipitation extremes in the YRB, and contribute to the understanding of precipitation changes in this region.
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Affiliation(s)
- Xin Li
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China; CMA-HHU Joint Laboratory for HydroMeteorological Studies, Hohai University, Nanjing 210098, China
| | - Ke Zhang
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China; State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University, Nanjing 210098, China; Yangtze Institute for Conservation and Development, Nanjing 210098, China; CMA-HHU Joint Laboratory for HydroMeteorological Studies, Hohai University, Nanjing 210098, China.
| | - Pengrui Gu
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China
| | - Haotian Feng
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China
| | - Yifan Yin
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China
| | - Wang Chen
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China
| | - Bochang Cheng
- College of Hydrology and Water Resources, Hohai University, Nanjing 210098, China
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26
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Grogan AE, Mallin MA. Successful mitigation of stormwater-driven nutrient, fecal bacteria and suspended solids loading in a recreational beach community. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2021; 281:111853. [PMID: 33433367 DOI: 10.1016/j.jenvman.2020.111853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 11/17/2020] [Accepted: 12/13/2020] [Indexed: 06/12/2023]
Abstract
Marine and estuarine waterways adjacent to urban areas are often the final recipient of polluted stormwater runoff. Microbial degradation of coastal water quality is a direct threat to human health through fecal contamination of bathing waters and shellfish, as well as distressing local economies through the loss of waterways to commercial (shellfishing) and recreational use. In coastal waters reduction of nitrogen loading is a key strategy for prevention of noxious and toxic algal blooms. Best management practices (BMPs) can be successful tools for mitigating such pollutants in runoff, but BMPs must be tailored to individual situations for maximum effectiveness. This study examines the efficacy of a set of BMPs installed in the coastal resort Town of Wrightsville Beach, North Carolina, USA. The BMPs targeted the highly-impervious (90%+) drainage area of two stormwater outfall pipes emptying into recreationally used Banks Channel. Mitigation measures included replacement of impervious pavement with pervious concrete and construction of an infiltration chamber in the parking lot of a local recreational seaside club. Significant reductions were achieved in total stormwater discharge (62%), as well as loading of the fecal indicator bacteria Enterococcus (76%) and total nitrogen (TN - 87% decrease). Additionally, there were reductions in loading of total phosphorous (TP) and total suspended solids (TSS) to estuarine waters following BMP installment. The set of BMPs applied here have wide management applicability to coastal ecosystems, as well as freshwater riparian areas characterized by sandy, porous soils.
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Affiliation(s)
- Amy E Grogan
- Center for Marine Sciences, University of North Carolina Wilmington, Wilmington, NC, 28409, USA.
| | - Michael A Mallin
- Center for Marine Sciences, University of North Carolina Wilmington, Wilmington, NC, 28409, USA.
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27
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Jang J, Kim M, Baek S, Shin J, Shin J, Shin SG, Kim YM, Cho KH. Hydrometeorological Influence on Antibiotic-Resistance Genes (ARGs) and Bacterial Community at a Recreational Beach in Korea. JOURNAL OF HAZARDOUS MATERIALS 2021; 403:123599. [PMID: 32791479 DOI: 10.1016/j.jhazmat.2020.123599] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2020] [Revised: 06/29/2020] [Accepted: 07/27/2020] [Indexed: 06/11/2023]
Abstract
We investigated the occurrence and distribution of antibiotic-resistance genes (ARGs) and the composition of a bacterial community under conditions of rainfall on a recreational beach in Korea. Seawater samples, collected every 1‒5 hours in June 2018 and May 2019, were analyzed using quantitative real-time polymerase chain reaction and next-generation sequencing. We found a substantial influence of rainfall and tidal levels on the relative abundance of total ARGs and bacterial operational taxonomic units (OTUs), which showed 1.9 × 103 and 1.1 × 101 fold increases, respectively. In particular, the elevated levels of ARGs were maintained for up to 32 hours after rainfall. An increased abundance of sewage-related ARGs and bacterial OTUs suggested that combined sewer overflow (CSO) may be the major factor contributing to the increase in the number and diversity of ARGs and related bacterial communities. Network analysis of ARGs and OTUs indicated that, at the genus level, Acinetobacter, Pseudomonas, and Prevotella were the main potential pathogens carrying the observed ARGs in the recreational seawater. Overall, these findings highlight the potential threat to public health on beaches, and indicate the requirement for more adequate monitoring, with greater efforts to mitigate the propagation of ARGs arising from CSOs.
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Affiliation(s)
- Jiyi Jang
- School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology, 50, UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, 44919, Republic of Korea
| | - Minjeong Kim
- Korea Atomic Energy Research Institute, 111, Daedeok-daero 989beon-gil, Yuseong-gu, Daejeon, 34057, Republic of Korea
| | - Sangsoo Baek
- School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology, 50, UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, 44919, Republic of Korea
| | - Jingyeong Shin
- Department of Civil and Environmental Engineering, Hanyang University, 222, Wangsimni-ro, Seongdong-gu, Seoul, 04763, Republic of Korea
| | - Juhee Shin
- Department of Energy Engineering, Future Convergence Technology Research Institute, Gyeongnam National University of Science and Technology, 6, Naedong-ro 139beon-gil, Naedong-myeon, Jinju, 52725, Republic of Korea
| | - Seung Gu Shin
- Department of Energy Engineering, Future Convergence Technology Research Institute, Gyeongnam National University of Science and Technology, 6, Naedong-ro 139beon-gil, Naedong-myeon, Jinju, 52725, Republic of Korea
| | - Young Mo Kim
- Department of Civil and Environmental Engineering, Hanyang University, 222, Wangsimni-ro, Seongdong-gu, Seoul, 04763, Republic of Korea
| | - Kyung Hwa Cho
- School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology, 50, UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, 44919, Republic of Korea.
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28
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Reddy KR, Dastgheibi S, Cameselle C. Mixed versus layered multi-media filter for simultaneous removal of nutrients and heavy metals from urban stormwater runoff. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:7574-7585. [PMID: 33034857 DOI: 10.1007/s11356-020-11120-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Accepted: 10/04/2020] [Indexed: 06/11/2023]
Abstract
Beach closings are a growing concern in coastal regions because of serious public health and economic ramifications due to the presence of pollutants in stormwater runoff. An underground permeable filter system is proposed to treat such stormwater pollution. Selection of filter media that can treat multiple contaminants in stormwater runoff has been a challenging task. This paper investigates the effectiveness of mixed or layered filter media for the removal of mixed contaminants (nutrient and heavy metal) from synthetic stormwater. Sorption experiments were used to assess the ability of the combination of various materials (calcite, zeolite, sand, and iron filings) to remove nutrients and heavy metals. Based on the results of individual removal efficiency, four sets of combinations of media mixtures were prepared: three mixed media conditions and one layered media condition. Mixed media-1, containing higher ratio of calcite, zeolite, and iron filings, was found to achieve the highest removal efficiency of nitrate (96%), Cr (~ 99%), and Cu (~ 99%). Mixed media-2 removed Zn significantly with a removal efficiency higher than 99% due to the sorption capacity of iron filings and both mixed media-2 and 3 showed efficient removal of Ni (~ 94%) in effluent. Layered media was found to be most efficient in Cd removal (~ 99%). All mixture of materials showed more than 99% removal of total phosphorus and Pb. The sorption efficiency of the different mixtures showed that a combination of traditional (sand) and alternative materials (calcite, zeolite, and iron filings) can be used as an effective medium for the treatment of nutrient and heavy metal contaminants commonly found in stormwater.
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Affiliation(s)
- Krishna R Reddy
- Department of Civil and Materials Engineering, University of Illinois at Chicago, 842 West Taylor Street, Chicago, IL, 60607, USA
| | - Sara Dastgheibi
- Department of Civil and Materials Engineering, University of Illinois at Chicago, 842 West Taylor Street, Chicago, IL, 60607, USA
| | - Claudio Cameselle
- Department of Chemical Engineering, BiotecnIA, University of Vigo, Rua Maxwell s/n, Building Funcion, 36310, Vigo, Spain.
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29
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Hart JD, Blackwood AD, Noble RT. Examining coastal dynamics and recreational water quality by quantifying multiple sewage specific markers in a North Carolina estuary. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 747:141124. [PMID: 32795790 DOI: 10.1016/j.scitotenv.2020.141124] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 07/16/2020] [Accepted: 07/18/2020] [Indexed: 06/11/2023]
Abstract
Fecal contamination is observed downstream of municipal separate storm sewer systems in coastal North Carolina. While it is well accepted that wet weather contributes to this phenomenon, less is understood about the contribution of the complex hydrology in this low-lying coastal plain. A quantitative microbial assessment was conducted in Beaufort, North Carolina to identify trends and potential sources of fecal contamination in stormwater receiving waters. Fecal indicator concentrations were significantly higher in receiving water downstream of a tidally submerged outfall compared to an outfall that was permanently submerged (p < 0.001), though tidal height was not predictive of human-specific microbial source tracking (MST) marker concentrations at the tidally submerged site. Short-term rainfall (i.e. <12 h) was predictive of E. coli, Enterococcus spp., and human-specific MST marker concentrations (Fecal Bacteroides, BacHum, and HF183) in receiving waters. The strong correlation between 12-hr antecedent rainfall and Enterococcus spp. (r = 0.57, p < 0.001, n = 92) suggests a predictive model could be developed based on rainfall to communicate risk for bathers. Additional molecular marker data indicates that the delivery of fecal sources is complex and highly variable, likely due to the influence of tidal influx (saltwater intrusion from the estuary) into the low-lying stormwater pipes. In particular, elevated MST marker concentrations (up to 2.56 × 104 gene copies HF183/mL) were observed in standing water near surcharging street storm drain. These data are being used to establish a baseline for stormwater dynamics prior to dramatic rainfall in 2018 and to characterize the interaction between complex stormwater dynamics and water quality impairment in coastal NC.
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Affiliation(s)
- Justin D Hart
- University of North Carolina Institute of Marine Sciences, Morehead City, NC, United States of America; Department of Environmental Sciences and Engineering, University of North Carolina Gillings School of Global Public Health, Chapel Hill, NC, United States of America
| | - A Denene Blackwood
- University of North Carolina Institute of Marine Sciences, Morehead City, NC, United States of America
| | - Rachel T Noble
- University of North Carolina Institute of Marine Sciences, Morehead City, NC, United States of America; Department of Environmental Sciences and Engineering, University of North Carolina Gillings School of Global Public Health, Chapel Hill, NC, United States of America.
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30
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Jennings WC, Gálvez-Arango E, Prieto AL, Boehm AB. CrAssphage for fecal source tracking in Chile: Covariation with norovirus, HF183, and bacterial indicators. WATER RESEARCH X 2020; 9:100071. [PMID: 33083778 PMCID: PMC7552103 DOI: 10.1016/j.wroa.2020.100071] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 08/20/2020] [Accepted: 09/26/2020] [Indexed: 05/12/2023]
Abstract
Anthropogenic fecal pollution in urban waterbodies can promote the spread of waterborne disease. The objective of this study was to test crAssphage, a novel viral human fecal marker not previously applied for fecal source tracking in Latin America, as a fecal pollution marker in an urban river in Chile. Human fecal markers crAssphage CPQ_064 and Bacteroides HF183, the human pathogen norovirus GII, and culturable fecal indicator bacteria (FIB) were quantified at six locations spanning reaches of the Mapocho River from upstream to downstream of Santiago, as well as in repeated sub-daily frequency samples at two urban locations. Norovirus showed positive correlation trends with crAssphage (τ = 0.57, p = 0.06) and HF183 (τ = 0.64, p = 0.03) in river water, but not with E. coli or enterococci. CrAssphage and HF183 concentrations were strongly linearly related (slope = 0.97, p < 0.001). Chlorinated wastewater effluent was an important source of norovirus GII genes to the Mapocho. Precipitation showed non-significant positive relationships with human and general fecal indicators. Concentrations of crAssphage and HF183 in untreated sewage were 8.35 and 8.07 log10 copy/100 ml, respectively. Preliminary specificity testing did not detect crAssphage or HF183 in bird or dog feces, which are predominant non-human fecal sources in the urban Mapocho watershed. This study is the first to test crAssphage for microbial source tracking in Latin America, provides insight into fecal pollution dynamics in a highly engineered natural system, and indicates river reaches where exposure to human fecal pollution may pose a public health risk.
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Affiliation(s)
- Wiley C. Jennings
- 473 Via Ortega, Room 189, Department of Civil & Environmental Engineering, Stanford University, Stanford, CA, 94305, USA
| | | | - Ana L. Prieto
- Departamento de Ingeniería Civil, Universidad de Chile, Av. Blanco Encalada 2002, 3er Piso, Santiago, Chile
| | - Alexandria B. Boehm
- 473 Via Ortega, Room 189, Department of Civil & Environmental Engineering, Stanford University, Stanford, CA, 94305, USA
- Corresponding author.
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31
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Niestępski S, Harnisz M, Korzeniewska E, Osińska A. Markers Specific to Bacteroides fragilis Group Bacteria as Indicators of Anthropogenic Pollution of Surface Waters. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17197137. [PMID: 33003501 PMCID: PMC7579016 DOI: 10.3390/ijerph17197137] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 09/24/2020] [Accepted: 09/27/2020] [Indexed: 12/29/2022]
Abstract
The aim of this study was to evaluate the applicability of markers specific to Bacteroides fragilis group (BFG) bacteria as indicators of anthropogenic pollution of surface waters. In addition, the impact of wastewater treatment plants (WWTPs) on the spread of genes specific to fecal indicator bacteria and genes encoding antimicrobial resistance in water bodies was also determined. Samples of hospital wastewater (HWW), untreated wastewater (UWW), and treated wastewater (TWW) evacuated from a WWTP were collected, and samples of river water were taken upstream (URW) and downstream (DRW) from the wastewater discharge point to determine, by qPCR, the presence of genes specific to BFG, Escherichia coli and Enterococcus faecalis, and the abundance of 11 antibiotic resistance genes (ARGs) and two integrase genes. The total number of bacterial cells (TCN) in the examined samples was determined by fluorescence in situ hybridization (FISH). Genes specific to BFG predominated among the analyzed indicator microorganisms in HWW, and their copy numbers were similar to those of genes specific to E. coli and E. faecalis in the remaining samples. The abundance of genes specific to BFG was highly correlated with the abundance of genes characteristic of E. coli and E. faecalis, all analyzed ARGs and intI genes. The results of this study indicate that genes specific to BFG can be used in analyses of human fecal pollution, and as indicators of environmental contamination with ARGs. A significant increase in the copy numbers of genes specific to BFG, E. coli, and seven out of the 11 analyzed ARGs was noted in samples of river water collected downstream from the wastewater discharge point, which suggests that WWTPs are an important source of these genes in riparian environments.
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Relationship between Rainfall, Fecal Pollution, Antimicrobial Resistance, and Microbial Diversity in an Urbanized Subtropical Bay. Appl Environ Microbiol 2020; 86:AEM.01229-20. [PMID: 32709726 PMCID: PMC7499047 DOI: 10.1128/aem.01229-20] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 07/17/2020] [Indexed: 12/12/2022] Open
Abstract
The presence of human enteric pathogens, stemming from fecal pollution, is a serious environmental and public health concern in recreational waters. Accurate assessments of fecal pollution are therefore needed to properly assess exposure risks and guide water quality policies and practices. In this study, the absence of a direct correlation between enterococci and source-specific human and animal markers disputes the utility of enterococci as an indicator of fecal pollution in urbanized subtropical bays. Moreover, the inverse correlation between enterococci and the human-specific marker HF183 indicates that recreational beach advisories, triggered by elevated enterococcus concentrations, are a misleading practice. This study clearly demonstrates that a multiparameter approach that includes the quantitation of host-specific markers, as well as analyses of microbial diversity, is a more effective means of assessing water quality in urbanized subtropical bays. Urbanized bays are vulnerable to fecal bacterial pollution, and the extent of this pollution, in marine recreational waters, is commonly assessed by quantifying enterococcus concentrations. Recent reports have questioned the utility of enterococci as an indicator of fecal bacterial pollution in subtropical bays impaired by non-point source pollution, and enterococcus data alone cannot identify fecal bacterial sources (i.e., hosts). The purpose of this study was to assess relationships between rainfall, fecal bacterial pollution, antimicrobial resistance, and microbial diversity in an urbanized subtropical bay. Thus, a comprehensive bacterial source tracking (BST) study was conducted using a combination of traditional and modern BST methods. Findings show that rainfall was directly correlated with elevated enterococcus concentrations, including the increased prevalence of Enterococcus faecium, although it was not correlated with an increase in the prevalence of antimicrobial-resistant strains. Rainfall was also correlated with decreased microbial diversity. In contrast, neither rainfall nor enterococcus concentrations were directly correlated with the concentrations of three omnipresent host-associated fecal markers (i.e., human, canine, and gull). Notably, the human fecal marker (HF183) was inversely correlated with enterococcus concentrations, signifying that traditional enterococcus data alone are not an accurate proxy for human fecal waste in urbanized subtropical bays. IMPORTANCE The presence of human enteric pathogens, stemming from fecal pollution, is a serious environmental and public health concern in recreational waters. Accurate assessments of fecal pollution are therefore needed to properly assess exposure risks and guide water quality policies and practices. In this study, the absence of a direct correlation between enterococci and source-specific human and animal markers disputes the utility of enterococci as an indicator of fecal pollution in urbanized subtropical bays. Moreover, the inverse correlation between enterococci and the human-specific marker HF183 indicates that recreational beach advisories, triggered by elevated enterococcus concentrations, are a misleading practice. This study clearly demonstrates that a multiparameter approach that includes the quantitation of host-specific markers, as well as analyses of microbial diversity, is a more effective means of assessing water quality in urbanized subtropical bays.
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Roveri V, Guimarães LL, Correia AT, Demoliner M, Spilki FR. Occurrence of human adenoviruses in a beach area of Guarujá, São Paulo, Brazil. WATER ENVIRONMENT RESEARCH : A RESEARCH PUBLICATION OF THE WATER ENVIRONMENT FEDERATION 2020; 92:1249-1254. [PMID: 32281699 DOI: 10.1002/wer.1338] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Revised: 03/17/2020] [Accepted: 04/01/2020] [Indexed: 06/11/2023]
Abstract
Along the coastal zone of the State of São Paulo, Brazil, diffuse discharges that flow directly to tourist beaches are responsible for introducing various pathogens into recreational waters. The objective of this study was to analyze, for the first time, the presence of protozoa (Cryptosporidium ssp and Giardia ssp), as well as human mastadenoviruses (HAdV-species C and F) and other species of adenoviruses (AdV) in beach drainage channels of Enseada and Perequê, municipality of Guarujá, São Paulo, Brazil. Protozoa were not detected in any sample over the course of the 11-month study. In relation to HAdVs, 100% (n = 22) of the water samples presented contamination by at least one type of virus (C, D, or F species), suggesting potential risks to the public health following recreational exposure of beach users to these waters. PRACTITIONER POINTS: First report on the presence of human adenoviruses in urban drainage channels in the coast of São Paulo State, Brazil. Urban surface water runoff is responsible for introducing human adenoviruses linked to disease outbreaks in areas of intense recreation. Cryptosporidium oocysts and Giardia cysts were below the limit of detection for all analyzed samples. However, all sites were positive for at least one of the viral species (HAdV-C, HAdV-D, or HAdV-F). Viral loads found in the water were similar to those commonly found in the wastewater.
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Affiliation(s)
- Vinicius Roveri
- Faculdade de Ciência e Tecnologia, Universidade Fernando Pessoa (FCT-UFP), Porto, Portugal
- Centro Interdisciplinar de Investigação Marinha e Ambiental (CIIMAR/CIMAR), Matosinhos, Portugal
| | - Luciana Lopes Guimarães
- Laboratório de Pesquisa em Produtos Naturais, PPG em Sustentabilidade de Ecossistemas Costeiros e Marinhos, Universidade Santa Cecília, Santos, São Paulo, Brazil
| | - Alberto Teodorico Correia
- Centro Interdisciplinar de Investigação Marinha e Ambiental (CIIMAR/CIMAR), Matosinhos, Portugal
- Faculdade de Ciências da Saúde, Universidade Fernando Pessoa (FCS-UFP), Porto, Portugal
| | - Meriane Demoliner
- Laboratório de Microbiologia Molecular, Universidade Feevale, Rio Grande do Sul, Brazil
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Rahman MYA, Nachabe MH, Ergas SJ. Biochar amendment of stormwater bioretention systems for nitrogen and Escherichia coli removal: Effect of hydraulic loading rates and antecedent dry periods. BIORESOURCE TECHNOLOGY 2020; 310:123428. [PMID: 32361647 DOI: 10.1016/j.biortech.2020.123428] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 04/19/2020] [Accepted: 04/20/2020] [Indexed: 05/03/2023]
Abstract
Bioretention systems improve stormwater infiltration and water quality; however, limited total nitrogen (TN) and fecal indicator bacteria (FIB) removal is observed in sand-based bioretention media. In this study, the fate of nitrogen and E. coli in bioretention systems was investigated through batch and column studies using sand media, with and without biochar addition. Variables investigated included biochar characteristics, hydraulic loading rate (HLR) and antecedent dry period (ADP). Total ammonia nitrogen (TAN), dissolved organic carbon (DOC), and E. coli removals were significantly higher in biochar-amended columns due to biochar's high cation exchange capacity and specific surface area. TAN adsorption resulted in increased nitrification during the ADP when aerobic conditions developed. Moisture content data revealed that saturated conditions prevailed toward the bottom of biochar-amended columns for several days, favoring denitrification and TN removal. Biochar amended columns also showed more stable TAN, DOC and E. coli effluent concentrations under varying HLR and ADP.
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Affiliation(s)
- Md Yeasir A Rahman
- Department of Civil & Environmental Engineering, University of South Florida, 4202 E. Fowler Ave, ENG 030, Tampa, FL 33620, USA
| | - Mahmood H Nachabe
- Department of Civil & Environmental Engineering, University of South Florida, 4202 E. Fowler Ave, ENG 030, Tampa, FL 33620, USA
| | - Sarina J Ergas
- Department of Civil & Environmental Engineering, University of South Florida, 4202 E. Fowler Ave, ENG 030, Tampa, FL 33620, USA.
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Lee S, Suits M, Wituszynski D, Winston R, Martin J, Lee J. Residential urban stormwater runoff: A comprehensive profile of microbiome and antibiotic resistance. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 723:138033. [PMID: 32392682 DOI: 10.1016/j.scitotenv.2020.138033] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Revised: 03/02/2020] [Accepted: 03/17/2020] [Indexed: 05/23/2023]
Abstract
Non-point stormwater runoff is a major contamination source of receiving waterbodies. Heightened incidence of waterborne disease outbreaks related to recreational use and source water contamination is associated with extreme rainfall events. Such extreme events are predicted to increase in some regions due to climate change. Consequently, municipal separate storm sewer systems (MS4s) conveying pathogens to receiving waters are a growing public health concern. In addition, the spread of antibiotic resistance genes (ARGs) and antibiotic resistant bacteria in various environmental matrices, including urban runoff, is an emerging threat. The resistome and microbiota profile of MS4 discharges has yet to be fully characterized. To address this knowledge gap, we first analyzed the relationship between rainfall depth and intensity and E. coli densities (fecal indicator) in stormwater from four MS4 outflows in Columbus, Ohio, USA during the spring and summer of 2017. Microbial source tracking (MST) was conducted to examine major fecal contamination sources in the study sewersheds. A subset of samples was analyzed for microbial and resistome profiles using a metagenomic approach. The results showed a significant positive relationship between outflow E. coli density and rainfall intensity. MST results indicate prevalent fecal contamination from ruminant populations in the study sites (91% positive among the samples tested). Protobacteria and Actinobacteria were two dominant bacteria at a phylum level. A diverse array of ARGs and potentially pathogenic bacteria (e.g. Salmonella enterica Typhimurium), fungi (e.g. Scedosporium apiospermum), and protists (e.g. Acanthamoeba palestinensis) were found in urban stormwater outflows that discharge into adjacent streams. The most prevalent ARGs among samples were β-lactam resistance genes and the most predominant virulence genes within bacterial community were related with Staphylococcus aureus. A comprehensive contamination profile indicates a need for sustainable strategies to manage urban stormwater runoff amid increasingly intense rainfall events to protect public and environmental health.
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Affiliation(s)
- Seungjun Lee
- College of Public Health, Division of Environmental Health Sciences, The Ohio State University, Columbus, OH 43210, USA.
| | - Michael Suits
- College of Public Health, Division of Environmental Health Sciences, The Ohio State University, Columbus, OH 43210, USA
| | - David Wituszynski
- Department of Food, Agricultural and Biological Engineering, OSU Sustainability Institute, The Ohio State University, Columbus, OH 43210, USA.
| | - Ryan Winston
- Department of Food, Agricultural and Biological Engineering, OSU Sustainability Institute, The Ohio State University, Columbus, OH 43210, USA; Department of Civil, Environmental, and Geodetic Engineering, The Ohio State University, Columbus, OH 43210, USA.
| | - Jay Martin
- Department of Food, Agricultural and Biological Engineering, OSU Sustainability Institute, The Ohio State University, Columbus, OH 43210, USA.
| | - Jiyoung Lee
- College of Public Health, Division of Environmental Health Sciences, The Ohio State University, Columbus, OH 43210, USA; Department of Food Science and Technology, The Ohio State University, Columbus, OH 43210, USA.
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Tanvir Pasha ABM, Hinojosa J, Phan D, Lopez A, Kapoor V. Detection of human fecal pollution in environmental waters using human mitochondrial DNA and correlation with general and human-associated fecal genetic markers. JOURNAL OF WATER AND HEALTH 2020; 18:8-18. [PMID: 32129182 DOI: 10.2166/wh.2019.197] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Human mitochondrial DNA (mtDNA) genetic markers are abundant in sewage and highly human-specific, suggesting a great potential for the environmental application as human fecal pollution indicators. Limited data are available on the occurrence and co-occurrence of human mtDNA with fecal bacterial markers in surface waters, and how the abundance of these markers is influenced by rain events. A 1-year sampling study was conducted in a suburban watershed impacted by human sewage contamination to evaluate the performance of a human mtDNA-based marker along with the bacterial genetic markers for human-associated Bacteroidales (BacHum and HF183) and Escherichia coli. Additionally, the human mtDNA-based assay was correlated with rain events and other markers. The mtDNA marker was detected in 92% of samples (n = 140) with a mean concentration of 2.96 log10 copies/100 ml throughout the study period. Human mtDNA was detected with greater abundance than human-associated Bacteroidales that could be attributed to differences in the decay of these markers in the environment. The abundance of all markers was positively correlated with rain events, and human mtDNA abundance was significantly correlated with various bacterial markers. In general, these results should support future risk assessment for impacted watersheds, particularly those affected by human fecal pollution, by evaluating the performance of these markers during rain events.
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Affiliation(s)
- A B M Tanvir Pasha
- Department of Civil and Environmental Engineering, University of Texas at San Antonio, San Antonio, TX 78249, USA E-mail:
| | - Jessica Hinojosa
- Department of Civil and Environmental Engineering, University of Texas at San Antonio, San Antonio, TX 78249, USA E-mail:
| | - Duc Phan
- Department of Civil and Environmental Engineering, University of Texas at San Antonio, San Antonio, TX 78249, USA E-mail:
| | - Adrianne Lopez
- Department of Civil and Environmental Engineering, University of Texas at San Antonio, San Antonio, TX 78249, USA E-mail:
| | - Vikram Kapoor
- Department of Civil and Environmental Engineering, University of Texas at San Antonio, San Antonio, TX 78249, USA E-mail:
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Hamzah L, Boehm AB, Davis J, Pickering AJ, Wolfe M, Mureithi M, Harris A. Ruminant Fecal Contamination of Drinking Water Introduced Post-Collection in Rural Kenyan Households. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:E608. [PMID: 31963600 PMCID: PMC7027003 DOI: 10.3390/ijerph17020608] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Revised: 01/07/2020] [Accepted: 01/14/2020] [Indexed: 12/25/2022]
Abstract
In sub-Saharan Africa, many families travel to collect water and store it in their homes for daily use, presenting an opportunity for the introduction of fecal contamination. One stored and one source water sample were each collected from 45 households in rural Kenya. All 90 samples were analyzed for fecal indicator bacteria (E. coli and enterococci) and species-specific contamination using molecular microbial source tracking assays. Human (HF183), avian (GFD), and ruminant (BacR) contamination were detected in 52, two, and four samples, respectively. Stored water samples had elevated enterococci concentrations (p < 0.01, Wilcoxon matched pairs test) and more frequent BacR detection (89% versus 27%, p < 0.01, McNemar's exact test) relative to source water samples. fsQCA (fuzzy set qualitative comparative analysis) was conducted on the subset of households with no source water BacR contamination to highlight combinations of factors associated with the introduction of BacR contamination to stored water supplies. Three combinations were identified: (i) ruminants in the compound, safe water extraction methods, and long storage time, (ii) ruminants, unsafe water extraction methods, and no soap at the household handwashing station, and (iii) long storage time and no soap. This suggests that multiple pathways contribute to the transmission of ruminant fecal contamination in this context, which would have been missed if data were analyzed using standard regression techniques.
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Affiliation(s)
- Latifah Hamzah
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA; (L.H.); (A.B.B.); (J.D.); (M.W.)
| | - Alexandria B. Boehm
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA; (L.H.); (A.B.B.); (J.D.); (M.W.)
- Woods Institute for the Environment, Stanford University, Stanford, CA 94305, USA
| | - Jennifer Davis
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA; (L.H.); (A.B.B.); (J.D.); (M.W.)
- Woods Institute for the Environment, Stanford University, Stanford, CA 94305, USA
| | - Amy J. Pickering
- Department of Civil and Environmental Engineering, Tufts University, Medford, MA 01255, USA;
| | - Marlene Wolfe
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA; (L.H.); (A.B.B.); (J.D.); (M.W.)
- Innovations for Poverty Action, Nairobi, Kenya;
| | | | - Angela Harris
- Department of Civil, Construction, and Environmental Engineering, NC State University, Raleigh, NC 27695, USA
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Kausch ME, Fisher SC, Fisher IJ, Phillips PJ, O'Mullan GD. Bacterial quality of groundwater downgradient of onsite wastewater disposal systems and the influence on eastern Long Island's embayments. MARINE POLLUTION BULLETIN 2020; 150:110598. [PMID: 31733901 DOI: 10.1016/j.marpolbul.2019.110598] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 09/10/2019] [Accepted: 09/11/2019] [Indexed: 06/10/2023]
Abstract
Onsite wastewater disposal systems (OWDS) can introduce bacterial and chemical contaminants, via groundwater, into aquifers and adjacent waterways. We evaluated the concentration of fecal indicator bacteria (FIB) and antibiotic resistant bacteria (ARB) in the shallow groundwater of Eastern Long Island, New York, downgradient of OWDS using cultivation approaches and analysis of 16 S rRNA genes. While FIB and ARB were detected in 80% and 67% of groundwater samples, respectively, concentrations were low, suggesting that, at least at the time of sampling, groundwater was not a large-scale source of fecal bacterial contamination to adjacent embayments. ARB isolates did not include common fecal associated genera and the concentration of FIB and ARB did not correlate well with the concentration of pharmaceutical contaminants, suggesting that bacterial contaminants were poorly linked to OWDS discharge. Concentrations of FIB in the studied embayments were significantly greater in nearshore compared to mid-channel environments, suggesting that land-based sources are likely to be the major contributors of bacterial contamination.
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Affiliation(s)
- Michael E Kausch
- School of Earth and Environmental Sciences, Queens College, City University of New York, 65-30, Kissena Boulevard, Queens, New York, USA; U.S. Geological Survey, New York Water Science Center, 2045 Route 112, Building 4, Coram, NY, USA
| | - Shawn C Fisher
- U.S. Geological Survey, New York Water Science Center, 2045 Route 112, Building 4, Coram, NY, USA
| | - Irene J Fisher
- U.S. Geological Survey, New York Water Science Center, 2045 Route 112, Building 4, Coram, NY, USA
| | - Patrick J Phillips
- U.S. Geological Survey, New York Water Science Center, 425 Jordan Road, Troy, NY, USA
| | - Gregory D O'Mullan
- School of Earth and Environmental Sciences, Queens College, City University of New York, 65-30, Kissena Boulevard, Queens, New York, USA.
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Ahmed W, Hamilton K, Toze S, Cook S, Page D. A review on microbial contaminants in stormwater runoff and outfalls: Potential health risks and mitigation strategies. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 692:1304-1321. [PMID: 31539962 PMCID: PMC7126443 DOI: 10.1016/j.scitotenv.2019.07.055] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 06/27/2019] [Accepted: 07/04/2019] [Indexed: 04/14/2023]
Abstract
Demands on global water supplies are increasing in response to the need to provide more food, water, and energy for a rapidly growing population. These water stressors are exacerbated by climate change, as well as the growth and urbanisation of industry and commerce. Consequently, urban water authorities around the globe are exploring alternative water sources to meet ever-increasing demands. These alternative sources are primarily treated sewage, stormwater, and groundwater. Stormwater including roof-harvested rainwater has been considered as an alternative water source for both potable and non-potable uses. One of the most significant issues concerning alternative water reuse is the public health risk associated with chemical and microbial contaminants. Several studies to date have quantified fecal indicators and pathogens in stormwater. Microbial source tracking (MST) approaches have also been used to determine the sources of fecal contamination in stormwater and receiving waters. This review paper summarizes occurrence and concentrations of fecal indicators, pathogens, and MST marker genes in urban stormwater. A section of the review highlights the removal of fecal indicators and pathogens through water sensitive urban design (WSUD) or Best Management Practices (BMPs). We also discuss approaches for assessing and mitigating health risks associated with stormwater, including a summary of existing quantitative microbial risk assessment (QMRA) models for potable and non-potable reuse of stormwater. Finally, the most critical research gaps are identified for formulating risk management strategies.
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Affiliation(s)
- Warish Ahmed
- CSIRO Land and Water, Ecosciences Precinct, 41 Boggo Road, Qld 4102, Australia.
| | - Kerry Hamilton
- Drexel University, 3141 Chestnut Street, Philadelphia, PA 19104, USA
| | - Simon Toze
- CSIRO Land and Water, Ecosciences Precinct, 41 Boggo Road, Qld 4102, Australia
| | - Stephen Cook
- CSIRO Land and Water, Research way, Clayton South, VIC 3169, Australia
| | - Declan Page
- CSIRO Land and Water, Waite Laboratories, Waite Rd., Urrbrae, SA 5064, Australia
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Siddiqee MH, Henry R, Coleman RA, Deletic A, McCarthy DT. Campylobacter in an Urban Estuary: Public Health Insights from Occurrence, HeLa Cytotoxicity, and Caco-2 Attachment Cum Invasion. Microbes Environ 2019; 34:436-445. [PMID: 31735766 PMCID: PMC6934393 DOI: 10.1264/jsme2.me19088] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Aquatic recreation in urban estuaries worldwide is often restricted by fecal pollution. Variability in the occurrence of fecal pathogens and their differential virulence potentials within these estuaries may result in variable public health risks. To address this hypothesis, Campylobacter were isolated from the Yarra River estuary, Australia and then characterized via HeLa cell cytotoxicity and attachment to and the invasion of Caco-2 monolayers. Overall, 54% (n=216) of estuarine samples (water and sediment combined) yielded biochemically confirmed culturable Campylobacter; higher detection was recorded in water (92%, n=90) than in the bank and bed sediments combined (27%, n=126). The seasonality of occurrence was not significant. HeLa cell cytotoxicity revealed that estuarine Campylobacter had low cytotoxin titers; the 95% confidence interval (CI) ranged between 61 and 85, which was markedly lower than the mean value (~386) for the C. jejuni 11168 reference pathogenic strain. The Caco-2 attachment of estuarine Campylobacter isolates (n=189) revealed that the 95%CI for the attachment efficiency of the test strains ranged between 0.09 and 0.1%, with only 3.7% having a higher efficiency than the 5th percentile value for C. jejuni 11168. None of the estuarine strains exhibited Caco-2 invasion capabilities. In contrast to the common assumption during quantitative microbial/risk assessments (QMRAs) that all environmental strains are pathogenic, the present results revealed that Campylobacter within the Yarra River estuary had very low virulence potential. Since this is the first study to use human epithelial cell lines to characterize estuary-borne pathogens, these results generate valuable insights for a better understanding of the public health risks in urban estuaries that will underpin more robust QMRAs.
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Affiliation(s)
- Mahbubul H Siddiqee
- Environmental and Public Health Microbiology Laboratory EPHM Lab, Department of Civil Engineering, Monash University.,Molecular and Environmental Microbiology Laboratory MEM LAB, Department of Mathematics and Natural Sciences, BRAC University
| | - Rebekah Henry
- Environmental and Public Health Microbiology Laboratory EPHM Lab, Department of Civil Engineering, Monash University
| | | | - Ana Deletic
- Environmental and Public Health Microbiology Laboratory EPHM Lab, Department of Civil Engineering, Monash University
| | - David T McCarthy
- Environmental and Public Health Microbiology Laboratory EPHM Lab, Department of Civil Engineering, Monash University
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Tolouei S, Autixier L, Taghipour M, Burnet JB, Bonsteel J, Duy SV, Sauvé S, Prévost M, Dorner S. Precipitation effects on parasite, indicator bacteria, and wastewater micropollutant loads from a water resource recovery facility influent and effluent. JOURNAL OF WATER AND HEALTH 2019; 17:701-716. [PMID: 31638022 DOI: 10.2166/wh.2019.054] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The variability of fecal microorganisms and wastewater micropollutants (WWMPs) loads in relation to influent flow rates was evaluated for a water resource recovery facility (WRRF) in support of a vulnerability assessment of a drinking water source. Incomplete treatment and bypass discharges often occur following intense precipitation events that represent conditions that deviate from normal operation. Parasites, fecal indicator bacteria, and WWMPs concentrations and flow rate were measured at the WRRF influent and effluent during dry and wet weather periods. Influent concentrations were measured to characterize potential bypass concentrations that occur during wet weather. Maximum influent Giardia and C. perfringens loads and maximum effluent Escherichia coli and C. perfringens loads were observed during wet weather. Influent median loads of Cryptosporidium and Giardia were 6.8 log oocysts/day and 7.9 log cysts/day per 1,000 people. Effluent median loads were 3.9 log oocysts/day and 6.3 log cysts/day per 1,000 people. High loads of microbial contaminants can occur during WRRF bypasses following wet weather and increase with increasing flow rates; thus, short-term infrequent events such as bypasses should be considered in vulnerability assessments of drinking water sources in addition to the increased effluent loads during normal operation following wet weather.
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Affiliation(s)
- Samira Tolouei
- Canada Research Chair on the Dynamics of Microbial Contaminants in Source Waters, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7 E-mail: ; NSERC Industrial Chair on Drinking Water, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7
| | - Laurène Autixier
- Canada Research Chair on the Dynamics of Microbial Contaminants in Source Waters, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7 E-mail:
| | - Milad Taghipour
- Canada Research Chair on the Dynamics of Microbial Contaminants in Source Waters, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7 E-mail:
| | - Jean-Baptiste Burnet
- Canada Research Chair on the Dynamics of Microbial Contaminants in Source Waters, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7 E-mail: ; NSERC Industrial Chair on Drinking Water, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7
| | - Jane Bonsteel
- Peel Region, 10 Peel Centre Dr., Brampton, ON, Canada L6T 4B9
| | - Sung Vo Duy
- Chemistry Department, Université de Montréal, C.P. 6128, Centre-Ville, Montréal, QC, Canada H3C 3J7
| | - Sébastien Sauvé
- Chemistry Department, Université de Montréal, C.P. 6128, Centre-Ville, Montréal, QC, Canada H3C 3J7
| | - Michèle Prévost
- NSERC Industrial Chair on Drinking Water, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7
| | - Sarah Dorner
- Canada Research Chair on the Dynamics of Microbial Contaminants in Source Waters, Polytechnique Montréal, Civil, Geological and Mining Engineering Department, Station Centre-Ville, P.O. Box 6079, Montréal, Quebec, Canada H3C 3A7 E-mail:
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Almakki A, Jumas-Bilak E, Marchandin H, Licznar-Fajardo P. Antibiotic resistance in urban runoff. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 667:64-76. [PMID: 30826682 DOI: 10.1016/j.scitotenv.2019.02.183] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Revised: 02/11/2019] [Accepted: 02/12/2019] [Indexed: 05/24/2023]
Abstract
Aquatic ecosystems subjected to anthropogenic pressures are places of rapid evolution of microbial communities and likely hotspots for selection and emergence of antibiotic resistant bacteria. In urban settings, water quality and the risk of infection are generally assessed in sewers and in effluents of wastewater treatment plants. Physical and chemical parameters as well as the presence of antibiotics, antibiotic-resistant bacteria and genes of resistance are driven by urban activities, with adverse effects on aquatic ecosystems. In this paper we review the environmental pressures exerted on bacterial communities in urban runoff waters and discuss the impact of these settings on antibiotic resistance. Considering the worrisome epidemiology of infectious diseases and estimated mortality due to antimicrobial resistance in the coming decades, there is an urgent need to identify all environmental reservoirs of resistant bacteria and resistance genes to complete our knowledge of the epidemiological cycle and of the dynamics of urban antibiotic resistance.
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Affiliation(s)
- Ayad Almakki
- HSM, Univ Montpellier, IRD, CNRS, Montpellier, France; Department of Clinical Laboratory Science, College of Pharmacy, University of Basrah, Iraq
| | - Estelle Jumas-Bilak
- HSM, Univ Montpellier, IRD, CNRS, Département d'Hygiène Hospitalière, CHU de Montpellier, Montpellier, France
| | - Hélène Marchandin
- HSM, Univ Montpellier, IRD, CNRS, Montpellier, France, Département de Microbiologie, CHU Nîmes, Nîmes, France
| | - Patricia Licznar-Fajardo
- HSM, Univ Montpellier, IRD, CNRS, Département d'Hygiène Hospitalière, CHU de Montpellier, Montpellier, France.
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He Y, He Y, Sen B, Li H, Li J, Zhang Y, Zhang J, Jiang SC, Wang G. Storm runoff differentially influences the nutrient concentrations and microbial contamination at two distinct beaches in northern China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 663:400-407. [PMID: 30716630 DOI: 10.1016/j.scitotenv.2019.01.369] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 01/24/2019] [Accepted: 01/28/2019] [Indexed: 06/09/2023]
Abstract
With the escalating coastal development and loss of vegetated landscape, the volume of storm runoff increases significantly in Chinese coastal cities. To protect human health and valuable recreational resources, it is necessary to develop a quantitative understanding of coastal pollution. Here we studied the influence of storm runoff on the nutrients and microbial pathogens at two popular bathing beaches in northern China. Dongshan Beach, located near the mouth of an urban river, is influenced by non-point source pollution while Tiger-Rock Beach, a coastal beach, is primarily influenced by a point source from a storm drain outfall. Storm runoff significantly (P < 0.001) decreased the salinity and Chl a post-storm at both the beaches, but only reduced the concentration of dissolved inorganic N at Tiger-Rock Beach. Escherichia coli decreased by 68.7% at Dongshan Beach, possibly due to the dilution effect of the stormflow, contradicting the notion of elevated fecal contamination in coastal beaches from storm runoff. Vibrio parahaemolyticus increased at both beaches post-storm, by 155.7% at Dongshan Beach and 136.7% at Tiger-Rock Beach. Regardless of storm impact, both E. coli and V. parahaemolyticus were much higher at Dongshan Beach than that at Tiger-Rock, suggesting the influence of different surrounding topographies. Lastly, the statistical models developed based on the environmental and microbial parameters regression showed predictive power (adjusted R2 > 0.5) to estimate the concentration of E. coli at Dongshan Beach and V. parahaemolyticus at Tiger-Rock Beach. Overall, the results suggest the unique role of the individual beaches in attenuating the effect of rainfall on the concentration of microbial pathogens in bathing water quality and provide unique predictive models for recreational water management and public health protection.
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Affiliation(s)
- Yike He
- Center for Marine Environmental Ecology, School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Yaodong He
- Center for Marine Environmental Ecology, School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Biswarup Sen
- Center for Marine Environmental Ecology, School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Hao Li
- Center for Marine Environmental Ecology, School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Jiaqian Li
- Center for Marine Environmental Ecology, School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China
| | - Yongfeng Zhang
- Qinhuangdao Marine Environmental Monitoring Central Station, SOA, Qinhuangdao, Hebei 066002, China
| | - Jianle Zhang
- Qinhuangdao Marine Environmental Monitoring Central Station, SOA, Qinhuangdao, Hebei 066002, China
| | - Sunny C Jiang
- Department of Civil and Environmental Engineering, University of California at Irvine, CA 92697, USA
| | - Guangyi Wang
- Center for Marine Environmental Ecology, School of Environmental Science and Engineering, Tianjin University, Tianjin 300072, China.
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Jeong J, Wagner K, Flores JJ, Cawthon T, Her Y, Osorio J, Yen H. Linking watershed modeling and bacterial source tracking to better assess E. coli sources. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 648:164-175. [PMID: 30114587 DOI: 10.1016/j.scitotenv.2018.08.097] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2018] [Revised: 06/27/2018] [Accepted: 08/06/2018] [Indexed: 06/08/2023]
Abstract
Terrestrial fate and transport processes of E. coli can be complicated by human activities like urbanization or livestock grazing. There is a critical need to address contributing sources of bacterial contamination, properly assess the management of critical sources, and ultimately reduce E. coli concentrations in impaired water bodies. In particular, characterization of wildlife animal contributions and other "background" input sources of microbial pollution are highly uncertain and data are scarce. This study attempts to identify critical sources of E. coli and the efficacy of conservation practices for mitigating E. coli concentrations in the Arroyo Colorado watershed, Texas, using a process-based hydrologic and water quality model. We propose to incorporate a bacterial source tracking assessment into the modeling framework to fill the gap in data on wildlife and human contribution. In addition, other sources identified through a GIS survey, national census, and local expert knowledge were incorporated into the model as E. coli sources. Results suggest that simulated distribution of E. coli sources significantly improved after incorporating this enhanced data on E. coli sources into the model (R2 = 0.90) compared to the SWAT result without BST (R2 = 0.59). Scenario assessments indicate that wildlife contributions may remain significant despite land use change and urbanization, expected to mostly occur in agricultural and range lands. A combination of nonpoint source management measures, voluntary implementation of advanced treatment by wastewater plants where possible, and installation of aerators in the zone of impairment were demonstrated to be effective measures for restoring the recreation and aquatic life uses of the Arroyo Colorado.
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Affiliation(s)
- Jaehak Jeong
- Blackland Research Center, Texas A&M AgriLife Research, Texas A&M University, 720 East Blackland Road, Temple, TX 76502, USA.
| | - Kevin Wagner
- Oklahoma Water Resources Center, Oklahoma State University, 139 Ag Hall, Stillwater, OK 74078, USA
| | - Jaime J Flores
- Texas Water Resources Institute, 2260 TAMU, College Station, TX 77843, USA
| | - Tim Cawthon
- Texas Commission on Environmental Quality, 2100 Park 35 Circle, Austin, TX 78753, USA
| | - Younggu Her
- Agricultural and Biological Engineering Department/Tropical Research and Education Center, Institute of Food and Agricultural Sciences, University of Florida, Homestead, FL 33031, USA
| | - Javier Osorio
- Blackland Research Center, Texas A&M AgriLife Research, Texas A&M University, 720 East Blackland Road, Temple, TX 76502, USA
| | - Haw Yen
- Blackland Research Center, Texas A&M AgriLife Research, Texas A&M University, 720 East Blackland Road, Temple, TX 76502, USA
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Roca MA, Brown RS, Solo-Gabriele HM. Fecal indicator bacteria levels at beaches in the Florida Keys after Hurricane Irma. MARINE POLLUTION BULLETIN 2019; 138:266-273. [PMID: 30660273 DOI: 10.1016/j.marpolbul.2018.09.036] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Revised: 09/15/2018] [Accepted: 09/18/2018] [Indexed: 05/18/2023]
Abstract
Hurricanes cause infrastructure failures which can lead to contamination of impacted areas. The objective of the current study was to evaluate whether Hurricane Irma contributed towards sewage contamination of coastal beaches. Through this study we evaluated indicators of fecal pollution (fecal indicator bacteria [FIB], enterococci and fecal coliform) and physico-chemical parameters (salinity, pH, turbidity, and temperature) in coastal waters of the Florida Keys shortly after the hurricane. To augment available county sampling data, two sets of sampling efforts were conducted; one focused on collecting samples spatially throughout the Keys to assess whether areas closer to hurricane landfall were more highly impacted. The second was to collect temporally intensive samples at one location during falling tide to evaluate the hypothesis of groundwater contamination. Samples were analyzed for FIB using a new method called timed appearance of culture signal (TACS), which was subsequently calibrated using traditional membrane filter and chromogenic substrate methods. Results showed that coastal beach waters were characterized by elevated but sporadic levels of fecal indicator bacteria up to two months after the hurricane. Spikes were not correlated with physico-chemical characteristics of the water. Our temporally intensive sampling effort did not support the hypothesis that groundwater was a source of elevated FIB. Competing factors could have played a role in the sporadic nature of the FIB levels after the hurricane. We suggest that beach erosion may have flushed out sediments at beaches closer to the hurricane landfall location thereby improving water quality during dry conditions. We also suggest that during wet conditions a source of FIB could include runoff from debris staging areas. Preemptive beach closures immediately after the hurricane were justified due to the sporadic nature of FIB contamination.
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Affiliation(s)
- Matthew A Roca
- Department of Civil, Architectural, and Environmental Engineering, University of Miami, Coral Gables, FL, USA
| | - R Stephen Brown
- School of Environmental Studies & Department of Chemistry, Queen's University, Kingston, Ontario, Canada
| | - Helena M Solo-Gabriele
- Department of Civil, Architectural, and Environmental Engineering, University of Miami, Coral Gables, FL, USA; Center for Oceans and Human Health, Rosenstiel School for Marine and Atmospheric Science, Key Biscayne, FL, USA.
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Feng W, McCarthy DT, Henry R, Zhang X, Zhang K, Deletic A. Electrochemical oxidation for stormwater disinfection: How does real stormwater chemistry impact on pathogen removal and disinfection by-products level? CHEMOSPHERE 2018; 213:226-234. [PMID: 30223127 DOI: 10.1016/j.chemosphere.2018.09.038] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2018] [Revised: 09/05/2018] [Accepted: 09/06/2018] [Indexed: 06/08/2023]
Abstract
Preliminary laboratory work has shown that electrochemical oxidation (ECO) is a promising technology for disinfection of harvested stormwater. This paper focuses on understanding how stormwater chemistry (e.g. pH, chloride, bicarbonate, ammonia and total organic carbon - that can vary substantially between sites) impacts the disinfection performance of ECO. Real stormwater samples from four different urban catchments were collected and tested for ECO performance in disinfecting stormwater pathogens using a boron doped diamond anode under the current density of 4.2 mA/cm2. Results showed that total disinfection of indigenous Escherichia coli (E. coli), as well as three different stormwater pathogens (Enterococci, Campylobacter and C. perfringens) was achievable for all four tested stormwater within 30 min. Compared to the synthetic stormwater, lower disinfection rates were observed in real stormwater which has more complex chemistry. Stormwater chloride concentration was the only tested parameter that had significant impact on the treatment performance, with higher initial stormwater chloride concentration leading to an increased disinfection rate. Disinfection by-products in the treated stormwater were well below the Australian Drinking Water Guideline value for health, with its production level positively correlated to the pH values of stormwater.
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Affiliation(s)
- Wenjun Feng
- Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Infrastructure Research Institute, Department of Civil Engineering, Monash University, VIC, 3800, Australia
| | - David T McCarthy
- Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Infrastructure Research Institute, Department of Civil Engineering, Monash University, VIC, 3800, Australia
| | - Rebekah Henry
- Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Infrastructure Research Institute, Department of Civil Engineering, Monash University, VIC, 3800, Australia
| | - Xiwang Zhang
- Department of Chemical Engineering, Monash University, VIC, 3800, Australia
| | - Kefeng Zhang
- UNSW Water Research Centre, School of Civil and Environmental Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Ana Deletic
- Environmental and Public Health Microbiology Laboratory (EPHM Lab), Monash Infrastructure Research Institute, Department of Civil Engineering, Monash University, VIC, 3800, Australia; UNSW Water Research Centre, School of Civil and Environmental Engineering, University of New South Wales, Sydney, NSW, 2052, Australia.
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47
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Staley ZR, Chuong JD, Hill SJ, Grabuski J, Shokralla S, Hajibabaei M, Edge TA. Fecal source tracking and eDNA profiling in an urban creek following an extreme rain event. Sci Rep 2018; 8:14390. [PMID: 30258068 PMCID: PMC6158173 DOI: 10.1038/s41598-018-32680-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2018] [Accepted: 09/12/2018] [Indexed: 11/30/2022] Open
Abstract
Fecal contamination of recreational waters (i.e. lakes, rivers, beaches) poses an on-going problem for environmental and public health. Heavy rainfall can exacerbate existing problems with fecal contamination. As there could be variable sources of fecal contamination, identifying the source is critical for remediation efforts. This study utilized microbial source tracking (MST), chemical source tracking (CST) markers and environmental DNA (eDNA) metabarcoding to profile sampling areas and identify sources of fecal contamination in creek, stormwater outfall and beach sites in the Etobicoke Creek watershed (Toronto, ON). Water samples were collected before and immediately following an extreme rain event. MST and CST identified stormwater outfalls as an important source of human fecal contamination during dry and wet conditions. eDNA metabarcoding allowed for potential identification of additional sources of fecal contamination and provided additional evidence of human fecal contamination. The extreme rainfall event altered the eDNA profiles, causing creek and beach sites to reflect a greater diversity of mammal and bird eDNA sequences. The profiles provided by eDNA metabarcoding provide a proof of concept suggesting that eDNA metabarcoding can be a useful tool to complement MST and CST methods for profiling sources of fecal contamination and studying impacts of extreme rain events.
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Affiliation(s)
- Zachery R Staley
- Environment and Climate Change Canada, Canada Center for Inland Waters, Burlington, ON, L7S 1A1, Canada.
| | - Jun Dennis Chuong
- Environment and Climate Change Canada, Canada Center for Inland Waters, Burlington, ON, L7S 1A1, Canada
| | - Stephen J Hill
- Environment and Climate Change Canada, Canada Center for Inland Waters, Burlington, ON, L7S 1A1, Canada
- Memorial University, Department of Ocean Sciences, St. John's, NL, A1C 5S7, Canada
| | - Josey Grabuski
- Environment and Climate Change Canada, Canada Center for Inland Waters, Burlington, ON, L7S 1A1, Canada
| | - Shadi Shokralla
- University of Guelph, Centre for Biodiversity Genomics & Department of Integrative Biology, Guelph, ON, N1G 2W1, Canada
| | - Mehrdad Hajibabaei
- University of Guelph, Centre for Biodiversity Genomics & Department of Integrative Biology, Guelph, ON, N1G 2W1, Canada
| | - Thomas A Edge
- Environment and Climate Change Canada, Canada Center for Inland Waters, Burlington, ON, L7S 1A1, Canada
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48
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Quantifying the Relative Contributions of Environmental Sources to the Microbial Community in an Urban Stream under Dry and Wet Weather Conditions. Appl Environ Microbiol 2018; 84:AEM.00896-18. [PMID: 29858206 DOI: 10.1128/aem.00896-18] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 05/23/2018] [Indexed: 12/21/2022] Open
Abstract
Investigating sources of microbial contamination in urban streams, especially when there are no contributions from combined sewer overflows or sewage effluent discharges, can be challenging. The objectives of this study were to identify the sources of microbes in an urban stream and quantify their relative contributions to the microbial community in the stream under dry and wet weather conditions. A microbial source tracking method relying on the 16S rRNA gene was used to investigate the microbial communities in water samples of an urban stream (i.e., from 11 dry and 6 wet weather events), as well as in streambed sediment, soils, street sweepings, sanitary sewage, an upstream lake, and feces of animals and birds collected between 2013 and 2015. The results showed that the Escherichia coli levels in the stream were significantly higher in wet weather flow than in dry weather flow. The upstream lake contributed approximately 93% of the microbes in dry weather flows. Water discharged from storm drain outfalls was the biggest source of microbes in wet weather flows, with a median contribution of approximately 90% in the rising limb and peak flow and about 75% in the declining limb of storms. Furthermore, about 70 to 75% of the microbes in the storm drain outfall water came from materials washed off from the street surfaces in the watershed. Fecal samples did not appear to contribute substantially to the microbes in environmental samples. The results highlight the significance of street surfaces in contributing microbial loads to urban streams under wet weather conditions.IMPORTANCE Identifying the sources of microbial contamination is important for developing best management practices to protect the water quality of urban streams for recreational uses. This study collected a large number of water samples from an urban stream under both dry and wet weather conditions and provided quantitative information on the relative contributions of various environmental compartments to the overall microbial contamination in the stream under the two weather conditions. The watershed in this study represents urban watersheds where no dominant fecal sources are consistently present. The findings highlight the importance of reducing the direct contribution of microbes from street surfaces in the watershed to urban streams under wet weather conditions. The methods and findings from this study are expected to be useful to stormwater managers and regulatory agencies.
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Steele JA, Blackwood AD, Griffith JF, Noble RT, Schiff KC. Quantification of pathogens and markers of fecal contamination during storm events along popular surfing beaches in San Diego, California. WATER RESEARCH 2018; 136:137-149. [PMID: 29501758 DOI: 10.1016/j.watres.2018.01.056] [Citation(s) in RCA: 78] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2017] [Revised: 01/19/2018] [Accepted: 01/24/2018] [Indexed: 05/08/2023]
Abstract
Along southern California beaches, the concentrations of fecal indicator bacteria (FIB) used to quantify the potential presence of fecal contamination in coastal recreational waters have been previously documented to be higher during wet weather conditions (typically winter or spring) than those observed during summer dry weather conditions. FIB are used for management of recreational waters because measurement of the bacterial and viral pathogens that are the potential causes of illness in beachgoers exposed to stormwater can be expensive, time-consuming, and technically difficult. Here, we use droplet digital Polymerase Chain Reaction (digital PCR) and digital reverse transcriptase PCR (digital RT-PCR) assays for direct quantification of pathogenic viruses, pathogenic bacteria, and source-specific markers of fecal contamination in the stormwater discharges. We applied these assays across multiple storm events from two different watersheds that discharge to popular surfing beaches in San Diego, CA. Stormwater discharges had higher FIB concentrations as compared to proximal beaches, often by ten-fold or more during wet weather. Multiple lines of evidence indicated that the stormwater discharges contained human fecal contamination, despite the presence of separate storm sewer and sanitary sewer systems in both watersheds. Human fecal source markers (up to 100% of samples, 20-12440 HF183 copies per 100 ml) and human norovirus (up to 96% of samples, 25-495 NoV copies per 100 ml) were routinely detected in stormwater discharge samples. Potential bacterial pathogens were also detected and quantified: Campylobacter spp. (up to 100% of samples, 16-504 gene copies per 100 ml) and Salmonella (up to 25% of samples, 6-86 gene copies per 100 ml). Other viral human pathogens were also measured, but occurred at generally lower concentrations: adenovirus (detected in up to 22% of samples, 14-41 AdV copies per 100 ml); no enterovirus was detected in any stormwater discharge sample. Higher concentrations of avian source markers were noted in the stormwater discharge located immediately downstream of a large bird sanctuary along with increased Campylobacter concentrations and notably different Campylobacter species composition than the watershed that had no bird sanctuary. This study is one of the few to directly measure an array of important bacterial and viral pathogens in stormwater discharges to recreational beaches, and provides context for stormwater-based management of beaches during high risk wet-weather periods. Furthermore, the combination of culture-based and digital PCR-derived data is demonstrated to be valuable for assessing hydrographic relationships, considering delivery mechanisms, and providing foundational exposure information for risk assessment.
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Affiliation(s)
- Joshua A Steele
- Southern California Coastal Water Research Project, 3535 Harbor Blvd. Ste 110, Costa Mesa, CA 92626, USA.
| | - A Denene Blackwood
- UNC Institute of Marine Science, 3431 Arendell Street, Morehead City, NC 28557, USA
| | - John F Griffith
- Southern California Coastal Water Research Project, 3535 Harbor Blvd. Ste 110, Costa Mesa, CA 92626, USA
| | - Rachel T Noble
- UNC Institute of Marine Science, 3431 Arendell Street, Morehead City, NC 28557, USA
| | - Kenneth C Schiff
- Southern California Coastal Water Research Project, 3535 Harbor Blvd. Ste 110, Costa Mesa, CA 92626, USA
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50
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Kelly EA, Feng Z, Gidley ML, Sinigalliano CD, Kumar N, Donahue AG, Reniers AJHM, Solo-Gabriele HM. Effect of beach management policies on recreational water quality. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2018; 212:266-277. [PMID: 29448181 PMCID: PMC5844856 DOI: 10.1016/j.jenvman.2018.02.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Revised: 11/19/2017] [Accepted: 02/02/2018] [Indexed: 05/30/2023]
Abstract
When beach water monitoring programs identify poor water quality, the causes are frequently unknown. We hypothesize that management policies play an important role in the frequency of fecal indicator bacteria (FIB) exceedances (enterococci and fecal coliform) at recreational beaches. To test this hypothesis we implemented an innovative approach utilizing large amounts of monitoring data (n > 150,000 measurements per FIB) to determine associations between the frequency of contaminant exceedances and beach management practices. The large FIB database was augmented with results from a survey designed to assess management policies for 316 beaches throughout the state of Florida. The FIB and survey data were analyzed using t-tests, ANOVA, factor analysis, and linear regression. Results show that beach geomorphology (beach type) was highly associated with exceedance of regulatory standards. Low enterococci exceedances were associated with open coast beaches (n = 211) that have sparse human densities, no homeless populations, low densities of dogs and birds, bird management policies, low densities of seaweed, beach renourishment, charge access fees, employ lifeguards, without nearby marinas, and those that manage storm water. Factor analysis and a linear regression confirmed beach type as the predominant factor with secondary influences from grooming activities (including seaweed densities and beach renourishment) and beach access (including charging fees, employing lifeguards, and without nearby marinas). Our results were observable primarily because of the very large public FIB database available for analyses; similar approaches can be adopted at other beaches. The findings of this research have important policy implications because the selected beach management practices that were associated with low levels of FIB can be implemented in other parts of the US and around the world to improve recreational beach water quality.
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Affiliation(s)
- Elizabeth A Kelly
- University of Miami, Leonard and Jayne Abess Center for Ecosystem Science and Policy, Coral Gables, FL, USA; NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; University of Miami, College of Engineering, Department of Civil, Architectural, and Environmental Engineering, USA
| | - Zhixuan Feng
- NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Maribeth L Gidley
- NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; University of Miami Cooperative Institute for Marine and Atmospheric Studies, Key Biscayne, FL, USA; NOAA Atlantic Oceanographic and Meteorological Laboratory, Key Biscayne, FL, USA
| | - Christopher D Sinigalliano
- NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; NOAA Atlantic Oceanographic and Meteorological Laboratory, Key Biscayne, FL, USA
| | - Naresh Kumar
- University of Miami Department of Public Health Sciences, Division of Environment & Public Health, Miami, FL, USA
| | - Allison G Donahue
- NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; University of Miami, Department of Biology, Coral Gables, FL, USA
| | - Adrianus J H M Reniers
- NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; Delft University of Technology, Department of Hydraulic Engineering, Delft, The Netherlands
| | - Helena M Solo-Gabriele
- University of Miami, Leonard and Jayne Abess Center for Ecosystem Science and Policy, Coral Gables, FL, USA; NSF NIEHS Oceans and Human Health Center, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Key Biscayne, FL, USA; University of Miami, College of Engineering, Department of Civil, Architectural, and Environmental Engineering, USA.
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