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Duttagupta S, Nynas K, Richardot W, Salam SB, Pennington M, Wong J, Van De Werfhorst LC, Dodder NG, Novotny T, Sant K, Holden PA, Hoh E. Influence of tobacco product wastes in a protected coastal reserve adjacent to urbanization. Mar Pollut Bull 2024; 199:115929. [PMID: 38141586 DOI: 10.1016/j.marpolbul.2023.115929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/28/2023] [Accepted: 12/11/2023] [Indexed: 12/25/2023]
Abstract
The present study, conducted at the Kendall-Frost Mission Bay Marsh Reserve in San Diego, California, aimed to assess tobacco-related pollutants in urban waters, a topic with limited prior research. Across 26 events occurring between November 2019 and February 2022, encompassing both wet and dry seasons at two outfall sites (Noyes St. and Olney St.), water and sediment samples were subjected to analysis for nicotine and cotinine levels, with Noyes St. displaying wide variation in nicotine concentrations, reaching a peak of 50.75 ng/L in water samples, whereas Olney St. recorded a peak of 1.46 ng/L. Wet seasons consistently had higher nicotine levels in water, suggesting the possibility of tobacco litter entering the reserve through stormwater runoff. Cotinine was detected in both sites in both water and sediment samples; however, these levels were considerably lower in comparison to nicotine concentrations. Limited research assesses aquatic environmental pollution from tobacco use and disposal, especially in protected areas like urban natural reserves. This study was conducted at the Kendall-Frost Mission Bay Marsh Reserve in San Diego, California, to evaluate tobacco-related pollutants in San Diego's urban waters. Twenty-six sampling events between November 2019 and February 2022, spanning wet and dry seasons at two outfall sites, were conducted. Nicotine and cotinine, a major ingredient of tobacco and its metabolite, were analyzed in the collected water and sediment samples. Nicotine concentrations differed substantially between the outfall locations (Noyes St. and Olney St.), with Noyes St. displaying wide variations, averaging at 9.31 (±13.24) ng/L with a maximum concentration of 50.75 ng/L, and Olney St. at 0.53 (±0.41) ng/L with a maximum concentration of 1.46 ng/L in water samples. In both locations, the nicotine concentrations in water samples were higher during wet seasons than dry seasons, and this pattern was more significant at Noyes St. outfall than at Olney St. outfall, which received not only stormwater runoff but also was connected to Mission Bay. Although this pattern did not directly align with sediment nicotine levels at both sites, maximum nicotine concentration in Noyes St. sediments during wet seasons was approximately 120 times higher than in Olney St. sediments. Regarding cotinine, Noyes St. outfall water averaged 3.17 ng/L (±1.88), and Olney St. water averaged 1.09 ng/L (±1.06). Similar to nicotine, the cotinine concentrations were higher in Noyes St. water and sediment compared to Olney St., but overall, the cotinine concentrations in both water and sediment were much lower than the corresponding nicotine concentrations. The study identifies urban stormwater runoff as a potential source of nicotine and cotinine pollution in a protected reserve, implicating tobacco product litter and human tobacco use as contributing factors.
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Affiliation(s)
- Srimanti Duttagupta
- School of Public Health, San Diego State University, San Diego, CA 92182, USA; Department of Geology, University of Georgia, Athens, GA 30602, USA
| | - Katelyn Nynas
- School of Public Health, San Diego State University, San Diego, CA 92182, USA
| | - William Richardot
- School of Public Health, San Diego State University, San Diego, CA 92182, USA; San Diego State University Research Foundation, San Diego, CA 92182, USA
| | - Shahrin Binte Salam
- School of Public Health, San Diego State University, San Diego, CA 92182, USA
| | - Melissa Pennington
- School of Public Health, San Diego State University, San Diego, CA 92182, USA
| | - Jade Wong
- School of Public Health, San Diego State University, San Diego, CA 92182, USA
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science and Management, University of California, Santa Barbara, CA 93106, USA
| | - Nathan G Dodder
- School of Public Health, San Diego State University, San Diego, CA 92182, USA; San Diego State University Research Foundation, San Diego, CA 92182, USA
| | - Thomas Novotny
- School of Public Health, San Diego State University, San Diego, CA 92182, USA
| | - Karilyn Sant
- School of Public Health, San Diego State University, San Diego, CA 92182, USA
| | - Patricia A Holden
- Bren School of Environmental Science and Management, University of California, Santa Barbara, CA 93106, USA
| | - Eunha Hoh
- School of Public Health, San Diego State University, San Diego, CA 92182, USA.
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Li D, Van De Werfhorst LC, Ervin J, Poresky A, Steets B, Rivers C, Sharp G, Smith J, Holden PA. Municipal separate storm sewer system (MS4) dry weather flows and potential flow sources as assessed by conventional and advanced bacterial analyses. Environ Pollut 2023; 337:122521. [PMID: 37678735 DOI: 10.1016/j.envpol.2023.122521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 09/01/2023] [Accepted: 09/04/2023] [Indexed: 09/09/2023]
Abstract
Municipal separate storm sewer systems (MS4s) function in urbanized areas to convey flows during both wet weather (i.e., stormwater) and dry weather (i.e., urban runoff as well as subsurface sources of flow) to receiving waters. While urban stormwater is known to contain microbial and chemical pollutants, MS4 dry weather flows, or non-stormwater discharges (NSWDs), are much less studied, although they are also known to contain pollutants, especially when these flows include raw sewage. In addition, some natural NSWDs (e.g., from groundwater infiltrating MS4 pipes) are critical for aquatic habitat protection. Thus, it is important to distinguish NSWD sources to prevent non-natural flows while retaining natural waters (i.e., groundwater). Here, MS4 dry weather flows were assessed by analyzing water samples from MS4 outfalls across multiple watersheds and water provider service areas in south Orange County, CA; potential NSWD sources including sewage, recycled water, potable water, and groundwater were sampled and analyzed for their likely contributions to overall NSWDs. Geochemical and microbiological water quality indicators, as well as bacterial communities, differed across NSWDs, yet water quality within most locations did not vary significantly diurnally or by sampling date. Meanwhile, NSWD source waters had distinctly different bacterial taxa abundances and specific bacterial genera. Shared geochemical and microbial characteristics of certain sources and outfall flows suggested the contributions of sources to outfall flows. The average proportions by sources contributing to MS4 outfalls were further estimated by SourceTracker and FEAST, respectively. The results of this study highlight the use of multiple tools when assessing chemical and microbiological water quality to predict sources of NSWDs contributing to urban MS4 flows during dry weather. This information can be used to support management actions to reduce unnatural and high risk sources of dry weather drainage while preserving natural sources important to environmental health in downstream receiving waters.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management, University of California, Santa Barbara, USA
| | | | - Jared Ervin
- Geosyntec Consultants, Santa Barbara, CA, 93101, USA
| | - Aaron Poresky
- Geosyntec Consultants, Santa Barbara, CA, 93101, USA
| | | | - Cindy Rivers
- Orange County Public Works (OCPW), Orange County, CA, USA
| | - Grant Sharp
- Orange County Public Works (OCPW), Orange County, CA, USA
| | - Jen Smith
- California NanoSystems Institute, University of California, Santa Barbara, USA
| | - Patricia A Holden
- Bren School of Environmental Science & Management, University of California, Santa Barbara, USA.
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Li D, Quon H, Ervin J, Jiang S, Rosso D, Van De Werfhorst LC, Steets B, Holden PA. Modeled and measured SARS-CoV-2 virus in septic tank systems for wastewater surveillance. J Water Health 2023; 21:1242-1256. [PMID: 37756192 PMCID: wh_2023_128 DOI: 10.2166/wh.2023.128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/29/2023]
Abstract
SARS-CoV-2 wastewater surveillance (WWS) at wastewater treatment plants (WWTPs) can reveal sewered community COVID-19 prevalence. For unsewered areas using septic tank systems (STSs) or holding tanks, how to conduct WWS remains unexplored. Here, two large STSs serving Zuma Beach (Malibu, CA) were studied. Supernatant and sludge SARS-CoV-2 concentrations from the directly-sampled STSs parameterized a dynamic solid-liquid separation, mass balance-based model for estimating the infection rate of users. Pumped septage before hauling and upon WWTP disposal was also sampled and assessed. Most (96%) STS sludge samples contained SARS-CoV-2 N1 and N2 genes, with concentrations exceeding the supernatant and increasing with depth while correlating with total suspended solids (TSS). The trucked septage contained N1 and N2 genes which decayed (coefficients: 0.09-0.29 h-1) but remained detectable. Over approximately 5 months starting in December 2020, modeled COVID-19 prevalence estimations among users ranged from 8 to 18%, mirroring a larger metropolitan area for the first 2 months. The approaches herein can inform public health intervention and augment conventional WWS in that: (1) user infection rates for communal holding tanks are estimable and (2) pumped and hauled septage can be assayed to infer where disease is spreading in unsewered areas.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management, University of California, Santa Barbara, CA 93016, USA E-mail:
| | - Hunter Quon
- Department of Civil and Environmental Engineering, University of California, Irvine, CA 92697-2175, USA; Water-Energy Nexus Center, University of California, Irvine, CA 92697-2175, USA
| | - Jared Ervin
- Geosyntec Consultants, Santa Barbara, CA 93101, USA
| | - Sunny Jiang
- Department of Civil and Environmental Engineering, University of California, Irvine, CA 92697-2175, USA; Water-Energy Nexus Center, University of California, Irvine, CA 92697-2175, USA
| | - Diego Rosso
- Department of Civil and Environmental Engineering, University of California, Irvine, CA 92697-2175, USA; Water-Energy Nexus Center, University of California, Irvine, CA 92697-2175, USA
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science & Management, University of California, Santa Barbara, CA 93016, USA
| | | | - Patricia A Holden
- Bren School of Environmental Science & Management, University of California, Santa Barbara, CA 93016, USA
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Feraud M, Ahearn SP, Parker EA, Avasarala S, Rugh MB, Hung WC, Li D, Werfhorst LCVD, Kefela T, Hemati A, Mehring AS, Cao Y, Jay JA, Liu H, Grant SB, Holden PA. Stormwater biofilter response to high nitrogen loading under transient flow conditions: Ammonium and nitrate fates, and nitrous oxide emissions. Water Res 2023; 230:119501. [PMID: 36587519 DOI: 10.1016/j.watres.2022.119501] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Revised: 12/13/2022] [Accepted: 12/15/2022] [Indexed: 06/17/2023]
Abstract
Nitrogen (N) in urban runoff is often treated with green infrastructure including biofilters. However, N fates across biofilters are insufficiently understood because prior studies emphasize low N loading under laboratory conditions, or use "steady-state" flow regimes over short time scales. Here, we tested field scale biofilter N fates during simulated storms delivering realistic transient flows with high N loading. Biofilter outflow ammonium (NH4+-N) was 60.7 to 92.3% lower than that of the inflow. Yet the characteristic times for nitrification (days to weeks) and denitrification (days) relative to N residence times (7 to 30 h) suggested low N transformation across the biofilters. Still, across 7 successive storms, total outflow nitrate (NO3--N) greatly exceeded (3100 to 3900%) inflow nitrate, a result only explainable by biofilter soil N nitrification occurring between storms. Archaeal, and bacterial amoA gene copies (2.1 × 105 to 1.2 × 106 gc g soil-1), nitrifier presence by16S rRNA gene sequencing, and outflow δ18O-NO3- values (-3.0 to 17.1 ‰) reinforced that nitrification was occurring. A ratio of δ18O-NO3- to δ15N-NO3- of 1.83 for soil eluates indicated additional processes: N assimilation, and N mineralization. Denitrification potential was suggested by enzyme activities and soil denitrifying gene copies (nirK + nirS: 3.0 × 106 to 1.8 × 107; nosZ: 5.0 × 105 to 2.2 × 106 gc g soil-1). However, nitrous oxide (N2O-N) emissions (13.5 to 84.3 μg N m - 2 h - 1) and N2O export (0.014 g N) were low, and soil nitrification enzyme activities (0.45 to 1.63 mg N kg soil-1day-1) exceeded those for denitrification (0.17 to 0.49 mg N kg soil-1 day-1). Taken together, chemical, bacterial, and isotopic metrics evidenced that storm inflow NH4+sorbs and, along with mineralized soil N, nitrifies during biofilter dry-down; little denitrification and associated N2O emissions ensue, and thus subsequent storms export copious NO3--N. As such, pulsed pass-through biofilters require redesign to promote plant assimilation and/or denitrification of mineralized and nitrified N, to minimize NO3--N generation and export.
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Affiliation(s)
- Marina Feraud
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Sean P Ahearn
- Research & Development Beta Analytic, Inc., Miami, FL, United States
| | - Emily A Parker
- The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Occoquan Watershed Monitoring Laboratory, Virginia Tech, Manassas, VA, United States
| | - Sumant Avasarala
- Department of Earth and Planetary Sciences, University of Tennessee, Knoxville, TN, United States
| | - Megyn B Rugh
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, United States
| | - Wei-Cheng Hung
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, United States
| | - Dong Li
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Timnit Kefela
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Azadeh Hemati
- The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Occoquan Watershed Monitoring Laboratory, Virginia Tech, Manassas, VA, United States
| | - Andrew S Mehring
- Department of Biology, University of Louisville, Louisville, KY, United States
| | - Yiping Cao
- Source Molecular Corporation, Miami Lakes, FL, United States; Santa Ana Water Quality Control Board, Riverside, CA, United States
| | - Jennifer A Jay
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, United States
| | - Haizhou Liu
- Department of Chemical and Environmental Engineering, UC Riverside, Riverside, CA, United States
| | - Stanley B Grant
- The Charles E. Via, Jr. Department of Civil and Environmental Engineering, Occoquan Watershed Monitoring Laboratory, Virginia Tech, Manassas, VA, United States; Center for Coastal Studies, Virginia Tech, Blacksburg, VA, United States
| | - Patricia A Holden
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States.
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Li D, Van De Werfhorst LC, Steets B, Ervin J, Murray JLS, Smith J, Holden PA. Assessing multiple fecal sources to surf zone waters of two recreational beaches by bacterial community analysis. Water Res 2022; 221:118781. [PMID: 35759849 DOI: 10.1016/j.watres.2022.118781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 06/17/2022] [Accepted: 06/18/2022] [Indexed: 06/15/2023]
Abstract
Fecal sources to recreational surf zone waters should be identified to protect public health. While watershed origins of human and other fecal sources are often discoverable by quantitative polymerase chain reaction (qPCR) of fecal markers using spatially stratified samples, similarly assessing wastewater treatment plant (WWTP) outfall and other offshore contributions to surf zones is challenged by individual marker fate and transport. Here, bacterial communities were assessed for relatedness between all hypothesized fecal sources and surf zone waters for two urban California recreational beaches, by sequencing genes encoding 16S rRNA and analyzing data using SourceTracker and FEAST. Ambient marine bacterial communities dominated the surf zone, while fecal (human, dog, or gull) or wastewater (sewage or treated WWTP effluent) bacterial communities were present at low proportions and those from recycled water were absent. Based on the relative abundances of bacterial genera specifically associated with human feces, the abundances of HF183 in bacterial community sequences, and FEAST and SourceTracker results when benchmarked to HF183, the major sources of HF183 to surf zone waters were human feces and treated WWTP effluent. While surf zone sequence proportions from human sources (feces, sewage and treated WWTP effluent) appeared uncorrelated to previously obtained qPCR HF183 results, the proportions of human fecal and potential human pathogen sequences in surf zone waters were elevated when there were more swimmers (i.e. during weekday afternoons, holidays and busy weekends, and race events), thus confirming previously-published qPCR-based conclusions that bather shedding contributed low levels of human fecal contamination. Here, bacterial community sequencing also showed evidence that treated WWTP effluent from an offshore outfall was entering the surf zone, thereby resolving a prior uncertainty. Thus, bacterial community sequencing not only confirms qPCR HF183-based human marker detections, but further allows for confirming fecal sources for which individual marker quantification results can be equivocal.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management, University of California, Santa Barbara, USA
| | | | | | - Jared Ervin
- Geosyntec Consultants, Santa Barbara, CA 93101, USA
| | - Jill L S Murray
- Department of Parks & Recreation, Creeks Division, Santa Barbara, CA 93102, USA
| | - Jen Smith
- California NanoSystems Institute, University of California, Santa Barbara, USA
| | - Patricia A Holden
- Bren School of Environmental Science & Management, University of California, Santa Barbara, USA.
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Rugh MB, Grant SB, Hung WC, Jay JA, Parker EA, Feraud M, Li D, Avasarala S, Holden PA, Liu H, Rippy MA, Werfhorst LCVD, Kefela T, Peng J, Shao S, Graham KE, Boehm AB, Choi S, Mohanty SK, Cao Y. Highly variable removal of pathogens, antibiotic resistance genes, conventional fecal indicators and human-associated fecal source markers in a pilot-scale stormwater biofilter operated under realistic stormflow conditions. Water Res 2022; 219:118525. [PMID: 35533621 DOI: 10.1016/j.watres.2022.118525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 04/17/2022] [Accepted: 04/26/2022] [Indexed: 06/14/2023]
Abstract
Green stormwater infrastructure systems, such as biofilters, provide many water quality and other environmental benefits, but their ability to remove human pathogens and antibiotic resistance genes (ARGs) from stormwater runoff is not well documented. In this study, a field scale biofilter in Southern California (USA) was simultaneously evaluated for the breakthrough of a conservative tracer (bromide), conventional fecal indicators, bacterial and viral human-associated fecal source markers (HF183, crAssphage, and PMMoV), ARGs, and bacterial and viral pathogens. When challenged with a 50:50 mixture of untreated sewage and stormwater (to mimic highly contaminated storm flow) the biofilter significantly removed (p < 0.05) 14 of 17 microbial markers and ARGsin descending order of concentration reduction: ermB (2.5 log(base 10) reduction) > Salmonella (2.3) > adenovirus (1.9) > coliphage (1.5) > crAssphage (1.2) > E. coli (1.0) ∼ 16S rRNA genes (1.0) ∼ fecal coliform (1.0) ∼ intl1 (1.0) > Enterococcus (0.9) ∼ MRSA (0.9) ∼ sul1 (0.9) > PMMoV (0.7) > Entero1A (0.5). No significant removal was observed for GenBac3, Campylobacter, and HF183. From the bromide data, we infer that 0.5 log-units of attenuation can be attributed to the dilution of incoming stormwater with water stored in the biofilter; removal above this threshold is presumably associated with non-conservative processes, such as physicochemical filtration, die-off, and predation. Our study documents high variability (>100-fold) in the removal of different microbial contaminants and ARGs by a field-scale stormwater biofilter operated under transient flow and raises further questions about the utility of human-associated fecal source markers as surrogates for pathogen removal.
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Affiliation(s)
- Megyn B Rugh
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, USA
| | - Stanley B Grant
- Department of Civil and Environmental Engineering, Occoquan Watershed Monitoring Laboratory, Virginia Tech, 9408 Prince William Street, Manassas VA 20110, USA; Center for Coastal Studies, Virginia Tech, 1068A Derring Hall (0420), Blacksburg, VA 24061, USA
| | - Wei-Cheng Hung
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, USA
| | - Jennifer A Jay
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, USA
| | - Emily A Parker
- Department of Civil and Environmental Engineering, Occoquan Watershed Monitoring Laboratory, Virginia Tech, 9408 Prince William Street, Manassas VA 20110, USA
| | - Marina Feraud
- Bren School of Environmental Science and Management, 2400 Bren Hall, UC Santa Barbara, Santa Barbara CA 93106, USA
| | - Dong Li
- Bren School of Environmental Science and Management, 2400 Bren Hall, UC Santa Barbara, Santa Barbara CA 93106, USA
| | - Sumant Avasarala
- Department of Chemical and Environmental Engineering, Bourns Hall A239, UC Riverside, Riverside, CA 92521, USA
| | - Patricia A Holden
- Bren School of Environmental Science and Management, 2400 Bren Hall, UC Santa Barbara, Santa Barbara CA 93106, USA
| | - Haizhou Liu
- Department of Chemical and Environmental Engineering, Bourns Hall A239, UC Riverside, Riverside, CA 92521, USA
| | - Megan A Rippy
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, USA; Center for Coastal Studies, Virginia Tech, 1068A Derring Hall (0420), Blacksburg, VA 24061, USA
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science and Management, 2400 Bren Hall, UC Santa Barbara, Santa Barbara CA 93106, USA
| | - Timnit Kefela
- Bren School of Environmental Science and Management, 2400 Bren Hall, UC Santa Barbara, Santa Barbara CA 93106, USA
| | - Jian Peng
- Orange County Environmental Resources, 2301 North Glassell Street, Orange, CA 92865, USA
| | - Stella Shao
- GSI Environmental Inc., 19200 Von Karman Ave, St 800, Irvine, CA 92612, USA
| | - Katherine E Graham
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA
| | - Alexandria B Boehm
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA
| | - Samuel Choi
- Orange County Sanitation District, 10844 Ellis Avenue, Fountain Valley, CA 92708, USA
| | - Sanjay K Mohanty
- Department of Civil and Environmental Engineering, UCLA, Los Angeles, CA 90095, USA
| | - Yiping Cao
- Orange County Sanitation District, 10844 Ellis Avenue, Fountain Valley, CA 92708, USA; Source Molecular Corporation, 15280 NW 79th 10 Court, St 107, Miami Lakes, FL 33016, USA.
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Li D, Van De Werfhorst LC, Holden PA. Genetic Sequence Data Evidence that Human Fecal‐associated
HF183
sequences Are on Human Skin and in Urine. J Appl Microbiol 2022; 133:232-240. [PMID: 35429105 PMCID: PMC9544380 DOI: 10.1111/jam.15577] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 04/26/2022] [Accepted: 04/08/2022] [Indexed: 12/03/2022]
Abstract
Aims The DNA marker HF183 is a partial 16S rRNA gene sequence highly specific to human‐associated Bacteroides including Bacteroides dorei. While HF183 is used to assess human faecal contamination in aquatic environments worldwide, little is known about the existence of HF183 and B. dorei in human microbiomes outside of the human gastrointestinal tract and faeces. Methods and Results Previously published human skin and urine microbiome data sets from five independent human body skin studies, the Human Microbiome Project (HMP) and three independent human urine studies were analysed. The HF183 gene sequence was detected in all skin data sets, with the ratios of positive samples ranging from 0.5% to 36.3%. Popliteal fossa (knee), volar forearm and inguinal (groin) creases were identified as hot spots. HF183 was detected in two of three urine data sets, with ratios of positive samples ranging from 0% to 37.5%. All HF183‐containing sequences from these data sets were classified as associated with B. dorei. Conclusions HF183 is widespread on human skin and present in urine. Significance and Impact of Study Skin and urine microbiomes could be sources of HF183 to environmental waters. Such non‐faecal sources of HF183 might explain low concentrations of HF183 in recreational waters when swimmers are present.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management University of California Santa Barbara
| | | | - Patricia A. Holden
- Bren School of Environmental Science & Management University of California Santa Barbara
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Li D, Van De Werfhorst LC, Steets B, Ervin J, Murray JLS, Blackwell A, Devarajan N, Holden PA. Sources of Low Level Human Fecal Markers in Recreational Waters of Two Santa Barbara, CA Beaches: Roles of WWTP Outfalls and Swimmers. Water Res 2021; 202:117378. [PMID: 34246990 DOI: 10.1016/j.watres.2021.117378] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 06/11/2021] [Accepted: 06/17/2021] [Indexed: 06/13/2023]
Abstract
Worldwide, fecal indicator bacteria (FIB) evidence coastal water contamination for which sources are unknown. Here, for two FIB-impacted Santa Barbara recreational beaches, hypothesized fecal sources were investigated over three dry seasons (summers) using nearly 2000 field samples of water (ocean, creek, groundwater), sand, sediments, effluent and fecal sources. In years 1 and 2, gull and dog feces were identified as the probable main FIB sources to surf zone waters, yet HF183 human fecal markers were consistently detected. Determining HF183 sources was therefore prioritized, via year 3 sub-studies. In lower watersheds, human and dog wastes were mobilized by small storms into creeks, but no storm drain outfalls or creeks discharged into surf zones. Beach area bathrooms, sewers, and a septic system were not sources: dye tracing discounted hydraulic connections, and shallow groundwater was uncontaminated. Sediments from coastal creeks and downstream scour ponds, nearshore marine sediments, and sands from inter- and supratidal zones contained neither HF183 nor pathogens. Two nearby wastewater treatment plant (WWTP) outfalls discharged HF183 into plumes that were either deep or distant with uncertain onshore transport. Regardless, local sources were evidenced, as surf zone HF183 detection rates mostly exceeded those offshore and nearshore (around boat anchorages). The presence of swimmers was associated with surf zone HF183, as swimmer counts (on weekdays, holidays, weekends, and during races) significantly correlated (p<0.05, n = 196) to HF183 detections. Besides comprehensively assessing all possible fecal sources, this study provides new explanations of chronic low-level human markers in recreational beach surf zones, suggesting likely lowest achievable HF183 thresholds.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management, University of California, Santa Barbara, United states
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science & Management, University of California, Santa Barbara, United states
| | - Brandon Steets
- Geosyntec Consultants, Santa Barbara, CA 93101, United states
| | - Jared Ervin
- Geosyntec Consultants, Santa Barbara, CA 93101, United states
| | - Jill L S Murray
- Creeks Division, Department of Parks & Recreation, City of Santa Barbara, CA, United states
| | - Avery Blackwell
- Geosyntec Consultants, Santa Barbara, CA 93101, United states
| | - Naresh Devarajan
- Bren School of Environmental Science & Management, University of California, Santa Barbara, United states
| | - Patricia A Holden
- Bren School of Environmental Science & Management, University of California, Santa Barbara, United states.
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Li D, Van De Werfhorst LC, Rugh MB, Feraud M, Hung WC, Jay J, Cao Y, Parker EA, Grant SB, Holden PA. Limited Bacterial Removal in Full-Scale Stormwater Biofilters as Evidenced by Community Sequencing Analysis. Environ Sci Technol 2021; 55:9199-9208. [PMID: 34106689 DOI: 10.1021/acs.est.1c00510] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
In urban areas, untreated stormwater runoff can pollute downstream surface waters. To intercept and treat runoff, low-impact or "green infrastructure" approaches such as using biofilters are adopted. Yet, actual biofilter pollutant removal is poorly understood; removal is often studied in laboratory columns, with variable removal of viable and culturable microbial cell numbers including pathogens. Here, to assess bacterial pollutant removal in full-scale planted biofilters, stormwater was applied, unspiked or spiked with untreated sewage, in simulated storm events under transient flow conditions, during which biofilter influents versus effluents were compared. Based on microbial biomass, sequences of bacterial community genes encoding 16S rRNA, and gene copies of the human fecal marker HF183 and of the Enterococcus spp. marker Entero1A, removal of bacterial pollutants in biofilters was limited. Dominant bacterial taxa were similar for influent versus effluent aqueous samples within each inflow treatment of either spiked or unspiked stormwater. Bacterial pollutants in soil were gradually washed out, albeit incompletely, during simulated storm flushing events. In post-storm biofilter soil cores, retained influent bacteria were concentrated in the top layers (0-10 cm), indicating that the removal of bacterial pollutants was spatially limited to surface soils. To the extent that plant-associated processes are responsible for this spatial pattern, treatment performance might be enhanced by biofilter designs that maximize influent contact with the rhizosphere.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science & Management, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - Megyn B Rugh
- Department of Civil and Environmental Engineering, UCLA Los Angeles, 420 Westwood Plaza, 5731 Boelter Hall, Los Angeles, California 90095, United States
| | - Marina Feraud
- Bren School of Environmental Science & Management, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - Wei-Cheng Hung
- Department of Civil and Environmental Engineering, UCLA Los Angeles, 420 Westwood Plaza, 5731 Boelter Hall, Los Angeles, California 90095, United States
| | - Jennifer Jay
- Department of Civil and Environmental Engineering, UCLA Los Angeles, 420 Westwood Plaza, 5731 Boelter Hall, Los Angeles, California 90095, United States
| | - Yiping Cao
- Source Molecular Corporation, 15280 NW 79th Court, St 107, Miami Lakes, Florida 33016, United States
- Santa Ana Regional Water Quality Control Board, 3737 Main Street, St 500, Riverside, California 92501, United States
| | - Emily A Parker
- Occoquan Watershed Monitoring Laboratory, Department of Civil and Environmental Engineering, Virginia Tech, 9408 Prince William Street, Manassas, Virginia 20110, United States
| | - Stanley B Grant
- Occoquan Watershed Monitoring Laboratory, Department of Civil and Environmental Engineering, Virginia Tech, 9408 Prince William Street, Manassas, Virginia 20110, United States
- Center for Coastal Studies, Virginia Tech, 1068A Derring Hall (0420), Blacksburg, Virginia 24061, United States
| | - Patricia A Holden
- Bren School of Environmental Science & Management, University of California, Santa Barbara, Santa Barbara, California 93106, United States
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Li D, Van De Werfhorst LC, Steets B, Ervin J, Murray JLS, Devarajan N, Holden PA. Bather Shedding as a Source of Human Fecal Markers to a Recreational Beach. Front Microbiol 2021; 12:673190. [PMID: 34248883 PMCID: PMC8269448 DOI: 10.3389/fmicb.2021.673190] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Accepted: 04/30/2021] [Indexed: 11/24/2022] Open
Abstract
Microbial source tracking (MST) can identify and locate surf zone fecal indicator bacteria (FIB) sources. However, DNA-based fecal marker results may raise new questions, since FIB and DNA marker sources can differ. Here, during 2 years of summertime (dry season) MST for a Goleta, California recreational beach, surf zone FIB were mainly from gulls, yet low level human-associated DNA-based fecal marker (HF183) was detected in 25 and 14% of surf zone water samples, respectively. Watershed sources were hypothesized because dry weather creek waters had elevated FIB, and runoff-generating rain events mobilized human (and dog) fecal markers and Salmonella spp. into creeks, with human marker HF183 detected in 40 and 50% of creek water samples, dog markers detected in 70 and 50% of samples, and Salmonella spp. in 40 and 33.3% of samples, respectively over 2 years. However, the dry weather estuary outlet was bermed in the first study year; simultaneously, creek fecal markers and pathogens were lower or similar to surf zone results. Although the berm breached in the second year, surf zone fecal markers stayed low. Watershed sediments, intertidal beach sands, and nearshore sediments were devoid of HF183 and dog-associated DNA markers. Based on dye tests and groundwater sampling, beach sanitary sewers were not leaking; groundwater was also devoid of HF183. Offshore sources appeared unlikely, since FIB and fecal markers decreased along a spatial gradient from the surf zone toward nearshore and offshore ocean waters. Further, like other regional beaches, surf zone HF183 corresponded significantly to bather counts, especially in the afternoons when there were more swimmers. However, morning detections of surf zone HF183 when there were few swimmers raised the possibility that the wastewater treatment plant (WWTP) offshore outfall discharged HF183 overnight which transported to the surf zone. These findings support that there may be lowest achievable limits of surf zone HF183 owing to several chronic and permanent, perhaps diurnal, low concentration sources.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Laurie C. Van De Werfhorst
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | | | - Jared Ervin
- Geosyntec Consultants, Santa Barbara, CA, United States
| | - Jill L. S. Murray
- Creeks Division, Department of Parks and Recreation, Santa Barbara, CA, United States
| | - Naresh Devarajan
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
| | - Patricia A. Holden
- Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA, United States
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11
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Li D, Van De Werfhorst LC, Dunne T, Devarajan N, Ayala TG, Holden PA. Surf zone microbiological water quality following emergency beach nourishment using sediments from a catastrophic debris flow. Water Res 2020; 176:115733. [PMID: 32234606 DOI: 10.1016/j.watres.2020.115733] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2019] [Revised: 03/09/2020] [Accepted: 03/16/2020] [Indexed: 06/11/2023]
Abstract
Urban disaster response requires disposal of complex wastes. This study regards a case wherein high intensity rainfall fell over a remote mountainous area previously burned by wildfire, generating debris flows that devastated a downstream town. Sanitary sewers and homes with septic systems were damaged, releasing human waste into the debris flow field. Contaminated sediments, with their high fecal indicator bacteria (FIB) concentrations, were cleared from public rights-of-way and creek channels by local authorities, then disposed onto distant Goleta Beach for beach nourishment, causing immediate surf zone microbiological water quality exceedances. To determine potential public health threats, disposed sediments and surf zone waters were sampled and analyzed-relative to reference samples of mountain soil and raw sewage-for FIB, pathogens, human (HF183) and other host- (Gull2 TaqMan, and DogBact) associated DNA-based fecal markers, and bacterial community 16S rRNA gene sequences. Approximately 20% of disposed sediment samples contained the HF183 marker; sequencing suggested that all samples were contaminated by sewage. In an initial sediment disposal period, surf zone waters harbored intestinal bacterial sequences that were shared with disposed sediments and sewage. Yet surf zone bacterial communities returned to mostly marine clades within weeks. Taken together, multiple conventional and DNA-based analyses informed this forensic assessment of human waste contamination. In the future, similar analyses could be used earlier in disaster response to guide sediment disposal decisions towards continuously protecting beachgoer health.
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Affiliation(s)
- Dong Li
- Bren School of Environmental Science & Management, and the Earth Research Institute, University of California, Santa Barbara, Santa Barbara, CA, 93106, USA
| | - Laurie C Van De Werfhorst
- Bren School of Environmental Science & Management, and the Earth Research Institute, University of California, Santa Barbara, Santa Barbara, CA, 93106, USA
| | - Thomas Dunne
- Bren School of Environmental Science & Management, and the Earth Research Institute, University of California, Santa Barbara, Santa Barbara, CA, 93106, USA
| | - Naresh Devarajan
- Bren School of Environmental Science & Management, and the Earth Research Institute, University of California, Santa Barbara, Santa Barbara, CA, 93106, USA
| | - Tania Gomez Ayala
- Bren School of Environmental Science & Management, and the Earth Research Institute, University of California, Santa Barbara, Santa Barbara, CA, 93106, USA
| | - Patricia A Holden
- Bren School of Environmental Science & Management, and the Earth Research Institute, University of California, Santa Barbara, Santa Barbara, CA, 93106, USA.
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12
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Maraccini PA, Mattioli MCM, Sassoubre LM, Cao Y, Griffith JF, Ervin JS, Van De Werfhorst LC, Boehm AB. Solar Inactivation of Enterococci and Escherichia coli in Natural Waters: Effects of Water Absorbance and Depth. Environ Sci Technol 2016; 50:5068-5076. [PMID: 27119980 DOI: 10.1021/acs.est.6b00505] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The decay of sewage-sourced Escherichia coli and enterococci was measured at multiple depths in a freshwater marsh, a brackish water lagoon, and a marine site, all located in California. The marine site had very clear water, while the waters from the marsh and lagoon contained colored dissolved organic matter that not only blocked light but also produced reactive oxygen species. First order decay rate constants of both enterococci and E. coli were between 1 and 2 d(-1) under low light conditions and as high as 6 d(-1) under high light conditions. First order decay rate constants were well correlated to the daily average UVB light intensity corrected for light screening incorporating water absorbance and depth, suggesting endogenous photoinactivation is a major pathway for bacterial decay. Additional laboratory experiments demonstrated the presence of colored dissolved organic matter in marsh water enhanced photoinactivation of a laboratory strain of Enterococcus faecalis, but depressed photoinactivation of sewage-sourced enterococci and E. coli after correcting for UVB light screening, suggesting that although the exogenous indirect photoinactivation mechanism may be active against Ent. faecalis, it is not for the sewage-source organisms. A simple linear regression model based on UVB light intensity appears to be a useful tool for predicting inactivation rate constants in natural waters of any depth and absorbance.
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Affiliation(s)
- Peter A Maraccini
- Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
- Engineering Research Center (ERC) for Re-inventing the Nation's Urban Water Infrastructure (ReNUWIt)
| | - Mia Catharine M Mattioli
- Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
| | - Lauren M Sassoubre
- Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
| | - Yiping Cao
- Southern California Coastal Water Research Project, 3535 Harbor Blvd Suite 110, Costa Mesa, California 92626, United States
| | - John F Griffith
- Southern California Coastal Water Research Project, 3535 Harbor Blvd Suite 110, Costa Mesa, California 92626, United States
| | - Jared S Ervin
- Earth Research Institute and Bren School of Environmental Science & Management, University of California , Santa Barbara, California 93106, United States
| | - Laurie C Van De Werfhorst
- Earth Research Institute and Bren School of Environmental Science & Management, University of California , Santa Barbara, California 93106, United States
| | - Alexandria B Boehm
- Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
- Engineering Research Center (ERC) for Re-inventing the Nation's Urban Water Infrastructure (ReNUWIt)
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13
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Priester JH, Van De Werfhorst LC, Ge Y, Adeleye AS, Tomar S, Tom LM, Piceno YM, Andersen GL, Holden PA. Effects of TiO2 and Ag nanoparticles on polyhydroxybutyrate biosynthesis by activated sludge bacteria. Environ Sci Technol 2014; 48:14712-14720. [PMID: 25409530 DOI: 10.1021/es504117x] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Manufactured nanomaterials (MNMs) are increasingly incorporated into consumer products that are disposed into sewage. In wastewater treatment, MNMs adsorb to activated sludge biomass where they may impact biological wastewater treatment performance, including nutrient removal. Here, we studied MNM effects on bacterial polyhydroxyalkanoate (PHA), specifically polyhydroxybutyrate (PHB), biosynthesis because of its importance to enhanced biological phosphorus (P) removal (EBPR). Activated sludge was sampled from an anoxic selector of a municipal wastewater treatment plant (WWTP), and PHB-containing bacteria were concentrated by density gradient centrifugation. After starvation to decrease intracellular PHB stores, bacteria were nutritionally augmented to promote PHB biosynthesis while being exposed to either MNMs (TiO2 or Ag) or to Ag salts (each at a concentration of 5 mg L(-1)). Cellular PHB concentration and PhyloChip community composition were analyzed. The final bacterial community composition differed from activated sludge, demonstrating that laboratory enrichment was selective. Still, PHB was synthesized to near-activated sludge levels. Ag salts altered final bacterial communities, although MNMs did not. PHB biosynthesis was diminished with Ag (salt or MNMs), indicating the potential for Ag-MNMs to physiologically impact EBPR through the effects of dissolved Ag ions on PHB producers.
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Affiliation(s)
- John H Priester
- Bren School of Environmental Science & Management, Earth Research Institute, and UC Center for the Environmental Implications of Nanotechnology (UC CEIN), University of California , Santa Barbara, Santa Barbara, California 93106, United States
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14
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Ge Y, Priester JH, Van De Werfhorst LC, Walker SL, Nisbet RM, An YJ, Schimel JP, Gardea-Torresdey JL, Holden PA. Soybean plants modify metal oxide nanoparticle effects on soil bacterial communities. Environ Sci Technol 2014; 48:13489-96. [PMID: 25354168 DOI: 10.1021/es5031646] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Engineered nanoparticles (ENPs) are entering agricultural soils through land application of nanocontaining biosolids and agrochemicals. The potential adverse effects of ENPs have been studied on food crops and soil bacterial communities separately; however, how ENPs will affect the interacting plant-soil system remains unknown. To address this, we assessed ENP effects on soil microbial communities in soybean-planted, versus unplanted, mesocosms exposed to different doses of nano-CeO2 (0-1.0 g kg(-1)) or nano-ZnO (0-0.5 g kg(-1)). Nano-CeO2 did not affect soil bacterial communities in unplanted soils, but 0.1 g kg(-1) nano-CeO2 altered soil bacterial communities in planted soils, indicating that plants interactively promote nano-CeO2 effects in soil, possibly due to belowground C shifts since plant growth was impacted. Nano-ZnO at 0.5 g kg(-1) significantly altered soil bacterial communities, increasing some (e.g., Rhizobium and Sphingomonas) but decreasing other (e.g., Ensifer, Rhodospirillaceae, Clostridium, and Azotobacter) operational taxonomic units (OTUs). Fewer OTUs decreased from nano-ZnO exposure in planted (41) versus unplanted (85) soils, suggesting that plants ameliorate nano-ZnO effects. Taken together, plants--potentially through their effects on belowground biogeochemistry--could either promote (i.e., for the 0.1 g kg(-1) nano-CeO2 treatment) or limit (i.e., for the 0.5 g kg(-1) nano-ZnO treatment) ENP effects on soil bacterial communities.
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Affiliation(s)
- Yuan Ge
- Bren School of Environmental Science and Management, ‡Earth Research Institute, §University of California Center for the Environmental Implications of Nanotechnology (UC CEIN), University of California , Santa Barbara, California 93106, United States
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15
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Ervin JS, Van De Werfhorst LC, Murray JLS, Holden PA. Microbial source tracking in a coastal California watershed reveals canines as controllable sources of fecal contamination. Environ Sci Technol 2014; 48:9043-9052. [PMID: 25055204 DOI: 10.1021/es502173s] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Elevated levels of fecal indicator bacteria (FIB), including Escherichia coli and enterococci, trigger coastal beach advisories and signal public health risks. Solving FIB pollution in suburban coastal watersheds is challenging, as there are many potential sources. The Arroyo Burro watershed in Santa Barbara, CA is an example, with its popular, but chronically FIB-contaminated beach. To address, a microbial source tracking study was performed. Surface waters were sampled over 2 years, FIB were quantified, and DNA was analyzed for host-associated fecal markers. Surf zone FIB were only elevated when the coastal lagoon was discharging. Among the fecal sources into the lagoon, including upstream human sources and coastal birds, canines were the most important. Canine sources included input via upstream creek water, which decreased after creek-side residences were educated about proper pet waste disposal, and direct inputs to the lagoon and surf zone, where dog waste could have been tidally exchanged with the lagoon. Based on this study, canine waste can be an influential, yet controllable, fecal source to suburban coastal beaches.
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Affiliation(s)
- Jared S Ervin
- Bren School of Environmental Science & Management, University of California , Santa Barbara, California 93106, United States
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16
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Van De Werfhorst LC, Murray JLS, Reynolds S, Reynolds K, Holden PA. Canine scent detection and microbial source tracking of human waste contamination in storm drains. Water Environ Res 2014; 86:550-558. [PMID: 25109201 DOI: 10.2175/106143013x13807328848496] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Human fecal contamination of surface waters and drains is difficult to diagnose. DNA-based and chemical analyses of water samples can be used to specifically quantify human waste contamination, but their expense precludes routine use. We evaluated canine scent tracking, using two dogs trained to respond to the scent of municipal wastewater, as a field approach for surveying human fecal contamination. Fecal indicator bacteria, as well as DNA-based and chemical markers of human waste, were analyzed in waters sampled from canine scent-evaluated sites (urban storm drains and creeks). In the field, the dogs responded positively (70% and 100%) at sites for which sampled waters were then confirmed as contaminated with human waste. When both dogs indicated a negative response, human waste markers were absent. Overall, canine scent tracking appears useful for prioritizing sampling sites for which DNA-based and similarly expensive assays can confirm and quantify human waste contamination.
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17
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Ge Y, Priester JH, Van De Werfhorst LC, Schimel JP, Holden PA. Potential mechanisms and environmental controls of TiO2 nanoparticle effects on soil bacterial communities. Environ Sci Technol 2013; 47:14411-7. [PMID: 24256577 DOI: 10.1021/es403385c] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
It has been reported that engineered nanoparticles (ENPs) alter soil bacterial communities, but the underlying mechanisms and environmental controls of such effects remain unknown. Besides direct toxicity, ENPs may indirectly affect soil bacteria by changing soil water availability or other properties. Alternatively, soil water or other environmental factors may mediate ENP effects on soil bacterial communities. To test, we incubated nano-TiO2-amended soils across a range of water potentials for 288 days. Following incubation, the soil water characteristics, organic matter, total carbon, total nitrogen, and respiration upon rewetting (an indicator of bioavailable organic carbon) were measured. Bacterial community shifts were characterized by terminal restriction fragment length polymorphism (T-RFLP). The endpoint soil water holding had been reported previously as not changing with this nano-TiO2 amendment; herein, we also found that some selected soil properties were unaffected by the treatments. However, we found that nano-TiO2 altered the bacterial community composition and reduced diversity. Nano-TiO2-induced community dissimilarities increased but tended to approach a plateau when soils became drier. Taken together, nano-TiO2 effects on soil bacteria appear to be a result of direct toxicity rather than indirectly through nano-TiO2 affecting soil water and organic matter pools. However, such directs effects of nano-TiO2 on soil bacterial communities are mediated by soil water.
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Affiliation(s)
- Yuan Ge
- Bren School of Environmental Science and Management, ‡Earth Research Institute, §Center for the Environmental Implications of Nanotechnology (UC CEIN), and ∥Department of Ecology, Evolution, and Marine Biology, University of California , Santa Barbara, California 93106, United States
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18
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Sinigalliano CD, Ervin JS, Van De Werfhorst LC, Badgley BD, Ballesté E, Bartkowiak J, Boehm AB, Byappanahalli M, Goodwin KD, Gourmelon M, Griffith J, Holden PA, Jay J, Layton B, Lee C, Lee J, Meijer WG, Noble R, Raith M, Ryu H, Sadowsky MJ, Schriewer A, Wang D, Wanless D, Whitman R, Wuertz S, Santo Domingo JW. Multi-laboratory evaluations of the performance of Catellicoccus marimammalium PCR assays developed to target gull fecal sources. Water Res 2013; 47:6883-96. [PMID: 23916157 DOI: 10.1016/j.watres.2013.02.059] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2012] [Revised: 02/04/2013] [Accepted: 02/07/2013] [Indexed: 05/14/2023]
Abstract
Here we report results from a multi-laboratory (n = 11) evaluation of four different PCR methods targeting the 16S rRNA gene of Catellicoccus marimammalium originally developed to detect gull fecal contamination in coastal environments. The methods included a conventional end-point PCR method, a SYBR(®) Green qPCR method, and two TaqMan(®) qPCR methods. Different techniques for data normalization and analysis were tested. Data analysis methods had a pronounced impact on assay sensitivity and specificity calculations. Across-laboratory standardization of metrics including the lower limit of quantification (LLOQ), target detected but not quantifiable (DNQ), and target not detected (ND) significantly improved results compared to results submitted by individual laboratories prior to definition standardization. The unit of measure used for data normalization also had a pronounced effect on measured assay performance. Data normalization to DNA mass improved quantitative method performance as compared to enterococcus normalization. The MST methods tested here were originally designed for gulls but were found in this study to also detect feces from other birds, particularly feces composited from pigeons. Sequencing efforts showed that some pigeon feces from California contained sequences similar to C. marimammalium found in gull feces. These data suggest that the prevalence, geographic scope, and ecology of C. marimammalium in host birds other than gulls require further investigation. This study represents an important first step in the multi-laboratory assessment of these methods and highlights the need to broaden and standardize additional evaluations, including environmentally relevant target concentrations in ambient waters from diverse geographic regions.
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Affiliation(s)
- Christopher D Sinigalliano
- National Oceanic and Atmospheric Administration, Atlantic Oceanographic and Meteorological Laboratory, 4301 Rickenbacker Causeway, Miami, FL 33149, USA.
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19
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Layton BA, Cao Y, Ebentier DL, Hanley K, Ballesté E, Brandão J, Byappanahalli M, Converse R, Farnleitner AH, Gentry-Shields J, Gidley ML, Gourmelon M, Lee CS, Lee J, Lozach S, Madi T, Meijer WG, Noble R, Peed L, Reischer GH, Rodrigues R, Rose JB, Schriewer A, Sinigalliano C, Srinivasan S, Stewart J, Van De Werfhorst LC, Wang D, Whitman R, Wuertz S, Jay J, Holden PA, Boehm AB, Shanks O, Griffith JF. Performance of human fecal anaerobe-associated PCR-based assays in a multi-laboratory method evaluation study. Water Res 2013; 47:6897-908. [PMID: 23992621 DOI: 10.1016/j.watres.2013.05.060] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2012] [Revised: 05/07/2013] [Accepted: 05/10/2013] [Indexed: 05/24/2023]
Abstract
A number of PCR-based methods for detecting human fecal material in environmental waters have been developed over the past decade, but these methods have rarely received independent comparative testing in large multi-laboratory studies. Here, we evaluated ten of these methods (BacH, BacHum-UCD, Bacteroides thetaiotaomicron (BtH), BsteriF1, gyrB, HF183 endpoint, HF183 SYBR, HF183 Taqman(®), HumM2, and Methanobrevibacter smithii nifH (Mnif)) using 64 blind samples prepared in one laboratory. The blind samples contained either one or two fecal sources from human, wastewater or non-human sources. The assay results were assessed for presence/absence of the human markers and also quantitatively while varying the following: 1) classification of samples that were detected but not quantifiable (DNQ) as positive or negative; 2) reference fecal sample concentration unit of measure (such as culturable indicator bacteria, wet mass, total DNA, etc); and 3) human fecal source type (stool, sewage or septage). Assay performance using presence/absence metrics was found to depend on the classification of DNQ samples. The assays that performed best quantitatively varied based on the fecal concentration unit of measure and laboratory protocol. All methods were consistently more sensitive to human stools compared to sewage or septage in both the presence/absence and quantitative analysis. Overall, HF183 Taqman(®) was found to be the most effective marker of human fecal contamination in this California-based study.
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Affiliation(s)
- Blythe A Layton
- Southern California Coastal Water Research Project, 3535 Harbor Blvd Ste 110, Costa Mesa, CA 92626, United States
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20
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Ebentier DL, Hanley KT, Cao Y, Badgley BD, Boehm AB, Ervin JS, Goodwin KD, Gourmelon M, Griffith JF, Holden PA, Kelty CA, Lozach S, McGee C, Peed LA, Raith M, Ryu H, Sadowsky MJ, Scott EA, Santo Domingo J, Schriewer A, Sinigalliano CD, Shanks OC, Van De Werfhorst LC, Wang D, Wuertz S, Jay JA. Evaluation of the repeatability and reproducibility of a suite of qPCR-based microbial source tracking methods. Water Res 2013; 47:6839-6848. [PMID: 23911226 DOI: 10.1016/j.watres.2013.01.060] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2012] [Revised: 01/17/2013] [Accepted: 01/20/2013] [Indexed: 06/02/2023]
Abstract
Many PCR-based methods for microbial source tracking (MST) have been developed and validated within individual research laboratories. Inter-laboratory validation of these methods, however, has been minimal, and the effects of protocol standardization regimes have not been thoroughly evaluated. Knowledge of factors influencing PCR in different laboratories is vital to future technology transfer for use of MST methods as a tool for water quality management. In this study, a blinded set of 64 filters (containing 32 duplicate samples generated from 12 composite fecal sources) were analyzed by three to five core laboratories with a suite of PCR-based methods utilizing standardized reagents and protocols. Repeatability (intra-laboratory variability) and reproducibility (inter-laboratory variability) of observed results were assessed. When standardized methodologies were used, intra- and inter-laboratory %CVs were generally low (median %CV 0.1-3.3% and 1.9-7.1%, respectively) and comparable to those observed in similar inter-laboratory validation studies performed on other methods of quantifying fecal indicator bacteria (FIB) in environmental samples. ANOVA of %CV values found three human-associated methods (BsteriF1, BacHum, and HF183Taqman) to be similarly reproducible (p > 0.05) and significantly more reproducible (p < 0.05) than HumM2. This was attributed to the increased variability associated with low target concentrations detected by HumM2 (approximately 1-2 log10copies/filter lower) compared to other human-associated methods. Cow-associated methods (BacCow and CowM2) were similarly reproducible (p > 0.05). When using standardized protocols, variance component analysis indicated sample type (fecal source and concentration) to be the major contributor to total variability with that from replicate filters and inter-laboratory analysis to be within the same order of magnitude but larger than inherent intra-laboratory variability. However, when reagents and protocols were not standardized, inter-laboratory %CV generally increased with a corresponding decline in reproducibility. Overall, these findings verify the repeatability and reproducibility of these MST methods and highlight the need for standardization of protocols and consumables prior to implementation of larger scale MST studies involving multiple laboratories.
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Affiliation(s)
- Darcy L Ebentier
- Department of Civil and Environmental Engineering, University of California Los Angeles, 5732 Boelter Hall, Los Angeles, CA 90095, USA
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21
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Cao Y, Van De Werfhorst LC, Scott EA, Raith MR, Holden PA, Griffith JF. Bacteroidales terminal restriction fragment length polymorphism (TRFLP) for fecal source differentiation in comparison to and in combination with universal bacteria TRFLP. Water Res 2013; 47:6944-6955. [PMID: 23880219 DOI: 10.1016/j.watres.2013.03.060] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2012] [Revised: 03/04/2013] [Accepted: 03/17/2013] [Indexed: 06/02/2023]
Abstract
Terminal restriction fragment length polymorphism (TRFLP) is an attractive community analysis method for microbial source tracking (MST) because it is accessible, relatively inexpensive, and can discern multiple fecal sources simultaneously. A new Bacteroidales TRFLP (Bac-TRFLP) method was developed and its source identification performance was evaluated by itself, in comparison to, and in combination with an existing universal bacterial TRFLP method in two laboratories. Sixty-four blind samples from 12 fecal sources (sewage, septage, human, dog, horse, cow, deer, pig, chicken, goose, pigeon, and gull) were used for evaluation. Bac- and Univ-TRFLP exhibited similarly high overall correct identification (>88% and >89%, respectively), excellent specificity regardless of fecal sources, variable sensitivity depending on the source, and stable performance across two laboratories. Compared to Univ-TRFLP, Bac-TRFLP had better sensitivity and specificity with horse, cow, and pig fecal sources but was not suited for certain avian sources such as goose, gull, and pigeon. Combining the general and more targeted TRFLP methods (Univ&Bac-TRFLP) achieved higher overall correct identification (>92%), higher sensitivity and specificity metrics, and higher reproducibility between laboratories. Our results suggest that the Bac-TRFLP and Univ&Bac-TRFLP methods are promising additions to the MST toolbox and warrant further evaluation and utilization in field MST applications.
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MESH Headings
- Animals
- Bacteroidetes/classification
- Bacteroidetes/genetics
- Bacteroidetes/isolation & purification
- Bacteroidetes/metabolism
- Birds/microbiology
- DNA, Bacterial/classification
- DNA, Bacterial/genetics
- DNA, Bacterial/metabolism
- Environmental Monitoring/methods
- Feces/microbiology
- Humans
- Mammals/microbiology
- Polymerase Chain Reaction/methods
- Polymorphism, Restriction Fragment Length
- RNA, Ribosomal, 16S/classification
- RNA, Ribosomal, 16S/genetics
- RNA, Ribosomal, 16S/metabolism
- Sensitivity and Specificity
- Wastewater/microbiology
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Affiliation(s)
- Yiping Cao
- Southern California Coastal Water Research Project Authority, Costa Mesa, CA 92626, USA
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Boehm AB, Van De Werfhorst LC, Griffith JF, Holden PA, Jay JA, Shanks OC, Wang D, Weisberg SB. Performance of forty-one microbial source tracking methods: a twenty-seven lab evaluation study. Water Res 2013. [PMID: 23880218 DOI: 10.1016/j/waters.2012.12.046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
The last decade has seen development of numerous new microbial source tracking (MST) methodologies, but many of these have been tested in just a few laboratories with a limited number of fecal samples. This method evaluation study examined the specificity and sensitivity of 41 MST methodologies by analyzing data generated in 27 laboratories. MST methodologies that targeted human, cow, ruminant, dog, gull, pig, horse, and sheep were tested against sewage, septage, human, cow, dog, deer, pig, chicken, pigeon, gull, horse, and goose fecal samples. Each laboratory received 64 blind samples containing a single source (singletons) or two sources (doubletons), as well as diluted singleton samples to assess method sensitivity. Laboratories utilized their own protocols when performing the methods and data were deposited in a central database before samples were unblinded. Between one and seven laboratories tested each method. The most sensitive and specific assays, based on an analysis of presence/absence of each marker in target and non-target fecal samples, were HF183 endpoint and HF183SYBR (human), CF193 and Rum2Bac (ruminant), CowM2 and CowM3 (cow), BacCan (dog), Gull2SYBR and LeeSeaGull (gull), PF163 and pigmtDNA (pig), HoF597 (horse), PhyloChip (pig, horse, chicken, deer), Universal 16S TRFLP (deer), and Bacteroidales 16S TRFLP (pig, horse, chicken, deer); all had sensitivity and specificity higher than 80% in all or the majority of laboratories. When the abundance of MST markers in target and non-target fecal samples was examined, some assays that performed well in the binary analysis were found to not be sensitive enough as median concentrations fell below a minimum abundance criterion (set at 50 copies per colony forming units of enterococci) in target fecal samples. Similarly, some assays that cross-reacted with non-target fecal sources in the binary analysis were found to perform well in a quantitative analysis because the cross-reaction occurred at very low levels. Based on a quantitative analysis, the best performing methods were HF183Taqman and BacH (human), Rum2Bac and BacR (ruminant), LeeSeaGull (gull), and Pig2Bac (pig); no cow or dog-specific assay met the quantitative specificity and sensitivity criteria. Some of the best performing assays in the study were run by just one laboratory so further testing of assay portability is needed. While this study evaluated the marker performance in defined samples, further field testing as well as development of frameworks for fecal source allocation and risk assessment are needed.
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Affiliation(s)
- Alexandria B Boehm
- Environmental and Water Studies, Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA.
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23
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Cao Y, Van De Werfhorst LC, Dubinsky EA, Badgley BD, Sadowsky MJ, Andersen GL, Griffith JF, Holden PA. Evaluation of molecular community analysis methods for discerning fecal sources and human waste. Water Res 2013; 47:6862-72. [PMID: 23880215 DOI: 10.1016/j.watres.2013.02.061] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2012] [Revised: 02/02/2013] [Accepted: 02/07/2013] [Indexed: 05/12/2023]
Abstract
Molecular microbial community analyses provide information on thousands of microorganisms simultaneously, and integrate biotic and abiotic perturbations caused by fecal contamination entering water bodies. A few studies have explored community methods as emerging approaches for microbial source tracking (MST), however, an evaluation of the current state of this approach is lacking. Here, we utilized three types of community-based methods with 64 blind, single- or dual-source, challenge samples generated from 12 sources, including: humans (feces), sewage, septage, dogs, pigs, deer, horses, cows, chickens, gulls, pigeons, and geese. Each source was a composite from multiple donors from four representative geographical regions in California. Methods evaluated included terminal restriction fragment polymorphism (TRFLP), phylogenetic microarray (PhyloChip), and next generation (Illumina) sequencing. These methods correctly identified dominant (or sole) sources in over 90% of the challenge samples, and exhibited excellent specificity regardless of source, rarely detecting a source that was not present in the challenge sample. Sensitivity, however, varied with source and community analysis method. All three methods distinguished septage from human feces and sewage, and identified deer and horse with 100% sensitivity and 100% specificity. Method performance improved if the composition of blind dual-source reference samples were defined by DNA contribution of each single source within the mixture, instead of by Enterococcus colony forming units. Data analysis approach also influenced method performance, indicating the need to standardize data interpretation. Overall, results of this study indicate that community analysis methods hold great promise as they may be used to identify any source, and they are particularly useful for sources that currently do not have, and may never have, a source-specific single marker gene.
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Affiliation(s)
- Yiping Cao
- Southern California Coastal Water Research Project Authority, 3535 Harbor Blvd, Suite 110, Costa Mesa, CA 92626, USA.
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24
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Boehm AB, Van De Werfhorst LC, Griffith JF, Holden PA, Jay JA, Shanks OC, Wang D, Weisberg SB. Performance of forty-one microbial source tracking methods: a twenty-seven lab evaluation study. Water Res 2013; 47:6812-28. [PMID: 23880218 DOI: 10.1016/j.watres.2012.12.046] [Citation(s) in RCA: 195] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2012] [Revised: 11/13/2012] [Accepted: 12/01/2012] [Indexed: 05/20/2023]
Abstract
The last decade has seen development of numerous new microbial source tracking (MST) methodologies, but many of these have been tested in just a few laboratories with a limited number of fecal samples. This method evaluation study examined the specificity and sensitivity of 41 MST methodologies by analyzing data generated in 27 laboratories. MST methodologies that targeted human, cow, ruminant, dog, gull, pig, horse, and sheep were tested against sewage, septage, human, cow, dog, deer, pig, chicken, pigeon, gull, horse, and goose fecal samples. Each laboratory received 64 blind samples containing a single source (singletons) or two sources (doubletons), as well as diluted singleton samples to assess method sensitivity. Laboratories utilized their own protocols when performing the methods and data were deposited in a central database before samples were unblinded. Between one and seven laboratories tested each method. The most sensitive and specific assays, based on an analysis of presence/absence of each marker in target and non-target fecal samples, were HF183 endpoint and HF183SYBR (human), CF193 and Rum2Bac (ruminant), CowM2 and CowM3 (cow), BacCan (dog), Gull2SYBR and LeeSeaGull (gull), PF163 and pigmtDNA (pig), HoF597 (horse), PhyloChip (pig, horse, chicken, deer), Universal 16S TRFLP (deer), and Bacteroidales 16S TRFLP (pig, horse, chicken, deer); all had sensitivity and specificity higher than 80% in all or the majority of laboratories. When the abundance of MST markers in target and non-target fecal samples was examined, some assays that performed well in the binary analysis were found to not be sensitive enough as median concentrations fell below a minimum abundance criterion (set at 50 copies per colony forming units of enterococci) in target fecal samples. Similarly, some assays that cross-reacted with non-target fecal sources in the binary analysis were found to perform well in a quantitative analysis because the cross-reaction occurred at very low levels. Based on a quantitative analysis, the best performing methods were HF183Taqman and BacH (human), Rum2Bac and BacR (ruminant), LeeSeaGull (gull), and Pig2Bac (pig); no cow or dog-specific assay met the quantitative specificity and sensitivity criteria. Some of the best performing assays in the study were run by just one laboratory so further testing of assay portability is needed. While this study evaluated the marker performance in defined samples, further field testing as well as development of frameworks for fecal source allocation and risk assessment are needed.
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Affiliation(s)
- Alexandria B Boehm
- Environmental and Water Studies, Department of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA.
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25
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Sercu B, Van De Werfhorst LC, Murray JLS, Holden PA. Terrestrial sources homogenize bacterial water quality during rainfall in two urbanized watersheds in Santa Barbara, CA. Microb Ecol 2011; 62:574-83. [PMID: 21617896 DOI: 10.1007/s00248-011-9874-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2010] [Accepted: 05/05/2011] [Indexed: 05/13/2023]
Abstract
Microbiological contamination from runoff is a human health concern in urbanized coastal environments, but the contamination sources are often unknown. This study quantified fecal indicator bacteria and compared the distributions of human-specific genetic markers and bacterial community composition during dry and wet weather in urban creeks draining two neighboring watersheds in Santa Barbara, CA. In a prior study conducted during exclusively dry weather, the creeks were contaminated with human waste as indicated by elevated numbers of the human-specific Bacteroidales marker HF183 (Sercu et al. in Environ Sci Technol 43:293-298, 2009). During the storm, fecal indicator bacterial numbers and loads increased orders of magnitude above dry weather conditions. Moreover, bacterial community composition drastically changed during rainfall and differed from dry weather flow by (1) increased bacterial diversity, (2) reduced spatial heterogeneity within and between watersheds, and (3) clone library sequences more related to terrestrial than freshwater taxa. Finally, the spatial patterns of human-associated genetic markers (HF183 and Methanobrevibacter smithii nifH gene) changed during wet weather, and the contribution of surface soils to M. smithii nifH gene detection was suspected. The increased fecal indicator bacteria numbers during wet weather were likely associated with terrestrial sources, instead of human waste sources that dominated during dry weather flow.
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Affiliation(s)
- Bram Sercu
- Donald Bren School of Environmental Science and Management, University of California, Santa Barbara, CA 93106-5131, USA.
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26
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Cao Y, Van De Werfhorst LC, Sercu B, Murray JLS, Holden PA. Application of an integrated community analysis approach for microbial source tracking in a coastal creek. Environ Sci Technol 2011; 45:7195-7201. [PMID: 21786742 DOI: 10.1021/es201118r] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
High fecal indicator bacterial (FIB) concentrations signal urban coastal water quality impairments that can threaten public health. However, FIB (total and fecal coliform plus Enterococcus sp.) concentrations are not specific to human waste, and thus, microbial source tracking (MST) is employed to assess public health risks and remediation alternatives. Currently, water quality diagnosis requires several simultaneous MST assays. Relatively unexplored is a community analysis approach for MST where the overall microbial community composition is compared, through multivariate analysis, to link sources and sinks of microbial pollution. In this research, an urban coastal creek and drain sampling transect, previously diagnosed as human-waste-contaminated, were evaluated for bacterial community composition relative to fecal sources; a laboratory spiking study was also performed to assess method sensitivity and specificity. Multivariate statistical analysis of community profiles clearly distinguished different fecal sources, indicated a high sensitivity for sewage spikes, and confirmed creek contamination sources. This work demonstrates that molecular microbial community analysis combined with appropriate multivariate statistical analyses is an effective addition to the MST tool box.
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Affiliation(s)
- Yiping Cao
- Southern California Coastal Water Research Project, 3535 Harbor Boulevard, Suite 110, Costa Mesa, California 92626, United States
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27
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Sercu B, Van De Werfhorst LC, Murray JLS, Holden PA. Sewage exfiltration as a source of storm drain contamination during dry weather in urban watersheds. Environ Sci Technol 2011; 45:7151-7. [PMID: 21786744 DOI: 10.1021/es200981k] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Separating storm drains and sanitary sewers is expected to control sewage pollution, for example, from combined sewer overflows, and to reduce excessive stormwater flow to wastewater treatment plants. However, sewage contamination has been found in such separated storm drain systems in urban areas during dry-weather flow. To determine whether transmission of sewage is occurring from leaking sanitary sewers directly to leaking separated storm drains, field experiments were performed in three watersheds in Santa Barbara, CA. Areas with high and low risks for sewage exfiltration into storm drains were identified, and rhodamine WT (RWT) dye pulses were added to the sanitary sewers. RWT was monitored in nearby storm drain manholes using optical probes set up for unattended continuous monitoring. Above-background RWT peaks were detected in storm drains in high-risk areas, and multiple locations of sewage contamination were found. Sewage contamination during the field studies was confirmed using the human-specific Bacteroidales HF183 and Methanobrevibacter smithii nifH DNA markers. This study is the first to provide direct evidence that leaking sanitary sewers can directly contaminate nearby leaking storm drains with untreated sewage during dry weather and suggests that chronic sanitary sewer leakage contributes to downstream fecal contamination of coastal beaches.
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Affiliation(s)
- Bram Sercu
- Donald Bren School of Environmental Science & Management and Earth Research Institute, University of California, Santa Barbara, California 93106, United States
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28
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Wu CH, Sercu B, Van De Werfhorst LC, Wong J, DeSantis TZ, Brodie EL, Hazen TC, Holden PA, Andersen GL. Characterization of coastal urban watershed bacterial communities leads to alternative community-based indicators. PLoS One 2010; 5:e11285. [PMID: 20585654 PMCID: PMC2890573 DOI: 10.1371/journal.pone.0011285] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2010] [Accepted: 05/01/2010] [Indexed: 02/01/2023] Open
Abstract
Background Microbial communities in aquatic environments are spatially and temporally dynamic due to environmental fluctuations and varied external input sources. A large percentage of the urban watersheds in the United States are affected by fecal pollution, including human pathogens, thus warranting comprehensive monitoring. Methodology/Principal Findings Using a high-density microarray (PhyloChip), we examined water column bacterial community DNA extracted from two connecting urban watersheds, elucidating variable and stable bacterial subpopulations over a 3-day period and community composition profiles that were distinct to fecal and non-fecal sources. Two approaches were used for indication of fecal influence. The first approach utilized similarity of 503 operational taxonomic units (OTUs) common to all fecal samples analyzed in this study with the watershed samples as an index of fecal pollution. A majority of the 503 OTUs were found in the phyla Firmicutes, Proteobacteria, Bacteroidetes, and Actinobacteria. The second approach incorporated relative richness of 4 bacterial classes (Bacilli, Bacteroidetes, Clostridia and α-proteobacteria) found to have the highest variance in fecal and non-fecal samples. The ratio of these 4 classes (BBC∶A) from the watershed samples demonstrated a trend where bacterial communities from gut and sewage sources had higher ratios than from sources not impacted by fecal material. This trend was also observed in the 124 bacterial communities from previously published and unpublished sequencing or PhyloChip- analyzed studies. Conclusions/Significance This study provided a detailed characterization of bacterial community variability during dry weather across a 3-day period in two urban watersheds. The comparative analysis of watershed community composition resulted in alternative community-based indicators that could be useful for assessing ecosystem health.
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Affiliation(s)
- Cindy H. Wu
- Ecology Department, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Bram Sercu
- Donald Bren of School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, California, United States of America
| | - Laurie C. Van De Werfhorst
- Donald Bren of School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, California, United States of America
| | - Jakk Wong
- Ecology Department, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Todd Z. DeSantis
- Ecology Department, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Eoin L. Brodie
- Ecology Department, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Terry C. Hazen
- Ecology Department, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Patricia A. Holden
- Donald Bren of School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, California, United States of America
| | - Gary L. Andersen
- Ecology Department, Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
- * E-mail:
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Sercu B, Van De Werfhorst LC, Murray J, Holden PA. Storm drains are sources of human fecal pollution during dry weather in three urban southern California watersheds. Environ Sci Technol 2009; 43:293-8. [PMID: 19238954 DOI: 10.1021/es801505p] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Coastal urbanized areas in Southern California experience frequent beach water quality warnings in summer due to high concentrations of fecal indicator bacteria (FIB). Remediation can be difficult, as sources are often unknown. During two summers, we sampled three urbanized watersheds in Santa Barbara, CA at sites with historically high FIB concentrations to determine if human fecal matter was influencing water quality. By quantification of a human-specific Bacteroides marker (HBM), human waste was evidenced throughout both transects, and concentrations were highest in the discharges of several flowing storm drains. The HBM concentrations in storm drain discharges varied by up to 5 orders of magnitude on the same day. While the exact points of entry into the storm drain systems were not definitively determined, further inspection of the drain infrastructure suggested exfiltrating sanitary sewers as possible sources. The HBM and FIB concentrations were not consistently correlated, although the exclusive occurrence of high HBM concentrations with high FIB concentrations warrants the use of FIB analyses for a first tier of sampling. The association of human fecal pollution with dry weather drainage could be a window into a larger problem for other urbanized coastal areas with Mediterranean-type climates.
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Affiliation(s)
- Bram Sercu
- Donald Bren School of Environmental Science and Management, University of California, Santa Barbara, California 93106-5131, USA
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30
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Córdova-Kreylos AL, Cao Y, Green PG, Hwang HM, Kuivila KM, Lamontagne MG, Van De Werfhorst LC, Holden PA, Scow KM. Diversity, composition, and geographical distribution of microbial communities in California salt marsh sediments. Appl Environ Microbiol 2006; 72:3357-66. [PMID: 16672478 PMCID: PMC1472379 DOI: 10.1128/aem.72.5.3357-3366.2006] [Citation(s) in RCA: 95] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2005] [Accepted: 03/02/2006] [Indexed: 11/20/2022] Open
Abstract
The Pacific Estuarine Ecosystem Indicators Research Consortium seeks to develop bioindicators of toxicant-induced stress and bioavailability for wetland biota. Within this framework, the effects of environmental and pollutant variables on microbial communities were studied at different spatial scales over a 2-year period. Six salt marshes along the California coastline were characterized using phospholipid fatty acid (PLFA) analysis and terminal restriction fragment length polymorphism (TRFLP) analysis. Additionally, 27 metals, six currently used pesticides, total polychlorinated biphenyls and polycyclic aromatic hydrocarbons, chlordanes, nonachlors, dichlorodiphenyldichloroethane, and dichlorodiphenyldichloroethylene were analyzed. Sampling was performed over large (between salt marshes), medium (stations within a marsh), and small (different channel depths) spatial scales. Regression and ordination analysis suggested that the spatial variation in microbial communities exceeded the variation attributable to pollutants. PLFA analysis and TRFLP canonical correspondence analysis (CCA) explained 74 and 43% of the variation, respectively, and both methods attributed 34% of the variation to tidal cycles, marsh, year, and latitude. After accounting for spatial variation using partial CCA, we found that metals had a greater effect on microbial community composition than organic pollutants had. Organic carbon and nitrogen contents were positively correlated with PLFA biomass, whereas total metal concentrations were positively correlated with biomass and diversity. Higher concentrations of heavy metals were negatively correlated with branched PLFAs and positively correlated with methyl- and cyclo-substituted PLFAs. The strong relationships observed between pollutant concentrations and some of the microbial indicators indicated the potential for using microbial community analyses in assessments of the ecosystem health of salt marshes.
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Affiliation(s)
- Ana Lucía Córdova-Kreylos
- Department of Land, Air and Water Resources, 1110 PES Building, University of California-Davis, One Shields Avenue, Davis, CA 95616, USA.
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Abstract
Marine seeps introduce significant amounts of hydrocarbons into oceans and create unusual habitats for microfauna and -flora. In the vicinity of chronic seeps, microbes likely exert control on carbon quality entering the marine food chain and, in turn, hydrocarbons could influence microbial community composition and diversity. To determine the effects of seep oil on marine sediment bacterial communities, we collected sediment piston cores within an active marine hydrocarbon seep zone in the Coal Oil Point Seep Field, at a depth of 22 m in the Santa Barbara Channel, California. Cores were taken adjacent to an active seep vent in a hydrocarbon volcano, on the edge of the volcano, and at the periphery of the area of active seepage. Bacterial community profiles were determined by terminal restriction fragment length polymorphisms (TRFLPs) of 16S ribosomal genes that were polymerase chain reaction (PCR)-amplified with eubacterial primers. Sediment carbon content and C/N ratio increased with oil content. Terminal restriction fragment length polymorphisms suggested that bacterial communities varied both with depth into sediments and with oil concentration. Whereas the apparent abundance of several peaks correlated positively with hydrocarbon content, overall bacterial diversity and richness decreased with increasing sediment hydrocarbon content. Sequence analysis of a clone library generated from sediments collected at the periphery of the seep suggested that oil-sensitive species belong to the gamma Proteobacteria and Holophaga groups. These sequences were closely related to sequences previously recovered from uncontaminated marine sediments. Our results suggest that seep hydrocarbons exert a strong selective pressure on bacterial communities in marine sediments. This selective pressure could, in turn, control the effects of oil on other biota in the vicinity of marine hydrocarbon seeps.
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Affiliation(s)
- Michael G LaMontagne
- Bren School of Environmental Science and Management, University of California, Santa Barbara, CA 93106, USA
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