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An Overview of Microbial Source Tracking Using Host-Specific Genetic Markers to Identify Origins of Fecal Contamination in Different Water Environments. WATER 2022. [DOI: 10.3390/w14111809] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Fecal contamination of water constitutes a serious health risk to humans and environmental ecosystems. This is mainly due to the fact that fecal material carries a variety of enteropathogens, which can enter and circulate in water bodies through fecal pollution. In this respect, the prompt identification of the polluting source(s) is pivotal to guiding appropriate target-specific remediation actions. Notably, microbial source tracking (MST) is widely applied to determine the host origin(s) contributing to fecal water pollution through the identification of zoogenic and/or anthropogenic sources of fecal environmental DNA (eDNA). A wide array of host-associated molecular markers have been developed and exploited for polluting source attribution in various aquatic ecosystems. This review is intended to provide the most up-to-date overview of genetic marker-based MST studies carried out in different water types, such as freshwaters (including surface and groundwaters) and seawaters (from coasts, beaches, lagoons, and estuaries), as well as drinking water systems. Focusing on the latest scientific progress/achievements, this work aims to gain updated knowledge on the applicability and robustness of using MST for water quality surveillance. Moreover, it also provides a future perspective on advancing MST applications for environmental research.
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Crain C, Kezer K, Steele S, Owiti J, Rao S, Victorio M, Austin B, Volner A, Draper W, Griffith J, Steele J, Seifert M. Application of ddPCR for detection of Enterococcus spp. in coastal water quality monitoring. J Microbiol Methods 2021; 184:106206. [PMID: 33766607 DOI: 10.1016/j.mimet.2021.106206] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 03/16/2021] [Accepted: 03/18/2021] [Indexed: 11/28/2022]
Abstract
Droplet digital polymerase chain reaction (ddPCR) was evaluated for the detection of fecal indicator bacteria (FIB), Enterococcus spp., in San Diego County beach water samples collected under diverse conditions, from multiple pollution sources, as part of regulatory monitoring activities over 20 months. Two US EPA-approved methods, qPCR (EPA 1609.1) and Enterolert (SM9230D), were used as reference comparator methods. A total of 361 samples were assayed by both ddPCR and qPCR and yielded an acceptable Index of Agreement (IA) of 0.89, based on EPA Site-Specific analysis guidelines. A Pearson's correlation coefficient of r = 0.87 (p < 0.001), further indicated a strong relationship between the methods results. From the 361 samples, 185 split samples with ddPCR and Enterolert values within the limits of quantification, were used as a 'training' data set to derive an intrinsic copy number equation (ICE) for scaling ddPCR gene copy number to Enterolert most probable number (MPN). Of the 1993 samples that comprised the complete 'test' data set assayed by ddPCR and Enterolert, 1086 generated results that fell within the limits of quantification for Enterolert and yielded an overall IA of 0.64. Re-analysis using median as a measure of central tendency to account for significant skewing of Enterolert data yielded an IA of 0.72. Beach grouping-specific IA values ranged from 0.63 to 0.93. Pearson's correlation coefficient, r, ranged from 0.13 to 0.94 within beach groupings and generated a combined value of 0.60 for all groupings. Using the ICE, a ddPCR advisory threshold of 1413 DNA copy number/100 mL was empirically determined to be the equivalent to the California Enterolert beach action threshold of 104 MPN/100 mL, based on comparison with all 1993 paired ddPCR and Enterolert results. Using the 1413 DNA copy number/100 mL as a beach action threshold for ddPCR resulted in a 90.4% agreement with Enterolert (6.0% false negative and 3.7% false positive). Together these findings support the conclusion that ddPCR readouts align closely with Enterolert MPN for identifying FIB exceedance levels of Enterococcus spp. in coastal waters of San Diego, CA.
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Affiliation(s)
- Chad Crain
- California Department of Public Health, Drinking Water and Radiation Laboratory Branch, 850 Marina Bay Pkwy G164, Richmond, CA 94804, United States of America.
| | - Keith Kezer
- San Diego County Department of Environmental Health, 5500 Overland Ave #170, San Diego, CA 92123, United States of America
| | - Syreeta Steele
- San Diego County Public Health Laboratory, 3851 Rosecrans St, San Diego, CA 92110, United States of America
| | - Judith Owiti
- California Department of Public Health, Drinking Water and Radiation Laboratory Branch, 850 Marina Bay Pkwy G164, Richmond, CA 94804, United States of America
| | - Sphoorthy Rao
- California Department of Public Health, Drinking Water and Radiation Laboratory Branch, 850 Marina Bay Pkwy G164, Richmond, CA 94804, United States of America
| | - Maria Victorio
- San Diego County Public Health Laboratory, 3851 Rosecrans St, San Diego, CA 92110, United States of America
| | - Brett Austin
- San Diego County Public Health Laboratory, 3851 Rosecrans St, San Diego, CA 92110, United States of America
| | - Alon Volner
- California Department of Public Health, Drinking Water and Radiation Laboratory Branch, 850 Marina Bay Pkwy G164, Richmond, CA 94804, United States of America
| | - William Draper
- California Department of Public Health, Drinking Water and Radiation Laboratory Branch, 850 Marina Bay Pkwy G164, Richmond, CA 94804, United States of America
| | - John Griffith
- Southern California Coastal Water Research Project, 3535 Harbor Blvd. Suite 110, Costa Mesa, CA 92626, United States of America
| | - Joshua Steele
- Southern California Coastal Water Research Project, 3535 Harbor Blvd. Suite 110, Costa Mesa, CA 92626, United States of America
| | - Marva Seifert
- University of California San Diego, 9500 Gilman Dr, La Jolla, CA 92093, United States of America
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