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Oh C, Zhou A, O'Brien K, Schmidt AR, Geltz J, Shisler JL, Schmidt AR, Keefer L, Brown WM, Nguyen TH. Improved performance of nucleic acid-based assays for genetically diverse norovirus surveillance. Appl Environ Microbiol 2023; 89:e0033123. [PMID: 37791775 PMCID: PMC10654041 DOI: 10.1128/aem.00331-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 07/07/2023] [Indexed: 10/05/2023] Open
Abstract
Nucleic acid-based assays, such as polymerase chain reaction (PCR), that amplify and detect organism-specific genome sequences are a standard method for infectious disease surveillance. However, challenges arise for virus surveillance because of their genetic diversity. Here, we calculated the variability of nucleotides within the genomes of 10 human viral species in silico and found that endemic viruses exhibit a high percentage of variable nucleotides (e.g., 51.4% for norovirus genogroup II). This genetic diversity led to the variable probability of detection of PCR assays (the proportion of viral sequences that contain the assay's target sequences divided by the total number of viral sequences). We then experimentally confirmed that the probability of the target sequence detection is indicative of the number of mismatches between PCR assays and norovirus genomes. Next, we developed a degenerate PCR assay that detects 97% of known norovirus genogroup II genome sequences and recognized norovirus in eight clinical samples. By contrast, previously developed assays with 31% and 16% probability of detection had 1.1 and 2.5 mismatches on average, respectively, which negatively impacted RNA quantification. In addition, the two PCR assays with a lower probability of detection also resulted in false negatives for wastewater-based epidemiology. Our findings suggest that the probability of detection serves as a simple metric for evaluating nucleic acid-based assays for genetically diverse virus surveillance.IMPORTANCENucleic acid-based assays, such as polymerase chain reaction (PCR), that amplify and detect organism-specific genome sequences are employed widely as a standard method for infectious disease surveillance. However, challenges arise for virus surveillance because of the rapid evolution and genetic variation of viruses. The study analyzed clinical and wastewater samples using multiple PCR assays and found significant performance variation among the PCR assays for genetically diverse norovirus surveillance. This finding suggests that some PCR assays may miss detecting certain virus strains, leading to a compromise in detection sensitivity. To address this issue, we propose a metric called the probability of detection, which can be simply calculated in silico using a code developed in this study, to evaluate nucleic acid-based assays for genetically diverse virus surveillance. This new approach can help improve the sensitivity and accuracy of virus detection, which is crucial for effective infectious disease surveillance and control.
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Affiliation(s)
- Chamteut Oh
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
- Department of Environmental Engineering Sciences, University of Florida, Gainesville, Florida, USA
| | - Aijia Zhou
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Kate O'Brien
- School of Integrative Biology, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Arthur R. Schmidt
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Joshua Geltz
- Division of Laboratories, Illinois Department of Public Health, Springfield, Illinois, USA
| | - Joanna L. Shisler
- Department of Microbiology, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Arthur R. Schmidt
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Laura Keefer
- Illinois State Water Survey, Prairie Research Institute, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - William M. Brown
- Department of Pathobiology, College of Veterinary Medicine, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
| | - Thanh H. Nguyen
- Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
- Institute of Genomic Biology, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
- Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Urbana, Illinois, USA
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Miller S, Greenwald H, Kennedy LC, Kantor RS, Jiang R, Pisarenko A, Chen E, Nelson KL. Microbial Water Quality through a Full-Scale Advanced Wastewater Treatment Demonstration Facility. ACS ES&T ENGINEERING 2022; 2:2206-2219. [PMID: 36530600 PMCID: PMC9745798 DOI: 10.1021/acsestengg.2c00198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 09/14/2022] [Accepted: 09/15/2022] [Indexed: 06/17/2023]
Abstract
The fates of viruses, bacteria, and antibiotic resistance genes during advanced wastewater treatment are important to assess for implementation of potable reuse systems. Here, a full-scale advanced wastewater treatment demonstration facility (ozone, biological activated carbon filtration, micro/ultrafiltration, reverse osmosis, and advanced oxidation) was sampled over three months. Atypically, no disinfectant residual was applied before the microfiltration step. Microbial cell concentrations and viability were assessed via flow cytometry and adenosine triphosphate (ATP). Concentrations of bacteria (16S rRNA gene), viruses (human adenovirus and JC polyomavirus), and antibiotic resistance genes (sul1 and bla TEM ) were assessed via quantitative PCR following the concentration of large sample volumes by dead-end ultrafiltration. In all membrane filtration permeates, microbial concentrations were higher than previously reported for chloraminated membranes, and log10 reduction values were lower than expected. Concentrations of 16S rRNA and sul1 genes were reduced by treatment but remained quantifiable in reverse osmosis permeate. It is unclear whether sul1 in the RO permeate was from the passage of resistance genes or new growth of microorganisms, but the concentrations were on the low end of those reported for conventional drinking water distribution systems. Adenovirus, JC polyomavirus, and bla TEM genes were reduced below the limit of detection (∼10-2 gene copies per mL) by microfiltration. The results provide insights into how treatment train design and operation choices affect microbial water quality as well as the use of flow cytometry and ATP for online monitoring and process control.
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Affiliation(s)
- Scott Miller
- Department
of Civil and Environmental Engineering, College of Engineering, University of California, Berkeley, Berkeley, California 94720, United States
- National
Science Foundation Engineering Research Center for Re-inventing the
Nation’s Urban Water Infrastructure (ReNUWIt), Berkeley, California 94720, United States
| | - Hannah Greenwald
- Department
of Civil and Environmental Engineering, College of Engineering, University of California, Berkeley, Berkeley, California 94720, United States
- National
Science Foundation Engineering Research Center for Re-inventing the
Nation’s Urban Water Infrastructure (ReNUWIt), Berkeley, California 94720, United States
| | - Lauren C. Kennedy
- Department
of Civil and Environmental Engineering, College of Engineering, University of California, Berkeley, Berkeley, California 94720, United States
- National
Science Foundation Engineering Research Center for Re-inventing the
Nation’s Urban Water Infrastructure (ReNUWIt), Berkeley, California 94720, United States
- Department
of Civil and Environmental Engineering, College of Engineering, Stanford University, Stanford, California 94305, United States
| | - Rose S. Kantor
- Department
of Civil and Environmental Engineering, College of Engineering, University of California, Berkeley, Berkeley, California 94720, United States
- National
Science Foundation Engineering Research Center for Re-inventing the
Nation’s Urban Water Infrastructure (ReNUWIt), Berkeley, California 94720, United States
| | - Renjing Jiang
- Department
of Civil and Environmental Engineering, College of Engineering, University of California, Berkeley, Berkeley, California 94720, United States
- National
Science Foundation Engineering Research Center for Re-inventing the
Nation’s Urban Water Infrastructure (ReNUWIt), Berkeley, California 94720, United States
| | - Aleksey Pisarenko
- Trussell
Technologies, Inc., Solana
Beach, California 92075, United States
| | - Elise Chen
- Trussell
Technologies, Inc., Solana
Beach, California 92075, United States
| | - Kara L. Nelson
- Department
of Civil and Environmental Engineering, College of Engineering, University of California, Berkeley, Berkeley, California 94720, United States
- National
Science Foundation Engineering Research Center for Re-inventing the
Nation’s Urban Water Infrastructure (ReNUWIt), Berkeley, California 94720, United States
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Detection and molecular characterization of enteric adenovirus in treated wastewater in the Brazilian Federal District. SN APPLIED SCIENCES 2021. [DOI: 10.1007/s42452-021-04678-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
Abstract
AbstractHuman enteric viruses, such as enteric adenoviruses (HAdV), are known to be involved with gastrointestinal disorders, especially acute gastroenteritis. Several studies have used HAdV as an indicator of water quality, since they are considered highly stable and widely distributed viruses in water matrices. The aim of this study was to detect and genotype HAdVs in water matrices impacted by discharges of treated effluents from wastewater treatment plants (WWTPs). Wastewater treatment plants from the sanitary system of the Brazilian Federal District were assessed in 2018 and 2019. Samples were collected upstream and downstream from discharge points for each WWTP. Viral concentration based on adsorption-elution and conventional PCR was used for molecular detection, and positive samples were sequenced for phylogenetic analysis. Pluviosity data for the period in which the samples were collected were obtained. Our results demonstrated the presence of HAdVs in 27.2% (61/224) of the samples. The positivity was significantly higher in downstream samples compared to upstream. Moreover, the HAdV positivity was higher in downstream samples collected from receiving water bodies impacted by secondary-level WWTPs in comparison with those impacted by tertiary-level WWTPs. Phylogenetic analysis demonstrated the presence of genotypes 40 and 41, with prevalence of HAdV genotype 41. Despite the predominance of HAdV-41, an increasing frequency of the HAdV-40 was associated with higher pluviosity. In conclusion, this study is the first documentation in the Brazilian Federal District dealing with the prevalence and diversity of HAdVs in several WWTP, along with their correlation with rainfall index.
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Rusiñol M, Hundesa A, Cárdenas-Youngs Y, Fernández-Bravo A, Pérez-Cataluña A, Moreno-Mesonero L, Moreno Y, Calvo M, Alonso JL, Figueras MJ, Araujo R, Bofill-Mas S, Girones R. Microbiological contamination of conventional and reclaimed irrigation water: Evaluation and management measures. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 710:136298. [PMID: 31923670 DOI: 10.1016/j.scitotenv.2019.136298] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 12/21/2019] [Accepted: 12/21/2019] [Indexed: 05/22/2023]
Abstract
The wide diversity of irrigation water sources (i.e., drinking water, groundwater, reservoir water, river water) includes reclaimed water as a requested measure for increasing water availability, but it is also a challenge as pathogen exposure may increase. This study evaluates the level of microbial contamination in different irrigation waters to improve the knowledge and analyses management measures for safety irrigation. Over a one-year period, the occurrence of a set of viruses, bacteria and protozoa, was quantified and the performance of a wetland system, producing reclaimed water intended for irrigation, was characterized. Human fecal pollution (HAdV) was found in most of the irrigation water types analysed. Hepatitis E virus (HEV), an emerging zoonotic pathogen, was present in groundwater where porcine contamination was identified (PAdV). The skin-carcinoma associated Merkel cell polyomavirus (MCPyV), was found occasionally in river water. Noroviruses were detected, as expected, in winter, in river water and reclaimed water. Groundwater, river water and reservoir water also harboured potential bacterial pathogens, like Helicobacter pylori, Legionella spp. and Aeromonas spp. that could be internalized and viable inside amoebas like Acanthamoeba castellanii, which was also detected. Neither Giardia cysts, nor any Cryptosporidium oocysts were detected. The wetland system removed 3 Log10 of viruses and 5 Log10 of bacteria, which resembled the river water quality. Irrigation waters were prone to variable contamination levels and according to the European guidance documents, the E. coli (EC) levels were not always acceptable. Sporadic detection of viral pathogens as NoV GII and HAdV was identified in water samples presenting lower EC than the established limit (100MNP/100 mL). When dealing with reclaimed water as a source of irrigation the analysis of some viral parameters, like HAdV during the peak irrigation period (summer and spring) or NoV during the coldest months, could complement existing water management tools based on bacterial indicators.
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Affiliation(s)
- Marta Rusiñol
- Section of Microbiology, Virology and Biotechnology, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Catalonia, Spain.
| | - Ayalkibet Hundesa
- Section of Microbiology, Virology and Biotechnology, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Catalonia, Spain
| | - Yexenia Cárdenas-Youngs
- Section of Microbiology, Virology and Biotechnology, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Catalonia, Spain
| | - Ana Fernández-Bravo
- Microbiology Unit, Faculty of Medicine and Health Sciences, IISPV, University Rovira and Virgili, Reus, Catalonia, Spain
| | - Alba Pérez-Cataluña
- Microbiology Unit, Faculty of Medicine and Health Sciences, IISPV, University Rovira and Virgili, Reus, Catalonia, Spain
| | - Laura Moreno-Mesonero
- Instituto de Ingeniería del Agua y Medio Ambiente, Universitat Politècnica de València, Valencia, Spain
| | - Yolanda Moreno
- Instituto de Ingeniería del Agua y Medio Ambiente, Universitat Politècnica de València, Valencia, Spain
| | - Miquel Calvo
- Section of Statistics, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Barcelona, Catalonia, Spain
| | - Jose Luis Alonso
- Instituto de Ingeniería del Agua y Medio Ambiente, Universitat Politècnica de València, Valencia, Spain
| | - Maria José Figueras
- Microbiology Unit, Faculty of Medicine and Health Sciences, IISPV, University Rovira and Virgili, Reus, Catalonia, Spain
| | - Rosa Araujo
- Section of Microbiology, Virology and Biotechnology, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Catalonia, Spain
| | - Sílvia Bofill-Mas
- Section of Microbiology, Virology and Biotechnology, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Catalonia, Spain
| | - Rosina Girones
- Section of Microbiology, Virology and Biotechnology, Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Catalonia, Spain
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Morozumi M, Shimizu H, Matsushima Y, Mitamura K, Tajima T, Iwata S, Ubukata K. Evaluation of new immunochromatographic assay kit for adenovirus detection in throat swab: comparison with culture and real-time PCR results. J Infect Chemother 2014; 20:303-6. [PMID: 24594452 DOI: 10.1016/j.jiac.2014.01.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2013] [Revised: 01/10/2014] [Accepted: 01/14/2014] [Indexed: 11/17/2022]
Abstract
A new immunochromatographic (IC) assay kit, BD Veritor System Adeno was evaluated to comparing with commercial available kit, BD Adeno Examan, cell culture, and real-time PCR using throat swab samples. Specimens were collected from 146 pediatric patients between July 2011 and January 2012. Mean age of patients was 4 years (8 months-15 years old). Patients were diagnosed with pharyngitis (n = 67), tonsillitis (n = 45), pharyngoconjunctival fever (n = 26), upper respiratory tract infection (n = 6), conjunctivitis (n = 1), or bronchitis (n = 1). Thirty-one of the patients (21.2%) had more than one disease. Among all samples, 61 (41.8%) were positive for adenovirus with BD Veritor System Adeno; 68 (46.6%) with BD Adeno Examan; 63 (43.2%) with real-time PCR; and 65 (44.5%) with cell culture. Serotype 3 (n = 41; 63.1%) was predominant among the 65 adenovirus isolates, followed by serotype 2 (n = 12; 18.5%), 1 (n = 6; 9.2%), 5 (n = 4; 6.2%), and 4 (n = 2; 3.1%). Relative sensitivity and specificity of BD Veritor System Adeno, BD Adeno Examan, and real-time PCR were 93.8% and 98.7%, 96.9% and 93.8%, and 96.9% and 100%, respectively. Positive predictive and negative predictive values for these methods were 98.4% and 95.1%, 92.6% and 97.4%, and 100% and 97.6%, respectively. The sensitivity and specificity of real-time PCR was greater than that of IC assay kits. However, IC assay kits also showed high sensitivity and specificity appropriate for clinical use.
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Affiliation(s)
- Miyuki Morozumi
- Laboratory of Molecular Epidemiology for Infectious Agents, Kitasato Institute for Life Sciences, Kitasato University, Tokyo, Japan; Department of Infectious Diseases, Keio University School of Medicine, Tokyo, Japan
| | - Hideaki Shimizu
- Division of Virology, Kawasaki City Institute for Public Health, Kanagawa, Japan
| | - Yuki Matsushima
- Division of Virology, Kawasaki City Institute for Public Health, Kanagawa, Japan
| | - Keiko Mitamura
- Department of Pediatrics, Eiju General Hospital, Tokyo, Japan
| | - Takeshi Tajima
- Department of Pediatrics, Hakujikai Memorial Hospital, Tokyo, Japan
| | - Satoshi Iwata
- Department of Infectious Diseases, Keio University School of Medicine, Tokyo, Japan
| | - Kimiko Ubukata
- Laboratory of Molecular Epidemiology for Infectious Agents, Kitasato Institute for Life Sciences, Kitasato University, Tokyo, Japan; Department of Infectious Diseases, Keio University School of Medicine, Tokyo, Japan.
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