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Kawabe H, Manfio L, Pena SM, Zhou NA, Bradley KM, Chen C, McLendon C, Benner SA, Levy K, Yang Z, Marchand JA, Fuhrmeister ER. Harnessing non-standard nucleic acids for highly sensitive icosaplex (20-plex) detection of microbial threats. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.09.24313328. [PMID: 39314929 PMCID: PMC11419210 DOI: 10.1101/2024.09.09.24313328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Environmental surveillance and clinical diagnostics heavily rely on the polymerase chain reaction (PCR) for target detection. A growing list of microbial threats warrants new PCR-based detection methods that are highly sensitive, specific, and multiplexable. Here, we introduce a PCR-based icosaplex (20-plex) assay for detecting 18 enteropathogen and two antimicrobial resistance genes. This multiplexed PCR assay leverages the self-avoiding molecular recognition system (SAMRS) to avoid primer dimer formation, the artificially expanded genetic information system (AEGIS) for amplification specificity, and next-generation sequencing for amplicon identification. We benchmarked this assay using a low-cost, portable sequencing platform (Oxford Nanopore) on wastewater, soil, and human stool samples. Using parallelized multi-target TaqMan Array Cards (TAC) to benchmark performance of the 20-plex assay, there was 74% agreement on positive calls and 97% agreement on negative calls. Additionally, we show how sequencing information from the 20-plex can be used to further classify allelic variants of genes and distinguish sub-species. The strategy presented offers sensitive, affordable, and robust multiplex detection that can be used to support efforts in wastewater-based epidemiology, environmental monitoring, and human/animal diagnostics.
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Affiliation(s)
- Hinako Kawabe
- Chemical Engineering, University of Washington, Seattle, WA, 98195, USA
| | - Luran Manfio
- Foundation for Applied Molecular Evolution (FfAME), 13709 Progress Blvd, Alachua, FL 32615, USA
| | - Sebastian Magana Pena
- Foundation for Applied Molecular Evolution (FfAME), 13709 Progress Blvd, Alachua, FL 32615, USA
| | - Nicolette A. Zhou
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Seattle, WA, 98195, USA
| | - Kevin M. Bradley
- Foundation for Applied Molecular Evolution (FfAME), 13709 Progress Blvd, Alachua, FL 32615, USA
- Firebird Biomolecular Sciences LLC, 13709 Progress Blvd, Box 17, Alachua, FL 32615, USA
| | - Cen Chen
- Foundation for Applied Molecular Evolution (FfAME), 13709 Progress Blvd, Alachua, FL 32615, USA
- Firebird Biomolecular Sciences LLC, 13709 Progress Blvd, Box 17, Alachua, FL 32615, USA
| | - Chris McLendon
- Firebird Biomolecular Sciences LLC, 13709 Progress Blvd, Box 17, Alachua, FL 32615, USA
| | - Steven A. Benner
- Foundation for Applied Molecular Evolution (FfAME), 13709 Progress Blvd, Alachua, FL 32615, USA
- Firebird Biomolecular Sciences LLC, 13709 Progress Blvd, Box 17, Alachua, FL 32615, USA
| | - Karen Levy
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Seattle, WA, 98195, USA
| | - Zunyi Yang
- Foundation for Applied Molecular Evolution (FfAME), 13709 Progress Blvd, Alachua, FL 32615, USA
- Firebird Biomolecular Sciences LLC, 13709 Progress Blvd, Box 17, Alachua, FL 32615, USA
| | - Jorge A. Marchand
- Chemical Engineering, University of Washington, Seattle, WA, 98195, USA
- Molecular Engineering and Science Institute, University of Washington, Seattle, Seattle, WA, 98195, USA
| | - Erica R. Fuhrmeister
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, Seattle, WA, 98195, USA
- Civil and Environmental Engineering, University of Washington, Seattle, Seattle, WA, 98195, USA
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Holcomb DA, Monteiro V, Capone D, António V, Chiluvane M, Cumbane V, Ismael N, Knee J, Kowalsky E, Lai A, Linden Y, Mataveia E, Nala R, Rao G, Ribeiro J, Cumming O, Viegas E, Brown J. Long-term impacts of an urban sanitation intervention on enteric pathogens in children in Maputo city, Mozambique: study protocol for a cross-sectional follow-up to the Maputo Sanitation (MapSan) trial 5 years postintervention. BMJ Open 2023; 13:e067941. [PMID: 37290945 PMCID: PMC10254709 DOI: 10.1136/bmjopen-2022-067941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 05/24/2023] [Indexed: 06/10/2023] Open
Abstract
INTRODUCTION We previously assessed the effect of an onsite sanitation intervention in informal neighbourhoods of urban Maputo, Mozambique on enteric pathogen detection in children after 2 years of follow-up (Maputo Sanitation (MapSan) trial, ClinicalTrials.gov: NCT02362932). We found significant reductions in Shigella and Trichuris prevalence but only among children born after the intervention was delivered. In this study, we assess the health impacts of the sanitation intervention after 5 years among children born into study households postintervention. METHODS AND ANALYSIS We are conducting a cross-sectional household study of enteric pathogen detection in child stool and the environment at compounds (household clusters sharing sanitation and outdoor living space) that received the pour-flush toilet and septic tank intervention at least 5 years prior or meet the original criteria for trial control sites. We are enrolling at least 400 children (ages 29 days to 60 months) in each treatment arm. Our primary outcome is the prevalence of 22 bacterial, protozoan, and soil transmitted helminth enteric pathogens in child stool using the pooled prevalence ratio across the outcome set to assess the overall intervention effect. Secondary outcomes include the individual pathogen detection prevalence and gene copy density of 27 enteric pathogens (including viruses); mean height-for-age, weight-for-age, and weight-for-height z-scores; prevalence of stunting, underweight, and wasting; and the 7-day period prevalence of caregiver-reported diarrhoea. All analyses are adjusted for prespecified covariates and examined for effect measure modification by age. Environmental samples from study households and the public domain are assessed for pathogens and faecal indicators to explore environmental exposures and monitor disease transmission. ETHICS AND DISSEMINATION Study protocols have been reviewed and approved by human subjects review boards at the Ministry of Health, Republic of Mozambique and the University of North Carolina at Chapel Hill. Deidentified study data will be deposited at https://osf.io/e7pvk/. TRIAL REGISTRATION NUMBER ISRCTN86084138.
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Affiliation(s)
- David A Holcomb
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Vanessa Monteiro
- Centro de Investigação e Treino em Saúde da Polana Caniço, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Drew Capone
- Department of Environmental and Occupational Health, School of Public Health, Indiana University, Bloomington, Indiana, USA
| | - Virgílio António
- Division of Biotechnology and Genetics, Instituto Nacional de Saúde, Marracuene, Mozambique
| | - Márcia Chiluvane
- Centro de Investigação e Treino em Saúde da Polana Caniço, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Victória Cumbane
- Centro de Investigação e Treino em Saúde da Polana Caniço, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Nália Ismael
- Division of Biotechnology and Genetics, Instituto Nacional de Saúde, Marracuene, Mozambique
| | - Jackie Knee
- Department of Disease Control, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Erin Kowalsky
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Amanda Lai
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Yarrow Linden
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Elly Mataveia
- Centro de Investigação e Treino em Saúde da Polana Caniço, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Rassul Nala
- Division of Parasitology, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Gouthami Rao
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Jorge Ribeiro
- Centro de Investigação e Treino em Saúde da Polana Caniço, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Oliver Cumming
- Department of Disease Control, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Edna Viegas
- Centro de Investigação e Treino em Saúde da Polana Caniço, Instituto Nacional de Saúde, Maputo, Mozambique
| | - Joe Brown
- Department of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
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Rogawski McQuade ET, Blake IM, Brennhofer SA, Islam MO, Sony SSS, Rahman T, Bhuiyan MH, Resha SK, Wettstone EG, Hughlett L, Reagan C, Elwood SE, Mira Y, Mahmud AS, Hosan K, Hoque MR, Alam MM, Rahman M, Shirin T, Haque R, Taniuchi M. Real-time sewage surveillance for SARS-CoV-2 in Dhaka, Bangladesh versus clinical COVID-19 surveillance: a longitudinal environmental surveillance study (December, 2019-December, 2021). THE LANCET. MICROBE 2023; 4:e442-e451. [PMID: 37023782 PMCID: PMC10069819 DOI: 10.1016/s2666-5247(23)00010-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 01/11/2023] [Accepted: 01/19/2023] [Indexed: 04/05/2023]
Abstract
BACKGROUND Clinical surveillance for COVID-19 has typically been challenging in low-income and middle-income settings. From December, 2019, to December, 2021, we implemented environmental surveillance in a converging informal sewage network in Dhaka, Bangladesh, to investigate SARS-CoV-2 transmission across different income levels of the city compared with clinical surveillance. METHODS All sewage lines were mapped, and sites were selected with estimated catchment populations of more than 1000 individuals. We analysed 2073 sewage samples, collected weekly from 37 sites, and 648 days of case data from eight wards with varying socioeconomic statuses. We assessed the correlations between the viral load in sewage samples and clinical cases. FINDINGS SARS-CoV-2 was consistently detected across all wards (low, middle, and high income) despite large differences in reported clinical cases and periods of no cases. The majority of COVID-19 cases (26 256 [55·1%] of 47 683) were reported from Ward 19, a high-income area with high levels of clinical testing (123 times the number of tests per 100 000 individuals compared with Ward 9 [middle-income] in November, 2020, and 70 times the number of tests per 100 000 individuals compared with Ward 5 [low-income] in November, 2021), despite containing only 19·4% of the study population (142 413 of 734 755 individuals). Conversely, a similar quantity of SARS-CoV-2 was detected in sewage across different income levels (median difference in high-income vs low-income areas: 0·23 log10 viral copies + 1). The correlation between the mean sewage viral load (log10 viral copies + 1) and the log10 clinical cases increased with time (r = 0·90 in July-December, 2021 and r=0·59 in July-December, 2020). Before major waves of infection, viral load quantity in sewage samples increased 1-2 weeks before the clinical cases. INTERPRETATION This study demonstrates the utility and importance of environmental surveillance for SARS-CoV-2 in a lower-middle-income country. We show that environmental surveillance provides an early warning of increases in transmission and reveals evidence of persistent circulation in poorer areas where access to clinical testing is limited. FUNDING Bill & Melinda Gates Foundation.
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Affiliation(s)
- Elizabeth T Rogawski McQuade
- Division of Infectious Diseases & International Health, University of Virginia, Charlottesville, VA, USA; Department of Epidemiology, Emory University, Atlanta, GA, USA
| | - Isobel M Blake
- MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, UK
| | - Stephanie A Brennhofer
- Division of Infectious Diseases & International Health, University of Virginia, Charlottesville, VA, USA
| | | | | | | | | | | | - Erin G Wettstone
- Division of Infectious Diseases & International Health, University of Virginia, Charlottesville, VA, USA; Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, USA
| | - Lauren Hughlett
- Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, USA
| | - Claire Reagan
- Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, USA
| | - Sarah E Elwood
- Division of Infectious Diseases & International Health, University of Virginia, Charlottesville, VA, USA
| | | | - Ayesha S Mahmud
- Department of Demography, University of California at Berkeley, Berkeley, CA, USA
| | - Kawsar Hosan
- a2i, Dhaka, Bangladesh; Department of Economics, Jahangirnagar University, Dhaka, Bangladesh
| | | | | | - Mahbubur Rahman
- Institute of Epidemiology, Disease Control and Research, Dhaka, Bangladesh
| | - Tahmina Shirin
- Institute of Epidemiology, Disease Control and Research, Dhaka, Bangladesh
| | | | - Mami Taniuchi
- Division of Infectious Diseases & International Health, University of Virginia, Charlottesville, VA, USA; Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, USA; Department of Civil and Environmental Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA.
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Kline A, Dean K, Kossik AL, Harrison JC, Januch JD, Beck NK, Zhou NA, Shirai JH, Boyle DS, Mitchell J, Meschke JS. Persistence of poliovirus types 2 and 3 in waste-impacted water and sediment. PLoS One 2022; 17:e0262761. [PMID: 35081146 PMCID: PMC8791527 DOI: 10.1371/journal.pone.0262761] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 01/04/2022] [Indexed: 11/19/2022] Open
Abstract
Eradication of poliovirus (PV) is a global public health priority, and as clinical cases decrease, the role of environmental surveillance becomes more important. Persistence of PV and the environmental factors that influence it (such as temperature and sample type) are an important part of understanding and interpreting positive environmental surveillance samples. The objective of this study was to evaluate the persistence of poliovirus type 2 (PV2) and type 3 (PV3) in wastewater and sediment. Microcosms containing either 1) influent wastewater or 2) influent wastewater with a sediment matrix were seeded with either PV2 or PV3, and stored for up to 126 days at three temperatures (4°C, room temperature [RT], and 30°C). Active PV in the liquid of (1), and the sediment and liquid portions of (2) were sampled and quantified at up to 10 time points via plaque assay and RT-qPCR. A suite of 17 models were tested for best fit to characterize decay of PV2 and PV3 over time and determine the time points at which >90% (T90) and >99% (T99) reduction was reached. Linear models assessed the influence of experimental factors (matrix, temperature, virus type and method of detection) on the predicted T90 and T99 values. Results showed that when T90 was the dependent variable, virus type, matrix, and temperature significantly affected decay, and there was a clear interaction between the sediment matrix and temperature. When T99 was the dependent variable, only temperature and matrix type significantly influenced the decay metric. This study characterizes the persistence of both active and molecular PV2 and PV3 in relevant environmental conditions, and demonstrates that temperature and sediment both play important roles in PV viability. As eradication nears and clinical cases decrease, environmental surveillance and knowledge of PV persistence will play a key role in understanding the silent circulation in endemic countries.
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Affiliation(s)
- Allison Kline
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | - Kara Dean
- Biosystems & Agricultural Engineering, Michigan State University, East Lansing, Michigan, United States of America
| | - Alexandra L. Kossik
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | - Joanna Ciol Harrison
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | - James D. Januch
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | - Nicola K. Beck
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | - Nicolette A. Zhou
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | - Jeffry H. Shirai
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
| | | | - Jade Mitchell
- Biosystems & Agricultural Engineering, Michigan State University, East Lansing, Michigan, United States of America
| | - John Scott Meschke
- Department of Environmental and Occupational Health Sciences, School of Public Health, University of Washington, Seattle, WA, United States of America
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Giri S, Mohan VR, Srinivasan M, Kumar N, Kumar V, Dhanapal P, Venkatesan J, Gunasekaran A, Abraham D, John J, Kang G. Case-Control Study of Household and Environmental Transmission of Typhoid Fever in India. J Infect Dis 2021; 224:S584-S592. [PMID: 35238355 PMCID: PMC8892545 DOI: 10.1093/infdis/jiab378] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Background Typhoid fever causes substantial morbidity and mortality in low- and middle-income countries. We conducted a case-control study in Vellore, southern India, to understand risk factors for transmission of typhoid. Methods From April 2018 to October 2019, households of blood culture-confirmed typhoid cases that occurred within a fever surveillance cohort aged 6 months–15 years, and controls matched for age, sex, geographic location, and socioeconomic status, were recruited. Information on risk factors was obtained using standard questionnaires. Household and environmental samples were collected for detection of Salmonella Typhi using real-time polymerase chain reaction. Multivariable analysis was used to evaluate associations between risk factors and typhoid. Results One hundred pairs of cases and controls were recruited. On multivariable regression analysis, mothers eating food from street vendors during the previous week (odds ratio [OR] = 2.04; 95% confidence interval [CI], 1.03–4.12; P = .04) was independently associated with typhoid, whereas treatment of household drinking water (OR = 0.45; 95% CI, 0.25–0.80; P = .007) was protective. There was no significant difference in S Typhi detection between the environmental samples from case and control households. Conclusions Street-vended food is a risk factor for typhoid in densely populated urban communities of Vellore. Improved sanitation facilities and awareness about point-of-use water treatment are likely to contribute to typhoid control.
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Affiliation(s)
- Sidhartha Giri
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
| | | | | | - Nirmal Kumar
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
| | - Vinoth Kumar
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
| | - Pavithra Dhanapal
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
| | | | - Annai Gunasekaran
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
| | - Dilip Abraham
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
| | - Jacob John
- Department of Community Health, Christian Medical College, Vellore, India
| | - Gagandeep Kang
- Division of Gastrointestinal Sciences, Christian Medical College, Vellore, India
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Kiulia NM, Gonzalez R, Thompson H, Aw TG, Rose JB. Quantification and Trends of Rotavirus and Enterovirus in Untreated Sewage Using Reverse Transcription Droplet Digital PCR. FOOD AND ENVIRONMENTAL VIROLOGY 2021; 13:154-169. [PMID: 33591485 DOI: 10.1007/s12560-020-09455-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Accepted: 12/04/2020] [Indexed: 06/12/2023]
Abstract
The quantification and trends in concentrations for naturally occurring rotaviruses (RV) and enteroviruses (EV) in untreated sewage in various wastewater systems have not often been compared. There is now greater interest in monitoring the infections in the community including live vaccine efficacy by evaluating untreated sewage. The goals of this study were to 1) survey the concentrations of naturally occurring RV and EV in untreated sewage using a reverse transcription-droplet digital polymerase chain reaction (RT-ddPCR) and 2) investigate the use of a new adsorption elution (bag-mediated filtration system (BMFS) using ViroCap filters) against more traditional polyethylene glycol (PEG) precipitation for virus concentration. Sewage samples were collected from lagoons in Kenya and Michigan (MI), the United States (USA) and from wastewater treatment plants (WWTPs) in the USA. RVs were detected at geometric mean concentrations in various locations, California (CA) 1.31 × 105 genome copies/L (gc/L), Kenya (KE) 2.71 × 104 gc/L and Virginia (VA) 1.48 × 105 gc/L, and EVs geometric means were 3.72 × 106 gc/L (CA), 1.18 × 104 gc/L (Kenya), and 6.18 × 103 gc/L (VA). The mean RV concentrations using BMFS-ViroCap in split samples compared to PEG precipitation methods demonstrated that the levels were only 9% (#s BMFS/PEG) in the Michigan lagoons which was significantly different (p < 0.01). This suggests that RV concentrations in Kenya are around 1.69 × 106 gc/L. Overall, there was no difference in concentrations for the other sampling locations across the methods of virus recovery (i.e., PEG precipitation and HA filters) using one-way ANOVA (F = 1.7, p = 0.2739) or Tukey-Kramer pairwise comparisons (p > 0.05). This study provides useful data on RV and EV concentrations in untreated sewage in Kenya and the USA. It also highlights on the usefulness of the RT-ddPCR for absolute quantification of RV and EV in sewage samples. The BMFS using ViroCap filters while less efficient compared to the more traditional PEG precipitation method was able to recover RVs and EVs in untreated sewage and may be useful in poor resource settings while underestimating viruses by 1 to 1.5 logs.
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Affiliation(s)
- Nicholas M Kiulia
- The Water Quality, Environmental and Molecular Microbiology Laboratory, Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, 48824, USA.
- Enteric Pathogens and Water Research Laboratory, Institute of Primate Research, P.O. Box 24481-00502, Karen, Nairobi, Kenya.
| | - Raul Gonzalez
- Hampton Roads Sanitation District, 1434 Air Rail Avenue, Virginia Beach, VA, 23455, USA
| | - Hannah Thompson
- Hampton Roads Sanitation District, 1434 Air Rail Avenue, Virginia Beach, VA, 23455, USA
| | - Tiong Gim Aw
- Department of Environmental Health Sciences, Tulane University, 1440 Canal Street, Suite 2100, New Orleans, LA, 70112, USA
| | - Joan B Rose
- The Water Quality, Environmental and Molecular Microbiology Laboratory, Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, 48824, USA
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Hemalatha M, Kiran U, Kuncha SK, Kopperi H, Gokulan CG, Mohan SV, Mishra RK. Surveillance of SARS-CoV-2 spread using wastewater-based epidemiology: Comprehensive study. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 768:144704. [PMID: 33736319 PMCID: PMC7787060 DOI: 10.1016/j.scitotenv.2020.144704] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 12/20/2020] [Accepted: 12/21/2020] [Indexed: 05/17/2023]
Abstract
SARS-CoV-2 pandemic is having a devastating effect on human lives. Recent reports have shown that majority of the individuals recovered from COVID-19 have serious health complications, which is going to be a huge economic burden globally. Given the wide-spread transmission of SARS-CoV-2 it is almost impossible to test every individual in densely populated countries. Recent reports have shown that sewage-based surveillance can be used as holistic approach to understand the spread of the pandemic within a population or area. Here we have estimated the spread of SARS-CoV-2 in the city of Hyderabad, India, which is a home for nearly 10 million people. The sewage samples were collected from all the major sewage treatment plants (STPs) and were processed for detecting the viral genome using the standard Reverse Transcription Polymerase Chain Reaction (RT-PCR) method. Interestingly, inlet samples of STPs were positive for SARS-CoV-2, while the outlets were negative, which indicates that the standard sewage treatment methods are efficient in eliminating the SARS-CoV-2 viral particles. Based on the detected viral gene copies per litre and viral particle shedding per individual, the total number of individuals exposed to SARS-CoV-2 was estimated. Through this study we suggest that sewage-based surveillance is an effective approach to study the infection dynamics, which helps in efficient management of the SARS-CoV-2 spread.
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Affiliation(s)
- Manupati Hemalatha
- Bioengineering and Environmental Sciences Lab, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (CSIR-IICT), Hyderabad 500007, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Uday Kiran
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Santosh Kumar Kuncha
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Harishankar Kopperi
- Bioengineering and Environmental Sciences Lab, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (CSIR-IICT), Hyderabad 500007, India
| | - C G Gokulan
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - S Venkata Mohan
- Bioengineering and Environmental Sciences Lab, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (CSIR-IICT), Hyderabad 500007, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India.
| | - Rakesh K Mishra
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India.
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8
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Hemalatha M, Kiran U, Kuncha SK, Kopperi H, Gokulan CG, Mohan SV, Mishra RK. Surveillance of SARS-CoV-2 spread using wastewater-based epidemiology: Comprehensive study. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 768:144704. [PMID: 33736319 DOI: 10.1101/2020.08.18.20177428] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 12/20/2020] [Accepted: 12/21/2020] [Indexed: 05/19/2023]
Abstract
SARS-CoV-2 pandemic is having a devastating effect on human lives. Recent reports have shown that majority of the individuals recovered from COVID-19 have serious health complications, which is going to be a huge economic burden globally. Given the wide-spread transmission of SARS-CoV-2 it is almost impossible to test every individual in densely populated countries. Recent reports have shown that sewage-based surveillance can be used as holistic approach to understand the spread of the pandemic within a population or area. Here we have estimated the spread of SARS-CoV-2 in the city of Hyderabad, India, which is a home for nearly 10 million people. The sewage samples were collected from all the major sewage treatment plants (STPs) and were processed for detecting the viral genome using the standard Reverse Transcription Polymerase Chain Reaction (RT-PCR) method. Interestingly, inlet samples of STPs were positive for SARS-CoV-2, while the outlets were negative, which indicates that the standard sewage treatment methods are efficient in eliminating the SARS-CoV-2 viral particles. Based on the detected viral gene copies per litre and viral particle shedding per individual, the total number of individuals exposed to SARS-CoV-2 was estimated. Through this study we suggest that sewage-based surveillance is an effective approach to study the infection dynamics, which helps in efficient management of the SARS-CoV-2 spread.
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Affiliation(s)
- Manupati Hemalatha
- Bioengineering and Environmental Sciences Lab, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (CSIR-IICT), Hyderabad 500007, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Uday Kiran
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Santosh Kumar Kuncha
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Harishankar Kopperi
- Bioengineering and Environmental Sciences Lab, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (CSIR-IICT), Hyderabad 500007, India
| | - C G Gokulan
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India
| | - S Venkata Mohan
- Bioengineering and Environmental Sciences Lab, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (CSIR-IICT), Hyderabad 500007, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India.
| | - Rakesh K Mishra
- CSIR-Centre for Cellular and Molecular Biology (CSIR-CCMB), Hyderabad, India.
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9
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Whitney O, Kennedy LC, Fan VB, Hinkle A, Kantor R, Greenwald H, Crits-Christoph A, Al-Shayeb B, Chaplin M, Maurer AC, Tjian R, Nelson KL. Sewage, Salt, Silica, and SARS-CoV-2 (4S): An Economical Kit-Free Method for Direct Capture of SARS-CoV-2 RNA from Wastewater. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2021; 55:4880-4888. [PMID: 33759506 PMCID: PMC8009096 DOI: 10.1021/acs.est.0c08129] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 03/01/2021] [Accepted: 03/11/2021] [Indexed: 05/19/2023]
Abstract
Wastewater-based epidemiology is an emerging tool to monitor COVID-19 infection levels by measuring the concentration of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA in wastewater. There remains a need to improve wastewater RNA extraction methods' sensitivity, speed, and reduce reliance on often expensive commercial reagents to make wastewater-based epidemiology more accessible. We present a kit-free wastewater RNA extraction method, titled "Sewage, Salt, Silica and SARS-CoV-2" (4S), that employs the abundant and affordable reagents sodium chloride (NaCl), ethanol, and silica RNA capture matrices to recover sixfold more SARS-CoV-2 RNA from wastewater than an existing ultrafiltration-based method. The 4S method concurrently recovered pepper mild mottle virus (PMMoV) and human 18S ribosomal subunit rRNA, which have been proposed as fecal concentration controls. The SARS-CoV-2 RNA concentrations measured in three sewersheds corresponded to the relative prevalence of COVID-19 infection determined via clinical testing. Lastly, controlled experiments indicate that the 4S method prevented RNA degradation during storage of wastewater samples, was compatible with heat pasteurization, and in our experience, 20 samples can be processed by one lab technician in approximately 2 h. Overall, the 4S method is promising for effective, economical, and accessible wastewater-based epidemiology for SARS-CoV-2, providing another tool to fight the global pandemic.
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Affiliation(s)
- Oscar
N. Whitney
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720-1710, United States
| | - Lauren C. Kennedy
- Department
of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Vinson B. Fan
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720-1710, United States
| | - Adrian Hinkle
- Department
of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Rose Kantor
- Department
of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Hannah Greenwald
- Department
of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Alexander Crits-Christoph
- Department
of Plant and Microbial Biology, University
of California, Berkeley, California 94720-1710, United States
- Innovative
Genomics Institute, Berkeley, California 94704, United States
| | - Basem Al-Shayeb
- Department
of Plant and Microbial Biology, University
of California, Berkeley, California 94720-1710, United States
- Innovative
Genomics Institute, Berkeley, California 94704, United States
| | - Mira Chaplin
- Department
of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Anna C. Maurer
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720-1710, United States
| | - Robert Tjian
- Department
of Molecular and Cell Biology, University
of California, Berkeley, California 94720-1710, United States
- The
Howard Hughes Medical Institute, University
of California Berkeley, Berkeley, California 94720, United States
| | - Kara L. Nelson
- Department
of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
- Innovative
Genomics Institute, Berkeley, California 94704, United States
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10
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Whitney ON, Kennedy LC, Fan VB, Hinkle A, Kantor R, Greenwald H, Crits-Christoph A, Al-Shayeb B, Chaplin M, Maurer AC, Tjian R, Nelson KL. Sewage, Salt, Silica, and SARS-CoV-2 (4S): An Economical Kit-Free Method for Direct Capture of SARS-CoV-2 RNA from Wastewater. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2021. [PMID: 33759506 DOI: 10.17504/protocols.io.biwfkfbn] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Wastewater-based epidemiology is an emerging tool to monitor COVID-19 infection levels by measuring the concentration of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA in wastewater. There remains a need to improve wastewater RNA extraction methods' sensitivity, speed, and reduce reliance on often expensive commercial reagents to make wastewater-based epidemiology more accessible. We present a kit-free wastewater RNA extraction method, titled "Sewage, Salt, Silica and SARS-CoV-2" (4S), that employs the abundant and affordable reagents sodium chloride (NaCl), ethanol, and silica RNA capture matrices to recover sixfold more SARS-CoV-2 RNA from wastewater than an existing ultrafiltration-based method. The 4S method concurrently recovered pepper mild mottle virus (PMMoV) and human 18S ribosomal subunit rRNA, which have been proposed as fecal concentration controls. The SARS-CoV-2 RNA concentrations measured in three sewersheds corresponded to the relative prevalence of COVID-19 infection determined via clinical testing. Lastly, controlled experiments indicate that the 4S method prevented RNA degradation during storage of wastewater samples, was compatible with heat pasteurization, and in our experience, 20 samples can be processed by one lab technician in approximately 2 h. Overall, the 4S method is promising for effective, economical, and accessible wastewater-based epidemiology for SARS-CoV-2, providing another tool to fight the global pandemic.
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Affiliation(s)
- Oscar N Whitney
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
| | - Lauren C Kennedy
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Vinson B Fan
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
| | - Adrian Hinkle
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Rose Kantor
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Hannah Greenwald
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Alexander Crits-Christoph
- Department of Plant and Microbial Biology, University of California, Berkeley, California 94720-1710, United States
- Innovative Genomics Institute, Berkeley, California 94704, United States
| | - Basem Al-Shayeb
- Department of Plant and Microbial Biology, University of California, Berkeley, California 94720-1710, United States
- Innovative Genomics Institute, Berkeley, California 94704, United States
| | - Mira Chaplin
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Anna C Maurer
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
| | - Robert Tjian
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
- The Howard Hughes Medical Institute, University of California Berkeley, Berkeley, California 94720, United States
| | - Kara L Nelson
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
- Innovative Genomics Institute, Berkeley, California 94704, United States
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11
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Whitney ON, Kennedy LC, Fan VB, Hinkle A, Kantor R, Greenwald H, Crits-Christoph A, Al-Shayeb B, Chaplin M, Maurer AC, Tjian R, Nelson KL. Sewage, Salt, Silica, and SARS-CoV-2 (4S): An Economical Kit-Free Method for Direct Capture of SARS-CoV-2 RNA from Wastewater. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2021. [PMID: 33759506 DOI: 10.17504/protocols.io.biwekfbe] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Wastewater-based epidemiology is an emerging tool to monitor COVID-19 infection levels by measuring the concentration of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA in wastewater. There remains a need to improve wastewater RNA extraction methods' sensitivity, speed, and reduce reliance on often expensive commercial reagents to make wastewater-based epidemiology more accessible. We present a kit-free wastewater RNA extraction method, titled "Sewage, Salt, Silica and SARS-CoV-2" (4S), that employs the abundant and affordable reagents sodium chloride (NaCl), ethanol, and silica RNA capture matrices to recover sixfold more SARS-CoV-2 RNA from wastewater than an existing ultrafiltration-based method. The 4S method concurrently recovered pepper mild mottle virus (PMMoV) and human 18S ribosomal subunit rRNA, which have been proposed as fecal concentration controls. The SARS-CoV-2 RNA concentrations measured in three sewersheds corresponded to the relative prevalence of COVID-19 infection determined via clinical testing. Lastly, controlled experiments indicate that the 4S method prevented RNA degradation during storage of wastewater samples, was compatible with heat pasteurization, and in our experience, 20 samples can be processed by one lab technician in approximately 2 h. Overall, the 4S method is promising for effective, economical, and accessible wastewater-based epidemiology for SARS-CoV-2, providing another tool to fight the global pandemic.
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Affiliation(s)
- Oscar N Whitney
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
| | - Lauren C Kennedy
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Vinson B Fan
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
| | - Adrian Hinkle
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Rose Kantor
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Hannah Greenwald
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Alexander Crits-Christoph
- Department of Plant and Microbial Biology, University of California, Berkeley, California 94720-1710, United States
- Innovative Genomics Institute, Berkeley, California 94704, United States
| | - Basem Al-Shayeb
- Department of Plant and Microbial Biology, University of California, Berkeley, California 94720-1710, United States
- Innovative Genomics Institute, Berkeley, California 94704, United States
| | - Mira Chaplin
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
| | - Anna C Maurer
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
| | - Robert Tjian
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-1710, United States
- The Howard Hughes Medical Institute, University of California Berkeley, Berkeley, California 94720, United States
| | - Kara L Nelson
- Department of Civil and Environmental Engineering, University of California, Berkeley, California 94720-1710, United States
- Innovative Genomics Institute, Berkeley, California 94704, United States
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12
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Philo SE, Keim EK, Swanstrom R, Ong AQW, Burnor EA, Kossik AL, Harrison JC, Demeke BA, Zhou NA, Beck NK, Shirai JH, Meschke JS. A comparison of SARS-CoV-2 wastewater concentration methods for environmental surveillance. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 760:144215. [PMID: 33340739 PMCID: PMC7832770 DOI: 10.1016/j.scitotenv.2020.144215] [Citation(s) in RCA: 97] [Impact Index Per Article: 32.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 11/25/2020] [Accepted: 11/29/2020] [Indexed: 05/08/2023]
Abstract
Wastewater1 surveillance of SARS-CoV-2 may be a useful supplement to clinical surveillance as it is shed in feces, there are many asymptomatic cases, and diagnostic testing can have capacity limitations and extended time to results. Although numerous studies have utilized wastewater surveillance for SARS-CoV-2, the methods used were developed and/or standardized for other pathogens. This study evaluates multiple methods for concentration and recovery of SARS-CoV-2 and seeded human coronavirus OC43 from municipal primary wastewater and/or sludge from the Greater Seattle Area (March-July 2020). Methods evaluated include the bag-mediated filtration system (BMFS), with and without Vertrel™ extraction, skimmed milk flocculation, with and without Vertrel™ extraction, polyethylene glycol (PEG) precipitation, ultrafiltration, and sludge extraction. Total RNA was extracted from wastewater concentrates and analyzed for SARS-CoV-2 and OC43 with RT-qPCR. Skimmed milk flocculation without Vertrel™ extraction performed consistently over time and between treatment plants in Seattle-area wastewater with the lowest average OC43 Cq value and smallest variability (24.3; 95% CI: 23.8-24.9), most frequent SARS-CoV-2 detection (48.8% of sampling events), and highest average OC43 percent recovery (9.1%; 95% CI: 6.2-11.9%). Skimmed milk flocculation is also beneficial because it is feasible in low-resource settings. While the BMFS had the highest average volume assayed of 11.9 mL (95% CI: 10.7-13.1 mL), the average OC43 percent recovery was low (0.7%; 95% CI: 0.4-1.0%). Ultrafiltration and PEG precipitation had low average OC43 percent recoveries of 1.0% (95% CI: 0.5-1.6%) and 3.2% (95% CI: 1.3-5.1%), respectively. The slopes and efficiency for the SARS-CoV-2 standard curves were not consistent over time, confirming the need to include a standard curve each run rather than using a single curve for multiple plates. Results suggest that the concentration and detection methods used must be validated for the specific water matrix using a recovery control to assess performance over time.
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Affiliation(s)
- Sarah E Philo
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Erika K Keim
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Rachael Swanstrom
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Angelo Q W Ong
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Elisabeth A Burnor
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Alexandra L Kossik
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Joanna C Harrison
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Bethel A Demeke
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Nicolette A Zhou
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Nicola K Beck
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Jeffry H Shirai
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - J Scott Meschke
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA.
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13
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Fagnant‐Sperati C, Ren Y, Zhou N, Komen E, Mwangi B, Hassan J, Chepkurui A, Nzunza R, Nyangao J, van Zyl W, Wolfaardt M, Matsapola P, Ngwana F, Jeffries‐Miles S, Coulliette‐Salmond A, Peñaranda S, Vega E, Shirai J, Kossik A, Beck N, Boyle D, Burns C, Taylor M, Borus P, Meschke J. Validation of the bag-mediated filtration system for environmental surveillance of poliovirus in Nairobi, Kenya. J Appl Microbiol 2021; 130:971-981. [PMID: 32743931 PMCID: PMC7854911 DOI: 10.1111/jam.14807] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 07/23/2020] [Accepted: 07/25/2020] [Indexed: 01/15/2023]
Abstract
AIMS This study compared the bag-mediated filtration system (BMFS) and standard WHO two-phase separation methods for poliovirus (PV) environmental surveillance, examined factors impacting PV detection and monitored Sabin-like (SL) PV type 2 presence with withdrawal of oral polio vaccine type 2 (OPV2) in April 2016. METHODS AND RESULTS Environmental samples were collected in Nairobi, Kenya (Sept 2015-Feb 2017), concentrated via BMFS and two-phase separation methods, then assayed using the WHO PV isolation algorithm and intratypic differentiation diagnostic screening kit. SL1, SL2 and SL3 were detected at higher rates in BMFS than two-phase samples (P < 0·05). In BMFS samples, SL PV detection did not significantly differ with volume filtered, filtration time or filter shipment time (P > 0·05), while SL3 was detected less frequently with higher shipment temperatures (P = 0·027). SL2 was detected more frequently before OPV2 withdrawal in BMFS and two-phase samples (P < 1 × 10-5 ). CONCLUSIONS Poliovirus was detected at higher rates with the BMFS, a method that includes a secondary concentration step, than using the standard WHO two-phase method. SL2 disappearance from the environment was commensurate with OPV2 withdrawal. SIGNIFICANCE AND IMPACT OF THE STUDY The BMFS offers comparable or improved PV detection under the conditions in this study, relative to the two-phase method.
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Affiliation(s)
- C.S. Fagnant‐Sperati
- Department of Environmental and Occupational Health SciencesUniversity of WashingtonSeattleWAUSA
| | - Y. Ren
- Department of BiostatisticsUniversity of WashingtonSeattleWAUSA
| | - N.A. Zhou
- Department of Environmental and Occupational Health SciencesUniversity of WashingtonSeattleWAUSA
| | - E. Komen
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - B. Mwangi
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - J. Hassan
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - A. Chepkurui
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - R. Nzunza
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - J. Nyangao
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - W.B. van Zyl
- Department of Medical VirologyUniversity of PretoriaPretoriaSouth Africa
| | - M. Wolfaardt
- Department of Medical VirologyUniversity of PretoriaPretoriaSouth Africa
| | - P.N. Matsapola
- Department of Medical VirologyUniversity of PretoriaPretoriaSouth Africa
| | - F.B. Ngwana
- Department of Medical VirologyUniversity of PretoriaPretoriaSouth Africa
| | - S. Jeffries‐Miles
- Cherokee Nation Assurance a contracting agency to the Division of Viral DiseasesCenters for Disease Control and PreventionAtlantaGAUSA
| | | | - S. Peñaranda
- Division of Viral DiseasesCenters for Disease Control and PreventionAtlantaGAUSA
| | - E. Vega
- Division of Viral DiseasesCenters for Disease Control and PreventionAtlantaGAUSA
| | - J.H. Shirai
- Department of Environmental and Occupational Health SciencesUniversity of WashingtonSeattleWAUSA
| | - A.L. Kossik
- Department of Environmental and Occupational Health SciencesUniversity of WashingtonSeattleWAUSA
| | - N.K. Beck
- Department of Environmental and Occupational Health SciencesUniversity of WashingtonSeattleWAUSA
| | | | - C.C. Burns
- Division of Viral DiseasesCenters for Disease Control and PreventionAtlantaGAUSA
| | - M.B. Taylor
- Department of Medical VirologyUniversity of PretoriaPretoriaSouth Africa
| | - P. Borus
- Centre for Viral ResearchKenya Medical Research InstituteNairobiKenya
| | - J.S. Meschke
- Department of Environmental and Occupational Health SciencesUniversity of WashingtonSeattleWAUSA
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14
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Whitney ON, Kennedy LC, Fan V, Hinkle A, Kantor R, Greenwald H, Crits-Christoph A, Al-Shayeb B, Chaplin M, Maurer AC, Tjian R, Nelson KL. Sewage, Salt, Silica and SARS-CoV-2 (4S): An economical kit-free method for direct capture of SARS-CoV-2 RNA from wastewater. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2020:2020.12.01.20242131. [PMID: 33300015 PMCID: PMC7724686 DOI: 10.1101/2020.12.01.20242131] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Wastewater-based epidemiology is an emerging tool to monitor COVID-19 infection levels by measuring the concentration of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA in wastewater. There remains a need to improve wastewater RNA extraction methods' sensitivity, speed, and reduce reliance on often expensive commercial reagents to make wastewater-based epidemiology more accessible. We present a kit-free wastewater RNA extraction method, titled "Sewage, Salt, Silica and SARS-CoV-2" (4S), that employs the abundant and affordable reagents sodium chloride (NaCl), ethanol and silica RNA capture matrices to recover 6-fold more SARS-CoV-2 RNA from wastewater than an existing ultrafiltration-based method. The 4S method concurrently recovered pepper mild mottle virus (PMMoV) and human 18S ribosomal subunit rRNA, both suitable as fecal concentration controls. The SARS-CoV-2 RNA concentrations measured in three sewersheds corresponded to the relative prevalence of COVID-19 infection determined via clinical testing. Lastly, controlled experiments indicate that the 4S method prevented RNA degradation during storage of wastewater samples, was compatible with heat pasteurization, and could be performed in approximately 3 hours. Overall, the 4S method is promising for effective, economical, and accessible wastewater-based epidemiology for SARS-CoV-2, providing another tool to fight the global pandemic.
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Affiliation(s)
- Oscar N. Whitney
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA
| | - Lauren C. Kennedy
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
| | - Vinson Fan
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA
| | - Adrian Hinkle
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
| | - Rose Kantor
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
| | - Hannah Greenwald
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
| | - Alexander Crits-Christoph
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
- Innovative Genomics Institute, Berkeley, CA, 94704, USA
| | - Basem Al-Shayeb
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
- Innovative Genomics Institute, Berkeley, CA, 94704, USA
| | - Mira Chaplin
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
| | - Anna C. Maurer
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA
| | - Robert Tjian
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA
- The Howard Hughes Medical Institute, University of California Berkeley, Berkeley, California 94720, USA
| | - Kara L. Nelson
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
- Innovative Genomics Institute, Berkeley, CA, 94704, USA
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15
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16
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Bivins A, North D, Ahmad A, Ahmed W, Alm E, Been F, Bhattacharya P, Bijlsma L, Boehm AB, Brown J, Buttiglieri G, Calabro V, Carducci A, Castiglioni S, Cetecioglu Gurol Z, Chakraborty S, Costa F, Curcio S, de los Reyes FL, Delgado Vela J, Farkas K, Fernandez-Casi X, Gerba C, Gerrity D, Girones R, Gonzalez R, Haramoto E, Harris A, Holden PA, Islam MT, Jones DL, Kasprzyk-Hordern B, Kitajima M, Kotlarz N, Kumar M, Kuroda K, La Rosa G, Malpei F, Mautus M, McLellan SL, Medema G, Meschke JS, Mueller J, Newton RJ, Nilsson D, Noble RT, van Nuijs A, Peccia J, Perkins TA, Pickering AJ, Rose J, Sanchez G, Smith A, Stadler L, Stauber C, Thomas K, van der Voorn T, Wigginton K, Zhu K, Bibby K. Wastewater-Based Epidemiology: Global Collaborative to Maximize Contributions in the Fight Against COVID-19. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2020; 54:7754-7757. [PMID: 32530639 PMCID: PMC7299382 DOI: 10.1021/acs.est.0c02388] [Citation(s) in RCA: 285] [Impact Index Per Article: 71.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Indexed: 05/10/2023]
Affiliation(s)
- Aaron Bivins
- Department of Civil and Environmental
Engineering and Earth Sciences, University of Notre
Dame, 156 Fitzpatrick Hall, Notre Dame, Indiana
46556, United States
| | - Devin North
- Department of Civil and Environmental
Engineering and Earth Sciences, University of Notre
Dame, 156 Fitzpatrick Hall, Notre Dame, Indiana
46556, United States
| | - Arslan Ahmad
- Department of Sustainable Development,
Environmental Science and Engineering, KTH Royal
Institute of Technology, Teknikringen 10B,
SE-10044 Stockholm, Sweden
- KWR Water Research
Institute, Groningenhaven 7 3433 PE Nieuwegein,
The Netherlands
| | - Warish Ahmed
- CSIRO Land and Water,
Ecosciences Precinct, 41 Boggo Road, Dutton Park,
Queensland 4102, Australia
| | - Eric Alm
- Department of Biological Engineering,
Massachusetts Institute of
Technology, 21 Ames St, Cambridge, Massachusetts 02142,
United States
| | - Frederic Been
- KWR Water Research Institute,
Water Quality and Heath, Groningenhaven 7 3433 PE
Nieuwegein, The Netherlands
| | - Prosun Bhattacharya
- Department of Sustainable Development,
Environmental Science and Engineering, KTH Royal
Institute of Technology, Teknikringen 10B,
SE-10044 Stockholm, Sweden
- KWR Water Research
Institute, Groningenhaven 7 3433 PE Nieuwegein,
The Netherlands
| | - Lubertus Bijlsma
- Analytical Chemistry in Public Health
and the Environment, University Jaume I,
Av. Vicent Sos Baynat, s/n 12071 Castellón de la Plana,
Spain
| | - Alexandria B. Boehm
- Department of Civil and Environmental
Engineering, Stanford University, 473 Via
Ortega, Stanford, California 94305, United
States
| | - Joe Brown
- School of Civil and Environmental
Engineering, Georgia Institute of
Technology, 311 Ferst Drive, Atlanta, Georgia
30332, United States
| | - Gianluigi Buttiglieri
- Catalan Institute for
Water Research (ICRA), Emili Grahit 101, E-17003
Girona, Spain
| | - Vincenza Calabro
- Laboratory of Transport Phenomena &
Biotechnology, Department of Computer Engineering, Modeling,
Electronics and Systems, University of
Calabria, Via P. Bucci, Cubo 42/a 87036 Rende,
Cosenza, Italy
| | - Annalaura Carducci
- Department of Biology,
University of Pisa, Via Volta 4 bis,
13 56126 Pisa, Italy
| | - Sara Castiglioni
- Department of Environmental Health
Sciences, Instituto di Richerche Farmacologiche Mario
Negri IRCCS, Via Mario Negri, 2, 20156 Milan,
Italy
| | - Zeynep Cetecioglu Gurol
- Department of Chemical Engineering,
KTH Royal Institute of Technology,
Teknikringen 42, SE-11428 Stockholm, Sweden
| | - Sudip Chakraborty
- Laboratory of Transport Phenomena &
Biotechnology, Department of Computer Engineering, Modeling,
Electronics and Systems, University of
Calabria, Via P. Bucci, Cubo 42/a 87036 Rende,
Cosenza, Italy
| | - Federico Costa
- Instituto de Saúde Coletiva,
Universidade Federal da Bahia,
Salvador, Bahia, Brazil. 40110-040
| | - Stefano Curcio
- Laboratory of Transport Phenomena &
Biotechnology, Department of Computer Engineering, Modeling,
Electronics and Systems, University of
Calabria, Via P. Bucci, Cubo 42/a 87036 Rende,
Cosenza, Italy
| | - Francis L. de los Reyes
- Department of Civil, Construction,
and Environmental Engineering, North Carolina State
University, 2501 Stinson Dr, Raleigh, North
Carolina 27607, United States
| | - Jeseth Delgado Vela
- Department of Civil and Environmental
Engineering, Howard University, 2300 Sixth
Street, NW #1026, Washington, D.C. 20059, United
States
| | - Kata Farkas
- School of Ocean Sciences,
Bangor University, Menai Bridge,
Anglesey, LL59 5AB, U.K.
| | - Xavier Fernandez-Casi
- Laboratory of Environmental
Chemistry, School of Architecture, Civil and Environmental Engineering
(ENAC), École Polytechnique Fédérale
de Lausanne (EPFL), CH-1015, Lausanne,
Switzerland
| | - Charles Gerba
- Department of Environmental Science,
University of Arizona, 2959 W Calle
Agua Nueva, Tucson, Arizona 85745, United
States
| | - Daniel Gerrity
- Applied Research and Development
Center, Southern Nevada Water Authority,
100 S City Pkwy Suite 700, Las Vegas, Nevada 89106, United
States
| | - Rosina Girones
- Department of Genetics, Microbiology
and Statistics, University of Barcelona,
Diagonal, 643 08028 Barcelona, Spain
| | - Raul Gonzalez
- Hampton Roads Sanitation
District, 1434 Air Rail Ave, Virginia Beach,
Virginia 23455, United States
| | - Eiji Haramoto
- Interdisciplinary Center for River
Basin Environment, University of Yamanashi,
4-3-11 Takeda, Kofu, Yamanashi 400-8511,
Japan
| | - Angela Harris
- Department of Civil, Construction,
and Environmental Engineering, North Carolina State
University, 2501 Stinson Dr, Raleigh, North
Carolina 27607, United States
| | - Patricia A. Holden
- Bren School of Environmental Science
& Management, University of California,
3508 Bren Hall, Santa Barbara, California 93106, United
States
| | - Md. Tahmidul Islam
- Department of Sustainable Development,
Environmental Science and Engineering, KTH Royal
Institute of Technology, Teknikringen 10B,
SE-10044 Stockholm, Sweden
| | - Davey L. Jones
- School of Natural Sciences,
Bangor University, Gwynedd, Wales
LL57 2UW, United Kingdom
| | | | - Masaaki Kitajima
- Division of Environmental
Engineering, Hokkaido University, North 13
West 8, Kita-ku, Sapporo, Hokkaido 060-8628,
Japan
| | - Nadine Kotlarz
- Department of Biological Sciences,
North Carolina State University,
Raleigh, North Carolina 27695, United States
| | - Manish Kumar
- Discipline of Earth Science,
Indian Institute of Technology,
Gandhinagar, Gujarat 382 355, India
| | - Keisuke Kuroda
- Department of Environmental &
Civil Engineering, Toyama Prefectural
University, 5180 Kurokawa, Imizu-city, Toyama
9390398 Japan
| | - Giuseppina La Rosa
- Department of Environment and Health,
Italian National Institute of Health,
Viale Regina Elena, 299, 00161, Roma RM,
Italy
| | - Francesca Malpei
- Dipartimento di Ingegneria Civile e
Ambientale, Politecnico di Milano, Piazza
Leonardo da Vinci, 32, 20133 Milano MI, Italy
| | - Mariana Mautus
- Biobot Analytics,
LLC, Somerville, Massachusetts 02143,
United States
| | - Sandra L. McLellan
- School of Freshwater Sciences,
University of Wisconsin-Milwaukee,
600 E Greenfield Ave, Milwaukee, Wisconsin 53204, United
States
| | - Gertjan Medema
- KWR Water Research Institute,
Water Quality and Heath, Groningenhaven 7 3433 PE
Nieuwegein, The Netherlands
- Delft University of
Technology, Stevinweg 1, 2628 CN Delft,
The Netherlands
- Michigan State
University, Natural Resources, 1405 S Harrison Rd,
East Lansing, Michigan 48823, United States
| | - John Scott Meschke
- Dept. Environmental and Occupational
Health Sciences, School of Public Health, University of
Washington, Seattle Washington 98105-6099,
United States
| | - Jochen Mueller
- Queensland Alliance for Environmental
Health Sciences (QAEHS), University of
Queensland, 20 Cornwall Street, Brisbane,
Queensland 4102 Australia
| | - Ryan J. Newton
- School of Freshwater Sciences,
University of Wisconsin-Milwaukee,
600 E Greenfield Ave, Milwaukee, Wisconsin 53204, United
States
| | - David Nilsson
- Department of Sustainable Development,
Environmental Science and Engineering, KTH Royal
Institute of Technology, Teknikringen 10B,
SE-10044 Stockholm, Sweden
| | - Rachel T. Noble
- UNC Chapel Hill
Institute of Marine Sciences, Morehead City, North
Carolina 28557, United States
| | - Alexander van Nuijs
- Toxicological Centre,
University of Antwerp,
Universiteitsplein 1, 2610 Wilrijk,
België
| | - Jordan Peccia
- Department of Chemical and
Environmental Engineering, Yale University,
17 Hillhouse Avenue, New Haven, Connecticut 06520-8292,
United States
| | - T. Alex Perkins
- Department of Biological Sciences and
Eck Institute for Global Health, University of Notre
Dame, Notre Dame, Indiana 46556, United
States
| | - Amy J. Pickering
- Civil and Environmental Engineering,
Tufts University, Medford,
Massachusetts 02155, United States
| | - Joan Rose
- Department of Fisheries and Wildlife,
Michigan State University, East
Lansing, Michigan 48824, United States
| | - Gloria Sanchez
- Institute of
Agrochemistry and Food Technology (IATA-CSIC),
Catedratico Agustin Escardino Benlloch, 7 46980 Paterna −
Valencia, Spain
| | - Adam Smith
- Astani Department of Civil and
Environmental Engineering, University of Southern
California, 3620 S Vermont Ave, Los Angeles,
California 90089, United States
| | - Lauren Stadler
- Department of Civil and Environmental
Engineering, Rice University, 6100 Main St,
Houston, Texas 77005, United States
| | - Christine Stauber
- School of Public Health,
Georgia State University, 100
Piedmont Avenue, NE Atlanta, Georgia 30302, United
States
| | - Kevin Thomas
- Queensland Alliance for Environmental
Health Sciences (QAEHS), University of
Queensland, 20 Cornwall Street, Brisbane,
Queensland 4102 Australia
| | - Tom van der Voorn
- Institute of Environmental Systems
Research, University of Osnabrück,
Barbarastr. 12, D49069, Osnabrück,
Germany
| | - Krista Wigginton
- Department of Civil and Environmental
Engineering, University of Michigan, 1351
Beal Avenue, EWRE 181 Ann Arbor, Michigan 48109-2125, United
States
| | - Kevin Zhu
- School of Civil and Environmental
Engineering, Georgia Institute of
Technology, 311 Ferst Drive, Atlanta, Georgia
30332, United States
| | - Kyle Bibby
- Department of Civil and Environmental
Engineering and Earth Sciences, University of Notre
Dame, 156 Fitzpatrick Hall, Notre Dame, Indiana
46556, United States
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