351
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Saththasivam J, El-Malah SS, Gomez TA, Jabbar KA, Remanan R, Krishnankutty AK, Ogunbiyi O, Rasool K, Ashhab S, Rashkeev S, Bensaad M, Ahmed AA, Mohamoud YA, Malek JA, Abu Raddad LJ, Jeremijenko A, Abu Halaweh HA, Lawler J, Mahmoud KA. COVID-19 (SARS-CoV-2) outbreak monitoring using wastewater-based epidemiology in Qatar. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 774:145608. [PMID: 33607430 PMCID: PMC7870436 DOI: 10.1016/j.scitotenv.2021.145608] [Citation(s) in RCA: 82] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 01/13/2021] [Accepted: 01/29/2021] [Indexed: 05/06/2023]
Abstract
Raw municipal wastewater from five wastewater treatment plants representing the vast majority of the Qatar population was sampled between the third week of June 2020 and the end of August 2020, during the period of declining cases after the peak of the first wave of infection in May 2020. The N1 region of the SARS-CoV-2 genome was used to quantify the viral load in the wastewater using RT-qPCR. The trend in Ct values in the wastewater samples mirrored the number of new daily positive cases officially reported for the country, confirmed by RT-qPCR testing of naso-pharyngeal swabs. SARS-CoV-2 RNA was detected in 100% of the influent wastewater samples (7889 ± 1421 copy/L - 542,056 ± 25,775 copy/L, based on the N1 assay). A mathematical model for wastewater-based epidemiology was developed and used to estimate the number of people in the population infected with COVID-19 from the N1 Ct values in the wastewater samples. The estimated number of infected population on any given day using the wastewater-based epidemiology approach declined from 542,313 ± 51,159 to 31,181 ± 3081 over the course of the sampling period, which was significantly higher than the officially reported numbers. However, seroprevalence data from Qatar indicates that diagnosed infections represented only about 10% of actual cases. The model estimates were lower than the corrected numbers based on application of a static diagnosis ratio of 10% to the RT-qPCR identified cases, which is assumed to be due to the difficulty in quantifying RNA losses as a model term. However, these results indicate that the presented WBE modeling approach allows for a realistic assessment of incidence trend in a given population, with a more reliable estimation of the number of infected people at any given point in time than can be achieved using human biomonitoring alone.
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Affiliation(s)
- Jayaprakash Saththasivam
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Shimaa S El-Malah
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Tricia A Gomez
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Khadeeja A Jabbar
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Reshma Remanan
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Arun K Krishnankutty
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Oluwaseun Ogunbiyi
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Kashif Rasool
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Sahel Ashhab
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Sergey Rashkeev
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar
| | - Meryem Bensaad
- Genomics Laboratory, Weill Cornell Medicine-Qatar (WCM-Q), Cornell University, Doha, Qatar
| | - Ayeda A Ahmed
- Genomics Laboratory, Weill Cornell Medicine-Qatar (WCM-Q), Cornell University, Doha, Qatar
| | - Yasmin A Mohamoud
- Genomics Laboratory, Weill Cornell Medicine-Qatar (WCM-Q), Cornell University, Doha, Qatar
| | - Joel A Malek
- Genomics Laboratory, Weill Cornell Medicine-Qatar (WCM-Q), Cornell University, Doha, Qatar
| | - Laith J Abu Raddad
- Infectious Disease Epidemiology Group, Weill Cornell Medicine-Qatar, Cornell University, Doha, Qatar
| | | | - Hussein A Abu Halaweh
- Drainage Network Operation & Maintenance Department, Public Works Authority, Doha, Qatar
| | - Jenny Lawler
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar.
| | - Khaled A Mahmoud
- Qatar Environment and Energy Research Institute (QEERI), Hamad Bin Khalifa University, Qatar Foundation, P. O. Box 34110, Doha, Qatar.
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352
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Maal-Bared R, Sobsey M, Bibby K, Sherchan SP, Fitzmorris KB, Munakata N, Gerba C, Schaefer S, Swift J, Gary L, Babatola A, Bastian R, Olabode L, Reimers R, Rubin A, Kester G, Casson L. Letter to the Editor regarding Mathavarajah et al. (2020) Pandemic danger to the deep: The risk of marine mammals contracting SARS-CoV-2 from wastewater. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 773:144855. [PMID: 33423797 PMCID: PMC7833100 DOI: 10.1016/j.scitotenv.2020.144855] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 12/22/2020] [Accepted: 12/25/2020] [Indexed: 05/21/2023]
Affiliation(s)
| | - Mark Sobsey
- Dept. of Environmental Sciences and Engineering, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Kyle Bibby
- Department of Civil and Environmental Engineering and Earth Sciences, University of Notre Dame, Notre Dame, IN, United States of America
| | - Samendra P Sherchan
- Department of Environmental Health Sciences, Tulane School of Public Health and Tropical Medicine, New Orleans, LA, United States of America
| | - Kari Brisolara Fitzmorris
- Environmental and Occupational Health Sciences, Louisiana State University Health Sciences Center, New Orleans, LA, United States of America
| | - Naoko Munakata
- Los Angeles County Sanitation Districts, Los Angeles, CA, United States of America
| | - Charles Gerba
- Department of Environmental Science, University of Arizona, United States of America
| | | | - Jay Swift
- Gray and Osborne, Seattle, WA, United States of America
| | - Lee Gary
- LSU School of Public Health, New Orleans, LA, United States of America
| | - Akin Babatola
- Laboratory and Environmental Compliance Manager, City of Santa Cruz, San Francisco Bay Area, United States of America
| | - Robert Bastian
- Water Expert and 2016 WEF Fellow, United States of America
| | - Lola Olabode
- Water Research Foundation, Washington, DC, United States of America
| | - Robert Reimers
- School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, United States of America
| | - Albert Rubin
- Dept of Biological and Agricultural Engineering, North Carolina State University, United States of America
| | - Greg Kester
- California Association of Sanitation Agencies, Sacramento, CA, United States of America
| | - Leonard Casson
- Department of Civil and Environmental Engineering, University of Pittsburgh, United States of America
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353
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Langa I, Gonçalves R, Tiritan ME, Ribeiro C. Wastewater analysis of psychoactive drugs: Non-enantioselective vs enantioselective methods for estimation of consumption. Forensic Sci Int 2021; 325:110873. [PMID: 34153554 DOI: 10.1016/j.forsciint.2021.110873] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 05/17/2021] [Accepted: 06/10/2021] [Indexed: 01/07/2023]
Abstract
The consumption of licit and illicit psychoactive drugs (PAD) is ubiquitous in all communities and a serious public health problem. Measuring drug consumption is difficult but essential for health-care professionals, risk assessment and policymakers. Different sources of information have been used for a comprehensive analysis of drug consumption. Among them, Wastewater based epidemiology (WBE) emerged as an essential and complementary methodology for estimating licit and illicit drugs consumption. This methodology can be used for quantification of unchanged drugs or their human-specific metabolites in wastewater for estimation of consumption or screening of new PAD. Although some limitations are still being pointed out (e.g., estimation of the population size, use of suitable biomarkers or pharmacokinetics studies), the non-invasive and potential for monitoring real-time data on geographical and temporal trends in drug use have been showing its capacity as a routine and complementary tool. Chromatographic methods, both non-enantioselective and enantioselective are the analytical tools used for quantification of PAD in wastewaters and further estimation of consumption. Therefore, this manuscript aims to summarize and critically discuss the works used for wastewater analysis of PAD based on WBE using non-enantioselective and enantioselective methods for estimation of consumption. Non-enantioselective methods are among the most reported including for chiral PAD. Nevertheless, a trend has been seen towards the development of enantioselective methods as most PAD are chiral and determination of the enantiomeric fraction can provide additional information (e.g., distinction between consumption or direct disposal, or manufacture processes) and fulfill some WBE gaps.
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Affiliation(s)
- Ivan Langa
- CESPU, Instituto de Investigação e Formação Avançada em Ciências e Tecnologias da Saúde, Rua Central de Gandra, 1317, 4585-116 Gandra PRD, Portugal
| | - Ricardo Gonçalves
- CESPU, Instituto de Investigação e Formação Avançada em Ciências e Tecnologias da Saúde, Rua Central de Gandra, 1317, 4585-116 Gandra PRD, Portugal
| | - Maria Elizabeth Tiritan
- CESPU, Instituto de Investigação e Formação Avançada em Ciências e Tecnologias da Saúde, Rua Central de Gandra, 1317, 4585-116 Gandra PRD, Portugal; Laboratório de Química Orgânica e Farmacêutica, Departamento de Ciências Químicas, Faculdade de Farmácia, Universidade do Porto, Rua de Jorge Viterbo Ferreira, 228, 4050-313 Porto, Portugal; Centro Interdisciplinar de Investigação Marinha e Ambiental (CIIMAR/CIMAR), Universidade do Porto, Edifício do Terminal de Cruzeiros do Porto de Leixões, Av. General Norton de Matos s/n, 4050-208 Matosinhos, Portugal.
| | - Cláudia Ribeiro
- CESPU, Instituto de Investigação e Formação Avançada em Ciências e Tecnologias da Saúde, Rua Central de Gandra, 1317, 4585-116 Gandra PRD, Portugal; Centro Interdisciplinar de Investigação Marinha e Ambiental (CIIMAR/CIMAR), Universidade do Porto, Edifício do Terminal de Cruzeiros do Porto de Leixões, Av. General Norton de Matos s/n, 4050-208 Matosinhos, Portugal.
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354
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Fuschi C, Pu H, Negri M, Colwell R, Chen J. Wastewater-Based Epidemiology for Managing the COVID-19 Pandemic. ACS ES&T WATER 2021; 1:1352-1362. [PMID: 37566353 PMCID: PMC8130627 DOI: 10.1021/acsestwater.1c00050] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 05/01/2021] [Accepted: 05/03/2021] [Indexed: 05/29/2023]
Abstract
SARS-CoV-2 is shed by COVID-19 patients and can be detected in wastewater. Thus, testing wastewater for the virus provides a depiction of disease prevalence in a community. Virus concentration data can be utilized to monitor infection trends, identify hot spots, and inform decision makers regarding reopening efforts and directing resources. This perspective aims to shed light on the current situation relating to SARS-CoV-2 in the wastewater system and the opportunity to utilize wastewater to collect useful epidemiological data. First, the survivability of SARS-CoV-2 in different water matrices is examined through the lens of surrogate viruses. Second, the effect of wastewater treatment processes on SARS-CoV-2 is investigated. Current standards for sufficient reduction of the virus and the risk of exposure that arises at each stage in the wastewater treatment process are discussed. Third, the immense potential of wastewater-based epidemiology (WBE) for managing the ongoing COVID-19 pandemic is analyzed. Studies that have tested wastewater or sludge for SARS-CoV-2 are discussed, and results are tabulated. Lastly, the current limitations of WBE and opportunities of future research are explored. Using the wealth of knowledge that the scientific community now has about WBE, wastewater testing should be considered by regional governments and private institutions.
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Affiliation(s)
- Claire Fuschi
- Pritzker School of Molecular Engineering,
The University of Chicago, 5640 South Ellis Avenue, Chicago,
Illinois 60637, United States
| | - Haihui Pu
- Pritzker School of Molecular Engineering,
The University of Chicago, 5640 South Ellis Avenue, Chicago,
Illinois 60637, United States
- Chemical Sciences and Engineering Division, Physical
Sciences and Engineering Directorate, Argonne National
Laboratory, 9700 South Cass Avenue, Lemont, Illinois 60439,
United States
| | - Maria Negri
- The Environmental Science Division, Computing,
Environment, and Life Sciences Directorate, Argonne National
Laboratory, 9700 South Cass Avenue, Lemont, Illinois 60439,
United States
| | - Rita Colwell
- Maryland Institute for Applied Environmental Health,
University of Maryland, College Park, Maryland 20742,
United States
| | - Junhong Chen
- Pritzker School of Molecular Engineering,
The University of Chicago, 5640 South Ellis Avenue, Chicago,
Illinois 60637, United States
- Chemical Sciences and Engineering Division, Physical
Sciences and Engineering Directorate, Argonne National
Laboratory, 9700 South Cass Avenue, Lemont, Illinois 60439,
United States
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355
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Balboa S, Mauricio-Iglesias M, Rodriguez S, Martínez-Lamas L, Vasallo FJ, Regueiro B, Lema JM. The fate of SARS-COV-2 in WWTPS points out the sludge line as a suitable spot for detection of COVID-19. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021. [PMID: 33556806 DOI: 10.1101/2020.05.25.20112706] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
SARS-CoV-2 genetic material is detectable in the faeces of a considerable part of COVID-19 cases and hence, in municipal wastewater. This fact was confirmed early during the spread of the COVID-19 pandemic and prompted several studies that proposed monitoring its incidence by wastewater. This paper studies the fate of SARS-CoV-2 genetic material in wastewater treatment plants using RT-qPCR with a two-fold goal: i) to check its presence in the water effluent and in the produced sludge and ii) based on the understanding of the virus particles fate, to identify the most suitable spots for detecting the incidence of COVID-19 and monitor its evolution. On the grounds of the affinity of enveloped virus towards biosolids, we hypothesized that the sludge line acts as a concentrator of SARS-CoV-2 genetic material. Sampling several spots in primary, secondary and sludge treatment at the Ourense (Spain) WWTP in 5 different days showed that, in effect, most of SARS-CoV-2 particles cannot be detected in the water effluent as they are retained by the sludge line. We identified the sludge thickener as a suitable spot for detecting SARS-CoV-2 particles thanks to its higher solids concentration (more virus particles) and longer residence time (less sensitive to dilution caused by precipitation). These findings could be useful to develop a suitable strategy for early warning of COVID-19 incidence based on WWTP monitoring.
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Affiliation(s)
- Sabela Balboa
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain
| | - Miguel Mauricio-Iglesias
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain.
| | | | - Lucía Martínez-Lamas
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain
| | - Francisco J Vasallo
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain
| | - Benito Regueiro
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain; Department of Microbiology, Universidade de Santiago de Compostela, Spain
| | - Juan M Lema
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain
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356
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Balboa S, Mauricio-Iglesias M, Rodriguez S, Martínez-Lamas L, Vasallo FJ, Regueiro B, Lema JM. The fate of SARS-COV-2 in WWTPS points out the sludge line as a suitable spot for detection of COVID-19. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 772:145268. [PMID: 33556806 PMCID: PMC7980226 DOI: 10.1016/j.scitotenv.2021.145268] [Citation(s) in RCA: 123] [Impact Index Per Article: 41.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 12/23/2020] [Accepted: 01/14/2021] [Indexed: 04/15/2023]
Abstract
SARS-CoV-2 genetic material is detectable in the faeces of a considerable part of COVID-19 cases and hence, in municipal wastewater. This fact was confirmed early during the spread of the COVID-19 pandemic and prompted several studies that proposed monitoring its incidence by wastewater. This paper studies the fate of SARS-CoV-2 genetic material in wastewater treatment plants using RT-qPCR with a two-fold goal: i) to check its presence in the water effluent and in the produced sludge and ii) based on the understanding of the virus particles fate, to identify the most suitable spots for detecting the incidence of COVID-19 and monitor its evolution. On the grounds of the affinity of enveloped virus towards biosolids, we hypothesized that the sludge line acts as a concentrator of SARS-CoV-2 genetic material. Sampling several spots in primary, secondary and sludge treatment at the Ourense (Spain) WWTP in 5 different days showed that, in effect, most of SARS-CoV-2 particles cannot be detected in the water effluent as they are retained by the sludge line. We identified the sludge thickener as a suitable spot for detecting SARS-CoV-2 particles thanks to its higher solids concentration (more virus particles) and longer residence time (less sensitive to dilution caused by precipitation). These findings could be useful to develop a suitable strategy for early warning of COVID-19 incidence based on WWTP monitoring.
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Affiliation(s)
- Sabela Balboa
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain
| | - Miguel Mauricio-Iglesias
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain.
| | | | - Lucía Martínez-Lamas
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain
| | - Francisco J Vasallo
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain
| | - Benito Regueiro
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain; Department of Microbiology, Universidade de Santiago de Compostela, Spain
| | - Juan M Lema
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain
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357
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Balboa S, Mauricio-Iglesias M, Rodriguez S, Martínez-Lamas L, Vasallo FJ, Regueiro B, Lema JM. The fate of SARS-COV-2 in WWTPS points out the sludge line as a suitable spot for detection of COVID-19. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 772:145268. [PMID: 33556806 DOI: 10.1101/2020.05.25.20112706v1.article-metrics] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 12/23/2020] [Accepted: 01/14/2021] [Indexed: 05/28/2023]
Abstract
SARS-CoV-2 genetic material is detectable in the faeces of a considerable part of COVID-19 cases and hence, in municipal wastewater. This fact was confirmed early during the spread of the COVID-19 pandemic and prompted several studies that proposed monitoring its incidence by wastewater. This paper studies the fate of SARS-CoV-2 genetic material in wastewater treatment plants using RT-qPCR with a two-fold goal: i) to check its presence in the water effluent and in the produced sludge and ii) based on the understanding of the virus particles fate, to identify the most suitable spots for detecting the incidence of COVID-19 and monitor its evolution. On the grounds of the affinity of enveloped virus towards biosolids, we hypothesized that the sludge line acts as a concentrator of SARS-CoV-2 genetic material. Sampling several spots in primary, secondary and sludge treatment at the Ourense (Spain) WWTP in 5 different days showed that, in effect, most of SARS-CoV-2 particles cannot be detected in the water effluent as they are retained by the sludge line. We identified the sludge thickener as a suitable spot for detecting SARS-CoV-2 particles thanks to its higher solids concentration (more virus particles) and longer residence time (less sensitive to dilution caused by precipitation). These findings could be useful to develop a suitable strategy for early warning of COVID-19 incidence based on WWTP monitoring.
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Affiliation(s)
- Sabela Balboa
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain
| | - Miguel Mauricio-Iglesias
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain.
| | | | - Lucía Martínez-Lamas
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain
| | - Francisco J Vasallo
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain
| | - Benito Regueiro
- Microbiology and Infectology Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-Universidade de Vigo, Spain; Department of Microbiology, Complexo Hospitalario Universitario de Vigo (CHUVI), Sergas, Vigo, Spain; Department of Microbiology, Universidade de Santiago de Compostela, Spain
| | - Juan M Lema
- CRETUS Institute, Department of Chemical Engineering, Universidade de Santiago de Compostela, Spain
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358
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Carvalhais C, Querido M, Pereira CC, Santos J. Biological risk assessment: A challenge for occupational safety and health practitioners during the COVID-19 (SARS-CoV-2) pandemic. Work 2021; 69:3-13. [PMID: 33998572 DOI: 10.3233/wor-205302] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND The COVID-19 global pandemic brought several challenges to occupational safety and health practice. One of these is the need to (re)assess the occupational risks, particularly, biological risks. OBJECTIVE The purpose of this work is to promote guidance to occupational safety and health practitioners when conducting a biological risk assessment in this context. METHODS The main steps of the biological risk assessment are explained with some inputs regarding the novelty posed by SARS-CoV-2 and an example of a qualitative risk assessment method is presented. Also, its application to two different activities was exemplified. RESULTS In both cases, the assessment considered that vulnerable workers were working from home or in medical leave. The results showed low or medium risk level for the assessed tasks. For medium risk level, additional controls are advised, such maintain social distancing, sanitize instruments/equipment before use, use proper and well-maintained PPE (when applicable), and promote awareness sessions to spread good practices at work. Employers must be aware of their obligations regarding biological risk assessment and OSH practitioners must be prepared to screen and link the abundance of scientific evidence generated following the outbreak, with the technical practice. CONCLUSIONS This paper could be an important contribution to OSH practice since it highlights the need to (re)assess occupational risks, especially biological risk, to ensure a safe return to work, providing technical guidance.
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Affiliation(s)
- Carlos Carvalhais
- Environmental Health Scientific Area, Health and Environment Research Center (CISA), School of Health of Polytechnic Institute of Porto (ESS
- P.Porto), Rua Dr. António Bernardino de Almeida, Porto, Portugal.,Epidemiology Research Unit (EPIUnit), Institute of Public Health, University of Porto, Rua das Taipas, Porto, Portugal.,Laboratory for Integrative and Translational Research in Population Health (ITR), Rua das Taipas, Porto, Portugal
| | - Micaela Querido
- Epidemiology Research Unit (EPIUnit), Institute of Public Health, University of Porto, Rua das Taipas, Porto, Portugal.,Laboratory for Integrative and Translational Research in Population Health (ITR), Rua das Taipas, Porto, Portugal.,Environmental Health Department, National Institute of Health Dr Ricardo Jorge (INSA), Rua Alexandre Herculano, Porto, Portugal.,Instituto de Ciências Biomédicas Abel Salazar (ICBAS), Universidade do Porto, Rua de Jorge Viterbo Ferreira Porto, Portugal
| | - Cristiana C Pereira
- Epidemiology Research Unit (EPIUnit), Institute of Public Health, University of Porto, Rua das Taipas, Porto, Portugal.,Laboratory for Integrative and Translational Research in Population Health (ITR), Rua das Taipas, Porto, Portugal.,Environmental Health Department, National Institute of Health Dr Ricardo Jorge (INSA), Rua Alexandre Herculano, Porto, Portugal
| | - Joana Santos
- Environmental Health Scientific Area, Health and Environment Research Center (CISA), School of Health of Polytechnic Institute of Porto (ESS
- P.Porto), Rua Dr. António Bernardino de Almeida, Porto, Portugal.,Center for Reahbilitation Research (CIR), School of Health of Polytechnic Institute of Porto (ESS
- P.Porto), Rua Dr. António Bernardino de Almeida, Porto, Portugal.,LAETA/INEGI, Faculdade de Engenharia, Universidade do Porto, Rua Dr. Roberto Frias Porto, Portugal
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359
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Audino T, Grattarola C, Centelleghe C, Peletto S, Giorda F, Florio CL, Caramelli M, Bozzetta E, Mazzariol S, Di Guardo G, Lauriano G, Casalone C. SARS-CoV-2, a Threat to Marine Mammals? A Study from Italian Seawaters. Animals (Basel) 2021; 11:1663. [PMID: 34204885 PMCID: PMC8226612 DOI: 10.3390/ani11061663] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 05/26/2021] [Accepted: 05/29/2021] [Indexed: 02/07/2023] Open
Abstract
Zoonotically transmitted coronaviruses were responsible for Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2), causing the dramatic Coronavirus Disease-2019 (CoViD-19) pandemic, which affected public health, the economy, and society on a global scale. The impact of the SARS-CoV-2 pandemic permeated into our environment and wildlife as well; in particular, concern has been raised about the viral occurrence and persistence in aquatic and marine ecosystems. The discharge of untreated wastewaters carrying infectious SARS-CoV-2 into natural water systems that are home to sea mammals may have dramatic consequences on vulnerable species. The efficient transmission of coronaviruses raises questions regarding the contributions of virus-receptor interactions. The main receptor of SARS-CoV-2 is Angiotensin Converting Enzyme-2 (ACE-2), serving as a functional receptor for the viral spike (S) protein. This study aimed, through the comparative analysis of the ACE-2 receptor with the human one, at assessing susceptibility to SARS-CoV-2 for different species of marine mammals living in Italian waters. We also determined, by means of immunohistochemistry, ACE-2 receptor localization in the lung tissue from different cetacean species, in order to provide a preliminary characterization of ACE-2 expression in the marine mammal respiratory tracts. Furthermore, to evaluate if and how Italian wastewater management and coastal exposition to extreme weather events may led to susceptible marine mammal populations being exposed to SARS-CoV-2, geomapping data were carried out and overlapped. The results showed the potential SARS-CoV-2 exposure for marine mammals inhabiting Italian coastal waters, putting them at risk when swimming and feeding in specific risk areas. Thus, we highlighted the potential hazard of the reverse zoonotic transmission of SARS-CoV-2 infection, along with its impact on marine mammals regularly inhabiting the Mediterranean Sea, while also stressing the need for appropriate action in order to prevent further damage to specific vulnerable populations.
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Affiliation(s)
- Tania Audino
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
| | - Carla Grattarola
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
| | - Cinzia Centelleghe
- Department of Comparative Biomedicine and Food Science, University of Padua, Legnaro, 35020 Padua, Italy; (C.C.); (S.M.)
| | - Simone Peletto
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
| | - Federica Giorda
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
- Institute for Animal Health and Food Safety (IUSA), Veterinary School, University of Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, 35416 Canary Islands, Spain
| | - Caterina Lucia Florio
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
| | - Maria Caramelli
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
| | - Elena Bozzetta
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
| | - Sandro Mazzariol
- Department of Comparative Biomedicine and Food Science, University of Padua, Legnaro, 35020 Padua, Italy; (C.C.); (S.M.)
| | - Giovanni Di Guardo
- Faculty of Veterinary Medicine, University of Teramo, Strada Provinciale 18 Località Piano d’Accio, 64100 Teramo, Italy;
| | - Giancarlo Lauriano
- Italian National Institute for Environmental Protection and Research (ISPRA), via Vitaliano Brancati 60, 00144 Rome, Italy
| | - Cristina Casalone
- Istituto Zooprofilattico Sperimentale del Piemonte, Liguria e Valle d’Aosta, 10154 Torino, Italy; (T.A.); (C.G.); (S.P.); (F.G.); (C.L.F.); (M.C.); (E.B.)
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Anand U, Cabreros C, Mal J, Ballesteros F, Sillanpää M, Tripathi V, Bontempi E. Novel coronavirus disease 2019 (COVID-19) pandemic: From transmission to control with an interdisciplinary vision. ENVIRONMENTAL RESEARCH 2021; 197:111126. [PMID: 33831411 PMCID: PMC8020611 DOI: 10.1016/j.envres.2021.111126] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Revised: 03/09/2021] [Accepted: 04/01/2021] [Indexed: 05/06/2023]
Abstract
There a lot of review papers addressing specific COVID-19 research sectors, then devoted to specialists. This review provides an in-depth summary of the available information about SARS-CoV-2 and the corresponding disease (also known as COVID-19), with a multi-disciplinary approach. After the paper introduction, the first section treats the virological characteristics of SARS-CoV-2, the medical implications of the infection, and the human susceptivity. Great attention is devoted to the factor affecting the infection routes, distinguishing among the possible human-to-human, environmental-to-human, and pollution-to-human transmission mechanisms. The second section is devoted to reporting the impact of SARS-CoV-2 not only on the healthcare systems but also on the economy and society. The third section is devoted to non-pharmaceutical behaviours against COVID-19. In this context, this review section presents an analysis of the European second wave allowing not only to focalize the importance of some restrictions, but also the relevance of social acceptance of some measures. The data reassumed in this work are very useful for interdisciplinary researchers that work in a team to find the basic available information about all the aspects connected with this pandemic (from virus diffusion mechanism to health information, from economic and social impacts to measures to reduce the pandemic spread), with great attention to social acceptance of restriction measures and of vaccines (that currently results to be insufficient to achieve community immunity). Then, this review paper highlights the fundamental role of the trans-multi-disciplinary research that is devoted not only to understand the basics of the pandemic to propose solutions but has also the commitment to find strategies to increase population resilience. For this aim, the authors strongly suggest the establishment of an international health-care trans-multi-disciplinary workforce devoted to investigate, mitigate, and control also future viral events.
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Affiliation(s)
- Uttpal Anand
- Department of Life Sciences, National Institute for Biotechnology in the Negev, Ben-Gurion, University of the Negev, Beer-Sheva, 84105, Israel
| | - Carlo Cabreros
- Environmental Engineering Program, National Graduate School of Engineering, University of the Philippines, 1101, Diliman, Quezon City, Philippines
| | - Joyabrata Mal
- Department of Biotechnology, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, 211004, Uttar Pradesh, India
| | - Florencio Ballesteros
- Environmental Engineering Program, National Graduate School of Engineering, University of the Philippines, 1101, Diliman, Quezon City, Philippines; Department of Chemical Engineering, College of Engineering, University of the Philippines, 1101, Diliman, Quezon City, Philippines
| | - Mika Sillanpää
- Institute of Research and Development, Duy Tan University, Da Nang, 550000, Viet Nam; Faculty of Environment and Chemical Engineering, Duy Tan University, Da Nang, 550000, Viet Nam; School of Chemical and Metallurgical Engineering, University of the Witwatersrand, 2050, Johannesburg, South Africa
| | - Vijay Tripathi
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj, 211007, Uttar Pradesh, India.
| | - Elza Bontempi
- INSTM and Chemistry for Technologies, University of Brescia, Via Branze 38, 25123, Brescia, Italy.
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Anand U, Cabreros C, Mal J, Ballesteros F, Sillanpää M, Tripathi V, Bontempi E. Novel coronavirus disease 2019 (COVID-19) pandemic: From transmission to control with an interdisciplinary vision. ENVIRONMENTAL RESEARCH 2021; 197:111126. [PMID: 33831411 DOI: 10.1016/j.envres.2021a.111126] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Revised: 03/09/2021] [Accepted: 04/01/2021] [Indexed: 05/18/2023]
Abstract
There a lot of review papers addressing specific COVID-19 research sectors, then devoted to specialists. This review provides an in-depth summary of the available information about SARS-CoV-2 and the corresponding disease (also known as COVID-19), with a multi-disciplinary approach. After the paper introduction, the first section treats the virological characteristics of SARS-CoV-2, the medical implications of the infection, and the human susceptivity. Great attention is devoted to the factor affecting the infection routes, distinguishing among the possible human-to-human, environmental-to-human, and pollution-to-human transmission mechanisms. The second section is devoted to reporting the impact of SARS-CoV-2 not only on the healthcare systems but also on the economy and society. The third section is devoted to non-pharmaceutical behaviours against COVID-19. In this context, this review section presents an analysis of the European second wave allowing not only to focalize the importance of some restrictions, but also the relevance of social acceptance of some measures. The data reassumed in this work are very useful for interdisciplinary researchers that work in a team to find the basic available information about all the aspects connected with this pandemic (from virus diffusion mechanism to health information, from economic and social impacts to measures to reduce the pandemic spread), with great attention to social acceptance of restriction measures and of vaccines (that currently results to be insufficient to achieve community immunity). Then, this review paper highlights the fundamental role of the trans-multi-disciplinary research that is devoted not only to understand the basics of the pandemic to propose solutions but has also the commitment to find strategies to increase population resilience. For this aim, the authors strongly suggest the establishment of an international health-care trans-multi-disciplinary workforce devoted to investigate, mitigate, and control also future viral events.
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Affiliation(s)
- Uttpal Anand
- Department of Life Sciences, National Institute for Biotechnology in the Negev, Ben-Gurion, University of the Negev, Beer-Sheva, 84105, Israel
| | - Carlo Cabreros
- Environmental Engineering Program, National Graduate School of Engineering, University of the Philippines, 1101, Diliman, Quezon City, Philippines
| | - Joyabrata Mal
- Department of Biotechnology, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, 211004, Uttar Pradesh, India
| | - Florencio Ballesteros
- Environmental Engineering Program, National Graduate School of Engineering, University of the Philippines, 1101, Diliman, Quezon City, Philippines; Department of Chemical Engineering, College of Engineering, University of the Philippines, 1101, Diliman, Quezon City, Philippines
| | - Mika Sillanpää
- Institute of Research and Development, Duy Tan University, Da Nang, 550000, Viet Nam; Faculty of Environment and Chemical Engineering, Duy Tan University, Da Nang, 550000, Viet Nam; School of Chemical and Metallurgical Engineering, University of the Witwatersrand, 2050, Johannesburg, South Africa
| | - Vijay Tripathi
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj, 211007, Uttar Pradesh, India.
| | - Elza Bontempi
- INSTM and Chemistry for Technologies, University of Brescia, Via Branze 38, 25123, Brescia, Italy.
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362
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Gholipour S, Mohammadi F, Nikaeen M, Shamsizadeh Z, Khazeni A, Sahbaei Z, Mousavi SM, Ghobadian M, Mirhendi H. COVID-19 infection risk from exposure to aerosols of wastewater treatment plants. CHEMOSPHERE 2021; 273:129701. [PMID: 33517118 PMCID: PMC7825974 DOI: 10.1016/j.chemosphere.2021.129701] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 01/17/2021] [Accepted: 01/20/2021] [Indexed: 05/03/2023]
Abstract
Fecal shedding of SARS-CoV-2 from COVID-19 patients and presence of the viral RNA in wastewater have extensively been reported. Some wastewater treatment plant (WWTP) processes generate aerosols which have the potential to transmit pathogenic microorganisms and present a health risk for exposed individuals. We analyzed the presence of viral RNA of SARS-CoV-2 in raw wastewater and air samples of WWTPs. The risk that may arise from exposure to virus-contaminated aerosols of wastewater was estimated by developing a quantitative microbial risk analysis (QMRA) method. SARS-CoV-2 was detected in 9 of 24 (37.5%) wastewater samples with a concentration about 104 genomic copies L-1. The viral RNA was also detected in 40% (6/15) of air samples. QMRA analysis showed a relatively high risk of SARS-CoV-2 infection for wastewater workers via exposure to the viral aerosols. The estimated annual infection risk ranged from 1.1 × 10-2 to 2.3 × 10-2 per person per year (PPPY) for wastewater workers which was higher than the reference level recommended by WHO (10-3 pppy). However, due to the lack of data on survival of SARS-CoV-2 in wastewater and its fate in aerosolized state, more research is needed to determine the importance of wastewater in transmission of COVID-19.
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Affiliation(s)
- Sahar Gholipour
- Department of Environmental Health Engineering, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Farzaneh Mohammadi
- Department of Environmental Health Engineering, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mahnaz Nikaeen
- Department of Environmental Health Engineering, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran.
| | - Zahra Shamsizadeh
- Department of Environmental Health Engineering, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Atefeh Khazeni
- Department of Infectious Disease, Vice Chancellery for Health, Isfahan University of Medical Sciences, Isfahan, Iran
| | | | | | | | - Hossein Mirhendi
- Department of Medical Parasitology and Mycology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
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363
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Ji B, Zhao Y, Esteve-Núñez A, Liu R, Yang Y, Nzihou A, Tai Y, Wei T, Shen C, Yang Y, Ren B, Wang X, Wang Y. Where do we stand to oversee the coronaviruses in aqueous and aerosol environment? Characteristics of transmission and possible curb strategies. CHEMICAL ENGINEERING JOURNAL (LAUSANNE, SWITZERLAND : 1996) 2021; 413:127522. [PMID: 33132743 PMCID: PMC7590645 DOI: 10.1016/j.cej.2020.127522] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2020] [Revised: 10/20/2020] [Accepted: 10/23/2020] [Indexed: 05/08/2023]
Abstract
By 17 October 2020, the severe acute respiratory syndrome coronavirus (SARS-CoV-2) has caused confirmed infection of more than 39,000,000 people in 217 countries and territories globally and still continues to grow. As environmental professionals, understanding how SARS-CoV-2 can be transmitted via water and air environment is a concern. We have to be ready for focusing our attention to the prompt diagnosis and potential infection control procedures of the virus in integrated water and air system. This paper reviews the state-of-the-art information from available sources of published papers, newsletters and large number of scientific websites aimed to provide a comprehensive profile on the transmission characteristics of the coronaviruses in water, sludge, and air environment, especially the water and wastewater treatment systems. The review also focused on proposing the possible curb strategies to monitor and eventually cut off the coronaviruses under the authors' knowledge and understanding.
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Affiliation(s)
- Bin Ji
- Department of Municipal and Environmental Engineering, Faculty of Water Resources and Hydroelectric Engineering, Xi'an University of Technology, Xi'an 710048, PR China
- State Key Laboratory of Eco-Hydraulics in Northwest Arid Region, Xi'an University of Technology, Xi'an 710048, PR China
| | - Yaqian Zhao
- Department of Municipal and Environmental Engineering, Faculty of Water Resources and Hydroelectric Engineering, Xi'an University of Technology, Xi'an 710048, PR China
- State Key Laboratory of Eco-Hydraulics in Northwest Arid Region, Xi'an University of Technology, Xi'an 710048, PR China
- Dooge Centre for Water Resources Research, School of Civil Engineering, University College Dublin, Belfield, Dublin 4, Ireland
| | | | - Ranbin Liu
- Sino-Dutch R&D Centre for Future Wastewater Treatment Technologies/Beijing Advanced Innovation Center of Future Urban Design, Beijing University of Civil Engineering & Architecture, Beijing 100044, PR China
| | - Yang Yang
- Institute of Hydrobiology, Jinan University, Guangzhou 510632, PR China
- Engineering Research Center of Tropical and Subtropical Aquatic Ecological Engineering, Ministry of Education, Guangzhou, PR China
| | - Ange Nzihou
- Université de Toulouse, IMT Mines Albi, RAPSODEE CNRS, UMR-5302, Jarlard, Albi 81013 Cedex 09, France
| | - Yiping Tai
- Institute of Hydrobiology, Jinan University, Guangzhou 510632, PR China
- Engineering Research Center of Tropical and Subtropical Aquatic Ecological Engineering, Ministry of Education, Guangzhou, PR China
| | - Ting Wei
- Department of Municipal and Environmental Engineering, Faculty of Water Resources and Hydroelectric Engineering, Xi'an University of Technology, Xi'an 710048, PR China
- Chemical Engineering Department, University of Alcalá, Madrid, Spain
| | - Cheng Shen
- Dooge Centre for Water Resources Research, School of Civil Engineering, University College Dublin, Belfield, Dublin 4, Ireland
- School of Environment and Natural Resources, Zhejiang University Sci. & Technol./Zhejiang Prov, Key Lab. of Recycling & Ecotreatment Waste, Hangzhou 310023, Zhejiang, PR China
| | - Yan Yang
- Dooge Centre for Water Resources Research, School of Civil Engineering, University College Dublin, Belfield, Dublin 4, Ireland
| | - Baimimng Ren
- Dooge Centre for Water Resources Research, School of Civil Engineering, University College Dublin, Belfield, Dublin 4, Ireland
- Université de Toulouse, IMT Mines Albi, RAPSODEE CNRS, UMR-5302, Jarlard, Albi 81013 Cedex 09, France
- School of Water and Environment, Chang'an University, Xi'an 710061, PR China
| | - Xingxing Wang
- Xi'an Hospital of Traditional Chinese Medicine, Xi 'an 710021, PR China
| | - Ya'e Wang
- School of Environmental and Municipal Engineering, Lanzhou Jiaotong University, Lanzhou 730070, PR China
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364
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Chiara M, Horner DS, Gissi C, Pesole G. Comparative Genomics Reveals Early Emergence and Biased Spatiotemporal Distribution of SARS-CoV-2. Mol Biol Evol 2021; 38:2547-2565. [PMID: 33605421 PMCID: PMC7928790 DOI: 10.1093/molbev/msab049] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Effective systems for the analysis of molecular data are fundamental for monitoring the spread of infectious diseases and studying pathogen evolution. The rapid identification of emerging viral strains, and/or genetic variants potentially associated with novel phenotypic features is one of the most important objectives of genomic surveillance of human pathogens and represents one of the first lines of defense for the control of their spread. During the COVID 19 pandemic, several taxonomic frameworks have been proposed for the classification of SARS-Cov-2 isolates. These systems, which are typically based on phylogenetic approaches, represent essential tools for epidemiological studies as well as contributing to the study of the origin of the outbreak. Here, we propose an alternative, reproducible, and transparent phenetic method to study changes in SARS-CoV-2 genomic diversity over time. We suggest that our approach can complement other systems and facilitate the identification of biologically relevant variants in the viral genome. To demonstrate the validity of our approach, we present comparative genomic analyses of more than 175,000 genomes. Our method delineates 22 distinct SARS-CoV-2 haplogroups, which, based on the distribution of high-frequency genetic variants, fall into four major macrohaplogroups. We highlight biased spatiotemporal distributions of SARS-CoV-2 genetic profiles and show that seven of the 22 haplogroups (and of all of the four haplogroup clusters) showed a broad geographic distribution within China by the time the outbreak was widely recognized—suggesting early emergence and widespread cryptic circulation of the virus well before its isolation in January 2020. General patterns of genomic variability are remarkably similar within all major SARS-CoV-2 haplogroups, with UTRs consistently exhibiting the greatest variability, with s2m, a conserved secondary structure element of unknown function in the 3′-UTR of the viral genome showing evidence of a functional shift. Although several polymorphic sites that are specific to one or more haplogroups were predicted to be under positive or negative selection, overall our analyses suggest that the emergence of novel types is unlikely to be driven by convergent evolution and independent fixation of advantageous substitutions, or by selection of recombined strains. In the absence of extensive clinical metadata for most available genome sequences, and in the context of extensive geographic and temporal biases in the sampling, many questions regarding the evolution and clinical characteristics of SARS-CoV-2 isolates remain open. However, our data indicate that the approach outlined here can be usefully employed in the identification of candidate SARS-CoV-2 genetic variants of clinical and epidemiological importance.
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Affiliation(s)
- Matteo Chiara
- Department of Biosciences, University of Milan, Milan, Italy.,Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - David S Horner
- Department of Biosciences, University of Milan, Milan, Italy.,Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy
| | - Carmela Gissi
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari A. Moro, Bari,Italy
| | - Graziano Pesole
- Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies, Consiglio Nazionale delle Ricerche, Bari, Italy.,Department of Biosciences, Biotechnology and Biopharmaceutics, University of Bari A. Moro, Bari,Italy
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365
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Boogaerts T, Jacobs L, De Roeck N, Van den Bogaert S, Aertgeerts B, Lahousse L, van Nuijs ALN, Delputte P. An alternative approach for bioanalytical assay optimization for wastewater-based epidemiology of SARS-CoV-2. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 789:148043. [PMID: 34323818 DOI: 10.1101/2021.02.12.21251626] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 05/20/2021] [Accepted: 05/21/2021] [Indexed: 05/18/2023]
Abstract
Wastewater-based epidemiology of SARS-CoV-2 could play a role in monitoring the spread of the virus in the population and controlling possible outbreaks. However, sensitive sample preparation and detection methods are necessary to detect trace levels of SARS-CoV-2 RNA in influent wastewater (IWW). Unlike predecessors, method optimization of a SARS-CoV-2 RNA concentration and detection procedure was performed with IWW samples with high viral SARS-CoV-2 RNA loads. This is of importance since the SARS-CoV-2 genome in IWW might have already been subject to in-sewer degradation into smaller genome fragments or might be present in a different form (e.g. cell debris, …). Centricon Plus-70 (100 kDa) centrifugal filter devices resulted in the lowest and most reproducible Ct-values for SARS-CoV-2 RNA. Lowering the molecular weight cut-off did not improve our limit of detection and quantification (approximately 100 copies/μL for all genes). Quantitative polymerase chain reaction (qPCR) was employed for the amplification of the N1, N2, N3 and E-gene fragments. This is one of the first studies to apply digital polymerase chain reaction (dPCR) for the detection of SARS-CoV-2 RNA in IWW. dPCR showed high variability at low concentration levels (100 copies/μL), indicating that variability in bioanalytical methods for wastewater-based epidemiology of SARS-CoV-2 might be substantial. dPCR results in IWW were in line with the results found with qPCR. On average, the N2-gene fragment showed high in-sample stability in IWW for 10 days of storage at 4 °C. Between-sample variability was substantial due to the low native concentrations in IWW. Additionally, the E-gene fragment proved to be less stable compared to the N2-gene fragment and showed higher variability. Freezing the IWW samples resulted in a 10-fold decay of loads of the N2- and E-gene fragment in IWW.
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Affiliation(s)
- Tim Boogaerts
- Toxicological Centre, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium.
| | - Lotte Jacobs
- Laboratory for Microbiology, Parasitology and Hygiene, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
| | - Naomi De Roeck
- Laboratory for Microbiology, Parasitology and Hygiene, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
| | - Siel Van den Bogaert
- Laboratory for Microbiology, Parasitology and Hygiene, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
| | - Bert Aertgeerts
- Academic Centre for General Practice, KU Leuven, Kapucijnenvoer 7, 3000 Leuven, Belgium
| | - Lies Lahousse
- Department of Bioanalysis, Ghent University, Ottergemsesteenweg 460, 9000 Ghent, Belgium
| | | | - Peter Delputte
- Laboratory for Microbiology, Parasitology and Hygiene, University of Antwerp, Universiteitsplein 1, 2610 Wilrijk, Belgium
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366
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Mackuľak T, Gál M, Špalková V, Fehér M, Briestenská K, Mikušová M, Tomčíková K, Tamáš M, Butor Škulcová A. Wastewater-Based Epidemiology as an Early Warning System for the Spreading of SARS-CoV-2 and Its Mutations in the Population. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:5629. [PMID: 34070320 PMCID: PMC8197469 DOI: 10.3390/ijerph18115629] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Revised: 05/20/2021] [Accepted: 05/21/2021] [Indexed: 12/18/2022]
Abstract
New methodologies based on the principle of "sewage epidemiology" have been successfully applied before in the detection of illegal drugs. The study describes the idea of early detection of a virus, e.g., SARS-CoV-2, in wastewater in order to focus on the area of virus occurrence and supplement the results obtained from clinical examination. By monitoring temporal variation in viral loads in wastewater in combination with other analysis, a virus outbreak can be detected and its spread can be suppressed early. The use of biosensors for virus detection also seems to be an interesting application. Biosensors are highly sensitive, selective, and portable and offer a way for fast analysis. This manuscript provides an overview of the current situation in the area of wastewater analysis, including genetic sequencing regarding viral detection and the technological solution of an early warning system for wastewater monitoring based on biosensors.
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Affiliation(s)
- Tomáš Mackuľak
- Department of Environmental Engineering, Institute of Chemical and Environmental Engineering, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.F.); (M.T.); (A.B.Š.)
| | - Miroslav Gál
- Department of Inorganic Technology, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.G.); (V.Š.)
| | - Viera Špalková
- Department of Inorganic Technology, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.G.); (V.Š.)
- Department of Zoology and Fisheries, Faculty of Agrobiology Food and Natural Resources, Czech University of Life Sciences Prague, Kamýcká 129, 165 21 Prague, Czech Republic
| | - Miroslav Fehér
- Department of Environmental Engineering, Institute of Chemical and Environmental Engineering, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.F.); (M.T.); (A.B.Š.)
- Department of Inorganic Technology, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.G.); (V.Š.)
| | - Katarína Briestenská
- Biomedical Research Center of the Slovak Academy of Sciences, Institute of Virology, Dúbravská cesta 9, 845 05 Bratislava, Slovakia; (K.B.); (M.M.); (K.T.)
| | - Miriam Mikušová
- Biomedical Research Center of the Slovak Academy of Sciences, Institute of Virology, Dúbravská cesta 9, 845 05 Bratislava, Slovakia; (K.B.); (M.M.); (K.T.)
| | - Karolína Tomčíková
- Biomedical Research Center of the Slovak Academy of Sciences, Institute of Virology, Dúbravská cesta 9, 845 05 Bratislava, Slovakia; (K.B.); (M.M.); (K.T.)
| | - Michal Tamáš
- Department of Environmental Engineering, Institute of Chemical and Environmental Engineering, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.F.); (M.T.); (A.B.Š.)
| | - Andrea Butor Škulcová
- Department of Environmental Engineering, Institute of Chemical and Environmental Engineering, Faculty of Chemical and Food Technology, Slovak University of Technology, Radlinského 9, 812 37 Bratislava, Slovakia; (M.F.); (M.T.); (A.B.Š.)
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367
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Wiktorczyk-Kapischke N, Grudlewska-Buda K, Wałecka-Zacharska E, Kwiecińska-Piróg J, Radtke L, Gospodarek-Komkowska E, Skowron K. SARS-CoV-2 in the environment-Non-droplet spreading routes. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 770:145260. [PMID: 33513500 PMCID: PMC7825822 DOI: 10.1016/j.scitotenv.2021.145260] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Revised: 01/13/2021] [Accepted: 01/14/2021] [Indexed: 04/15/2023]
Abstract
The new coronavirus SARS-CoV-2, first identified in Wuhan (China) in December 2019, represents the same family as the Serve Acute Respiratory Syndrome Coronavirus-1 (SARS-CoV-1). These viruses spread mainly via the droplet route. However, during the pandemic of COVID-19 other reservoirs, i.e., water (surface and ground), sewage, garbage, or soil, should be considered. As the infectious SARS-CoV-2 particles are also present in human excretions, such a non-droplet transmission is also possible. A significant problem is the presence of SARS-CoV-2 in the hospital environment, including patients' rooms, medical equipment, everyday objects and the air. Relevant is selecting the type of equipment in the COVID-19 hospital wards on which the virus particles persist the shortest or do not remain infectious. Elimination of plastic objects/equipment from the environment of the infected person seems to be of great importance. It is particularly relevant in water reservoirs contaminated with raw discharges. Wastewater may contain coronaviruses and therefore there is a need for expanding Water-Based Epidemiology (WBE) studies to use obtained values as tool in determination of the actual percentage of the SARS-CoV-2 infected population in an area. It is of great importance to evaluate the available disinfection methods to control the spread of SARS-CoV-2 in the environment. Exposure of SARS-CoV-2 to 65-70% ethanol, 0.5% hydrogen peroxide, or 0.1% sodium hypochlorite has effectively eliminated the virus from the surfaces. Since there are many unanswered questions about the transmission of SARS-CoV-2, the research on this topic is still ongoing. This review aims to summarize current knowledge on the SARS-CoV-2 transmission and elucidate the viral survival in the environment, with particular emphasis on the possibility of non-droplet transmission.
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Affiliation(s)
- Natalia Wiktorczyk-Kapischke
- Department of Microbiology, Nicolaus Copernicus University in Toruń, Collegium Medicum of L. Rydygier in Bydgoszcz, 9 M. Skłodowskiej-Curie Street, 85-094 Bydgoszcz, Poland
| | - Katarzyna Grudlewska-Buda
- Department of Microbiology, Nicolaus Copernicus University in Toruń, Collegium Medicum of L. Rydygier in Bydgoszcz, 9 M. Skłodowskiej-Curie Street, 85-094 Bydgoszcz, Poland
| | - Ewa Wałecka-Zacharska
- Department of Food Hygiene and Consumer Health, Wrocław University of Environmental and Life Sciences, 31 C.K. Norwida St., 50-375 Wrocław, Poland
| | - Joanna Kwiecińska-Piróg
- Department of Microbiology, Nicolaus Copernicus University in Toruń, Collegium Medicum of L. Rydygier in Bydgoszcz, 9 M. Skłodowskiej-Curie Street, 85-094 Bydgoszcz, Poland
| | - Laura Radtke
- Faculty of Civil and Environmental Engineering and Architecture, UTP University of Science and Technology in Bydgoszcz, Al. prof. S. Kaliskiego 7, 85-796 Bydgoszcz, Poland
| | - Eugenia Gospodarek-Komkowska
- Department of Microbiology, Nicolaus Copernicus University in Toruń, Collegium Medicum of L. Rydygier in Bydgoszcz, 9 M. Skłodowskiej-Curie Street, 85-094 Bydgoszcz, Poland
| | - Krzysztof Skowron
- Department of Microbiology, Nicolaus Copernicus University in Toruń, Collegium Medicum of L. Rydygier in Bydgoszcz, 9 M. Skłodowskiej-Curie Street, 85-094 Bydgoszcz, Poland.
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D'Aoust PM, Graber TE, Mercier E, Montpetit D, Alexandrov I, Neault N, Baig AT, Mayne J, Zhang X, Alain T, Servos MR, Srikanthan N, MacKenzie M, Figeys D, Manuel D, Jüni P, MacKenzie AE, Delatolla R. Catching a resurgence: Increase in SARS-CoV-2 viral RNA identified in wastewater 48 h before COVID-19 clinical tests and 96 h before hospitalizations. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021. [PMID: 33508669 DOI: 10.1016/j.scitotenv.2021.145319l] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Curtailing the Spring 2020 COVID-19 surge required sweeping and stringent interventions by governments across the world. Wastewater-based COVID-19 epidemiology programs have been initiated in many countries to provide public health agencies with a complementary disease tracking metric and non-discriminating surveillance tool. However, their efficacy in prospectively capturing resurgences following a period of low prevalence is unclear. In this study, the SARS-CoV-2 viral signal was measured in primary clarified sludge harvested every two days at the City of Ottawa's water resource recovery facility during the summer of 2020, when clinical testing recorded daily percent positivity below 1%. In late July, increases of >400% in normalized SARS-CoV-2 RNA signal in wastewater were identified 48 h prior to reported >300% increases in positive cases that were retrospectively attributed to community-acquired infections. During this resurgence period, SARS-CoV-2 RNA signal in wastewater preceded the reported >160% increase in community hospitalizations by approximately 96 h. This study supports wastewater-based COVID-19 surveillance of populations in augmenting the efficacy of diagnostic testing, which can suffer from sampling biases or timely reporting as in the case of hospitalization census.
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Affiliation(s)
- Patrick M D'Aoust
- Department of Civil Engineering, University of Ottawa, Ottawa K1N 6N5, Canada
| | - Tyson E Graber
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Elisabeth Mercier
- Department of Chemical Engineering, University of Ottawa, K1N 6N5, Canada
| | - Danika Montpetit
- Department of Chemical Engineering, University of Ottawa, K1N 6N5, Canada
| | - Ilya Alexandrov
- ActivSignal LLC., 27 Strathmore Rd., Natick, MA 01760, United States
| | - Nafisa Neault
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Aiman Tariq Baig
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Janice Mayne
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Xu Zhang
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Tommy Alain
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada; Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Mark R Servos
- Department of Biology, University of Waterloo, Waterloo N2L 3G1, Canada
| | | | - Malcolm MacKenzie
- ActivSignal LLC., 27 Strathmore Rd., Natick, MA 01760, United States
| | - Daniel Figeys
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada; Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa K1N 6N5, Canada; Canadian Institute for Advanced Research, Toronto M5G 1M1, Canada
| | - Douglas Manuel
- Department of Family Medicine, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Peter Jüni
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto M5T 3M6, Canada
| | - Alex E MacKenzie
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Robert Delatolla
- Department of Civil Engineering, University of Ottawa, Ottawa K1N 6N5, Canada.
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369
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Hokajärvi AM, Rytkönen A, Tiwari A, Kauppinen A, Oikarinen S, Lehto KM, Kankaanpää A, Gunnar T, Al-Hello H, Blomqvist S, Miettinen IT, Savolainen-Kopra C, Pitkänen T. The detection and stability of the SARS-CoV-2 RNA biomarkers in wastewater influent in Helsinki, Finland. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 770:145274. [PMID: 33513496 PMCID: PMC7825999 DOI: 10.1016/j.scitotenv.2021.145274] [Citation(s) in RCA: 91] [Impact Index Per Article: 30.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 01/13/2021] [Accepted: 01/14/2021] [Indexed: 05/17/2023]
Abstract
Wastewater-based surveillance of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is used to monitor the population-level prevalence of the COVID-19 disease. In many cases, due to lockdowns or analytical delays, the analysis of wastewater samples might only be possible after prolonged storage. In this study, the effect of storage conditions on the RNA copy numbers of the SARS-CoV-2 virus in wastewater influent was studied and compared to the persistence of norovirus over time at 4 °C, -20 °C, and -75 °C using the reverse-transcription quantitative PCR (RT-qPCR) assays E-Sarbeco, N2, and norovirus GII. For the first time in Finland, the presence of SARS-CoV-2 RNA was tested in 24 h composite influent wastewater samples collected from Viikinmäki wastewater treatment plant, Helsinki, Finland. The detected and quantified SARS-CoV-2 RNA copy numbers of the wastewater sample aliquots taken during 19-20 April 2020 and stored for 29, 64, and 84 days remained surprisingly stable. In the stored samples, the SARS betacoronavirus and SARS-CoV-2 copy numbers, but not the norovirus GII copy numbers, seemed slightly higher when analyzed from the pre-centrifuged pellet-that is, the particulate matter of the influent-as compared with the supernatant (i.e., water fraction) used for ultrafiltration, although the difference was not statistically significant. Furthermore, when wastewater was spiked with SARS-CoV-2, linear decay at 4 °C was observed on the first 28 days, while no decay was visible within 58 days at -20 °C or -75 °C. In conclusion, freezing temperatures should be used for storage when immediate SARS-CoV-2 RNA analysis from the wastewater influent is not possible. Analysis of the particulate matter of the sample, in addition to the water fraction, can improve the detection frequency.
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Affiliation(s)
- Anna-Maria Hokajärvi
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Kuopio, Finland
| | - Annastiina Rytkönen
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Kuopio, Finland
| | - Ananda Tiwari
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Kuopio, Finland
| | - Ari Kauppinen
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Kuopio, Finland
| | - Sami Oikarinen
- Tampere University, Faculty of Medicine and Health Technology, Tampere, Finland
| | - Kirsi-Maarit Lehto
- Tampere University, Faculty of Medicine and Health Technology, Tampere, Finland
| | - Aino Kankaanpää
- Finnish Institute for Health and Welfare, Forensic Toxicology Unit, Helsinki, Finland
| | - Teemu Gunnar
- Finnish Institute for Health and Welfare, Forensic Toxicology Unit, Helsinki, Finland
| | - Haider Al-Hello
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Helsinki, Finland
| | - Soile Blomqvist
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Helsinki, Finland
| | - Ilkka T Miettinen
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Kuopio, Finland
| | | | - Tarja Pitkänen
- Finnish Institute for Health and Welfare, Expert Microbiology Unit, Kuopio, Finland; University of Helsinki, Faculty of Veterinary Medicine, Dept. Food Hygiene and Environmental Health, Finland.
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370
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D'Aoust PM, Graber TE, Mercier E, Montpetit D, Alexandrov I, Neault N, Baig AT, Mayne J, Zhang X, Alain T, Servos MR, Srikanthan N, MacKenzie M, Figeys D, Manuel D, Jüni P, MacKenzie AE, Delatolla R. Catching a resurgence: Increase in SARS-CoV-2 viral RNA identified in wastewater 48 h before COVID-19 clinical tests and 96 h before hospitalizations. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 770:145319. [PMID: 33508669 PMCID: PMC7826013 DOI: 10.1016/j.scitotenv.2021.145319] [Citation(s) in RCA: 108] [Impact Index Per Article: 36.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Revised: 01/17/2021] [Accepted: 01/17/2021] [Indexed: 04/14/2023]
Abstract
Curtailing the Spring 2020 COVID-19 surge required sweeping and stringent interventions by governments across the world. Wastewater-based COVID-19 epidemiology programs have been initiated in many countries to provide public health agencies with a complementary disease tracking metric and non-discriminating surveillance tool. However, their efficacy in prospectively capturing resurgences following a period of low prevalence is unclear. In this study, the SARS-CoV-2 viral signal was measured in primary clarified sludge harvested every two days at the City of Ottawa's water resource recovery facility during the summer of 2020, when clinical testing recorded daily percent positivity below 1%. In late July, increases of >400% in normalized SARS-CoV-2 RNA signal in wastewater were identified 48 h prior to reported >300% increases in positive cases that were retrospectively attributed to community-acquired infections. During this resurgence period, SARS-CoV-2 RNA signal in wastewater preceded the reported >160% increase in community hospitalizations by approximately 96 h. This study supports wastewater-based COVID-19 surveillance of populations in augmenting the efficacy of diagnostic testing, which can suffer from sampling biases or timely reporting as in the case of hospitalization census.
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Affiliation(s)
- Patrick M D'Aoust
- Department of Civil Engineering, University of Ottawa, Ottawa K1N 6N5, Canada
| | - Tyson E Graber
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Elisabeth Mercier
- Department of Chemical Engineering, University of Ottawa, K1N 6N5, Canada
| | - Danika Montpetit
- Department of Chemical Engineering, University of Ottawa, K1N 6N5, Canada
| | - Ilya Alexandrov
- ActivSignal LLC., 27 Strathmore Rd., Natick, MA 01760, United States
| | - Nafisa Neault
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Aiman Tariq Baig
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Janice Mayne
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Xu Zhang
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Tommy Alain
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada; Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Mark R Servos
- Department of Biology, University of Waterloo, Waterloo N2L 3G1, Canada
| | | | - Malcolm MacKenzie
- ActivSignal LLC., 27 Strathmore Rd., Natick, MA 01760, United States
| | - Daniel Figeys
- Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa K1H 8M5, Canada; Department of Chemistry and Biomolecular Sciences, University of Ottawa, Ottawa K1N 6N5, Canada; Canadian Institute for Advanced Research, Toronto M5G 1M1, Canada
| | - Douglas Manuel
- Department of Family Medicine, University of Ottawa, Ottawa K1H 8M5, Canada
| | - Peter Jüni
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto M5T 3M6, Canada
| | - Alex E MacKenzie
- Children's Hospital of Eastern Ontario Research Institute, Ottawa K1H 8L1, Canada
| | - Robert Delatolla
- Department of Civil Engineering, University of Ottawa, Ottawa K1N 6N5, Canada.
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371
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Chaves A, Montecino-Latorre D, Alcázar P, Suzán G. Wildlife rehabilitation centers as a potential source of transmission of SARS-CoV-2 into native wildlife of Latin America. Biotropica 2021; 53:987-993. [PMID: 34219749 PMCID: PMC8239512 DOI: 10.1111/btp.12965] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 03/09/2021] [Accepted: 03/23/2021] [Indexed: 12/20/2022]
Abstract
The COVID-19 pandemic has impacted the entire world, causing a great number of mortality of humans and affecting the economy, while conservation efforts are finally recognized to prevent further pandemics. The wildlife rehabilitation centers (WRCs) play a relevant role in animal welfare; nevertheless, they also represent an imminent risk of pathogen transmission between humans-to-animals and between animals. Moreover, WRCs could spread pathogens into natural habitats through the reintroduction of infectious individuals. These biosafety concerns at WRCs may increase as the economic and social impact of the COVID-19 extends. We explored the current situation of Latin American WRCs under the COVID-19 pandemic to determine the feasibility of SARS-CoV-2 introduction, amplification, and spread within these institutions. We surveyed WRCs from eight Latin American countries. We found that pandemic is affecting these institutions in many aspects: workers with symptoms compatible with COVID-19, reduced economic resources, and lack of information and support from governmental authorities. These have forced WRCs to reduce the workforce, veterinary visits, and animal food rations and to increase the number of animals released. This scenario generates a risky environment for the transmission of SARS-CoV-2, especially for felids, mustelids, and non-human primates. Therefore, it is imperative to respect quarantine periods, monitor incoming patients, increase biosecurity measures, develop and apply guidelines and recommendations for the protection of personnel and biosafety of enclosures and instruments. It is of utmost importance the proper and safer reintroduction of recovered wildlife.
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Affiliation(s)
- Andrea Chaves
- Escuela de Biología Universidad de Costa Rica San José Costa Rica.,Awá Science and Conservation San José Costa Rica
| | | | - Paloma Alcázar
- Awá Science and Conservation San José Costa Rica.,Centro de Ornitología y Biodiversidad Lima Perú
| | - Gerardo Suzán
- Departamento de Etología Fauna Silvestre y Animales de Laboratorio Facultad de Medicina Veterinaria y Zootecnia Universidad Nacional Autónoma de México Mexico City Mexico
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372
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Wurtz N, Lacoste A, Jardot P, Delache A, Fontaine X, Verlande M, Annessi A, Giraud-Gatineau A, Chaudet H, Fournier PE, Augier P, La Scola B. Viral RNA in City Wastewater as a Key Indicator of COVID-19 Recrudescence and Containment Measures Effectiveness. Front Microbiol 2021; 12:664477. [PMID: 34079532 PMCID: PMC8165276 DOI: 10.3389/fmicb.2021.664477] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Accepted: 04/19/2021] [Indexed: 12/26/2022] Open
Abstract
In recent years, and more specifically at the beginning of the COVID-19 crisis, wastewater surveillance has been proposed as a tool to monitor the epidemiology of human viral infections. In the present work, from July to December 2020, the number of copies of SARS-CoV-2 RNA in Marseille's wastewater was correlated with the number of new positive cases diagnosed in our Institute of Infectious Disease, which tested about 20% of the city's population. Number of positive cases and number of copies of SARS-CoV-2 RNA in wastewater were significantly correlated (p = 0.013). During the great epidemic peak, from October to December 2020, the curves of virus in the sewers and the curves of positive diagnoses were perfectly superposed. During the summer period, the superposition of curves was less evident as subject to many confounding factors that were discussed. We also tried to correlate the effect of viral circulation in wastewater with containment measures, probably the most unbiased correlation on their potential inflection effect of epidemic curves. Not only is this correlation not obvious, but it also clearly appears that the drop in cases as well as the drop in the viral load in the sewers occur before the containment measures. In fact, this suggests that there are factors that initiate the end of the epidemic peak independently of the containment measure. These factors will therefore need to be explored more deeply in the future.
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Affiliation(s)
- Nathalie Wurtz
- Aix Marseille Univ, IRD, AP-HM, MEPHI, Marseille, France
- Institut Hospitalo-Universitaire Méditerranée-Infection, Marseille, France
| | | | | | | | - Xavier Fontaine
- Bataillon de Marins-Pompiers de Marseille, Marseille, France
| | - Maxime Verlande
- Bataillon de Marins-Pompiers de Marseille, Marseille, France
| | | | - Audrey Giraud-Gatineau
- Aix Marseille Univ, IRD, AP-HM, MEPHI, Marseille, France
- Institut Hospitalo-Universitaire Méditerranée-Infection, Marseille, France
| | - Hervé Chaudet
- Institut Hospitalo-Universitaire Méditerranée-Infection, Marseille, France
- Aix Marseille Univ, IRD, AP-HM, VITROME, Marseille, France
| | - Pierre-Edouard Fournier
- Institut Hospitalo-Universitaire Méditerranée-Infection, Marseille, France
- Aix Marseille Univ, IRD, AP-HM, VITROME, Marseille, France
| | - Patrick Augier
- Bataillon de Marins-Pompiers de Marseille, Marseille, France
| | - Bernard La Scola
- Aix Marseille Univ, IRD, AP-HM, MEPHI, Marseille, France
- Institut Hospitalo-Universitaire Méditerranée-Infection, Marseille, France
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373
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Miura F, Kitajima M, Omori R. Duration of SARS-CoV-2 viral shedding in faeces as a parameter for wastewater-based epidemiology: Re-analysis of patient data using a shedding dynamics model. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 769:144549. [PMID: 33477053 PMCID: PMC7833251 DOI: 10.1016/j.scitotenv.2020.144549] [Citation(s) in RCA: 74] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Revised: 12/14/2020] [Accepted: 12/15/2020] [Indexed: 05/19/2023]
Abstract
Wastewater-based epidemiology (WBE) is one of the most promising approaches to effectively monitor the spread of COVID-19. The virus concentration in faeces and its temporal variations are essential information for WBE. While some clinical studies have reported SARS-CoV-2 concentrations in faeces, the value varies amongst patients and changes over time. The present study aimed to examine how the temporal variations in the concentration of virus in faeces affect the monitoring of disease incidence. We reanalysed the experimental findings of clinical studies to estimate the duration of virus shedding and the faecal virus concentration. Available experimental data as of 23 October 2020 were collected. The viral shedding kinetics was modelled, and the dynamic model was fitted to the collected data by a Bayesian framework. Using posterior distributions, the duration of viral shedding and the concentration of virus copies in faeces over time were computed. We estimated the median concentration of SARS-CoV-2 in faeces as 3.4 (95% CrI: 0.24-6.5) log copies per gram-faeces over the shedding period, and our model implied that the duration of viral shedding was 26.0 days (95% CrI: 21.7-34.9), given the current standard quantification limit (Ct = 40). With simulated incidences, our results also indicated that a one-week delay between symptom onset and wastewater sampling increased the estimation of incidence by a factor of 17.2 (i.e., 101.24 times higher). Our results demonstrated that the temporal variation in virus concentration in faeces affects microbial monitoring systems such as WBE. The present study also implied the need for adjusting the estimates of virus concentration in faeces by incorporating the kinetics of unobserved concentrations. The method used in this study is easily implemented in further simulations; therefore, the results of this study might contribute to enhancing disease surveillance and risk assessments that require quantities of virus to be excreted into the environment.
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Affiliation(s)
- Fuminari Miura
- Center for Marine Environmental Studies (CMES), Ehime University, 3 Bunkyo, Matsuyama, Ehime 790-8577, Japan.
| | - Masaaki Kitajima
- Division of Environmental Engineering, Faculty of Engineering, Hokkaido University, North 13 West 8, Kita-ku, Sapporo, Hokkaido 060-8628, Japan
| | - Ryosuke Omori
- Research Center for Zoonosis Control, Hokkaido University, North 20 West 10, Kita-Ku, Sapporo, Hokkaido 001-0020, Japan
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374
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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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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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376
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Zhou JB, Kong WH, Wang S, Long YB, Dong LH, He ZY, Liu MQ. Detection of SARS-CoV-2 RNA in Medical Wastewater in Wuhan During the COVID-19 Outbreak. Virol Sin 2021; 36:1077-1079. [PMID: 33939128 PMCID: PMC8090523 DOI: 10.1007/s12250-021-00373-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 01/14/2021] [Indexed: 01/19/2023] Open
Affiliation(s)
- Jun-Bo Zhou
- Wuhan Center for Disease Control and Prevention, Wuhan, 430024, China
| | - Wen-Hua Kong
- Wuhan Center for Disease Control and Prevention, Wuhan, 430024, China
| | - Sheng Wang
- Wuhan Center for Disease Control and Prevention, Wuhan, 430024, China
| | - Yi-Bing Long
- Wuhan Center for Disease Control and Prevention, Wuhan, 430024, China
| | - Lian-Hua Dong
- National Institute of Metrology, Beijing, 100013, China
| | - Zhen-Yu He
- Wuhan Center for Disease Control and Prevention, Wuhan, 430024, China.
| | - Man-Qing Liu
- Wuhan Center for Disease Control and Prevention, Wuhan, 430024, China.
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377
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Cao B, Gu AZ, Hong PY, Ivanek R, Li B, Wang A, Wu J. Editorial perspective: Viruses in wastewater: Wading into the knowns and unknowns. ENVIRONMENTAL RESEARCH 2021; 196:110255. [PMID: 33035556 PMCID: PMC7537651 DOI: 10.1016/j.envres.2020.110255] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Accepted: 09/21/2020] [Indexed: 05/20/2023]
Affiliation(s)
- Bin Cao
- School of Civil and Environmental Engineering, 50 Nanyang Ave, Nanyang Technological University, Singapore, 639798.
| | - April Z Gu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, USA.
| | - Pei-Ying Hong
- Environmental Science and Engineering, Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology, Saudi Arabia.
| | - Renata Ivanek
- Epidemiology, Department of Population Medicine and Diagnostic Sciences, Cornell University, USA.
| | - Baikun Li
- Department of Civil and Environmental Engineering, University of Connecticut, Storrs, CT, USA, 06269.
| | - Aijie Wang
- Key Lab of Environmental Biotechnology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences Beijing, China.
| | - JingYi Wu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, USA.
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378
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Kumar M, Joshi M, Patel AK, Joshi CG. Unravelling the early warning capability of wastewater surveillance for COVID-19: A temporal study on SARS-CoV-2 RNA detection and need for the escalation. ENVIRONMENTAL RESEARCH 2021; 196:110946. [PMID: 33662347 PMCID: PMC7921726 DOI: 10.1016/j.envres.2021.110946] [Citation(s) in RCA: 69] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 02/02/2021] [Accepted: 02/25/2021] [Indexed: 05/04/2023]
Abstract
Wastewater-based Epidemiological (WBE) surveillance offers a promising approach to assess the pandemic situation covering pre-symptomatic and asymptomatic cases in highly populated area under limited clinical tests. In the present study, we analyzed SARS-CoV-2 RNA in the influent wastewater samples (n = 43) from four wastewater treatment plants (WWTPs) in Gandhinagar, India, during August 7th to September 30th, 2020. A total of 40 samples out of 43 were found positive i.e. having at least two genes of SARS-CoV-2. The average Ct values for S, N, and ORF 1 ab genes were 32.66, 33.03, and 33.95, respectively. Monthly variation depicted a substantial rise in the average copies of N (~120%) and ORF 1 ab (~38%) genes in the month of September as compared to August, while S-gene copies declined by 58% in September 2020. The SARS-CoV-2 genome concentration was higher in the month of September (~924.5 copies/L) than August (~897.5 copies/L), corresponding to a ~2.2-fold rise in the number of confirmed cases during the study period. Further, the percentage change in genome concentration level on a particular date was found in the lead of 1-2 weeks of time with respect to the official confirmed cases registered based on clinical tests on a temporal scale. The results profoundly unravel the potential of WBE surveillance to predict the fluctuation of COVID-19 cases to provide an early warning. Our study explicitly suggests that it is the need of hour that the wastewater surveillance must be included as an integral part of COVID-19 pandemic monitoring which can not only help the water authorities to identify the hotspots within a city but can provide up to 2 weeks of time lead for better tuning the management interventions.
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Affiliation(s)
- Manish Kumar
- Discipline of Earth Science, Indian Institute of Technology Gandhinagar, Gujarat, 382 355, India; Kiran C Patel Centre for Sustainable Development, Indian Institute of Technology Gandhinagar, Gujarat, India.
| | - Madhvi Joshi
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India
| | - Arbind Kumar Patel
- Discipline of Earth Science, Indian Institute of Technology Gandhinagar, Gujarat, 382 355, India
| | - Chaitanya G Joshi
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India
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379
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Zhu Y, Oishi W, Maruo C, Saito M, Chen R, Kitajima M, Sano D. Early warning of COVID-19 via wastewater-based epidemiology: potential and bottlenecks. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 767:145124. [PMID: 33548842 PMCID: PMC7825884 DOI: 10.1016/j.scitotenv.2021.145124] [Citation(s) in RCA: 84] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 01/11/2021] [Accepted: 01/11/2021] [Indexed: 05/18/2023]
Abstract
An effective early warning tool is of great administrative and social significance to the containment and control of an epidemic. Facing the unprecedented global public health crisis caused by COVID-19, wastewater-based epidemiology (WBE) has been given high expectations as a promising surveillance complement to clinical testing which had been plagued by limited capacity and turnaround time. In particular, recent studies have highlighted the role WBE may play in being a part of the early warning system. In this study, we briefly discussed the basics of the concept, the benefits and critical points of such an application, the challenges faced by the scientific community, the progress made so far, and what awaits to be addressed by future studies to make the concept work. We identified that the shedding dynamics of infected individuals, especially in the form of a mathematical shedding model, and the back-calculation of the number of active shedders from observed viral load are the major bottlenecks of WBE application in the COVID-19 pandemic that deserve more attention, and the sampling strategy (location, timing, and interval) needs to be optimized to fit the purpose and scope of the WBE project.
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Affiliation(s)
- Yifan Zhu
- Department of Frontier Sciences for Advanced Environment, Graduate School of Environmental Studies, Tohoku University, Aoba 6-6-06, Aramaki, Aoba-ku, Sendai, Miyagi 980-8579, Japan
| | - Wakana Oishi
- Department of Civil and Environmental Engineering, Graduate School of Engineering, Tohoku University, Aoba 6-6-06, Aramaki, Aoba-ku, Sendai, Miyagi 980-8579, Japan
| | - Chikako Maruo
- Department of Civil and Environmental Engineering, Graduate School of Engineering, Tohoku University, Aoba 6-6-06, Aramaki, Aoba-ku, Sendai, Miyagi 980-8579, Japan
| | - Mayuko Saito
- Department of Virology, Graduate School of Medicine, Tohoku University, 2-1 Seiryo-Machi, Aoba-ku, Sendai, Miyagi 980-8575, Japan
| | - Rong Chen
- Key Laboratory of Northwest Water Resource, Ecology and Environment, Ministry of Education, Shaanxi Key Laboratory of Environmental Engineering, Xi'a University of Architecture and Technology, Xi'an 710055, China
| | - Masaaki Kitajima
- Division of Environmental Engineering, Graduate School of Engineering, Hokkaido University, North-13 West-8, Kita-ku, Sapporo, Hokkaido 060-8628, Japan
| | - Daisuke Sano
- Department of Frontier Sciences for Advanced Environment, Graduate School of Environmental Studies, Tohoku University, Aoba 6-6-06, Aramaki, Aoba-ku, Sendai, Miyagi 980-8579, Japan; Department of Civil and Environmental Engineering, Graduate School of Engineering, Tohoku University, Aoba 6-6-06, Aramaki, Aoba-ku, Sendai, Miyagi 980-8579, Japan.
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380
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Atangana E, Oberholster PJ, Turton AR. Will the extraction of COVID-19 from wastewater help flatten the curve? CHEMOSPHERE 2021; 271:129429. [PMID: 33445015 PMCID: PMC7784541 DOI: 10.1016/j.chemosphere.2020.129429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 12/08/2020] [Accepted: 12/22/2020] [Indexed: 06/12/2023]
Abstract
With the potentially fatal effect of COVID-19 and its devastating impact on economies worldwide, some environmental scientist has suggested the use of waste from household sewage to trace the movement of SARS-CoV-2, within a given country. However, this approach is not without challenges where developing countries lack proper and adequate hygiene and sanitation, resulting in widespread defecation. Limited scientific research has been done to determine how many times a recently infected person can defecate and the quantification of SARS-CoV-2 found in a single expel. On the other hand, there is no detailed research to specify where the heavy viral load of SARS-CoV-2 can be found in human excreta. In this paper, we present some obstacles that this approach could face in the absence of an intense lockdown in developing nations such as sub-Saharan countries. To achieve this, we identify some research needs that will strengthen our understanding of the transmission, occurrence, and persistence of SARS-CoV-2 in sewage and wastewater, including the life-span that depends on temperature. A methodology to follow in the process of identifying a hotspot on a small scale using some mathematical distributions, including the normal distribution, log-normal distribution, and the most complex one known as Blancmange function, was presented with some examples. Our investigation showed that this method might have some challenges, especially in developing countries (sub-Sahara countries) where open latrine usage is very high. Some recommendations we suggested to ensure the efficiency of such a method on a small scale. However, in general, it is essential to note the extraction/detection method will not help more than the testing method used all over the world to trace SARS-CoV-2 -19 in humans.
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Affiliation(s)
- Ernestine Atangana
- Centre for Environmental Management, Faculty of Natural and Agricultural Science, University of the Free State Bloemfontein, 9300, South Africa.
| | - Paul J Oberholster
- Centre for Environmental Management, Faculty of Natural and Agricultural Science, University of the Free State Bloemfontein, 9300, South Africa
| | - Anthony R Turton
- Centre for Environmental Management, Faculty of Natural and Agricultural Science, University of the Free State Bloemfontein, 9300, South Africa
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381
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Anand U, Adelodun B, Pivato A, Suresh S, Indari O, Jakhmola S, Jha HC, Jha PK, Tripathi V, Di Maria F. A review of the presence of SARS-CoV-2 RNA in wastewater and airborne particulates and its use for virus spreading surveillance. ENVIRONMENTAL RESEARCH 2021; 196:110929. [PMID: 33640498 PMCID: PMC7906514 DOI: 10.1016/j.envres.2021.110929] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 02/20/2021] [Accepted: 02/22/2021] [Indexed: 05/08/2023]
Abstract
According to the WHO, on October 16, 2020, the spreading of the SARS-CoV-2, responsible for the COVID-19 pandemic, reached 235 countries and territories, and resulting in more than 39 million confirmed cases and 1.09 million deaths globally. Monitoring of the virus outbreak is one of the main activities pursued to limiting the number of infected people and decreasing the number of deaths that have caused high pressure on the health care, social, and economic systems of different countries. Wastewater based epidemiology (WBE), already adopted for the surveillance of life style and health conditions of communities, shows interesting features for the monitoring of the COVID-19 diffusion. Together with wastewater, the analysis of airborne particles has been recently suggested as another useful tool for detecting the presence of SARS-CoV-2 in given areas. The present review reports the status of research currently performed concerning the monitoring of SARS-CoV-2 spreading by WBE and airborne particles. The former have been more investigated, whereas the latter is still at a very early stage, with a limited number of very recent studies. Nevertheless, the main results highlights in both cases necessitate more research activity for better understating and defining the biomarkers and the related sampling and analysis procedures to be used for this important aim.
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Affiliation(s)
- Uttpal Anand
- Department of Life Sciences, National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
| | - Bashir Adelodun
- Department of Agricultural and Biosystems Engineering, University of Ilorin, PMB 1515, Ilorin, Nigeria; Department of Agricultural Civil Engineering, Kyungpook National University, Daegu, Republic of Korea
| | - Alberto Pivato
- DICEA - Department of Civil, Environmental and Architectural Engineering, University of Padova, Via Marzolo 9, 35131, Padova, Italy
| | - S Suresh
- Department of Chemical Engineering, Maulana Azad National Institute of Technology, Bhopal, 462 003, Madhya Pradesh, India
| | - Omkar Indari
- Discipline of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, 453552, Indore, Madhya Pradesh, India
| | - Shweta Jakhmola
- Discipline of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, 453552, Indore, Madhya Pradesh, India
| | - Hem Chandra Jha
- Discipline of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, 453552, Indore, Madhya Pradesh, India
| | - Pawan Kumar Jha
- Centre for Environmental Studies, University of Allahabad, Prayagraj, 211002, Uttar Pradesh, India
| | - Vijay Tripathi
- Department of Molecular and Cellular Engineering, Jacob Institute of Biotechnology and Bioengineering, Sam Higginbottom University of Agriculture, Technology and Sciences, Prayagraj, 211007, Uttar Pradesh, India.
| | - Francesco Di Maria
- LAR(5) Laboratory - Dipartimento di Ingegneria - University of Perugia, via G. Duranti 93, 06125, Perugia, Italy.
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382
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Knyazev S, Chhugani K, Sarwal V, Ayyala R, Singh H, Karthikeyan S, Deshpande D, Comarova Z, Lu A, Porozov Y, Wu A, Abedalthagafi MS, Nagaraj SH, Smith AL, Skums P, Ladner J, Lam TTY, Wu NC, Zelikovsky A, Knight R, Crandall KA, Mangul S. Unlocking capacities of viral genomics for the COVID-19 pandemic response. ARXIV 2021:arXiv:2104.14005v3. [PMID: 33948451 PMCID: PMC8095210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Revised: 06/04/2021] [Indexed: 12/25/2022]
Abstract
More than any other infectious disease epidemic, the COVID-19 pandemic has been characterized by the generation of large volumes of viral genomic data at an incredible pace due to recent advances in high-throughput sequencing technologies, the rapid global spread of SARS-CoV-2, and its persistent threat to public health. However, distinguishing the most epidemiologically relevant information encoded in these vast amounts of data requires substantial effort across the research and public health communities. Studies of SARS-CoV-2 genomes have been critical in tracking the spread of variants and understanding its epidemic dynamics, and may prove crucial for controlling future epidemics and alleviating significant public health burdens. Together, genomic data and bioinformatics methods enable broad-scale investigations of the spread of SARS-CoV-2 at the local, national, and global scales and allow researchers the ability to efficiently track the emergence of novel variants, reconstruct epidemic dynamics, and provide important insights into drug and vaccine development and disease control. Here, we discuss the tremendous opportunities that genomics offers to unlock the effective use of SARS-CoV-2 genomic data for efficient public health surveillance and guiding timely responses to COVID-19.
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Affiliation(s)
- Sergey Knyazev
- Department of Computer Science, College of Art and Science, Georgia State University, 1 Park Place, Room 618, Atlanta, GA 30303, USA
| | - Karishma Chhugani
- Department of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Southern California, 1985 Zonal Avenue, Room 713. Los Angeles, CA 90089, USA
| | - Varuni Sarwal
- Department of Computer Science, University of California Los Angeles, 580 Portola Plaza, Los Angeles, CA 90095, USA
| | - Ram Ayyala
- Department of Neuroscience, College of Life Sciences, University of California Los Angeles, 580 Portola Plaza, Los Angeles, CA 90095, USA
| | - Harman Singh
- Department of Electrical Engineering, Indian Institute of Technology, Hauz Khas, New Delhi, 110016, India
| | - Smruthi Karthikeyan
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Dhrithi Deshpande
- Department of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Southern California, 1985 Zonal Avenue, Room 713. Los Angeles, CA 90089, USA
| | - Zoia Comarova
- Paradigm Environmental, 3911 Old Lee Highway, Fairfax, VA 22030
| | - Angela Lu
- Department of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Southern California, 1985 Zonal Avenue, Room 713. Los Angeles, CA 90089-9121, USA
| | - Yuri Porozov
- World-Class Research Center "Digital biodesign and personalized healthcare", I.M. Sechenov First Moscow State Medical University, Moscow, Russia
- Department of Computational Biology, Sirius University of Science and Technology, Sochi, Russia
| | - Aiping Wu
- Center for Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100005, China
- Suzhou Institute of Systems Medicine, Suzhou, 215123, China
| | - Malak S Abedalthagafi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Shivashankar H Nagaraj
- Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, QLD 4059, Australia
- Translational Research Institute, Brisbane, Australia
| | - Adam L Smith
- Astani Department of Civil and Environmental Engineering, University of Southern California, 3620 South Vermont Avenue, Los Angeles, CA 90089
| | - Pavel Skums
- Department of Computer Science, College of Art and Science, Georgia State University, 1 Park Place, Floor 6, Atlanta, GA 30303, USA
| | - Jason Ladner
- The Pathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ 86011
| | - Tommy Tsan-Yuk Lam
- State Key Laboratory of Emerging Infectious Diseases, School of Public Health, The University of Hong Kong
| | - Nicholas C Wu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Alex Zelikovsky
- Department of Computer Science, College of Art and Science, Georgia State University, 1 Park Place, Floor 6, Atlanta, GA 30303, USA
- The Laboratory of Bioinformatics, I.M. Sechenov First Moscow State Medical University, Moscow, 119991, Russia
| | - Rob Knight
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, USA
- Department of Computer Science & Engineering, University of California, San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA, USA
| | - Keith A Crandall
- Computational Biology Institute and Department of Biostatistics & Bioinformatics, Milken Institute School of Public Health, George Washington University, Washington, DC 20052
| | - Serghei Mangul
- Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, 1540 Alcazar Street, Los Angeles, CA 90033, USA
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383
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Brahim Belhaouari D, Wurtz N, Grimaldier C, Lacoste A, Pires de Souza GA, Penant G, Hannat S, Baudoin JP, La Scola B. Microscopic Observation of SARS-Like Particles in RT-qPCR SARS-CoV-2 Positive Sewage Samples. Pathogens 2021; 10:516. [PMID: 33923138 PMCID: PMC8146039 DOI: 10.3390/pathogens10050516] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 04/20/2021] [Accepted: 04/21/2021] [Indexed: 12/18/2022] Open
Abstract
The ongoing outbreak of novel coronavirus pneumonia (COVID-19) caused by SARS-CoV-2 infection has spread rapidly worldwide. The major transmission routes of SARS-CoV-2 are recognised as inhalation of aerosol/droplets and person-to-person contact. However, some studies have demonstrated that live SARS-CoV-2 can be isolated from the faeces and urine of infected patients, which can then enter the wastewater system. The currently available evidence indicates that the viral RNA present in wastewater may become a potential source of epidemiological data. However, to investigate whether wastewater may present a risk to humans such as sewage workers, we investigated whether intact particles of SARS-CoV-2 were observable and whether it was possible to isolate the virus in wastewater. Using a correlative strategy of light microscopy and electron microscopy (CLEM), we demonstrated the presence of intact and degraded SARS-like particles in RT-qPCR SARS-CoV-2-positive sewage sample collected in the city of Marseille. However, the viral infectivity assessment of SARS-CoV-2 in the wastewater was inconclusive, due to the presence of other viruses known to be highly resistant in the environment such as enteroviruses, rhinoviruses, and adenoviruses. Although the survival and the infectious risk of SARS-CoV-2 in wastewater cannot be excluded from our study, additional work may be required to investigate the stability, viability, fate, and decay mechanisms of SARS-CoV-2 thoroughly in wastewater.
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Affiliation(s)
- Djamal Brahim Belhaouari
- Microbes, Evolution, Phylogeny and Infection (MEPHI), UM63, Institut de Recherche pour le Développement (IRD), Aix- Marseille University, 13005 Marseille, France; (D.B.B.); (N.W.); (G.A.P.d.S.); (S.H.)
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Nathalie Wurtz
- Microbes, Evolution, Phylogeny and Infection (MEPHI), UM63, Institut de Recherche pour le Développement (IRD), Aix- Marseille University, 13005 Marseille, France; (D.B.B.); (N.W.); (G.A.P.d.S.); (S.H.)
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Clio Grimaldier
- Assistance Publique—Hôpitaux de Marseille, 13005 Marseille, France; (C.G.); (G.P.)
| | - Alexandre Lacoste
- Bataillon des Marins Pompiers de Marseille, 13003 Marseille, France;
| | - Gabriel Augusto Pires de Souza
- Microbes, Evolution, Phylogeny and Infection (MEPHI), UM63, Institut de Recherche pour le Développement (IRD), Aix- Marseille University, 13005 Marseille, France; (D.B.B.); (N.W.); (G.A.P.d.S.); (S.H.)
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Gwilherm Penant
- Assistance Publique—Hôpitaux de Marseille, 13005 Marseille, France; (C.G.); (G.P.)
| | - Sihem Hannat
- Microbes, Evolution, Phylogeny and Infection (MEPHI), UM63, Institut de Recherche pour le Développement (IRD), Aix- Marseille University, 13005 Marseille, France; (D.B.B.); (N.W.); (G.A.P.d.S.); (S.H.)
- IHU Méditerranée Infection, 13005 Marseille, France
| | - Jean-Pierre Baudoin
- Assistance Publique—Hôpitaux de Marseille, 13005 Marseille, France; (C.G.); (G.P.)
| | - Bernard La Scola
- Microbes, Evolution, Phylogeny and Infection (MEPHI), UM63, Institut de Recherche pour le Développement (IRD), Aix- Marseille University, 13005 Marseille, France; (D.B.B.); (N.W.); (G.A.P.d.S.); (S.H.)
- IHU Méditerranée Infection, 13005 Marseille, France
- Assistance Publique—Hôpitaux de Marseille, 13005 Marseille, France; (C.G.); (G.P.)
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384
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Godoy MG, Kibenge MJT, Kibenge FSB. SARS-CoV-2 transmission via aquatic food animal species or their products: A review. AQUACULTURE (AMSTERDAM, NETHERLANDS) 2021; 536:736460. [PMID: 33564203 PMCID: PMC7860939 DOI: 10.1016/j.aquaculture.2021.736460] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 01/28/2021] [Accepted: 01/30/2021] [Indexed: 05/06/2023]
Abstract
Outbreaks of COVID-19 (coronavirus disease 2019) have been reported in workers in fish farms and fish processing plants arising from person-to-person transmission, raising concerns about aquatic animal food products' safety. A better understanding of such incidents is important for the aquaculture industry's sustainability, particularly with the global trade in fresh and frozen aquatic animal food products where contaminating virus could survive for some time. Despite a plethora of COVID-19-related scientific publications, there is a lack of reports on the risk of contact with aquatic food animal species or their products. This review aimed to examine the potential for Severe Acute Respiratory Syndrome-Coronavirus-2 (SARS-CoV-2) contamination and the potential transmission via aquatic food animals or their products and wastewater effluents. The extracellular viability of SARS-CoV-2 and how the virus is spread are reviewed, supporting the understanding that contaminated cold-chain food sources may introduce SAR-CoV-2 via food imports although the virus is unlikely to infect humans through consumption of aquatic food animals or their products or drinking water; i.e., SARS-CoV-2 is not a foodborne virus and should not be managed as such but instead through strong, multifaceted public health interventions including physical distancing, rapid contact tracing, and testing, enhanced hand and respiratory hygiene, frequent disinfection of high-touch surfaces, isolation of infected workers and their contacts, as well as enhanced screening protocols for international seafood trade.
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Affiliation(s)
- Marcos G Godoy
- Centro de Investigaciones Biológicas Aplicadas (CIBA), Lago Panguipulli 1390, Puerto Montt, Chile
- Laboratorio de Biotecnología Aplicada, Facultad de Medicina Veterinaria, Sede De La Patagonia, Lago Panguipulli 1390, Puerto Montt, 5480000, Chile
- Doctorado en Acuicultura. Programa Cooperativo Universidad de Chile, Universidad Católica del Norte, Pontificia Universidad Católica de Valparaíso, Chile
| | - Molly J T Kibenge
- Department of Pathology and Microbiology, Atlantic Veterinary College, University of Prince Edward Island, 550 University Ave., Charlottetown, P.E.I., C1A 4P3, Canada
| | - Frederick S B Kibenge
- Department of Pathology and Microbiology, Atlantic Veterinary College, University of Prince Edward Island, 550 University Ave., Charlottetown, P.E.I., C1A 4P3, Canada
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385
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Mohapatra S, Menon NG, Mohapatra G, Pisharody L, Pattnaik A, Menon NG, Bhukya PL, Srivastava M, Singh M, Barman MK, Gin KYH, Mukherji S. The novel SARS-CoV-2 pandemic: Possible environmental transmission, detection, persistence and fate during wastewater and water treatment. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 765:142746. [PMID: 33092831 PMCID: PMC7536135 DOI: 10.1016/j.scitotenv.2020.142746] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Revised: 09/08/2020] [Accepted: 09/27/2020] [Indexed: 04/14/2023]
Abstract
The contagious SARS-CoV-2 virus, responsible for COVID-19 disease, has infected over 27 million people across the globe within a few months. While literature on SARS-CoV-2 indicates that its transmission may occur predominantly via aerosolization of virus-laden droplets, the possibility of alternate routes of transmission and/or reinfection via the environment requires considerable scientific attention. This review aims to collate information on possible transmission routes of this virus, to ascertain its fate in the environment. Concomitant with the presence of SARS-CoV-2 viral RNA in faeces and saliva of infected patients, studies also indicated its occurrence in raw wastewater, primary sludge and river water. Therefore sewerage system could be a possible route of virus outbreak, a possible tool to assess viral community spread and future surveillance technique. Hence, this review looked into detection, occurrence and fate of SARS-CoV-2 during primary, secondary, and tertiary wastewater and water treatment processes based on published literature on SARS-CoV and other enveloped viruses. The review also highlights the need for focused research on occurrence and fate of SARS-CoV-2 in various environmental matrices. Utilization of this information in environmental transmission models developed for other enveloped and enteric viruses can facilitate risk assessment studies. Preliminary research efforts with SARS-CoV-2 and established scientific reports on other coronaviruses indicate that the threat of virus transmission from the aquatic environment may be currently non-existent. However, the presence of viral RNA in wastewater provides an early warning that highlights the need for effective sewage treatment to prevent a future outbreak of SARS-CoV-2.
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Affiliation(s)
- Sanjeeb Mohapatra
- Environmental Science and Engineering Department (ESED), Indian Institute of Technology Bombay, India; NUS Environmental Research Institute, National University of Singapore (NUS), Singapore
| | - N Gayathri Menon
- Centre for Research in Nanotechnology and Science (CRNTS), Indian Institute of Technology Bombay, India; nEcoTox GmbH, An der Neümuhle 2, Annweiler am Trifels, Germany
| | | | - Lakshmi Pisharody
- Environmental Science and Engineering Department (ESED), Indian Institute of Technology Bombay, India
| | - Aryamav Pattnaik
- School of Veterinary Medicine and Biomedical Sciences, University of Nebraska-Lincoln (UNL), USA
| | - N Gowri Menon
- Department of Veterinary Epidemiology and Preventive Medicine, Kerala Veterinary and Animal Sciences University (KVASU), Wayanad, Kerala, India
| | | | | | | | | | - Karina Yew-Hoong Gin
- Department of Civil and Environmental Engineering, National University of Singapore (NUS), Singapore.
| | - Suparna Mukherji
- Environmental Science and Engineering Department (ESED), Indian Institute of Technology Bombay, India; Centre for Research in Nanotechnology and Science (CRNTS), Indian Institute of Technology Bombay, India.
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386
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Patel M, Chaubey AK, Pittman CU, Mlsna T, Mohan D. Coronavirus (SARS-CoV-2) in the environment: Occurrence, persistence, analysis in aquatic systems and possible management. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 765:142698. [PMID: 33097261 PMCID: PMC7531938 DOI: 10.1016/j.scitotenv.2020.142698] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 09/24/2020] [Accepted: 09/25/2020] [Indexed: 04/14/2023]
Abstract
The year 2020 brought the news of the emergence of a new respiratory disease (COVID-19) from Wuhan, China. The disease is now a global pandemic and is caused by a virus named SARS-CoV-2 by international bodies. Important viral transmission sources include human contact, respiratory droplets and aerosols, and through contact with contaminated objects. However, viral shedding in feces and urine by COVID-19-afflicted patients raises concerns about SARS-CoV-2 entering aquatic systems. Recently, targeted SARS-CoV-2 genome fragments have been successfully detected in wastewater, sewage sludge and river waters around the world. Wastewater-based epidemiology (WBE) studies can provide early detection and assessment of COVID-19 transmission and the growth of active cases within given wastewater catchment areas. WBE surveillance's ability to detect the growth of cases was demonstrated. Was this science applied throughout the world as this pandemic spread throughout the globe? Wastewater treatment efficacy for SARS-CoV-2 removal and risk assessments associated with treated water are reported. Disinfection strategies using chemical disinfectants, heat and radiation for deactivating and destroying SARS-CoV-2 are explained. Analytical methods of SARS-CoV-2 detection are covered. This review provides a more complete overview of the present status of SARS-CoV-2 and its consequences in aquatic systems. So far, WBE programs have not yet served to provide the early alerts to authorities that they have the potential to achieve. This would be desirable in order to activate broad public health measures at earlier stages of local and regional stages of transmission.
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Affiliation(s)
- Manvendra Patel
- School of Environmental Sciences, Jawaharlal Nehru University, New Delhi 110067, India
| | | | - Charles U Pittman
- Department of Chemistry, Mississippi State University, Mississippi State, MS 39762, USA
| | - Todd Mlsna
- Department of Chemistry, Mississippi State University, Mississippi State, MS 39762, USA
| | - Dinesh Mohan
- School of Environmental Sciences, Jawaharlal Nehru University, New Delhi 110067, India.
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387
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Adeel M, Farooq T, Shakoor N, Ahmar S, Fiaz S, White JC, Gardea-Torresdey JL, Mora-Poblete F, Rui Y. COVID-19 and Nanoscience in the Developing World: Rapid Detection and Remediation in Wastewater. NANOMATERIALS (BASEL, SWITZERLAND) 2021; 11:991. [PMID: 33921482 PMCID: PMC8069490 DOI: 10.3390/nano11040991] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 04/04/2021] [Accepted: 04/10/2021] [Indexed: 12/27/2022]
Abstract
Given the known presence of SARS-Cov-2 in wastewater, stemming disease spread in global regions where untreated effluent in the environment is common will experience additional pressure. Though development and preliminary trials of a vaccine against SARS-CoV-2 have been launched in several countries, rapid and effective alternative tools for the timely detection and remediation of SARS-CoV-2 in wastewater, especially in the developing countries, is of paramount importance. Here, we propose a promising, non-invasive technique for early prediction and targeted detection of SARS-CoV-2 to prevent current and future outbreaks. Thus, a combination of nanotechnology with wastewater-based epidemiology and artificial intelligence could be deployed for community-level wastewater virus detection and remediation.
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Affiliation(s)
- Muhammad Adeel
- Beijing Key Laboratory of Farmland Soil Pollution Prevention and Remediation, College of Resources and Environmental Sciences, China Agricultural University, Beijing 100193, China; (M.A.); (N.S.); (Y.R.)
| | - Tahir Farooq
- Guangdong Provincial Key Laboratory of High Technology for Plant Protection, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China;
| | - Noman Shakoor
- Beijing Key Laboratory of Farmland Soil Pollution Prevention and Remediation, College of Resources and Environmental Sciences, China Agricultural University, Beijing 100193, China; (M.A.); (N.S.); (Y.R.)
| | - Sunny Ahmar
- Institute of Biological Sciences, Campus Talca, Universidad de Talca, Talca 3465548, Chile;
| | - Sajid Fiaz
- Department of Plant Breeding and Genetics, The University of Haripur, Haripur 22600, Pakistan;
| | - Jason C. White
- The Connecticut Agricultural Experiment Station, New Haven, CT 06504, USA;
| | - Jorge L. Gardea-Torresdey
- Department of Chemistry and Biochemistry, The University of Texas at El Paso, El Paso, TX 79968, USA;
| | - Freddy Mora-Poblete
- Institute of Biological Sciences, Campus Talca, Universidad de Talca, Talca 3465548, Chile;
| | - Yukui Rui
- Beijing Key Laboratory of Farmland Soil Pollution Prevention and Remediation, College of Resources and Environmental Sciences, China Agricultural University, Beijing 100193, China; (M.A.); (N.S.); (Y.R.)
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388
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Gallardo-Escárate C, Valenzuela-Muñoz V, Núñez-Acuña G, Valenzuela-Miranda D, Benaventel BP, Sáez-Vera C, Urrutia H, Novoa B, Figueras A, Roberts S, Assmann P, Bravo M. The wastewater microbiome: A novel insight for COVID-19 surveillance. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 764:142867. [PMID: 33071116 PMCID: PMC7546644 DOI: 10.1016/j.scitotenv.2020.142867] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 10/01/2020] [Accepted: 10/04/2020] [Indexed: 05/06/2023]
Abstract
Wastewater-Based Epidemiology is a tool to face and mitigate COVID-19 outbreaks by evaluating conditions in a specific community. This study aimed to analyze the microbiome profiles using nanopore technology for full-length 16S rRNA sequencing in wastewater samples collected from a penitentiary (P), a residential care home (RCH), and a quarantine or health care facilities (HCF). During the study, the wastewater samples from the RCH and the P were negative for SARS-CoV-2 based on qPCRs, except during the fourth week when was detected. Unexpectedly, the wastewater microbiome from RCH and P prior to week four was correlated with the samples collected from the HCF, suggesting a core bacterial community is expelled from the digest tract of individuals infected with SARS-CoV-2. The microbiota of wastewater sample positives for SARS-CoV-2 was strongly associated with enteric bacteria previously reported in patients with risk factors for COVID-19. We provide novel evidence that the wastewater microbiome associated with gastrointestinal manifestations appears to precede the SARS-CoV-2 detection in sewage. This finding suggests that the wastewaters microbiome can be applied as an indicator of community-wide SARS-CoV-2 surveillance.
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Affiliation(s)
- Cristian Gallardo-Escárate
- Interdisciplinary Center for Aquaculture Research, University of Concepción, O'Higgins 1695, Concepción, Chile; Laboratory of Biotechnology and Aquatic Genomics, Center of Biotechnology, Barrio Universitario s/n, University of Concepción, Concepción, Chile.
| | - Valentina Valenzuela-Muñoz
- Interdisciplinary Center for Aquaculture Research, University of Concepción, O'Higgins 1695, Concepción, Chile; Laboratory of Biotechnology and Aquatic Genomics, Center of Biotechnology, Barrio Universitario s/n, University of Concepción, Concepción, Chile
| | - Gustavo Núñez-Acuña
- Interdisciplinary Center for Aquaculture Research, University of Concepción, O'Higgins 1695, Concepción, Chile; Laboratory of Biotechnology and Aquatic Genomics, Center of Biotechnology, Barrio Universitario s/n, University of Concepción, Concepción, Chile
| | - Diego Valenzuela-Miranda
- Interdisciplinary Center for Aquaculture Research, University of Concepción, O'Higgins 1695, Concepción, Chile; Laboratory of Biotechnology and Aquatic Genomics, Center of Biotechnology, Barrio Universitario s/n, University of Concepción, Concepción, Chile
| | - Bárbara P Benaventel
- Interdisciplinary Center for Aquaculture Research, University of Concepción, O'Higgins 1695, Concepción, Chile; Laboratory of Biotechnology and Aquatic Genomics, Center of Biotechnology, Barrio Universitario s/n, University of Concepción, Concepción, Chile
| | - Constanza Sáez-Vera
- Interdisciplinary Center for Aquaculture Research, University of Concepción, O'Higgins 1695, Concepción, Chile; Laboratory of Biotechnology and Aquatic Genomics, Center of Biotechnology, Barrio Universitario s/n, University of Concepción, Concepción, Chile
| | - Homero Urrutia
- Laboratory of Biofilms and Environmental Microbiology, Center of Biotechnology, University of Concepción, Barrio Universitario s/n, Concepción, Chile
| | - Beatriz Novoa
- Instituto de Investigaciones Marinas (IIM), Consejo Superior de Investigaciones Científicas (CSIC), C/Eduardo Cabello 6, 36208 Vigo, Spain
| | - Antonio Figueras
- Instituto de Investigaciones Marinas (IIM), Consejo Superior de Investigaciones Científicas (CSIC), C/Eduardo Cabello 6, 36208 Vigo, Spain
| | - Steven Roberts
- School of Aquatic and Fishery Sciences, University Of Washington, Seattle, USA
| | - Paulina Assmann
- Secretaría Regional Ministerial de la Macrozona Centro Sur del Ministerio de Ciencia Tecnología Conocimiento e Innovación, Av. Arturo Prat 390, Of. 1601, Concepción, Chile
| | - Marta Bravo
- Secretaría Regional Ministerial de Salud, Region de Ñuble, Ministerio de Salud, Bulnes 620, Chillan, Chile
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389
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Shutler JD, Zaraska K, Holding T, Machnik M, Uppuluri K, Ashton IGC, Migdał Ł, Dahiya RS. Rapid Assessment of SARS-CoV-2 Transmission Risk for Fecally Contaminated River Water. ACS ES&T WATER 2021; 1:949-957. [PMID: 33880460 PMCID: PMC7931626 DOI: 10.1021/acsestwater.0c00246] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 02/10/2021] [Accepted: 02/10/2021] [Indexed: 05/03/2023]
Abstract
Following the outbreak of severe acute respiratory syndrome coronavirus (SARS-CoV-2), airborne water droplets have been identified as the main transmission route. Identifying and breaking all viable transmission routes are critical to stop future outbreaks, and the potential of transmission by water has been highlighted. By modifying established approaches, we provide a method for the rapid assessment of the risk of transmission posed by fecally contaminated river water and give example results for 39 countries. The country relative risk of transmission posed by fecally contaminated river water is related to the environment and the populations' infection rate and water usage. On the basis of in vitro data and using temperature as the primary controller of survival, we then demonstrate how viral loads likely decrease after a spill. These methods using readily available data suggest that sewage spills into rivers within countries with high infection rates could provide infectious doses of >40 copies per 100 mL of water. The approach, implemented in the supplementary spreadsheet, can provide a fast estimate of the upper and lower viral load ranges following a riverine spill. The results enable evidence-based research recommendations for wastewater epidemiology and could be used to evaluate the significance of fecal-oral transmission within freshwater systems.
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Affiliation(s)
| | | | - Thomas Holding
- University
of Exeter, Penryn Campus, Penryn TR10 9FE, U.K.
| | - Monika Machnik
- Łukasiewicz-Institute
of Electron Technology, 01-919 Warsaw, Poland
| | | | | | - Łukasz Migdał
- University
of Agriculture in Kraków, 30-239 Kraków, Poland
| | - Ravinder S. Dahiya
- Bendable
Electronics and Sensing Technologies (BEST) Group, University of Glasgow, Glasgow G12 8QQ, U.K.
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390
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Shutler JD, Zaraska K, Holding T, Machnik M, Uppuluri K, Ashton IGC, Migdał Ł, Dahiya RS. Rapid Assessment of SARS-CoV-2 Transmission Risk for Fecally Contaminated River Water. ACS ES&T WATER 2021; 1:949-957. [PMID: 33880460 DOI: 10.1101/2020.06.17.20133504] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 02/10/2021] [Accepted: 02/10/2021] [Indexed: 05/19/2023]
Abstract
Following the outbreak of severe acute respiratory syndrome coronavirus (SARS-CoV-2), airborne water droplets have been identified as the main transmission route. Identifying and breaking all viable transmission routes are critical to stop future outbreaks, and the potential of transmission by water has been highlighted. By modifying established approaches, we provide a method for the rapid assessment of the risk of transmission posed by fecally contaminated river water and give example results for 39 countries. The country relative risk of transmission posed by fecally contaminated river water is related to the environment and the populations' infection rate and water usage. On the basis of in vitro data and using temperature as the primary controller of survival, we then demonstrate how viral loads likely decrease after a spill. These methods using readily available data suggest that sewage spills into rivers within countries with high infection rates could provide infectious doses of >40 copies per 100 mL of water. The approach, implemented in the supplementary spreadsheet, can provide a fast estimate of the upper and lower viral load ranges following a riverine spill. The results enable evidence-based research recommendations for wastewater epidemiology and could be used to evaluate the significance of fecal-oral transmission within freshwater systems.
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Affiliation(s)
| | | | - Thomas Holding
- University of Exeter, Penryn Campus, Penryn TR10 9FE, U.K
| | - Monika Machnik
- Łukasiewicz-Institute of Electron Technology, 01-919 Warsaw, Poland
| | | | - Ian G C Ashton
- University of Exeter, Penryn Campus, Penryn TR10 9FE, U.K
| | - Łukasz Migdał
- University of Agriculture in Kraków, 30-239 Kraków, Poland
| | - Ravinder S Dahiya
- Bendable Electronics and Sensing Technologies (BEST) Group, University of Glasgow, Glasgow G12 8QQ, U.K
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391
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Bhattacharya P, Kumar M, Islam MT, Haque R, Chakraborty S, Ahmad A, Niazi NK, Cetecioglu Z, Nilsson D, Ijumulana J, van der Voorn T, Jakariya M, Hossain M, Ahmed F, Rahman M, Akter N, Johnston D, Ahmed KM. Prevalence of SARS-CoV-2 in Communities Through Wastewater Surveillance-a Potential Approach for Estimation of Disease Burden. CURRENT POLLUTION REPORTS 2021; 7:160-166. [PMID: 33842197 PMCID: PMC8021931 DOI: 10.1007/s40726-021-00178-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/18/2021] [Indexed: 05/17/2023]
Abstract
The episodic outbreak of COVID-19 due to SARS-CoV-2 is severely affecting the economy, and the global count of infected patients is increasing. The actual number of patients had been underestimated due to limited facilities for testing as well as asymptomatic nature of the expression of COVID-19 on individual basis. Tragically, for emerging economies with high population density, the situation has been more complex due to insufficient testing facilities for diagnosis of the disease. However, the recent reports about persistent shedding of viral RNA of SARS-CoV-2 in the human feces have created a possibility to track the prevalence and trends of the disease in communities, known as wastewater-based epidemiology (WBE). In this article, we highlight the current limitations and future prospects for WBE to manage pandemics.
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Affiliation(s)
- Prosun Bhattacharya
- Department of Sustainable Development, Environmental Science and Engineering, KTH Royal Institute of Technology, Teknikringen 10B, SE-11428 Stockholm, Sweden
- KWR Watercycle Research Institute, Groningenhaven 7, 3433 PE Nieuwegein, The Netherlands
| | - Manish Kumar
- Discipline of Earth Science, Indian Institute of Technology Gandhinagar, Ahmedabad, Gujarat 382 355 India
| | - Md. Tahmidul Islam
- Department of Sustainable Development, Environmental Science and Engineering, KTH Royal Institute of Technology, Teknikringen 10B, SE-11428 Stockholm, Sweden
- WaterAid Bangladesh, House 97/B, Road 25, Block A, Banani, Dhaka, 1213 Bangladesh
| | - Rehnuma Haque
- Environmental Interventions Unit, Infectious Disease Division, icddr,b, 68 Shaheed Tajuddin Ahmed Sarani, Mohakhali, Dhaka, 1212 Bangladesh
| | - Sudip Chakraborty
- Department of DIMES, University of Calabria, Via P. Bucci, Cubo 42/a, 87036 Rende, Italy
| | - Arslan Ahmad
- Department of Environmental Technology, Wageningen University and Research (WUR), Droevendaalsesteeg 4, 6708 PB Wageningen, The Netherlands
| | - Nabeel Khan Niazi
- Institute of Soil and Environmental Sciences, University of Agriculture Faisalabad, Faisalabad, 38040 Pakistan
- School of Civil Engineering and Surveying, University of Southern Queensland, Toowoomba, Queensland 4350 Australia
| | - Zeynep Cetecioglu
- Department of Chemical Engineering, KTH Royal Institute of Technology, Teknikringen 42, Stockholm, SE-10044 Sweden
| | - David Nilsson
- WaterCenter@KTH, Department of Sustainable Development, Environmental Science and Engineering, KTH Royal Institute of Technology, Teknikringen 10B, SE-11428 Stockholm, Sweden
| | - Julian Ijumulana
- Department of Sustainable Development, Environmental Science and Engineering, KTH Royal Institute of Technology, Teknikringen 10B, SE-11428 Stockholm, Sweden
| | - Tom van der Voorn
- University of Osnabrück, Institute of Environmental Systems Research, Barbarastr. 12, 49069 Osnabrück, Germany
| | - Md. Jakariya
- Department of Environmental Science and Management, North South University, Bashundhara, Dhaka, 1229 Bangladesh
| | - Maqsud Hossain
- Department of Biochemistry and Microbiology, NSU Genome Research Institute (NGRI), North South University, Bashundhara, Dhaka, 1229 Bangladesh
| | - Firoz Ahmed
- Department of Microbiology, Noakhali University of Science and Technology, Noakhali, Bangladesh
| | - Mahbubur Rahman
- Environmental Interventions Unit, Infectious Disease Division, icddr,b, 68 Shaheed Tajuddin Ahmed Sarani, Mohakhali, Dhaka, 1212 Bangladesh
| | - Nargis Akter
- Water Sanitation and Hygiene Section, United Nations Children’s Fund, BSL Office Complex, 1 Minto Road, Dhaka, 1000 Bangladesh
| | - Dara Johnston
- Water Sanitation and Hygiene Section, United Nations Children’s Fund, BSL Office Complex, 1 Minto Road, Dhaka, 1000 Bangladesh
| | - Kazi Matin Ahmed
- Department of Geology, University of Dhaka, Dhaka, 1000 Bangladesh
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392
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Usman M, Ho YS. COVID-19 and the emerging research trends in environmental studies: a bibliometric evaluation. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:16913-16924. [PMID: 33625710 PMCID: PMC7903868 DOI: 10.1007/s11356-021-13098-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Accepted: 02/18/2021] [Indexed: 05/16/2023]
Abstract
The ongoing pandemic of the coronavirus disease 2019 (COVID-19) is a global health emergency. Thousands of articles have been published to tackle this crisis. Here, a bibliometric study of the publications in environmental studies has been conducted to identify the emerging research trends in this field in the era of COVID-19. Bibliometric analysis serves as a useful tool to evaluate research productivity and scholarly trends in a field. For this, publications were searched in nine environment-related subject categories indexed in Science Citation Index Expanded (SCI-EXPANDED) database of the Web of Science Core Collection. A bibliometric evaluation of 495 relevant documents was performed to identify various essential research indicators, including the type of the publication, the most prominent journals, subject categories, authors, institutions, and the countries, that contributed significantly to this theme. Major focus of this bibliometric study is to illustrate the potential research hotspots emerged during this pandemic. It has been found that significant amount of research has been conducted for the assessment of environmental quality and its contribution in environmental transmission of COVID-19. In addition to its positive impacts on environment, COVID-19 has contributed indirectly in worsening many environmental threats such as increased exposure to disinfectants and antimicrobials, poor solid waste management, and food insecurity. Researchers have also been focusing on the strategies for the planning of post-COVID-19 cities and buildings and to protect the ecology. This bibliometric study allowed the visualization of research agenda in the field of environmental studies during this pandemic.
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Affiliation(s)
- Muhammad Usman
- PEIE Research Chair for the Development of Industrial Estates and Free Zones, Center for Environmental Studies and Research, Sultan Qaboos University, Al-Khoud, 123 Muscat, Oman
| | - Yuh-Shan Ho
- Trend Research Centre, Asia University, No. 500, Lioufeng Road, Wufeng, Taichung, 41354 Taiwan
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393
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Cervantes-Avilés P, Moreno-Andrade I, Carrillo-Reyes J. Approaches applied to detect SARS-CoV-2 in wastewater and perspectives post-COVID-19. JOURNAL OF WATER PROCESS ENGINEERING 2021; 40:101947. [PMID: 35592728 PMCID: PMC7846222 DOI: 10.1016/j.jwpe.2021.101947] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 12/16/2020] [Accepted: 01/26/2021] [Indexed: 05/03/2023]
Abstract
Currently, SARS-CoV-2 has been detected in the influent of wastewater treatment plants (WWTP), pumping stations, manholes, sewer networks and sludge of WWTP and facilities of countries as France, Spain, Italy, Netherlands, United States, Australia, Ecuador, Brazil and Japan. Although this virus has been detected in the wastewater streams, there is no robust method for its detection and quantification in wastewater. This review compiled and analyzed the virus concentration approaches applied to detect the SARS-CoV-2, besides to provide insights about the methodology for viral concentration, limit of detection, occurrence, persistence, and perspectives post-COVID-19 related with the implications of the virus presence in wastewater. The SARS-COV-2 detection in wastewater has been related to virus concentration methods, which present different recovery rates of the virus. The most used viral concentration methods have been the polyethylene glycol (PEG) for precipitation of viral material and the ultrafiltration at molecular weight level. After viral concentration, the detection and quantification of SARS-COV-2 in wastewater are mainly via quantitative reverse transcription polymerase chain reaction (RT-qPCR), which is the clinical assay adapted for environmental purposes. Although in some experiments the positive control during RT-qPCR is running a surrogated virus (e.g., Mengovirus or Dengue virus), RT-qPCR or reverse transcription droplet digital PCR (RT-ddPCR) targeting the gene encoding nucleocapsid (N1, N2 and N3) of SARS-COV-2 are highly recommended to calculate the limit of detection in wastewater samples. Current results suggest that a rigorous methodology to elucidate the positive cases in a region from genomic copies in wastewater is needed.
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Affiliation(s)
- Pabel Cervantes-Avilés
- Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Vía Atlixcáyotl 5718, Reserva Territorial Atlixcáyotl, Puebla, Pue, CP 72453, Mexico
| | - Iván Moreno-Andrade
- Laboratory for Research on Advanced Processes for Water Treatment, Instituto de Ingeniería, Unidad Académica Juriquilla, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, Queretaro, CP 76230, Mexico
| | - Julián Carrillo-Reyes
- Laboratory for Research on Advanced Processes for Water Treatment, Instituto de Ingeniería, Unidad Académica Juriquilla, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, Queretaro, CP 76230, Mexico
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394
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Ge T, Lu Y, Zheng S, Zhuo L, Yu L, Ni Z, Zhou Y, Ni L, Qu T, Zhong Z. Evaluation of disinfection procedures in a designated hospital for COVID-19. Am J Infect Control 2021; 49:447-451. [PMID: 32841686 PMCID: PMC7443056 DOI: 10.1016/j.ajic.2020.08.028] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 08/18/2020] [Accepted: 08/18/2020] [Indexed: 12/15/2022]
Abstract
Background Coronavirus disease 2019 has spread globally and been a public health emergency worldwide. It is important to reduce the risk of healthcare associated infections among the healthcare workers and patients. This study aimed to investigate the contamination of environment in isolation wards and sewage, and assess the quality of routine disinfection procedures in our hospital. Methods Routine disinfection procedures were performed 3-times a day in general isolation wards and 6-times a day in isolated ICU wards in our hospital. Environmental surface samples and sewage samples were collected for viral RNA detection. Severe acute respiratory syndrome coronavirus 2 RNA detection was performed with quantitative reverse transcription polymerase chain reaction. Results A total of 163 samples were collected from February 6 to April 4. Among 122 surface samples, 2 were positive for severe acute respiratory syndrome coronavirus 2 RNA detection. One was collected from the flush button of the toilet bowl, and the other was collected from a hand-basin. Although 10 of the sewage samples were positive for viral RNA detection, all positive samples were negative for viral culture. Conclusion These results revealed the routine disinfection procedures in our hospital were effective in reducing the potential risk of healthcare associated infection. Two surface samples were positive for viral detection, suggesting that more attention should be paid when disinfecting places easy to be ignored.
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Affiliation(s)
- Tianxiang Ge
- Infection Control Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Ye Lu
- Department of Communicable Diseases Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Shufa Zheng
- Center of Clinical Laboratory, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Lixin Zhuo
- General Affairs Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Ling Yu
- Department of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Zuowei Ni
- Infection Control Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yanan Zhou
- Infection Control Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Lingmei Ni
- Infection Control Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Tingting Qu
- Infection Control Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
| | - Zifeng Zhong
- Infection Control Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
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395
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Hong PY, Rachmadi AT, Mantilla-Calderon D, Alkahtani M, Bashawri YM, Al Qarni H, O'Reilly KM, Zhou J. Estimating the minimum number of SARS-CoV-2 infected cases needed to detect viral RNA in wastewater: To what extent of the outbreak can surveillance of wastewater tell us? ENVIRONMENTAL RESEARCH 2021; 195:110748. [PMID: 33465345 DOI: 10.1101/2020.08.19.20177667] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 12/14/2020] [Accepted: 01/11/2021] [Indexed: 05/19/2023]
Abstract
There is increasing interest in wastewater-based epidemiology (WBE) of SARS-CoV-2 RNA to serve as an early warning system for a community. Despite successful detection of SARS-CoV-2 RNA in wastewaters sampled from multiple locations, there is still no clear idea on the minimal number of cases in a community that are associated with a positive detection of the virus in wastewater. To address this knowledge gap, we sampled wastewaters from a septic tank (n = 57) and biological activated sludge tank (n = 52) located on-site of a hospital. The hospital is providing treatment for SARS-CoV-2 infected patients, with the number of hospitalized patients per day known. It was observed that depending on which nucleocapsid gene is targeted by means of RT-qPCR, a range of 253-409 positive cases out of 10,000 persons are required prior to detecting RNA SARS-CoV-2 in wastewater. There was a weak correlation between N1 and N2 gene abundances in wastewater with the number of hospitalized cases. This correlation was however not observed for N3 gene. The frequency of detecting N1 and N2 gene in wastewater was also higher than that for N3 gene. Furthermore, nucleocapsid genes of SARS-CoV-2 were detected at lower frequency in the partially treated wastewater than in the septic tank. In particular, N1 gene abundance was associated with water quality parameters such as total organic carbon and pH. In instances of positive detection, the average abundance of N1 and N3 genes in the activated sludge tank were reduced by 50 and 70% of the levels detected in septic tank, suggesting degradation of the SARS-CoV-2 gene fragments already occurring in the early stages of the wastewater treatment process.
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Affiliation(s)
- Pei-Ying Hong
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia.
| | - Andri Taruna Rachmadi
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
| | - David Mantilla-Calderon
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
| | - Mohsen Alkahtani
- Environmental Health Laboratory, Jeddah, Ministry of Health, Saudi Arabia
| | - Yasir M Bashawri
- General Directorate of Environment Health, Ministry of Health, Saudi Arabia
| | - Hamed Al Qarni
- General Directorate of Environment Health, Ministry of Health, Saudi Arabia
| | - Kathleen M O'Reilly
- Faculty of Epidemiology and Population Health and Centre for Mathematical Modelling of Infectious Disease, London School of Hygiene and Tropical Medicine, London, UK
| | - Jianqiang Zhou
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
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396
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Tiwari SB, Gahlot P, Tyagi VK, Zhang L, Zhou Y, Kazmi AA, Kumar M. Surveillance of Wastewater for Early Epidemic Prediction (SWEEP): Environmental and health security perspectives in the post COVID-19 Anthropocene. ENVIRONMENTAL RESEARCH 2021; 195:110831. [PMID: 33587948 PMCID: PMC7879813 DOI: 10.1016/j.envres.2021.110831] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 01/28/2021] [Accepted: 01/29/2021] [Indexed: 05/04/2023]
Abstract
The present work summarizes the major research findings related to wastewater-based epidemiology (WBE) study of COVID-19 and puts forward a conceptual framework, termed as "Surveillance of Wastewater for Early Epidemic Prediction (SWEEP)" for implementation of WBE. SWEEP framework is likely to tackle few practical issues related to WBE and simultaneously proposes refinements to the approach for better outcome and efficiency to save precious lives around the globe. It is observed that the present pandemic offers an opportunity for SWEEP to get included in routine urban water management to put the humankind at front to stop such pandemic in future or at least be prepared to fight against it. With global collaboration, SWEEP can be fine-tuned to meet diverse needs, making the present and future generations resilient to future viral outbreaks. Recent WBE studies conducted to check for the presence of SARS-CoV-2 in wastewater revealed that raw sewage samples tested positive to PCR-based assays while the treated samples showed absence of viral titers. Moreover, the lockdown had a positive impact on decreasing the viral loading in sewage. The proposed SWEEP protocol has an advantage over testifying individuals for predicting the stage of pandemic.
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Affiliation(s)
- Satya Brat Tiwari
- Environmental Biotechnology Group (EBiTG), Department of Civil Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India
| | - Pallavi Gahlot
- Environmental Biotechnology Group (EBiTG), Department of Civil Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India
| | - Vinay Kumar Tyagi
- Environmental Biotechnology Group (EBiTG), Department of Civil Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India.
| | - Liang Zhang
- Advanced Environmental Biotechnology Centre, Nanyang Environment and Water Research Institute, Nanyang Technological University, Singapore, 639798, Singapore
| | - Yan Zhou
- Advanced Environmental Biotechnology Centre, Nanyang Environment and Water Research Institute, Nanyang Technological University, Singapore, 639798, Singapore; School of Civil and Environmental Engineering, Nanyang Technological University, Singapore, 639798, Singapore
| | - A A Kazmi
- Environmental Biotechnology Group (EBiTG), Department of Civil Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India
| | - Manish Kumar
- Discipline of Earth Science, Indian Institute of Technology, Gandhinagar, Gujarat, 382-355, India
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397
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Hong PY, Rachmadi AT, Mantilla-Calderon D, Alkahtani M, Bashawri YM, Al Qarni H, O'Reilly KM, Zhou J. Estimating the minimum number of SARS-CoV-2 infected cases needed to detect viral RNA in wastewater: To what extent of the outbreak can surveillance of wastewater tell us? ENVIRONMENTAL RESEARCH 2021; 195:110748. [PMID: 33465345 PMCID: PMC7831732 DOI: 10.1016/j.envres.2021.110748] [Citation(s) in RCA: 52] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 12/14/2020] [Accepted: 01/11/2021] [Indexed: 05/19/2023]
Abstract
There is increasing interest in wastewater-based epidemiology (WBE) of SARS-CoV-2 RNA to serve as an early warning system for a community. Despite successful detection of SARS-CoV-2 RNA in wastewaters sampled from multiple locations, there is still no clear idea on the minimal number of cases in a community that are associated with a positive detection of the virus in wastewater. To address this knowledge gap, we sampled wastewaters from a septic tank (n = 57) and biological activated sludge tank (n = 52) located on-site of a hospital. The hospital is providing treatment for SARS-CoV-2 infected patients, with the number of hospitalized patients per day known. It was observed that depending on which nucleocapsid gene is targeted by means of RT-qPCR, a range of 253-409 positive cases out of 10,000 persons are required prior to detecting RNA SARS-CoV-2 in wastewater. There was a weak correlation between N1 and N2 gene abundances in wastewater with the number of hospitalized cases. This correlation was however not observed for N3 gene. The frequency of detecting N1 and N2 gene in wastewater was also higher than that for N3 gene. Furthermore, nucleocapsid genes of SARS-CoV-2 were detected at lower frequency in the partially treated wastewater than in the septic tank. In particular, N1 gene abundance was associated with water quality parameters such as total organic carbon and pH. In instances of positive detection, the average abundance of N1 and N3 genes in the activated sludge tank were reduced by 50 and 70% of the levels detected in septic tank, suggesting degradation of the SARS-CoV-2 gene fragments already occurring in the early stages of the wastewater treatment process.
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Affiliation(s)
- Pei-Ying Hong
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia.
| | - Andri Taruna Rachmadi
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
| | - David Mantilla-Calderon
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
| | - Mohsen Alkahtani
- Environmental Health Laboratory, Jeddah, Ministry of Health, Saudi Arabia
| | - Yasir M Bashawri
- General Directorate of Environment Health, Ministry of Health, Saudi Arabia
| | - Hamed Al Qarni
- General Directorate of Environment Health, Ministry of Health, Saudi Arabia
| | - Kathleen M O'Reilly
- Faculty of Epidemiology and Population Health and Centre for Mathematical Modelling of Infectious Disease, London School of Hygiene and Tropical Medicine, London, UK
| | - Jianqiang Zhou
- Division of Biological and Environmental Science and Engineering, Water Desalination and Reuse Center, King Abdullah University of Science and Technology (KAUST), Thuwal, 23955-6900, Saudi Arabia
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398
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Duval JFL, van Leeuwen HP, Norde W, Town RM. Chemodynamic features of nanoparticles: Application to understanding the dynamic life cycle of SARS-CoV-2 in aerosols and aqueous biointerfacial zones. Adv Colloid Interface Sci 2021; 290:102400. [PMID: 33713994 PMCID: PMC7931671 DOI: 10.1016/j.cis.2021.102400] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 02/27/2021] [Accepted: 03/01/2021] [Indexed: 12/23/2022]
Abstract
We review concepts involved in describing the chemodynamic features of nanoparticles and apply the framework to gain physicochemical insights into interactions between SARS-CoV-2 virions and airborne particulate matter (PM). Our analysis is highly pertinent given that the World Health Organisation acknowledges that SARS-CoV-2 may be transmitted by respiratory droplets, and the US Center for Disease Control and Prevention recognises that airborne transmission of SARS-CoV-2 can occur. In our theoretical treatment, the virion is assimilated to a core-shell nanoparticle, and contributions of various interaction energies to the virion-PM association (electrostatic, hydrophobic, London-van der Waals, etc.) are generically included. We review the limited available literature on the physicochemical features of the SARS-CoV-2 virion and identify knowledge gaps. Despite the lack of quantitative data, our conceptual framework qualitatively predicts that virion-PM entities are largely able to maintain equilibrium on the timescale of their diffusion towards the host cell surface. Comparison of the relevant mass transport coefficients reveals that virion biointernalization demand by alveolar host cells may be greater than the diffusive supply. Under such conditions both the free and PM-sorbed virions may contribute to the transmitted dose. This result points to the potential for PM to serve as a shuttle for delivery of virions to host cell targets. Thus, our critical review reveals that the chemodynamics of virion-PM interactions may play a crucial role in the transmission of COVID-19, and provides a sound basis for explaining reported correlations between episodes of air pollution and outbreaks of COVID-19.
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Affiliation(s)
| | - Herman P van Leeuwen
- Physical Chemistry and Soft Matter, Wageningen University & Research, Stippeneng 4, 6708, WE, Wageningen, the Netherlands
| | - Willem Norde
- Physical Chemistry and Soft Matter, Wageningen University & Research, Stippeneng 4, 6708, WE, Wageningen, the Netherlands
| | - Raewyn M Town
- Physical Chemistry and Soft Matter, Wageningen University & Research, Stippeneng 4, 6708, WE, Wageningen, the Netherlands; Systemic Physiological and Ecotoxicological Research (SPHERE), Department of Biology, Universiteit Antwerpen, Groenenborgerlaan 171, 2020 Antwerpen, Belgium..
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399
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Bertrand I, Challant J, Jeulin H, Hartard C, Mathieu L, Lopez S, Schvoerer E, Courtois S, Gantzer C. Epidemiological surveillance of SARS-CoV-2 by genome quantification in wastewater applied to a city in the northeast of France: Comparison of ultrafiltration- and protein precipitation-based methods. Int J Hyg Environ Health 2021; 233:113692. [PMID: 33592569 PMCID: PMC7847400 DOI: 10.1016/j.ijheh.2021.113692] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 01/08/2021] [Accepted: 01/12/2021] [Indexed: 02/08/2023]
Abstract
The aim of the present study was to develop a simple, sensitive, and specific approach to quantifying the SARS-CoV-2 genome in wastewater and to evaluate this approach as a means of epidemiological surveillance. Twelve wastewater samples were collected from a metropolitan area in north-eastern France during April and May 2020. In addition to the quantification of the SARS-CoV-2 genome, F-specific RNA phages of genogroup II (FRNAPH GGII), naturally present in wastewater, were used as an internal process control for the viral concentration and processing of RT-PCR inhibitors. A concentration method was required to allow the quantification of the SARS-CoV-2 genome over the longest possible period. A procedure combining ultrafiltration, phenol-chloroform-isoamyl alcohol purification, and the additional purification of the RNA extracts was chosen for the quantification of the SARS-CoV-2 genome in 100-mL wastewater samples. At the same time, the COVID-19 outbreak was evaluated through patients from the neighbouring University Hospital of Nancy, France. A regular decrease in the concentration of the SARS-CoV-2 genome from ~104 gc/L to ~102 gc/L of wastewater was observed over the eight weeks of the study, during which the population was placed under lockdown. The SARS-CoV-2 genome was even undetectable during one week in the second half of May and present but non-quantifiable in the last sample (28 May). A concordant circulation in the human community was highlighted by virological diagnosis using respiratory samples, which showed a decrease in the number of COVID-19 cases from 677 to 52 per week over the same period. The environmental surveillance of COVID-19 using a reliable viral quantification procedure to test wastewater is a key approach. The real-time detection of viral genomes can allow us to predict and monitor the circulation of SARS-CoV-2 in clinical settings and survey the entire urban human population.
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Affiliation(s)
| | - Julie Challant
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France
| | - Hélène Jeulin
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France; Laboratoire de Virologie, CHRU de Nancy Brabois, F-54500, Vandœuvre-lès-Nancy, France
| | - Cédric Hartard
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France; Laboratoire de Virologie, CHRU de Nancy Brabois, F-54500, Vandœuvre-lès-Nancy, France
| | - Laurence Mathieu
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France; EPHE, PSL, UMR CNRS 7564, LCPME, F-54000, Nancy, France
| | - Séverine Lopez
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France
| | - Evelyne Schvoerer
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France; Laboratoire de Virologie, CHRU de Nancy Brabois, F-54500, Vandœuvre-lès-Nancy, France
| | - Sophie Courtois
- SUEZ, CIRSEE, 38 rue du Président Wilson, F-78230, Le Pecq, France
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400
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Kitamura K, Sadamasu K, Muramatsu M, Yoshida H. Efficient detection of SARS-CoV-2 RNA in the solid fraction of wastewater. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 763:144587. [PMID: 33360957 PMCID: PMC7746508 DOI: 10.1016/j.scitotenv.2020.144587] [Citation(s) in RCA: 91] [Impact Index Per Article: 30.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Revised: 12/10/2020] [Accepted: 12/12/2020] [Indexed: 05/16/2023]
Abstract
In the context of the coronavirus disease 2019 (COVID-19) pandemic, environmental surveillance for the detection of SARS-CoV-2 has become increasingly important. Studies have demonstrated that the SARS-CoV-2 RNA is present in the feces of infected individuals; further, its presence in wastewater has been reported. However, an optimized method for its detection in sewage has not yet been adequately investigated. Therefore, in this study, the efficient detection of SARS-CoV-2 RNA in the solid fraction of wastewater was investigated using two quantitative PCR assays. In particular, wastewater samples were collected from a manhole located in the commercial district of a metropolitan region in Japan, where COVID-19 is highly prevalent, and two wastewater treatment plants (WWTPs). The samples were concentrated using four separate methods, namely, electronegative membrane adsorption, polyethylene glycol precipitation, ultrafiltration, and solid precipitation. Each method revealed a significant concentration of pepper mild mottle virus (PMMoV) RNA, which is an indicator virus for wastewater. As expected, non-enveloped PMMoV RNA was enriched in the supernatant fraction such that relatively low concentrations were detected in the solid fraction of the wastewater samples. In contrast, higher SARS-CoV-2 RNA concentrations were consistently detected in the solid fractions compared with the supernatant fractions based on the other methods that were investigated in this study. Spearman's correlation tests showed that the SARS-CoV-2 RNA concentrations in wastewater samples from the WWTP were significantly correlated with the number of COVID-19 cases recorded during the data collection period. These results demonstrate that viral recovery from the solid fraction is an effective method for SARS-CoV-2 RNA surveillance in an aqueous environment.
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Affiliation(s)
- Kouichi Kitamura
- Department of Virology II, National Institute of Infectious Diseases, 4-7-1 Gakuen, Musashi-murayama, Tokyo 208-0011, Japan.
| | - Kenji Sadamasu
- Department of Microbiology, Tokyo Metropolitan Institute of Public Health, 3-24-1 Hyakunin-cho, Shinjuku-ku, Tokyo 169-0073, Japan
| | - Masamichi Muramatsu
- Department of Virology II, National Institute of Infectious Diseases, 4-7-1 Gakuen, Musashi-murayama, Tokyo 208-0011, Japan
| | - Hiromu Yoshida
- Department of Virology II, National Institute of Infectious Diseases, 4-7-1 Gakuen, Musashi-murayama, Tokyo 208-0011, Japan
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