1
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Atkinson B, Gould S, Nicholls I, Manzoor KN, Smith J, Hindle AJ, Tunbridge AJ, Cole J, Collini P, Alonso A, O'Hara G, Tuudah C, Otter JA, Hack B, Taylor C, Pottage T, Fletcher T, Dunning J. Air and surface sampling for clade Ib monkeypox virus in United Kingdom hospitals, 2024 to 2025. Euro Surveill 2025; 30. [PMID: 40376820 DOI: 10.2807/1560-7917.es.2025.30.19.2500288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/18/2025] Open
Abstract
Air and surface sampling was performed in isolation rooms of seven patients with clade Ib mpox admitted to high consequence infectious disease centres in the United Kingdom. We detected monkeypox virus (MPXV) DNA in 66/90 surfaces samples and 1/14 air samples; replication competent MPXV was identified in 4/21 surface samples selected for viral isolation. These findings demonstrate that viable clade Ib MPXV contamination can occur during treatment of clade Ib mpox patients reinforcing the importance of infection prevention and control measures.
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Affiliation(s)
- Barry Atkinson
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
- Diagnostics and Pathogen Characterisation, UK Health Security Agency, Porton Down, Salisbury, United Kingdom
| | - Susan Gould
- Tropical and Infectious Disease Unit, Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
| | - Ian Nicholls
- Diagnostics and Pathogen Characterisation, UK Health Security Agency, Porton Down, Salisbury, United Kingdom
| | - Khanzadi Nazneen Manzoor
- Diagnostics and Pathogen Characterisation, UK Health Security Agency, Porton Down, Salisbury, United Kingdom
| | - Jack Smith
- Diagnostics and Pathogen Characterisation, UK Health Security Agency, Porton Down, Salisbury, United Kingdom
| | - Andrew J Hindle
- Department of Infectious Diseases and Tropical Medicine, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Anne J Tunbridge
- Department of Infectious Diseases and Tropical Medicine, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Joby Cole
- Clinical Infection Research Group, Division of Clinical Medicine, School of Medicine and Population Health, University of Sheffield, Sheffield, United Kingdom
- Department of Infectious Diseases and Tropical Medicine, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Paul Collini
- Clinical Infection Research Group, Division of Clinical Medicine, School of Medicine and Population Health, University of Sheffield, Sheffield, United Kingdom
- Department of Infectious Diseases and Tropical Medicine, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | | | - Geraldine O'Hara
- Directorate of Infection, Guy's and St Thomas' Hospital NHS Foundation Trust, London, United Kingdom
| | - Cecilia Tuudah
- Directorate of Infection, Guy's and St Thomas' Hospital NHS Foundation Trust, London, United Kingdom
| | - Jonathan A Otter
- Directorate of Infection, Guy's and St Thomas' Hospital NHS Foundation Trust, London, United Kingdom
| | - Berkin Hack
- Directorate of Infection, Guy's and St Thomas' Hospital NHS Foundation Trust, London, United Kingdom
| | - Caroline Taylor
- Royal Free London NHS Foundation Trust, London, United Kingdom
| | - Thomas Pottage
- Diagnostics and Pathogen Characterisation, UK Health Security Agency, Porton Down, Salisbury, United Kingdom
| | - Tom Fletcher
- Tropical and Infectious Disease Unit, Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
| | - Jake Dunning
- Pandemic Sciences Institute, University of Oxford, Oxford, United Kingdom
- Royal Free London NHS Foundation Trust, London, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
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2
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Kaiser F, Cardenas S, Yinda KC, Mukesh RK, Ochwoto M, Gallogly S, Wickenhagen A, Bibby K, de Wit E, Morris D, Lloyd-Smith JO, Munster VJ. Highly Pathogenic Avian Influenza A(H5N1) Virus Stability in Irradiated Raw Milk and Wastewater and on Surfaces, United States. Emerg Infect Dis 2025; 31:833-837. [PMID: 40072542 PMCID: PMC11950256 DOI: 10.3201/eid3104.241615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/14/2025] Open
Abstract
We measured stability of infectious influenza A(H5N1) virus in irradiated raw milk and wastewater and on surfaces. We found a relatively slow decay in milk, indicating that contaminated milk and fomites pose transmission risks. Although the risk is low, our results call for caution in milk handling and disposal from infected cattle.
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3
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Omatola CA, Ogunsakin RE, Olaniran AO, Kumari S. Monkeypox Virus Occurrence in Wastewater Environment and Its Correlation with Incidence Cases of Mpox: A Systematic Review and Meta-Analytic Study. Viruses 2025; 17:308. [PMID: 40143239 PMCID: PMC11945618 DOI: 10.3390/v17030308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Revised: 02/18/2025] [Accepted: 02/21/2025] [Indexed: 03/28/2025] Open
Abstract
The COVID-19 pandemic has increased the interest in the use of wastewater-based surveillance (WBS) strategy for infectious disease monitoring, especially when clinical cases are underreported. The excretion of monkey virus (MPXV) in the feces of both symptomatic and preclinical individuals has further driven the interest in WBS applicability to MPXV monitoring in wastewater to support its mitigation efforts. We performed a systematic review with meta-analysis, using six databases to assess MPXV detection in wastewater. We performed a random-effects model meta-analysis to calculate the pooled prevalence at a 95% confidence interval (95% CI). Also, we carried out a subgroup analysis according to the country regions and a sensitivity analysis excluding studies classified as having a high risk of bias. The overall MPXV positivity rate in wastewater was estimated at 22% (95% CI: 14-30%; I2 = 94.8%), with more detection rate in North America (26%, 95% CI: 8-43%) compared to Europe and Asia (22%, 95% CI: 12-31%). The MPXV detection rate was significantly higher in 2022 studies (22%, 95% CI: 13-31%) compared to 2023 (19%, 95% CI: 14-25%). The real-time PCR platform significantly detected more MPXV (24%, 95% CI: 14-34%) than the digital droplet PCR-based studies (17%, 95% CI: 4-31%), which was used less frequently. Viral concentration with centrifugation procedure indicated higher detection rates (21%, 95% CI: 10-33%) than other known sample concentration protocols. Generally, MPXV detection rates in wastewater samples strongly correlate with incidence cases of mpox (range of R = 0.78-0.94; p < 0.05). Findings from this study suggest that WBS of MPXV could be employed as an epidemiological early warning tool for disease monitoring and mpox outbreak prediction similar to the clinical case-based surveillance strategies.
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Affiliation(s)
- Cornelius A. Omatola
- Institute for Water and Wastewater Technology, Durban University of Technology, P.O. Box 1334, Durban 4000, South Africa;
- Department of Microbiology, Kogi State University, Anyigba 272102, Nigeria
| | - Ropo E. Ogunsakin
- School of Health Systems and Public Health, Faculty of Health Sciences, University of Pretoria, Pretoria 0084, South Africa;
| | - Ademola O. Olaniran
- Discipline of Microbiology, School of Life Sciences, College of Agriculture, Engineering and Science, Westville Campus, University of KwaZulu-Natal, Private Bag X54001, Durban 4000, South Africa
| | - Sheena Kumari
- Institute for Water and Wastewater Technology, Durban University of Technology, P.O. Box 1334, Durban 4000, South Africa;
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4
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Pitol AK, Richards S, Mirindi P, Mahamed HO, Baller A, Hughes GL, Beck SE. Efficacy of Disinfectants for Monkeypox Virus Inactivation on High Touch Surface Materials in Low-Resource Settings. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:19981-19989. [PMID: 39481121 PMCID: PMC11562733 DOI: 10.1021/acs.est.4c09821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2024] [Revised: 10/22/2024] [Accepted: 10/23/2024] [Indexed: 11/02/2024]
Abstract
Disinfection efficacy tests were conducted on surface carriers inoculated with the monkeypox virus (MPXV) by applying six disinfectant solutions (and three controls) on six surfaces common in low-resource settings: four nonporous surfaces (stainless steel, glass, plastic, and latex) and two porous surfaces (ceramic and wood). Disinfectants were wiped on carriers in triplicate, with a 1 min contact time: 0.05 and 0.5% sodium hypochlorite, 70% ethanol, two quaternary ammonium compound (QAC)-based disinfectants, and 1.4% hydrogen peroxide. MPXV was then quantified, and log10 removal values were calculated. Sodium hypochlorite (0.05 and 0.5%) and ethanol (70%) removed MPXV to below detection level, ≥ 99.97% reduction for nonporous surfaces, and ≥99.40% for wood, QAC-based disinfectants were efficacious on nonporous surfaces (≥99.97% inactivation) but had diminished efficacy on wood, a porous surface, and 1.4% H2O2 had limited efficacy across all tested surfaces. Results varied by disinfectant type and surface type. Based on our results, we recommend using 0.05% sodium hypochlorite or 70% ethanol with 1 min contact time to inactive MPXV on clean nonporous and porous surfaces. As MPXV is evolving, future research with additional disinfectants, application methods, and environmental conditions and research to understand adsorption, disinfection efficacy, and transmission risk on porous surfaces are needed to develop practical disinfection recommendations.
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Affiliation(s)
- Ana K. Pitol
- Departments
of Vector Biology and Tropical Disease Biology, Centre for Neglected
Tropical Diseases, Liverpool School of Tropical
Medicine, L3 5QA Liverpool, U.K.
| | - Siobhan Richards
- Departments
of Vector Biology and Tropical Disease Biology, Centre for Neglected
Tropical Diseases, Liverpool School of Tropical
Medicine, L3 5QA Liverpool, U.K.
| | - Patrick Mirindi
- Department
of Civil Engineering, University of British
Columbia, 2002-6250 Applied Science Lane, Vancouver, British Columbia V6T 1Z4, Canada
| | - Hibak O. Mahamed
- Infection
Prevention and Control (IPC) and Water, Sanitation and Hygiene (WASH)
Team, Country Readiness Strengthening (CRS) Department, WHO Health Emergencies (WHE) Programme, World Health
Organization, 1211 Geneva, Switzerland
| | - April Baller
- Infection
Prevention and Control (IPC) and Water, Sanitation and Hygiene (WASH)
Team, Country Readiness Strengthening (CRS) Department, WHO Health Emergencies (WHE) Programme, World Health
Organization, 1211 Geneva, Switzerland
| | - Grant L. Hughes
- Departments
of Vector Biology and Tropical Disease Biology, Centre for Neglected
Tropical Diseases, Liverpool School of Tropical
Medicine, L3 5QA Liverpool, U.K.
| | - Sara E. Beck
- Department
of Civil Engineering, University of British
Columbia, 2002-6250 Applied Science Lane, Vancouver, British Columbia V6T 1Z4, Canada
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5
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Bunse T, Ziel A, Hagen P, Rigopoulos G, Yasar U, Inan H, Köse G, Eigner U, Kaiser R, Bardeck N, Köffer J, Kolb M, Ren X, Tan D, Dai L, Protzer U, Wettengel JM. Analytical and clinical evaluation of a novel real-time PCR-based detection kit for Mpox virus. Med Microbiol Immunol 2024; 213:18. [PMID: 39101951 PMCID: PMC11300543 DOI: 10.1007/s00430-024-00800-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 07/14/2024] [Indexed: 08/06/2024]
Abstract
Outbreaks of emerging diseases, like Mpox in 2022, pose unprecedented challenges to global healthcare systems. Although Mpox cases globally decreased since the end of 2022, numbers are still significant in the African Region, European Region, Region of the Americas, and Western Pacific Region. Rapid and efficient detection of infected individuals by precise screening assays is crucial for successful containment. In these assays, analytical and clinical performance must be assessed to ensure high quality. However, clinical studies evaluating Mpox virus (MPXV) detection kits using patient-derived samples are scarce. This study evaluated the analytical and clinical performance of a new diagnostic MPXV real-time PCR detection kit (Sansure Monkeypox Virus Nucleic Acid Diagnostic Kit) using patient-derived samples collected in Germany during the MPXV clade IIb outbreak in 2022. Our experimental approach determined the Limit of Detection (LoD) to less than 200 cp/mL using whole blood samples and samples derived from vesicles or pustules. Furthermore, we tested potentially inhibiting substances and pathogens with homologous nucleic acid sequences or similar clinical presentation and detected no cross-reactivity or interference. Following this, the assay was compared to a CE-marked test in a clinical performance study and achieved a diagnostic sensitivity of 100.00% and diagnostic specificity of 96.97%. In summary, the investigated real-time PCR assay demonstrates high analytical performance and concurs with the competitor device with high specificity and sensitivity.
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Affiliation(s)
- Till Bunse
- School of Medicine and Health, Institute of Virology, Technical University of Munich, 81675, Munich, Germany
- Institute of Virology, Helmholtz Munich, 81675, Munich, Germany
- German Center for Infection Research (DZIF), Munich Partner Site, 81675, Munich, Germany
| | - Anne Ziel
- Requalite GmbH, 82166, Graefelfing, Germany
| | - Philipp Hagen
- Institute of Virology, Helmholtz Munich, 81675, Munich, Germany
| | - George Rigopoulos
- School of Medicine and Health, Institute of Virology, Technical University of Munich, 81675, Munich, Germany
| | - Umit Yasar
- Requalite GmbH, 82166, Graefelfing, Germany
| | - Hakan Inan
- Requalite GmbH, 82166, Graefelfing, Germany
| | | | | | - Rolf Kaiser
- Institute of Virology, University of Cologne, 50935, Cologne, Germany
| | - Nils Bardeck
- Institute of Virology, University of Cologne, 50935, Cologne, Germany
| | | | - Melissa Kolb
- MVZ Labor Dr. Limbach, 69126, Heidelberg, Germany
| | - Xiaomei Ren
- National Genetic Detection Technology Application Demonstration Center, Sansure Biotech Inc, Changsha, 410205, People's Republic of China
| | - Deyong Tan
- National Genetic Detection Technology Application Demonstration Center, Sansure Biotech Inc, Changsha, 410205, People's Republic of China
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China
| | - Lizhong Dai
- National Genetic Detection Technology Application Demonstration Center, Sansure Biotech Inc, Changsha, 410205, People's Republic of China
| | - Ulrike Protzer
- School of Medicine and Health, Institute of Virology, Technical University of Munich, 81675, Munich, Germany
- Institute of Virology, Helmholtz Munich, 81675, Munich, Germany
- German Center for Infection Research (DZIF), Munich Partner Site, 81675, Munich, Germany
| | - Jochen M Wettengel
- School of Medicine and Health, Institute of Virology, Technical University of Munich, 81675, Munich, Germany.
- Institute of Virology, Helmholtz Munich, 81675, Munich, Germany.
- German Center for Infection Research (DZIF), Munich Partner Site, 81675, Munich, Germany.
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6
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Ou G, Tang Y, Liu J, Hao Y, Chen Z, Huang T, Li S, Niu S, Peng Y, Feng J, Tu H, Yang Y, Zhang H, Liu Y. Automated robot and artificial intelligence-powered wastewater surveillance for proactive mpox outbreak prediction. BIOSAFETY AND HEALTH 2024; 6:225-234. [PMID: 40078666 PMCID: PMC11895047 DOI: 10.1016/j.bsheal.2024.07.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 07/08/2024] [Accepted: 07/08/2024] [Indexed: 03/14/2025] Open
Abstract
In the wake of the largest-ever recorded outbreak of mpox in terms of magnitude and geographical spread in human history since May 2022, we innovatively developed an automated online sewage virus enrichment and concentration robot for disease tracking. Coupled with an artificial intelligence (AI) model, our research aims to estimate mpox cases based on the concentration of the monkeypox virus (MPXV) in wastewater. Our research has revealed a compelling link between the levels of MPXV in wastewater and the number of clinically confirmed mpox infections, a finding that is reinforced by the ability of our AI prediction model to forecast cases with remarkable precision, capturing 87 % of the data's variability. However, it is worth noting that this high precision in predictions may be related to the relatively high frequency of data acquisition and the relatively non-mobile isolated environment of the hospital itself. In conclusion, this study represents a significant step forward in our ability to track and respond to mpox outbreaks. It has the potential to revolutionize public health surveillance by utilizing innovative technologies for disease surveillance and prediction.
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Affiliation(s)
- Guanyong Ou
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Yuxuan Tang
- International Collaborative Laboratory of 2D, Materials for Optoelectronics Science and Technology of Ministry of Education, Institute of Microscale Optoelectronics, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, China
| | - Jiexiang Liu
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
- Shenzhen Clinical Medical College, Guangzhou University of Chinese Medicine, Shenzhen 518116, China
| | - Yabin Hao
- Shenzhen Metasensing Tech Limited Company, Shenzhen 518000, China
| | - Zhi Chen
- International Collaborative Laboratory of 2D, Materials for Optoelectronics Science and Technology of Ministry of Education, Institute of Microscale Optoelectronics, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, China
| | - Ting Huang
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Shaxi Li
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Shiyu Niu
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Yun Peng
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Jiaqi Feng
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Hongwei Tu
- Guangdong Provincial Centre for Diseases Control and Prevention, Guangzhou 511430, China
| | - Yang Yang
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
| | - Han Zhang
- International Collaborative Laboratory of 2D, Materials for Optoelectronics Science and Technology of Ministry of Education, Institute of Microscale Optoelectronics, College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, China
| | - Yingxia Liu
- Shenzhen Key Laboratory of Pathogen and Immunity, National Clinical Research Center for Infectious Disease, State Key Discipline of Infectious Disease, the Third People’s Hospital of Shenzhen, Second Hospital Affiliated to Southern University of Science and Technology, Shenzhen 518112, China
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7
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Blackmore EN, Lloyd-Smith JO. Transoceanic pathogen transfer in the age of sail and steam. Proc Natl Acad Sci U S A 2024; 121:e2400425121. [PMID: 39012818 PMCID: PMC11287167 DOI: 10.1073/pnas.2400425121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 06/01/2024] [Indexed: 07/18/2024] Open
Abstract
In the centuries following Christopher Columbus's 1492 voyage to the Americas, transoceanic travel opened unprecedented pathways in global pathogen circulation. Yet no biological transfer is a single, discrete event. We use mathematical modeling to quantify historical risk of shipborne pathogen introduction, exploring the respective contributions of journey time, ship size, population susceptibility, transmission intensity, density dependence, and pathogen biology. We contextualize our results using port arrivals data from San Francisco, 1850 to 1852, and from a selection of historically significant voyages, 1492 to 1918. We offer numerical estimates of introduction risk across historically realistic ranges of journey time and ship population size, and show that both steam travel and shipping regimes that involved frequent, large-scale movement of people substantially increased risk of transoceanic pathogen circulation.
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Affiliation(s)
- Elizabeth N. Blackmore
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA90095
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT06520
| | - James O. Lloyd-Smith
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA90095
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8
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Mejia EM, Hizon NA, Dueck CE, Lidder R, Daigle J, Wonitowy Q, Medina NG, Mohammed UP, Cox GW, Safronetz D, Hagan M, Strong J, Nichani A, Mulvey MR, Mangat CS. Detection of mpox virus in wastewater provides forewarning of clinical cases in Canadian cities. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 933:173108. [PMID: 38729376 DOI: 10.1016/j.scitotenv.2024.173108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Revised: 05/07/2024] [Accepted: 05/07/2024] [Indexed: 05/12/2024]
Abstract
Wastewater-based surveillance (WBS) has shown to be an effective tool in monitoring the spread of SARS-CoV-2 and has helped guide public health actions. Consequently, WBS has expanded to now include the monitoring of mpox virus (MPXV) to contribute to its mitigation efforts. In this study, we demonstrate a unique sample processing and a molecular diagnostic strategy for MPXV detection that can inform on the epidemiological situation of mpox outbreaks through WBS. We conducted WBS for MPXV in 22 Canadian wastewater treatment plants (WWTPs) for 14 weeks. Three MPXV qPCR assays were assessed in this study for the detection of MPXV which include the G2R assays (G2R_WA and G2R_G) developed by the Centers for Disease Control and Prevention (CDC) in 2010, and an in-house-developed assay that we have termed G2R_NML. The G2R_NML assay was designed using reference genomes from the 2022 MPXV outbreak and provides a larger qPCR amplicon size to facilitate Sanger sequencing. Results show that all three assays have similar limits of detection and are able to detect the presence of MPXV in wastewater. The G2R_NML assay produced a significantly greater number of Sanger sequence-confirmed MPXV results compared to the CDC G2R assays. Detection of MPXV was possible where provincial surveillance indicated overall low caseloads, and in some sites forewarning of up to several weeks was observed. Overall, this study proposes that WBS of MPXV provides additional information to help fill knowledge gaps in clinical case-surveillance and is potentially an essential component to the management of mpox.
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Affiliation(s)
- Edgard M Mejia
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada.
| | - Nikho A Hizon
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Codey E Dueck
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Ravinder Lidder
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Jade Daigle
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Quinn Wonitowy
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Nestor G Medina
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Umar P Mohammed
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Graham W Cox
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - David Safronetz
- Special Pathogens Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada; Department of Medical Microbiology and Infectious Diseases, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Mable Hagan
- Special Pathogens Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Jim Strong
- Special Pathogens Program, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada; Department of Medical Microbiology and Infectious Diseases, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Anil Nichani
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Michael R Mulvey
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada; Antimicrobial Resistance Nosocomial Infections, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada; Department of Medical Microbiology and Infectious Diseases, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Chand S Mangat
- Wastewater Surveillance Unit, Bacterial Pathogens, AMR, and Wastewater, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada; Antimicrobial Resistance Nosocomial Infections, National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada; Department of Medical Microbiology and Infectious Diseases, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
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9
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Mariotti D, Bettini A, Meschi S, Notari S, Francalancia M, Tartaglia E, Lapa D, Specchiarello E, Girardi E, Matusali G, Maggi F. Effect of chemical and physical agents on monkeypox virus infectivity and downstream research applications. Virology 2024; 592:109993. [PMID: 38244323 DOI: 10.1016/j.virol.2024.109993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 12/26/2023] [Accepted: 01/10/2024] [Indexed: 01/22/2024]
Abstract
The 2022 global spread of Monkeypox Virus (MPXV) underlined the need to investigate safe-handling procedures of clinical and research samples. Here we evaluated the efficiency in reducing MPXV infectious titer of Triton X-100 (0.1 and 0.2%), UV-C irradiation (15 or 30 min), and heat (56 °C 30 min or 70 °C 5 min). The treatment of MPXV at 70 °C resulted in the strongest decrease of MPXV infectious titer (5.4 Log TCID50/mL), 56 °C and UV-C had a lighter impact (3.9 and 4.3Log), Triton X-100 was less efficient (1.8-2.5Log). Notably, SARS-CoV-2 was much more susceptible to Triton X-100 (4.0 Log decrease). UV-C had the highest impact on MPXV DNA detection by PCR (2.2-4.3 Ct value increase); protein detection by ELISA was dramatically impaired by heating. Overall, UV-C and heating were more effective in lowering MPXV infectious titer but their impact on nucleic acids or protein detection assays must be considered.
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Affiliation(s)
- Davide Mariotti
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Aurora Bettini
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Silvia Meschi
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Stefania Notari
- Laboratory of Cellular Immunology and Pharmacology, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Massimo Francalancia
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Eleonora Tartaglia
- Laboratory of Cellular Immunology and Pharmacology, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Daniele Lapa
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Eliana Specchiarello
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Enrico Girardi
- Scientific Direction, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
| | - Giulia Matusali
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy.
| | - Fabrizio Maggi
- Laboratory of Virology and Biosafety Laboratories, National Institute for Infectious Diseases "Lazzaro Spallanzani" IRCCS, Via Portuense 292, 00149, Rome, Italy
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10
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Mei S, Wei L, Xie Y, Zhao F, Huang Y, Fan Z, Hu Y, Wang L, Wang L, Wang Y, Xu F, Guo F. Vaccinia virus viability under different environmental conditions and different disinfectants treatment. BIOSAFETY AND HEALTH 2024; 6:21-27. [PMID: 40078309 PMCID: PMC11895014 DOI: 10.1016/j.bsheal.2023.12.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 12/28/2023] [Accepted: 12/29/2023] [Indexed: 03/14/2025] Open
Abstract
Monkeypox (mpox) outbreak in 2022 has caused more than 91,000 cases, has spread to 115 countries, regions, and territories, and has thus attracted much attention. The stability of poxvirus particles in the environment is recognized as an important factor in determining their transmission. However, few studies have investigated the persistence of poxviruses on material surfaces under various environmental conditions, and their sensitivity to biocides. Here, we systematically measured the stability of vaccinia virus (VACV) under different environmental conditions and sensitivity to inactivation methods via plaque assay, quantitative real-time polymerase chain reaction (qPCR), and Gaussia luciferase (G-luciferase) reporter system. The results show that VACV is stable on the surface of stainless steel, glass, clothing, plastic, towel, A4 paper, and tissue and persists much longer at 4 °C and -20 °C, but is effectively inactivated by ultraviolet (UV) irradiation, heat treatment, and chemical reagents. Our study raises the awareness of long persistence of poxviruses in the environment and provides a simple solution to inactivate poxviruses using common disinfectants, which is expected to help the control and prevention of mpox virus and future poxvirus outbreaks.
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Affiliation(s)
- Shan Mei
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Liang Wei
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Yu Xie
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Fei Zhao
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Yu Huang
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Zhangling Fan
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Yamei Hu
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Liming Wang
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Lingwa Wang
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
- Department of Otolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
| | - Ying Wang
- Clinical Laboratory, Emergency General Hospital, Beijing 100028, China
| | - Fengwen Xu
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Fei Guo
- NHC Key Laboratory of Systems Biology of Pathogens, National Institute of Pathogen Biology and Center for AIDS Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
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11
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Li Y, Lv S, Zeng Y, Chen Z, Xia F, Zhang H, Dan D, Hu C, Tang Y, Yang Q, Ji Y, Lu J, Wang Z. Evaluation of Stability, Inactivation, and Disinfection Effectiveness of Mpox Virus. Viruses 2024; 16:104. [PMID: 38257804 PMCID: PMC10820592 DOI: 10.3390/v16010104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2023] [Revised: 01/08/2024] [Accepted: 01/08/2024] [Indexed: 01/24/2024] Open
Abstract
BACKGROUND Mpox virus (MPXV) infections have increased in many countries since May 2022, increasing demand for diagnostic tests and research on the virus. To ensure personnel safety, appropriate and reliable measures are needed to disinfect and inactivate infectious samples; Methods: We evaluated the stability of infectious MPXV cultures stored at different temperatures and through freeze-thaw cycles. Heat physical treatment (56 °C, 70 °C, 95 °C), chemical treatment (beta-propiolactone (BPL)) and two commercialized disinfectants (Micro-Chem Plus (MCP) and ethanol) were tested against infectious MPXV cultures; Results: The results indicated that MPXV stability increases with lower temperatures. The MPXV titer was stable within three freeze-thaw cycles and only decreased by 1.04 log10 (lg) 50% cell culture infective dose (CCID50) per milliliter (12.44%) after twelve cycles. MPXV could be effectively inactivated at 56 °C for 40 min, 70 °C for 10 min, and 95 °C for 5 min. For BPL inactivation, a 1:1000 volume ratio (BPL:virus) could also effectively inactivate MPXV. A total of 2% or 5% MCP and 75% ethanol treated with MPXV for at least 1 min could reduce >4.25 lg; Conclusions: MPXV shows high stability to temperature and freeze-thaw. Heat and BPL treatments are effective for the inactivation of MPXV, while MCP and ethanol are effective for disinfection, which could help laboratory staff operate the MPXV under safer conditions and improve operational protocols.
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Affiliation(s)
- Yuwei Li
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Shiyun Lv
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Yan Zeng
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Zhuo Chen
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Fei Xia
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Hao Zhang
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Demiao Dan
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Chunxia Hu
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Yi Tang
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Qiao Yang
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
| | - Yaqi Ji
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
| | - Jia Lu
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
| | - Zejun Wang
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430200, China; (Y.L.); (S.L.); (Y.Z.); (Z.C.); (F.X.); (H.Z.); (D.D.); (C.H.); (Y.T.); (Q.Y.); (Y.J.)
- State Key Laboratory for Novel Vaccines Research and Development of Emerging Infectious Diseases, Wuhan 430200, China
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12
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Li F, Shen X, Zhang H, Jin H, Zhang L, Lv B, Li W, Liang Z, Zhang X, Zhang D, Hou X, Pan Y, Kan B, Wang Q. Stability of mpox virus on different commonly contacted surfaces. J Med Virol 2023; 95:e29296. [PMID: 38054540 DOI: 10.1002/jmv.29296] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 11/15/2023] [Accepted: 11/21/2023] [Indexed: 12/07/2023]
Abstract
Mpox is still spreading globally and is mostly reported to be transmitted by skin and mucosal contact. However, transmission through contact with fomites, contaminated objects, or surfaces has been reported in general population. Evaluation of the stability of mpox virus (MPXV) on different surfaces is important to minimize mpox transmission. In the study, the stability of MPXV on different kinds of commonly contacted surfaces was determined. MPXV was observed to have a surface-dependent stability pattern. Viable virus was detected on both glass and stainless steel for up to 5 days, and on plastic surfaces for up to 3 days. In contrast, no viable MPXV was detected on wooden board and cardboard, which are porous and water-absorbent surfaces, after 1 and 2 days of incubation, respectively. In addition, MPXV nucleic acids were more stable and showed better correlation with viral titers on stainless steel, plastic, and glass. The results indicate that fomite transmission of MPXV is plausible. Moreover, the stability of MPXV was highly surface-dependent and more stable on smooth surfaces, which could provide more information for minimizing the transmission of mpox and emphasize the significance of environmental disinfection in mpox prevention and control.
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Affiliation(s)
- Fu Li
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Xiaona Shen
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Huijuan Zhang
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Haoyuan Jin
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Lin Zhang
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Bing Lv
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Weihong Li
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Zhichao Liang
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Xin Zhang
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Daitao Zhang
- Beijing Center for Disease Prevention and Control, Beijing, China
| | - Xuexin Hou
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Yang Pan
- Beijing Center for Disease Prevention and Control, Beijing, China
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, Beijing, China
| | - Biao Kan
- National Key Laboratory of Intelligent Tracking and Forecasting for Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Quanyi Wang
- Beijing Center for Disease Prevention and Control, Beijing, China
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, Beijing, China
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