Superspreading of SARS-CoV-2 at a choir rehearsal in Finland-A computational fluid dynamics view on aerosol transmission and patient interviews
COVID-19 pandemic has highlighted the role of aerosol transmission and the importance of superspreading events. We analyzed a choir rehearsal in November 2020, where all participants, except one who had recently earlier recovered from COVID-19, were infected. We explore the risk factors for severe d...
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description | COVID-19 pandemic has highlighted the role of aerosol transmission and the importance of superspreading events. We analyzed a choir rehearsal in November 2020, where all participants, except one who had recently earlier recovered from COVID-19, were infected. We explore the risk factors for severe disease in this event and model the aerosol dispersion in the rehearsal room.
Characteristics of participants were collected by interviews and supplemented with patient records. A computational simulation of aerosol distribution in the rehearsal room and the efficacy of potential safety measures was conducted using the Large-Eddy Simulation approach. Infection risk was studied by analyzing quanta emission and exposure with the Wells-Riley equation.
The simulation showed that airborne transmission likely explains this mass contagion event. Every singer was exposed to the virus in only 5 min from the beginning of the rehearsal, and maximum concentration levels were reached at 20 min the concentration levels started to approach a steady state after 20 min. Although concentration differences existed in the room, risk levels near (1 m) and far (5 m) from the aerosol source were similar for certain singers. Modeling indicated infection risk levels of 70-100% after one hour; the risk would have been considerably reduced by wearing high-filtration respirators. Age and pre-existing comorbidities predicted more severe disease. The high incidence of illness may be partly attributed to the relatively high median age of individuals. Additionally, those admitted to the hospital had multiple underlying health conditions that predispose them to more severe disease.
Airborne transmission and indoor space can explain this mass exposure event. High-filtration respirators could have prevented some infections. The importance of safety distances diminishes the longer the indoor event. The concept of safety distance is challenging, as our study suggests that long range airborne transmission may occur in indoor events with extended duration. We encourage informing the public, especially persons at risk, of safety measures during epidemics. |
doi_str_mv | 10.1371/journal.pone.0302250 |
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Characteristics of participants were collected by interviews and supplemented with patient records. A computational simulation of aerosol distribution in the rehearsal room and the efficacy of potential safety measures was conducted using the Large-Eddy Simulation approach. Infection risk was studied by analyzing quanta emission and exposure with the Wells-Riley equation.
The simulation showed that airborne transmission likely explains this mass contagion event. Every singer was exposed to the virus in only 5 min from the beginning of the rehearsal, and maximum concentration levels were reached at 20 min the concentration levels started to approach a steady state after 20 min. Although concentration differences existed in the room, risk levels near (1 m) and far (5 m) from the aerosol source were similar for certain singers. Modeling indicated infection risk levels of 70-100% after one hour; the risk would have been considerably reduced by wearing high-filtration respirators. Age and pre-existing comorbidities predicted more severe disease. The high incidence of illness may be partly attributed to the relatively high median age of individuals. Additionally, those admitted to the hospital had multiple underlying health conditions that predispose them to more severe disease.
Airborne transmission and indoor space can explain this mass exposure event. High-filtration respirators could have prevented some infections. The importance of safety distances diminishes the longer the indoor event. The concept of safety distance is challenging, as our study suggests that long range airborne transmission may occur in indoor events with extended duration. We encourage informing the public, especially persons at risk, of safety measures during epidemics.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0302250</identifier><identifier>PMID: 39264883</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adult ; Aerosol dispersion ; Aerosols ; Airborne infection ; Analysis ; Biology and Life Sciences ; Choirs ; Choral singing ; Comorbidity ; Computational fluid dynamics ; Computer applications ; Computer Simulation ; Computer-generated environments ; COVID-19 ; COVID-19 - epidemiology ; COVID-19 - prevention & control ; COVID-19 - transmission ; COVID-19 - virology ; Disease transmission ; Emission analysis ; Engineering and Technology ; Exposure ; Female ; Filtration ; Finland - epidemiology ; Fluid dynamics ; Health aspects ; Health risks ; Humans ; Hydrodynamics ; Infection ; Infections ; Large eddy simulation ; Large eddy simulations ; Male ; Medical records ; Medicine and Health Sciences ; Middle Aged ; Musicians & conductors ; Pandemics ; Pathogens ; Physical Sciences ; Physics ; Protective equipment ; Respirators ; Risk factors ; Risk levels ; Safety ; Safety measures ; SARS-CoV-2 ; Severe acute respiratory syndrome coronavirus 2 ; Simulation ; Simulation methods ; Singers ; Viral diseases</subject><ispartof>PloS one, 2024-09, Vol.19 (9), p.e0302250</ispartof><rights>Copyright: © 2024 Tuhkuri Matvejeff et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</rights><rights>COPYRIGHT 2024 Public Library of Science</rights><rights>2024 Tuhkuri Matvejeff et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2024 Tuhkuri Matvejeff et al 2024 Tuhkuri Matvejeff et al</rights><rights>2024 Tuhkuri Matvejeff et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c506t-5adc25b20f16a082756573b1aaca04abea706387bbaaee85ebcc7a69581259d03</cites><orcidid>0000-0002-0344-5078 ; 0000-0003-1617-1181 ; 0000-0001-9146-6794</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11392323/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11392323/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2915,23845,27901,27902,53766,53768,79343,79344</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39264883$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Esposito, Massimiliano</contributor><creatorcontrib>Tuhkuri Matvejeff, Anna</creatorcontrib><creatorcontrib>Laitinen, Alpo</creatorcontrib><creatorcontrib>Korhonen, Marko</creatorcontrib><creatorcontrib>Oksanen, Lotta-Maria</creatorcontrib><creatorcontrib>Geneid, Ahmed</creatorcontrib><creatorcontrib>Sanmark, Enni</creatorcontrib><creatorcontrib>Vuorinen, Ville</creatorcontrib><title>Superspreading of SARS-CoV-2 at a choir rehearsal in Finland-A computational fluid dynamics view on aerosol transmission and patient interviews</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>COVID-19 pandemic has highlighted the role of aerosol transmission and the importance of superspreading events. We analyzed a choir rehearsal in November 2020, where all participants, except one who had recently earlier recovered from COVID-19, were infected. We explore the risk factors for severe disease in this event and model the aerosol dispersion in the rehearsal room.
Characteristics of participants were collected by interviews and supplemented with patient records. A computational simulation of aerosol distribution in the rehearsal room and the efficacy of potential safety measures was conducted using the Large-Eddy Simulation approach. Infection risk was studied by analyzing quanta emission and exposure with the Wells-Riley equation.
The simulation showed that airborne transmission likely explains this mass contagion event. Every singer was exposed to the virus in only 5 min from the beginning of the rehearsal, and maximum concentration levels were reached at 20 min the concentration levels started to approach a steady state after 20 min. Although concentration differences existed in the room, risk levels near (1 m) and far (5 m) from the aerosol source were similar for certain singers. Modeling indicated infection risk levels of 70-100% after one hour; the risk would have been considerably reduced by wearing high-filtration respirators. Age and pre-existing comorbidities predicted more severe disease. The high incidence of illness may be partly attributed to the relatively high median age of individuals. Additionally, those admitted to the hospital had multiple underlying health conditions that predispose them to more severe disease.
Airborne transmission and indoor space can explain this mass exposure event. High-filtration respirators could have prevented some infections. The importance of safety distances diminishes the longer the indoor event. The concept of safety distance is challenging, as our study suggests that long range airborne transmission may occur in indoor events with extended duration. We encourage informing the public, especially persons at risk, of safety measures during epidemics.</description><subject>Adult</subject><subject>Aerosol dispersion</subject><subject>Aerosols</subject><subject>Airborne infection</subject><subject>Analysis</subject><subject>Biology and Life Sciences</subject><subject>Choirs</subject><subject>Choral singing</subject><subject>Comorbidity</subject><subject>Computational fluid dynamics</subject><subject>Computer applications</subject><subject>Computer Simulation</subject><subject>Computer-generated environments</subject><subject>COVID-19</subject><subject>COVID-19 - epidemiology</subject><subject>COVID-19 - prevention & control</subject><subject>COVID-19 - transmission</subject><subject>COVID-19 - virology</subject><subject>Disease transmission</subject><subject>Emission analysis</subject><subject>Engineering and Technology</subject><subject>Exposure</subject><subject>Female</subject><subject>Filtration</subject><subject>Finland - epidemiology</subject><subject>Fluid dynamics</subject><subject>Health aspects</subject><subject>Health risks</subject><subject>Humans</subject><subject>Hydrodynamics</subject><subject>Infection</subject><subject>Infections</subject><subject>Large eddy simulation</subject><subject>Large eddy simulations</subject><subject>Male</subject><subject>Medical records</subject><subject>Medicine and Health Sciences</subject><subject>Middle Aged</subject><subject>Musicians & conductors</subject><subject>Pandemics</subject><subject>Pathogens</subject><subject>Physical Sciences</subject><subject>Physics</subject><subject>Protective equipment</subject><subject>Respirators</subject><subject>Risk factors</subject><subject>Risk levels</subject><subject>Safety</subject><subject>Safety measures</subject><subject>SARS-CoV-2</subject><subject>Severe acute respiratory syndrome coronavirus 2</subject><subject>Simulation</subject><subject>Simulation methods</subject><subject>Singers</subject><subject>Viral 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of SARS-CoV-2 at a choir rehearsal in Finland-A computational fluid dynamics view on aerosol transmission and patient interviews</title><author>Tuhkuri Matvejeff, Anna ; Laitinen, Alpo ; Korhonen, Marko ; Oksanen, Lotta-Maria ; Geneid, Ahmed ; Sanmark, Enni ; Vuorinen, Ville</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c506t-5adc25b20f16a082756573b1aaca04abea706387bbaaee85ebcc7a69581259d03</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Adult</topic><topic>Aerosol dispersion</topic><topic>Aerosols</topic><topic>Airborne infection</topic><topic>Analysis</topic><topic>Biology and Life Sciences</topic><topic>Choirs</topic><topic>Choral singing</topic><topic>Comorbidity</topic><topic>Computational fluid dynamics</topic><topic>Computer applications</topic><topic>Computer Simulation</topic><topic>Computer-generated environments</topic><topic>COVID-19</topic><topic>COVID-19 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One</addtitle><date>2024-09-12</date><risdate>2024</risdate><volume>19</volume><issue>9</issue><spage>e0302250</spage><pages>e0302250-</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>COVID-19 pandemic has highlighted the role of aerosol transmission and the importance of superspreading events. We analyzed a choir rehearsal in November 2020, where all participants, except one who had recently earlier recovered from COVID-19, were infected. We explore the risk factors for severe disease in this event and model the aerosol dispersion in the rehearsal room.
Characteristics of participants were collected by interviews and supplemented with patient records. A computational simulation of aerosol distribution in the rehearsal room and the efficacy of potential safety measures was conducted using the Large-Eddy Simulation approach. Infection risk was studied by analyzing quanta emission and exposure with the Wells-Riley equation.
The simulation showed that airborne transmission likely explains this mass contagion event. Every singer was exposed to the virus in only 5 min from the beginning of the rehearsal, and maximum concentration levels were reached at 20 min the concentration levels started to approach a steady state after 20 min. Although concentration differences existed in the room, risk levels near (1 m) and far (5 m) from the aerosol source were similar for certain singers. Modeling indicated infection risk levels of 70-100% after one hour; the risk would have been considerably reduced by wearing high-filtration respirators. Age and pre-existing comorbidities predicted more severe disease. The high incidence of illness may be partly attributed to the relatively high median age of individuals. Additionally, those admitted to the hospital had multiple underlying health conditions that predispose them to more severe disease.
Airborne transmission and indoor space can explain this mass exposure event. High-filtration respirators could have prevented some infections. The importance of safety distances diminishes the longer the indoor event. The concept of safety distance is challenging, as our study suggests that long range airborne transmission may occur in indoor events with extended duration. We encourage informing the public, especially persons at risk, of safety measures during epidemics.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>39264883</pmid><doi>10.1371/journal.pone.0302250</doi><tpages>e0302250</tpages><orcidid>https://orcid.org/0000-0002-0344-5078</orcidid><orcidid>https://orcid.org/0000-0003-1617-1181</orcidid><orcidid>https://orcid.org/0000-0001-9146-6794</orcidid><oa>free_for_read</oa></addata></record> |
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language | eng |
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source | Public Library of Science (PLoS) Journals Open Access; MEDLINE; DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; PubMed Central; Free Full-Text Journals in Chemistry |
subjects | Adult Aerosol dispersion Aerosols Airborne infection Analysis Biology and Life Sciences Choirs Choral singing Comorbidity Computational fluid dynamics Computer applications Computer Simulation Computer-generated environments COVID-19 COVID-19 - epidemiology COVID-19 - prevention & control COVID-19 - transmission COVID-19 - virology Disease transmission Emission analysis Engineering and Technology Exposure Female Filtration Finland - epidemiology Fluid dynamics Health aspects Health risks Humans Hydrodynamics Infection Infections Large eddy simulation Large eddy simulations Male Medical records Medicine and Health Sciences Middle Aged Musicians & conductors Pandemics Pathogens Physical Sciences Physics Protective equipment Respirators Risk factors Risk levels Safety Safety measures SARS-CoV-2 Severe acute respiratory syndrome coronavirus 2 Simulation Simulation methods Singers Viral diseases |
title | Superspreading of SARS-CoV-2 at a choir rehearsal in Finland-A computational fluid dynamics view on aerosol transmission and patient interviews |
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