SARS-CoV-2 transmission with and without mask wearing or air cleaners in schools in Switzerland: A modeling study of epidemiological, environmental, and molecular data.


Journal

PLoS medicine
ISSN: 1549-1676
Titre abrégé: PLoS Med
Pays: United States
ID NLM: 101231360

Informations de publication

Date de publication:
05 2023
Historique:
received: 19 01 2023
accepted: 28 03 2023
medline: 22 5 2023
pubmed: 18 5 2023
entrez: 18 5 2023
Statut: epublish

Résumé

Growing evidence suggests an important contribution of airborne transmission to the overall spread of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), in particular via smaller particles called aerosols. However, the contribution of school children to SARS-CoV-2 transmission remains uncertain. The aim of this study was to assess transmission of airborne respiratory infections and the association with infection control measures in schools using a multiple-measurement approach. We collected epidemiological (cases of Coronavirus Disease 2019 (COVID-19)), environmental (CO2, aerosol and particle concentrations), and molecular data (bioaerosol and saliva samples) over 7 weeks from January to March 2022 (Omicron wave) in 2 secondary schools (n = 90, average 18 students/classroom) in Switzerland. We analyzed changes in environmental and molecular characteristics between different study conditions (no intervention, mask wearing, air cleaners). Analyses of environmental changes were adjusted for different ventilation, the number of students in class, school and weekday effects. We modeled disease transmission using a semi-mechanistic Bayesian hierarchical model, adjusting for absent students and community transmission. Molecular analysis of saliva (21/262 positive) and airborne samples (10/130) detected SARS-CoV-2 throughout the study (weekly average viral concentration 0.6 copies/L) and occasionally other respiratory viruses. Overall daily average CO2 levels were 1,064 ± 232 ppm (± standard deviation). Daily average aerosol number concentrations without interventions were 177 ± 109 1/cm3 and decreased by 69% (95% CrI 42% to 86%) with mask mandates and 39% (95% CrI 4% to 69%) with air cleaners. Compared to no intervention, the transmission risk was lower with mask mandates (adjusted odds ratio 0.19, 95% CrI 0.09 to 0.38) and comparable with air cleaners (1.00, 95% CrI 0.15 to 6.51). Study limitations include possible confounding by period as the number of susceptible students declined over time. Furthermore, airborne detection of pathogens document exposure but not necessarily transmission. Molecular detection of airborne and human SARS-CoV-2 indicated sustained transmission in schools. Mask mandates were associated with greater reductions in aerosol concentrations than air cleaners and with lower transmission. Our multiple-measurement approach could be used to continuously monitor transmission risk of respiratory infections and the effectiveness of infection control measures in schools and other congregate settings.

Sections du résumé

BACKGROUND
Growing evidence suggests an important contribution of airborne transmission to the overall spread of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), in particular via smaller particles called aerosols. However, the contribution of school children to SARS-CoV-2 transmission remains uncertain. The aim of this study was to assess transmission of airborne respiratory infections and the association with infection control measures in schools using a multiple-measurement approach.
METHODS AND FINDINGS
We collected epidemiological (cases of Coronavirus Disease 2019 (COVID-19)), environmental (CO2, aerosol and particle concentrations), and molecular data (bioaerosol and saliva samples) over 7 weeks from January to March 2022 (Omicron wave) in 2 secondary schools (n = 90, average 18 students/classroom) in Switzerland. We analyzed changes in environmental and molecular characteristics between different study conditions (no intervention, mask wearing, air cleaners). Analyses of environmental changes were adjusted for different ventilation, the number of students in class, school and weekday effects. We modeled disease transmission using a semi-mechanistic Bayesian hierarchical model, adjusting for absent students and community transmission. Molecular analysis of saliva (21/262 positive) and airborne samples (10/130) detected SARS-CoV-2 throughout the study (weekly average viral concentration 0.6 copies/L) and occasionally other respiratory viruses. Overall daily average CO2 levels were 1,064 ± 232 ppm (± standard deviation). Daily average aerosol number concentrations without interventions were 177 ± 109 1/cm3 and decreased by 69% (95% CrI 42% to 86%) with mask mandates and 39% (95% CrI 4% to 69%) with air cleaners. Compared to no intervention, the transmission risk was lower with mask mandates (adjusted odds ratio 0.19, 95% CrI 0.09 to 0.38) and comparable with air cleaners (1.00, 95% CrI 0.15 to 6.51). Study limitations include possible confounding by period as the number of susceptible students declined over time. Furthermore, airborne detection of pathogens document exposure but not necessarily transmission.
CONCLUSIONS
Molecular detection of airborne and human SARS-CoV-2 indicated sustained transmission in schools. Mask mandates were associated with greater reductions in aerosol concentrations than air cleaners and with lower transmission. Our multiple-measurement approach could be used to continuously monitor transmission risk of respiratory infections and the effectiveness of infection control measures in schools and other congregate settings.

Identifiants

pubmed: 37200241
doi: 10.1371/journal.pmed.1004226
pii: PMEDICINE-D-23-00157
pmc: PMC10194935
doi:

Substances chimiques

Carbon Dioxide 142M471B3J

Types de publication

Journal Article Research Support, Non-U.S. Gov't Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1004226

Subventions

Organisme : NIAID NIH HHS
ID : U01 AI069924
Pays : United States

Informations de copyright

Copyright: © 2023 Banholzer 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.

Déclaration de conflit d'intérêts

I have read the journal’s policy and the authors of this manuscript have the following competing interests: ME serves on PLOS Medicine’s editorial board. All authors have declared that no competing interests exist.

Références

J Biomed Inform. 2009 Apr;42(2):377-81
pubmed: 18929686
PLoS One. 2021 Jun 2;16(6):e0252827
pubmed: 34077448
J Hosp Infect. 2021 Feb;108:189-196
pubmed: 33259882
Indoor Air. 2022 Feb;32(2):e12998
pubmed: 35170085
Interface Focus. 2022 Feb 11;12(2):20210072
pubmed: 35261731
J Infect Dis. 2021 Feb 13;223(3):362-369
pubmed: 33119738
Swiss Med Wkly. 2021 Nov 29;151:w30096
pubmed: 34846112
J Stat Softw. 2017;76:
pubmed: 36568334
Am J Respir Crit Care Med. 2022 Feb 1;205(3):350-356
pubmed: 34752730
Int J Environ Res Public Health. 2021 Nov 02;18(21):
pubmed: 34770037
Lancet Respir Med. 2020 Sep;8(9):914-924
pubmed: 32717211
Indoor Air. 2020 May;30(3):422-432
pubmed: 31883403
Pediatrics. 2012 Mar;129 Suppl 2:S54-62
pubmed: 22383482
J Hosp Infect. 2019 Oct;103(2):175-184
pubmed: 31279762
F1000Res. 2021 Mar 24;10:233
pubmed: 34136133
Pediatrics. 2018 Apr;141(4):
pubmed: 29440502
Clin Infect Dis. 2022 Aug 24;75(1):e97-e101
pubmed: 34718446
Clin Microbiol Infect. 2019 Mar;25(3):372-378
pubmed: 29906597
Clin Infect Dis. 2022 May 30;74(10):1722-1728
pubmed: 34358292
Lancet. 2021 May 1;397(10285):1603-1605
pubmed: 33865497
Sci Rep. 2020 Jul 29;10(1):12732
pubmed: 32728118
Microorganisms. 2021 Mar 25;9(4):
pubmed: 33806013
Cold Spring Harb Perspect Med. 2015 Aug 20;6(2):a018192
pubmed: 26292985
Nat Commun. 2021 Oct 5;12(1):5820
pubmed: 34611158
BMJ. 2021 Mar 17;372:n616
pubmed: 33731327
N Engl J Med. 1978 Mar 16;298(11):587-92
pubmed: 628375
MMWR Morb Mortal Wkly Rep. 2021 May 28;70(21):779-784
pubmed: 34043610
Microorganisms. 2021 Mar 19;9(3):
pubmed: 33808815
J Am Acad Child Adolesc Psychiatry. 2020 Nov;59(11):1218-1239.e3
pubmed: 32504808
Microbiol Spectr. 2021 Sep 3;9(1):e0033621
pubmed: 34431684
PLoS Med. 2022 Dec 20;19(12):e1003913
pubmed: 36538517
Environ Res. 2021 Nov;202:111560
pubmed: 34224708
Eur J Epidemiol. 2022 Oct;37(10):1003-1024
pubmed: 36152133
Science. 2021 Aug 27;373(6558):
pubmed: 34446582
MMWR Morb Mortal Wkly Rep. 2021 Jul 09;70(27):972-976
pubmed: 34237047
Indoor Air. 2003 Sep;13(3):237-45
pubmed: 12950586
Int J Environ Res Public Health. 2020 Mar 06;17(5):
pubmed: 32155789
Nat Rev Microbiol. 2021 Aug;19(8):528-545
pubmed: 33753932
Science. 2021 May 14;372(6543):689-691
pubmed: 33986171
J Biomed Inform. 2019 Jul;95:103208
pubmed: 31078660

Auteurs

Nicolas Banholzer (N)

Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland.

Kathrin Zürcher (K)

Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland.

Philipp Jent (P)

Department of Infectious Diseases, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.

Pascal Bittel (P)

Institute for Infectious Diseases, University of Bern, Bern, Switzerland.

Lavinia Furrer (L)

Institute for Infectious Diseases, University of Bern, Bern, Switzerland.

Matthias Egger (M)

Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland.
Centre for Infectious Disease Epidemiology and Research, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom.

Tina Hascher (T)

Institute of Educational Science, University of Bern, Bern, Switzerland.

Lukas Fenner (L)

Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland.

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Classifications MeSH