Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal

Detalhes bibliográficos
Autor(a) principal: Oliveira, Sandra
Data de Publicação: 2022
Outros Autores: Ribeiro, Ana Isabel, Nogueira, Paulo, Rocha, Jorge
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/54655
Resumo: Commuting flows and long-distance travel are important spreading factors of viruses and particularly airborne ones. Therefore, it is relevant to examine the association among diverse mobility scenarios and the spatial dissemination of SARS-CoV-2 cases. We intended to analyze the patterns of virus spreading linked to different mobility scenarios, in order to better comprehend the effect of the lockdown measures, and how such measures can be better informed. We simulated the effects of mobility restrictions in the spread of SARS-CoV-2 amongst the municipalities of two metropolitan areas, Lisbon (LMA) and Porto (PMA). Based on an adapted SEIR (Suscetible-Exposed-Infected-Removed) model, we estimated the number of new daily infections during one year, according to different mobility scenarios: restricted to essential activities, industrial activities, public transport use, and a scenario with unrestricted mobility including all transport modes. The trends of new daily infections were further explored using time-series clustering analysis, using dynamic time warping. Mobility restrictions resulted in lower numbers of new daily infections when compared to the unrestricted mobility scenario, in both metropolitan areas. Between March and September 2020, the official number of new infections followed overall a similar timeline to the one simulated considering only essential activities. At the municipal level, trends differ amongst the two metropolitan areas. The analysis of the effects of mobility in virus spread within different municipalities and regions could help tailoring future strategies and increase the public acceptance of eventual restrictions.
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spelling Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in PortugalMobilitySARS-CoV-2Metropolitan AreasPortugalCommuting flows and long-distance travel are important spreading factors of viruses and particularly airborne ones. Therefore, it is relevant to examine the association among diverse mobility scenarios and the spatial dissemination of SARS-CoV-2 cases. We intended to analyze the patterns of virus spreading linked to different mobility scenarios, in order to better comprehend the effect of the lockdown measures, and how such measures can be better informed. We simulated the effects of mobility restrictions in the spread of SARS-CoV-2 amongst the municipalities of two metropolitan areas, Lisbon (LMA) and Porto (PMA). Based on an adapted SEIR (Suscetible-Exposed-Infected-Removed) model, we estimated the number of new daily infections during one year, according to different mobility scenarios: restricted to essential activities, industrial activities, public transport use, and a scenario with unrestricted mobility including all transport modes. The trends of new daily infections were further explored using time-series clustering analysis, using dynamic time warping. Mobility restrictions resulted in lower numbers of new daily infections when compared to the unrestricted mobility scenario, in both metropolitan areas. Between March and September 2020, the official number of new infections followed overall a similar timeline to the one simulated considering only essential activities. At the municipal level, trends differ amongst the two metropolitan areas. The analysis of the effects of mobility in virus spread within different municipalities and regions could help tailoring future strategies and increase the public acceptance of eventual restrictions.PubMedRepositório da Universidade de LisboaOliveira, SandraRibeiro, Ana IsabelNogueira, PauloRocha, Jorge2022-10-03T14:09:19Z20222022-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/54655engOliveira, S., Ribeiro, A., Nogueira, P. & Rocha, J. (2022). Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal. PLOS ONE 17(9), e0274286. https://doi.org/10.1371/journal.pone.027428610.1371/journal.pone.02742861932-6203info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-08T17:01:10Zoai:repositorio.ul.pt:10451/54655Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:05:26.749905Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
title Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
spellingShingle Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
Oliveira, Sandra
Mobility
SARS-CoV-2
Metropolitan Areas
Portugal
title_short Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
title_full Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
title_fullStr Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
title_full_unstemmed Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
title_sort Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal
author Oliveira, Sandra
author_facet Oliveira, Sandra
Ribeiro, Ana Isabel
Nogueira, Paulo
Rocha, Jorge
author_role author
author2 Ribeiro, Ana Isabel
Nogueira, Paulo
Rocha, Jorge
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Oliveira, Sandra
Ribeiro, Ana Isabel
Nogueira, Paulo
Rocha, Jorge
dc.subject.por.fl_str_mv Mobility
SARS-CoV-2
Metropolitan Areas
Portugal
topic Mobility
SARS-CoV-2
Metropolitan Areas
Portugal
description Commuting flows and long-distance travel are important spreading factors of viruses and particularly airborne ones. Therefore, it is relevant to examine the association among diverse mobility scenarios and the spatial dissemination of SARS-CoV-2 cases. We intended to analyze the patterns of virus spreading linked to different mobility scenarios, in order to better comprehend the effect of the lockdown measures, and how such measures can be better informed. We simulated the effects of mobility restrictions in the spread of SARS-CoV-2 amongst the municipalities of two metropolitan areas, Lisbon (LMA) and Porto (PMA). Based on an adapted SEIR (Suscetible-Exposed-Infected-Removed) model, we estimated the number of new daily infections during one year, according to different mobility scenarios: restricted to essential activities, industrial activities, public transport use, and a scenario with unrestricted mobility including all transport modes. The trends of new daily infections were further explored using time-series clustering analysis, using dynamic time warping. Mobility restrictions resulted in lower numbers of new daily infections when compared to the unrestricted mobility scenario, in both metropolitan areas. Between March and September 2020, the official number of new infections followed overall a similar timeline to the one simulated considering only essential activities. At the municipal level, trends differ amongst the two metropolitan areas. The analysis of the effects of mobility in virus spread within different municipalities and regions could help tailoring future strategies and increase the public acceptance of eventual restrictions.
publishDate 2022
dc.date.none.fl_str_mv 2022-10-03T14:09:19Z
2022
2022-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10451/54655
url http://hdl.handle.net/10451/54655
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Oliveira, S., Ribeiro, A., Nogueira, P. & Rocha, J. (2022). Simulating the effects of mobility restrictions in the spread of SARS-CoV-2 in metropolitan areas in Portugal. PLOS ONE 17(9), e0274286. https://doi.org/10.1371/journal.pone.0274286
10.1371/journal.pone.0274286
1932-6203
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv PubMed
publisher.none.fl_str_mv PubMed
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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