Cargando…
Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study
BACKGROUND: The initial wave of the COVID-19 pandemic placed a tremendous strain on health care systems worldwide. To mitigate the spread of the virus, many countries implemented stringent nonpharmaceutical interventions (NPIs), which significantly altered human behavior both before and after their...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10208305/ https://www.ncbi.nlm.nih.gov/pubmed/37213190 http://dx.doi.org/10.2196/40514 |
_version_ | 1785046639469133824 |
---|---|
author | Steinegger, Benjamin Granell, Clara Rapisardi, Giacomo Gómez, Sergio Matamalas, Joan Soriano-Paños, David Gómez-Gardeñes, Jesús Arenas, Alex |
author_facet | Steinegger, Benjamin Granell, Clara Rapisardi, Giacomo Gómez, Sergio Matamalas, Joan Soriano-Paños, David Gómez-Gardeñes, Jesús Arenas, Alex |
author_sort | Steinegger, Benjamin |
collection | PubMed |
description | BACKGROUND: The initial wave of the COVID-19 pandemic placed a tremendous strain on health care systems worldwide. To mitigate the spread of the virus, many countries implemented stringent nonpharmaceutical interventions (NPIs), which significantly altered human behavior both before and after their enactment. Despite these efforts, a precise assessment of the impact and efficacy of these NPIs, as well as the extent of human behavioral changes, remained elusive. OBJECTIVE: In this study, we conducted a retrospective analysis of the initial wave of COVID-19 in Spain to better comprehend the influence of NPIs and their interaction with human behavior. Such investigations are vital for devising future mitigation strategies to combat COVID-19 and enhance epidemic preparedness more broadly. METHODS: We used a combination of national and regional retrospective analyses of pandemic incidence alongside large-scale mobility data to assess the impact and timing of government-implemented NPIs in combating COVID-19. Additionally, we compared these findings with a model-based inference of hospitalizations and fatalities. This model-based approach enabled us to construct counterfactual scenarios that gauged the consequences of delayed initiation of epidemic response measures. RESULTS: Our analysis demonstrated that the pre–national lockdown epidemic response, encompassing regional measures and heightened individual awareness, significantly contributed to reducing the disease burden in Spain. The mobility data indicated that people adjusted their behavior in response to the regional epidemiological situation before the nationwide lockdown was implemented. Counterfactual scenarios suggested that without this early epidemic response, there would have been an estimated 45,400 (95% CI 37,400-58,000) fatalities and 182,600 (95% CI 150,400-233,800) hospitalizations compared to the reported figures of 27,800 fatalities and 107,600 hospitalizations, respectively. CONCLUSIONS: Our findings underscore the significance of self-implemented prevention measures by the population and regional NPIs before the national lockdown in Spain. The study also emphasizes the necessity for prompt and precise data quantification prior to enacting enforced measures. This highlights the critical interplay between NPIs, epidemic progression, and human behavior. This interdependence presents a challenge in predicting the impact of NPIs before they are implemented. |
format | Online Article Text |
id | pubmed-10208305 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-102083052023-05-25 Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study Steinegger, Benjamin Granell, Clara Rapisardi, Giacomo Gómez, Sergio Matamalas, Joan Soriano-Paños, David Gómez-Gardeñes, Jesús Arenas, Alex JMIR Public Health Surveill Original Paper BACKGROUND: The initial wave of the COVID-19 pandemic placed a tremendous strain on health care systems worldwide. To mitigate the spread of the virus, many countries implemented stringent nonpharmaceutical interventions (NPIs), which significantly altered human behavior both before and after their enactment. Despite these efforts, a precise assessment of the impact and efficacy of these NPIs, as well as the extent of human behavioral changes, remained elusive. OBJECTIVE: In this study, we conducted a retrospective analysis of the initial wave of COVID-19 in Spain to better comprehend the influence of NPIs and their interaction with human behavior. Such investigations are vital for devising future mitigation strategies to combat COVID-19 and enhance epidemic preparedness more broadly. METHODS: We used a combination of national and regional retrospective analyses of pandemic incidence alongside large-scale mobility data to assess the impact and timing of government-implemented NPIs in combating COVID-19. Additionally, we compared these findings with a model-based inference of hospitalizations and fatalities. This model-based approach enabled us to construct counterfactual scenarios that gauged the consequences of delayed initiation of epidemic response measures. RESULTS: Our analysis demonstrated that the pre–national lockdown epidemic response, encompassing regional measures and heightened individual awareness, significantly contributed to reducing the disease burden in Spain. The mobility data indicated that people adjusted their behavior in response to the regional epidemiological situation before the nationwide lockdown was implemented. Counterfactual scenarios suggested that without this early epidemic response, there would have been an estimated 45,400 (95% CI 37,400-58,000) fatalities and 182,600 (95% CI 150,400-233,800) hospitalizations compared to the reported figures of 27,800 fatalities and 107,600 hospitalizations, respectively. CONCLUSIONS: Our findings underscore the significance of self-implemented prevention measures by the population and regional NPIs before the national lockdown in Spain. The study also emphasizes the necessity for prompt and precise data quantification prior to enacting enforced measures. This highlights the critical interplay between NPIs, epidemic progression, and human behavior. This interdependence presents a challenge in predicting the impact of NPIs before they are implemented. JMIR Publications 2023-05-22 /pmc/articles/PMC10208305/ /pubmed/37213190 http://dx.doi.org/10.2196/40514 Text en ©Benjamin Steinegger, Clara Granell, Giacomo Rapisardi, Sergio Gómez, Joan Matamalas, David Soriano-Paños, Jesús Gómez-Gardeñes, Alex Arenas. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 22.05.2023. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Public Health and Surveillance, is properly cited. The complete bibliographic information, a link to the original publication on https://publichealth.jmir.org, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Steinegger, Benjamin Granell, Clara Rapisardi, Giacomo Gómez, Sergio Matamalas, Joan Soriano-Paños, David Gómez-Gardeñes, Jesús Arenas, Alex Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study |
title | Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study |
title_full | Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study |
title_fullStr | Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study |
title_full_unstemmed | Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study |
title_short | Joint Analysis of the Epidemic Evolution and Human Mobility During the First Wave of COVID-19 in Spain: Retrospective Study |
title_sort | joint analysis of the epidemic evolution and human mobility during the first wave of covid-19 in spain: retrospective study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10208305/ https://www.ncbi.nlm.nih.gov/pubmed/37213190 http://dx.doi.org/10.2196/40514 |
work_keys_str_mv | AT steineggerbenjamin jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT granellclara jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT rapisardigiacomo jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT gomezsergio jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT matamalasjoan jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT sorianopanosdavid jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT gomezgardenesjesus jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy AT arenasalex jointanalysisoftheepidemicevolutionandhumanmobilityduringthefirstwaveofcovid19inspainretrospectivestudy |