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Assessing the impact of human mobility to predict regional excess death in Ecuador
COVID-19 outbreaks have had high mortality in low- and middle-income countries such as Ecuador. Human mobility is an important factor influencing the spread of diseases possibly leading to a high burden of disease at the country level. Drastic control measures, such as complete lockdown, are effecti...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8748783/ https://www.ncbi.nlm.nih.gov/pubmed/35013374 http://dx.doi.org/10.1038/s41598-021-03926-0 |
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author | Cuéllar, Leticia Torres, Irene Romero-Severson, Ethan Mahesh, Riya Ortega, Nathaniel Pungitore, Sarah Ke, Ruian Hengartner, Nicolas |
author_facet | Cuéllar, Leticia Torres, Irene Romero-Severson, Ethan Mahesh, Riya Ortega, Nathaniel Pungitore, Sarah Ke, Ruian Hengartner, Nicolas |
author_sort | Cuéllar, Leticia |
collection | PubMed |
description | COVID-19 outbreaks have had high mortality in low- and middle-income countries such as Ecuador. Human mobility is an important factor influencing the spread of diseases possibly leading to a high burden of disease at the country level. Drastic control measures, such as complete lockdown, are effective epidemic controls, yet in practice one hopes that a partial shutdown would suffice. It is an open problem to determine how much mobility can be allowed while controlling an outbreak. In this paper, we use statistical models to relate human mobility to the excess death in Ecuador while controlling for demographic factors. The mobility index provided by GRANDATA, based on mobile phone users, represents the change of number of out-of-home events with respect to a benchmark date (March 2nd, 2020). The study confirms the global trend that more men are dying than expected compared to women, and that people under 30 show less deaths than expected, particularly individuals younger than 20 with a death rate reduction between 22 and 27%. The weekly median mobility time series shows a sharp decrease in human mobility immediately after a national lockdown was declared on March 17, 2020 and a progressive increase towards the pre-lockdown level within two months. Relating median mobility to excess deaths shows a lag in its effect: first, a decrease in mobility in the previous two to three weeks decreases excess death and, more novel, we found an increase of mobility variability four weeks prior increases the number of excess deaths. |
format | Online Article Text |
id | pubmed-8748783 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-87487832022-01-11 Assessing the impact of human mobility to predict regional excess death in Ecuador Cuéllar, Leticia Torres, Irene Romero-Severson, Ethan Mahesh, Riya Ortega, Nathaniel Pungitore, Sarah Ke, Ruian Hengartner, Nicolas Sci Rep Article COVID-19 outbreaks have had high mortality in low- and middle-income countries such as Ecuador. Human mobility is an important factor influencing the spread of diseases possibly leading to a high burden of disease at the country level. Drastic control measures, such as complete lockdown, are effective epidemic controls, yet in practice one hopes that a partial shutdown would suffice. It is an open problem to determine how much mobility can be allowed while controlling an outbreak. In this paper, we use statistical models to relate human mobility to the excess death in Ecuador while controlling for demographic factors. The mobility index provided by GRANDATA, based on mobile phone users, represents the change of number of out-of-home events with respect to a benchmark date (March 2nd, 2020). The study confirms the global trend that more men are dying than expected compared to women, and that people under 30 show less deaths than expected, particularly individuals younger than 20 with a death rate reduction between 22 and 27%. The weekly median mobility time series shows a sharp decrease in human mobility immediately after a national lockdown was declared on March 17, 2020 and a progressive increase towards the pre-lockdown level within two months. Relating median mobility to excess deaths shows a lag in its effect: first, a decrease in mobility in the previous two to three weeks decreases excess death and, more novel, we found an increase of mobility variability four weeks prior increases the number of excess deaths. Nature Publishing Group UK 2022-01-10 /pmc/articles/PMC8748783/ /pubmed/35013374 http://dx.doi.org/10.1038/s41598-021-03926-0 Text en © This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Cuéllar, Leticia Torres, Irene Romero-Severson, Ethan Mahesh, Riya Ortega, Nathaniel Pungitore, Sarah Ke, Ruian Hengartner, Nicolas Assessing the impact of human mobility to predict regional excess death in Ecuador |
title | Assessing the impact of human mobility to predict regional excess death in Ecuador |
title_full | Assessing the impact of human mobility to predict regional excess death in Ecuador |
title_fullStr | Assessing the impact of human mobility to predict regional excess death in Ecuador |
title_full_unstemmed | Assessing the impact of human mobility to predict regional excess death in Ecuador |
title_short | Assessing the impact of human mobility to predict regional excess death in Ecuador |
title_sort | assessing the impact of human mobility to predict regional excess death in ecuador |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8748783/ https://www.ncbi.nlm.nih.gov/pubmed/35013374 http://dx.doi.org/10.1038/s41598-021-03926-0 |
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