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Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico
BACKGROUND: This study examines the impact of climate, socio-economic and demographic factors on the incidence of dengue in regions of the United States and Mexico. We select factors shown to predict dengue at a local level and test whether the association can be generalized to the regional or state...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7607660/ https://www.ncbi.nlm.nih.gov/pubmed/33138827 http://dx.doi.org/10.1186/s12942-020-00241-1 |
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author | Watts, Matthew J. Kotsila, Panagiota Mortyn, P. Graham Sarto i Monteys, Victor Urzi Brancati, Cesira |
author_facet | Watts, Matthew J. Kotsila, Panagiota Mortyn, P. Graham Sarto i Monteys, Victor Urzi Brancati, Cesira |
author_sort | Watts, Matthew J. |
collection | PubMed |
description | BACKGROUND: This study examines the impact of climate, socio-economic and demographic factors on the incidence of dengue in regions of the United States and Mexico. We select factors shown to predict dengue at a local level and test whether the association can be generalized to the regional or state level. In addition, we assess how different indicators perform compared to per capita gross domestic product (GDP), an indicator that is commonly used to predict the future distribution of dengue. METHODS: A unique spatial-temporal dataset was created by collating information from a variety of data sources to perform empirical analyses at the regional level. Relevant regions for the analysis were selected based on their receptivity and vulnerability to dengue. A conceptual framework was elaborated to guide variable selection. The relationship between the incidence of dengue and the climate, socio-economic and demographic factors was modelled via a Generalized Additive Model (GAM), which also accounted for the spatial and temporal auto-correlation. RESULTS: The socio-economic indicator (representing household income, education of the labour force, life expectancy at birth, and housing overcrowding), as well as more extensive access to broadband are associated with a drop in the incidence of dengue; by contrast, population growth and inter-regional migration are associated with higher incidence, after taking climate into account. An ageing population is also a predictor of higher incidence, but the relationship is concave and flattens at high rates. The rate of active physicians is associated with higher incidence, most likely because of more accurate reporting. If focusing on Mexico only, results remain broadly similar, however, workforce education was a better predictor of a drop in the incidence of dengue than household income. CONCLUSIONS: Two lessons can be drawn from this study: first, while higher GDP is generally associated with a drop in the incidence of dengue, a more granular analysis reveals that the crucial factors are a rise in education (with fewer jobs in the primary sector) and better access to information or technological infrastructure. Secondly, factors that were shown to have an impact of dengue at the local level are also good predictors at the regional level. These indices may help us better understand factors responsible for the global distribution of dengue and also, given a warming climate, may help us to better predict vulnerable populations on a larger scale. |
format | Online Article Text |
id | pubmed-7607660 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-76076602020-11-03 Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico Watts, Matthew J. Kotsila, Panagiota Mortyn, P. Graham Sarto i Monteys, Victor Urzi Brancati, Cesira Int J Health Geogr Research BACKGROUND: This study examines the impact of climate, socio-economic and demographic factors on the incidence of dengue in regions of the United States and Mexico. We select factors shown to predict dengue at a local level and test whether the association can be generalized to the regional or state level. In addition, we assess how different indicators perform compared to per capita gross domestic product (GDP), an indicator that is commonly used to predict the future distribution of dengue. METHODS: A unique spatial-temporal dataset was created by collating information from a variety of data sources to perform empirical analyses at the regional level. Relevant regions for the analysis were selected based on their receptivity and vulnerability to dengue. A conceptual framework was elaborated to guide variable selection. The relationship between the incidence of dengue and the climate, socio-economic and demographic factors was modelled via a Generalized Additive Model (GAM), which also accounted for the spatial and temporal auto-correlation. RESULTS: The socio-economic indicator (representing household income, education of the labour force, life expectancy at birth, and housing overcrowding), as well as more extensive access to broadband are associated with a drop in the incidence of dengue; by contrast, population growth and inter-regional migration are associated with higher incidence, after taking climate into account. An ageing population is also a predictor of higher incidence, but the relationship is concave and flattens at high rates. The rate of active physicians is associated with higher incidence, most likely because of more accurate reporting. If focusing on Mexico only, results remain broadly similar, however, workforce education was a better predictor of a drop in the incidence of dengue than household income. CONCLUSIONS: Two lessons can be drawn from this study: first, while higher GDP is generally associated with a drop in the incidence of dengue, a more granular analysis reveals that the crucial factors are a rise in education (with fewer jobs in the primary sector) and better access to information or technological infrastructure. Secondly, factors that were shown to have an impact of dengue at the local level are also good predictors at the regional level. These indices may help us better understand factors responsible for the global distribution of dengue and also, given a warming climate, may help us to better predict vulnerable populations on a larger scale. BioMed Central 2020-11-02 /pmc/articles/PMC7607660/ /pubmed/33138827 http://dx.doi.org/10.1186/s12942-020-00241-1 Text en © The Author(s) 2020 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Watts, Matthew J. Kotsila, Panagiota Mortyn, P. Graham Sarto i Monteys, Victor Urzi Brancati, Cesira Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico |
title | Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico |
title_full | Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico |
title_fullStr | Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico |
title_full_unstemmed | Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico |
title_short | Influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the United States and Mexico |
title_sort | influence of socio-economic, demographic and climate factors on the regional distribution of dengue in the united states and mexico |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7607660/ https://www.ncbi.nlm.nih.gov/pubmed/33138827 http://dx.doi.org/10.1186/s12942-020-00241-1 |
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