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Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony
Dengue continues to be the most important vector-borne viral disease globally and in Brazil, where more than 1.4 million cases and over 500 deaths were reported in 2016. Mosquito control programmes and other interventions have not stopped the alarming trend of increasingly large epidemics in the pas...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6497439/ https://www.ncbi.nlm.nih.gov/pubmed/31009460 http://dx.doi.org/10.1371/journal.pntd.0007012 |
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author | Churakov, Mikhail Villabona-Arenas, Christian J. Kraemer, Moritz U. G. Salje, Henrik Cauchemez, Simon |
author_facet | Churakov, Mikhail Villabona-Arenas, Christian J. Kraemer, Moritz U. G. Salje, Henrik Cauchemez, Simon |
author_sort | Churakov, Mikhail |
collection | PubMed |
description | Dengue continues to be the most important vector-borne viral disease globally and in Brazil, where more than 1.4 million cases and over 500 deaths were reported in 2016. Mosquito control programmes and other interventions have not stopped the alarming trend of increasingly large epidemics in the past few years. Here, we analyzed monthly dengue cases reported in Brazil between 2001 and 2016 to better characterise the key drivers of dengue epidemics. Spatio-temporal analysis revealed recurring travelling waves of disease occurrence. Using wavelet methods, we characterised the average seasonal pattern of dengue in Brazil, which starts in the western states of Acre and Rondônia, then travels eastward to the coast before reaching the northeast of the country. Only two states in the north of Brazil (Roraima and Amapá) did not follow the countrywide pattern and had inconsistent timing of dengue epidemics throughout the study period. We also explored epidemic synchrony and timing of annual dengue cycles in Brazilian regions. Using gravity style models combined with climate factors, we showed that both human mobility and vector ecology contribute to spatial patterns of dengue occurrence. This study offers a characterization of the spatial dynamics of dengue in Brazil and its drivers, which could inform intervention strategies against dengue and other arboviruses. |
format | Online Article Text |
id | pubmed-6497439 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64974392019-05-17 Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony Churakov, Mikhail Villabona-Arenas, Christian J. Kraemer, Moritz U. G. Salje, Henrik Cauchemez, Simon PLoS Negl Trop Dis Research Article Dengue continues to be the most important vector-borne viral disease globally and in Brazil, where more than 1.4 million cases and over 500 deaths were reported in 2016. Mosquito control programmes and other interventions have not stopped the alarming trend of increasingly large epidemics in the past few years. Here, we analyzed monthly dengue cases reported in Brazil between 2001 and 2016 to better characterise the key drivers of dengue epidemics. Spatio-temporal analysis revealed recurring travelling waves of disease occurrence. Using wavelet methods, we characterised the average seasonal pattern of dengue in Brazil, which starts in the western states of Acre and Rondônia, then travels eastward to the coast before reaching the northeast of the country. Only two states in the north of Brazil (Roraima and Amapá) did not follow the countrywide pattern and had inconsistent timing of dengue epidemics throughout the study period. We also explored epidemic synchrony and timing of annual dengue cycles in Brazilian regions. Using gravity style models combined with climate factors, we showed that both human mobility and vector ecology contribute to spatial patterns of dengue occurrence. This study offers a characterization of the spatial dynamics of dengue in Brazil and its drivers, which could inform intervention strategies against dengue and other arboviruses. Public Library of Science 2019-04-22 /pmc/articles/PMC6497439/ /pubmed/31009460 http://dx.doi.org/10.1371/journal.pntd.0007012 Text en © 2019 Churakov et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Churakov, Mikhail Villabona-Arenas, Christian J. Kraemer, Moritz U. G. Salje, Henrik Cauchemez, Simon Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony |
title | Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony |
title_full | Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony |
title_fullStr | Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony |
title_full_unstemmed | Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony |
title_short | Spatio-temporal dynamics of dengue in Brazil: Seasonal travelling waves and determinants of regional synchrony |
title_sort | spatio-temporal dynamics of dengue in brazil: seasonal travelling waves and determinants of regional synchrony |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6497439/ https://www.ncbi.nlm.nih.gov/pubmed/31009460 http://dx.doi.org/10.1371/journal.pntd.0007012 |
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