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The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam
BACKGROUND: Acute encephalitis syndrome (AES) differs in its spatio-temporal distribution in Vietnam with the highest incidence seen during the summer months in the northern provinces. AES has multiple aetiologies, and the cause remains unknown in many cases. While vector-borne disease such as Japan...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10262680/ https://www.ncbi.nlm.nih.gov/pubmed/37312047 http://dx.doi.org/10.1186/s12879-023-08300-1 |
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author | Brindle, Hannah E. Bastos, Leonardo S. Christley, Robert Contamin, Lucie Dang, Le Hai Anh, Dang Duc French, Neil Griffiths, Michael Nadjm, Behzad van Doorn, H. Rogier Thai, Pham Quang Duong, Tran Nhu Choisy, Marc |
author_facet | Brindle, Hannah E. Bastos, Leonardo S. Christley, Robert Contamin, Lucie Dang, Le Hai Anh, Dang Duc French, Neil Griffiths, Michael Nadjm, Behzad van Doorn, H. Rogier Thai, Pham Quang Duong, Tran Nhu Choisy, Marc |
author_sort | Brindle, Hannah E. |
collection | PubMed |
description | BACKGROUND: Acute encephalitis syndrome (AES) differs in its spatio-temporal distribution in Vietnam with the highest incidence seen during the summer months in the northern provinces. AES has multiple aetiologies, and the cause remains unknown in many cases. While vector-borne disease such as Japanese encephalitis and dengue virus and non-vector-borne diseases such as influenza and enterovirus show evidence of seasonality, associations with climate variables and the spatio-temporal distribution in Vietnam differs between these. The aim of this study was therefore to understand the spatio-temporal distribution of, and risk factors for AES in Vietnam to help hypothesise the aetiology. METHODS: The number of monthly cases per province for AES, meningitis and diseases including dengue fever; influenza-like-illness (ILI); hand, foot, and mouth disease (HFMD); and Streptococcus suis were obtained from the General Department for Preventive Medicine (GDPM) from 1998–2016. Covariates including climate, normalized difference vegetation index (NDVI), elevation, the number of pigs, socio-demographics, JEV vaccination coverage and the number of hospitals were also collected. Spatio-temporal multivariable mixed-effects negative binomial Bayesian models with an outcome of the number of cases of AES, a combination of the covariates and harmonic terms to determine the magnitude of seasonality were developed. RESULTS: The national monthly incidence of AES declined by 63.3% over the study period. However, incidence increased in some provinces, particularly in the Northwest region. In northern Vietnam, the incidence peaked in the summer months in contrast to the southern provinces where incidence remained relatively constant throughout the year. The incidence of meningitis, ILI and S. suis infection; temperature, relative humidity with no lag, NDVI at a lag of one month, and the number of pigs per 100,000 population were positively associated with the number of cases of AES in all models in which these covariates were included. CONCLUSIONS: The positive correlation of AES with temperature and humidity suggest that a number of cases may be due to vector-borne diseases, suggesting a need to focus on vaccination campaigns. However, further surveillance and research are recommended to investigate other possible aetiologies such as S. suis or Orientia tsutsugamushi. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12879-023-08300-1. |
format | Online Article Text |
id | pubmed-10262680 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102626802023-06-15 The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam Brindle, Hannah E. Bastos, Leonardo S. Christley, Robert Contamin, Lucie Dang, Le Hai Anh, Dang Duc French, Neil Griffiths, Michael Nadjm, Behzad van Doorn, H. Rogier Thai, Pham Quang Duong, Tran Nhu Choisy, Marc BMC Infect Dis Research BACKGROUND: Acute encephalitis syndrome (AES) differs in its spatio-temporal distribution in Vietnam with the highest incidence seen during the summer months in the northern provinces. AES has multiple aetiologies, and the cause remains unknown in many cases. While vector-borne disease such as Japanese encephalitis and dengue virus and non-vector-borne diseases such as influenza and enterovirus show evidence of seasonality, associations with climate variables and the spatio-temporal distribution in Vietnam differs between these. The aim of this study was therefore to understand the spatio-temporal distribution of, and risk factors for AES in Vietnam to help hypothesise the aetiology. METHODS: The number of monthly cases per province for AES, meningitis and diseases including dengue fever; influenza-like-illness (ILI); hand, foot, and mouth disease (HFMD); and Streptococcus suis were obtained from the General Department for Preventive Medicine (GDPM) from 1998–2016. Covariates including climate, normalized difference vegetation index (NDVI), elevation, the number of pigs, socio-demographics, JEV vaccination coverage and the number of hospitals were also collected. Spatio-temporal multivariable mixed-effects negative binomial Bayesian models with an outcome of the number of cases of AES, a combination of the covariates and harmonic terms to determine the magnitude of seasonality were developed. RESULTS: The national monthly incidence of AES declined by 63.3% over the study period. However, incidence increased in some provinces, particularly in the Northwest region. In northern Vietnam, the incidence peaked in the summer months in contrast to the southern provinces where incidence remained relatively constant throughout the year. The incidence of meningitis, ILI and S. suis infection; temperature, relative humidity with no lag, NDVI at a lag of one month, and the number of pigs per 100,000 population were positively associated with the number of cases of AES in all models in which these covariates were included. CONCLUSIONS: The positive correlation of AES with temperature and humidity suggest that a number of cases may be due to vector-borne diseases, suggesting a need to focus on vaccination campaigns. However, further surveillance and research are recommended to investigate other possible aetiologies such as S. suis or Orientia tsutsugamushi. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12879-023-08300-1. BioMed Central 2023-06-13 /pmc/articles/PMC10262680/ /pubmed/37312047 http://dx.doi.org/10.1186/s12879-023-08300-1 Text en © The Author(s) 2023 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 Brindle, Hannah E. Bastos, Leonardo S. Christley, Robert Contamin, Lucie Dang, Le Hai Anh, Dang Duc French, Neil Griffiths, Michael Nadjm, Behzad van Doorn, H. Rogier Thai, Pham Quang Duong, Tran Nhu Choisy, Marc The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam |
title | The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam |
title_full | The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam |
title_fullStr | The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam |
title_full_unstemmed | The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam |
title_short | The spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in Vietnam |
title_sort | spatio-temporal distribution of acute encephalitis syndrome and its association with climate and landcover in vietnam |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10262680/ https://www.ncbi.nlm.nih.gov/pubmed/37312047 http://dx.doi.org/10.1186/s12879-023-08300-1 |
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