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Association between meteorological factors and the prevalence dynamics of Japanese encephalitis
Japanese encephalitis (JE) is an acute infectious disease caused by the Japanese encephalitis virus (JEV) and is transmitted by mosquitoes. Meteorological conditions are known to play a pivotal role in the spread of JEV. In this study, a zero-inflated generalised additive model and a long short-term...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7928514/ https://www.ncbi.nlm.nih.gov/pubmed/33657174 http://dx.doi.org/10.1371/journal.pone.0247980 |
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author | Tu, Taotian Xu, Keqiang Xu, Lei Gao, Yuan Zhou, Ying He, Yaming Liu, Yang Liu, Qiyong Ji, Hengqing Tang, Wenge |
author_facet | Tu, Taotian Xu, Keqiang Xu, Lei Gao, Yuan Zhou, Ying He, Yaming Liu, Yang Liu, Qiyong Ji, Hengqing Tang, Wenge |
author_sort | Tu, Taotian |
collection | PubMed |
description | Japanese encephalitis (JE) is an acute infectious disease caused by the Japanese encephalitis virus (JEV) and is transmitted by mosquitoes. Meteorological conditions are known to play a pivotal role in the spread of JEV. In this study, a zero-inflated generalised additive model and a long short-term memory model were used to assess the relationship between the meteorological factors and population density of Culex tritaeniorhynchus as well as the incidence of JE and to predict the prevalence dynamics of JE, respectively. The incidence of JE in the previous month, the mean air temperature and the average of relative humidity had positive effects on the outbreak risk and intensity. Meanwhile, the density of all mosquito species in livestock sheds (DMSL) only affected the outbreak risk. Moreover, the region-specific prediction model of JE was developed in Chongqing by used the Long Short-Term Memory Neural Network. Our study contributes to a better understanding of the JE dynamics and helps the local government establish precise prevention and control measures. |
format | Online Article Text |
id | pubmed-7928514 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-79285142021-03-10 Association between meteorological factors and the prevalence dynamics of Japanese encephalitis Tu, Taotian Xu, Keqiang Xu, Lei Gao, Yuan Zhou, Ying He, Yaming Liu, Yang Liu, Qiyong Ji, Hengqing Tang, Wenge PLoS One Research Article Japanese encephalitis (JE) is an acute infectious disease caused by the Japanese encephalitis virus (JEV) and is transmitted by mosquitoes. Meteorological conditions are known to play a pivotal role in the spread of JEV. In this study, a zero-inflated generalised additive model and a long short-term memory model were used to assess the relationship between the meteorological factors and population density of Culex tritaeniorhynchus as well as the incidence of JE and to predict the prevalence dynamics of JE, respectively. The incidence of JE in the previous month, the mean air temperature and the average of relative humidity had positive effects on the outbreak risk and intensity. Meanwhile, the density of all mosquito species in livestock sheds (DMSL) only affected the outbreak risk. Moreover, the region-specific prediction model of JE was developed in Chongqing by used the Long Short-Term Memory Neural Network. Our study contributes to a better understanding of the JE dynamics and helps the local government establish precise prevention and control measures. Public Library of Science 2021-03-03 /pmc/articles/PMC7928514/ /pubmed/33657174 http://dx.doi.org/10.1371/journal.pone.0247980 Text en © 2021 Tu 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 Tu, Taotian Xu, Keqiang Xu, Lei Gao, Yuan Zhou, Ying He, Yaming Liu, Yang Liu, Qiyong Ji, Hengqing Tang, Wenge Association between meteorological factors and the prevalence dynamics of Japanese encephalitis |
title | Association between meteorological factors and the prevalence dynamics of Japanese encephalitis |
title_full | Association between meteorological factors and the prevalence dynamics of Japanese encephalitis |
title_fullStr | Association between meteorological factors and the prevalence dynamics of Japanese encephalitis |
title_full_unstemmed | Association between meteorological factors and the prevalence dynamics of Japanese encephalitis |
title_short | Association between meteorological factors and the prevalence dynamics of Japanese encephalitis |
title_sort | association between meteorological factors and the prevalence dynamics of japanese encephalitis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7928514/ https://www.ncbi.nlm.nih.gov/pubmed/33657174 http://dx.doi.org/10.1371/journal.pone.0247980 |
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