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The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011
We explored the threshold effects of meteorological factors on hand, foot and mouth disease (HFMD) in mainland China to improve the prevention and early warning. Using HFMD surveillance and meteorological data in 2011, we identified the threshold effects of predictors on the monthly incidence of HFM...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5111081/ https://www.ncbi.nlm.nih.gov/pubmed/27848955 http://dx.doi.org/10.1038/srep36351 |
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author | Du, Zhicheng Zhang, Wangjian Zhang, Dingmei Yu, Shicheng Hao, Yuantao |
author_facet | Du, Zhicheng Zhang, Wangjian Zhang, Dingmei Yu, Shicheng Hao, Yuantao |
author_sort | Du, Zhicheng |
collection | PubMed |
description | We explored the threshold effects of meteorological factors on hand, foot and mouth disease (HFMD) in mainland China to improve the prevention and early warning. Using HFMD surveillance and meteorological data in 2011, we identified the threshold effects of predictors on the monthly incidence of HFMD and predicted the high risk months, with classification and regression tree models (CART). The results of the classification tree showed that there was an 82.35% chance for a high risk of HFMD when the temperature was greater than 24.03 °C and the relative humidity was less than 60.9% during non-autumn seasons. According to the heatmap of high risk prediction, the HFMD incidence in most provinces was beyond the normal level during May to August. The results of regression tree showed that when the temperature was greater than 24.85 °C and the relative humidity was between 80.59% and 82.55%, the relative risk (RR) of HFMD was 3.49 relative to monthly average incidence. This study provided quantitative evidence for the threshold effects of meteorological factors on HFMD in China. The conditions of a temperature greater than 24.85 °C and a relative humidity between 80.59% and 82.55% would lead to a higher risk of HFMD. |
format | Online Article Text |
id | pubmed-5111081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-51110812016-11-23 The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 Du, Zhicheng Zhang, Wangjian Zhang, Dingmei Yu, Shicheng Hao, Yuantao Sci Rep Article We explored the threshold effects of meteorological factors on hand, foot and mouth disease (HFMD) in mainland China to improve the prevention and early warning. Using HFMD surveillance and meteorological data in 2011, we identified the threshold effects of predictors on the monthly incidence of HFMD and predicted the high risk months, with classification and regression tree models (CART). The results of the classification tree showed that there was an 82.35% chance for a high risk of HFMD when the temperature was greater than 24.03 °C and the relative humidity was less than 60.9% during non-autumn seasons. According to the heatmap of high risk prediction, the HFMD incidence in most provinces was beyond the normal level during May to August. The results of regression tree showed that when the temperature was greater than 24.85 °C and the relative humidity was between 80.59% and 82.55%, the relative risk (RR) of HFMD was 3.49 relative to monthly average incidence. This study provided quantitative evidence for the threshold effects of meteorological factors on HFMD in China. The conditions of a temperature greater than 24.85 °C and a relative humidity between 80.59% and 82.55% would lead to a higher risk of HFMD. Nature Publishing Group 2016-11-16 /pmc/articles/PMC5111081/ /pubmed/27848955 http://dx.doi.org/10.1038/srep36351 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Du, Zhicheng Zhang, Wangjian Zhang, Dingmei Yu, Shicheng Hao, Yuantao The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 |
title | The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 |
title_full | The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 |
title_fullStr | The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 |
title_full_unstemmed | The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 |
title_short | The threshold effects of meteorological factors on Hand, foot, and mouth disease (HFMD) in China, 2011 |
title_sort | threshold effects of meteorological factors on hand, foot, and mouth disease (hfmd) in china, 2011 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5111081/ https://www.ncbi.nlm.nih.gov/pubmed/27848955 http://dx.doi.org/10.1038/srep36351 |
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