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Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model
Dengue is the fastest spreading mosquito-transmitted disease in the world. In China, Guangzhou City is believed to be the most important epicenter of dengue outbreaks although the transmission patterns are still poorly understood. We developed an autoregressive integrated moving average model incorp...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cambridge University Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9134281/ https://www.ncbi.nlm.nih.gov/pubmed/29781412 http://dx.doi.org/10.1017/S0950268818001176 |
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author | Jing, Q. L. Cheng, Q. Marshall, J. M. Hu, W. B. Yang, Z. C. Lu, J. H. |
author_facet | Jing, Q. L. Cheng, Q. Marshall, J. M. Hu, W. B. Yang, Z. C. Lu, J. H. |
author_sort | Jing, Q. L. |
collection | PubMed |
description | Dengue is the fastest spreading mosquito-transmitted disease in the world. In China, Guangzhou City is believed to be the most important epicenter of dengue outbreaks although the transmission patterns are still poorly understood. We developed an autoregressive integrated moving average model incorporating external regressors to examine the association between the monthly number of locally acquired dengue infections and imported cases, mosquito densities, temperature and precipitation in Guangzhou. In multivariate analysis, imported cases and minimum temperature (both at lag 0) were both associated with the number of locally acquired infections (P < 0.05). This multivariate model performed best, featuring the lowest fitting root mean squared error (RMSE) (0.7520), AIC (393.7854) and test RMSE (0.6445), as well as the best effect in model validation for testing outbreak with a sensitivity of 1.0000, a specificity of 0.7368 and a consistency rate of 0.7917. Our findings suggest that imported cases and minimum temperature are two key determinants of dengue local transmission in Guangzhou. The modelling method can be used to predict dengue transmission in non-endemic countries and to inform dengue prevention and control strategies. |
format | Online Article Text |
id | pubmed-9134281 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Cambridge University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-91342812022-06-17 Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model Jing, Q. L. Cheng, Q. Marshall, J. M. Hu, W. B. Yang, Z. C. Lu, J. H. Epidemiol Infect Original Paper Dengue is the fastest spreading mosquito-transmitted disease in the world. In China, Guangzhou City is believed to be the most important epicenter of dengue outbreaks although the transmission patterns are still poorly understood. We developed an autoregressive integrated moving average model incorporating external regressors to examine the association between the monthly number of locally acquired dengue infections and imported cases, mosquito densities, temperature and precipitation in Guangzhou. In multivariate analysis, imported cases and minimum temperature (both at lag 0) were both associated with the number of locally acquired infections (P < 0.05). This multivariate model performed best, featuring the lowest fitting root mean squared error (RMSE) (0.7520), AIC (393.7854) and test RMSE (0.6445), as well as the best effect in model validation for testing outbreak with a sensitivity of 1.0000, a specificity of 0.7368 and a consistency rate of 0.7917. Our findings suggest that imported cases and minimum temperature are two key determinants of dengue local transmission in Guangzhou. The modelling method can be used to predict dengue transmission in non-endemic countries and to inform dengue prevention and control strategies. Cambridge University Press 2018-07 2018-05-21 /pmc/articles/PMC9134281/ /pubmed/29781412 http://dx.doi.org/10.1017/S0950268818001176 Text en © Cambridge University Press 2018 https://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Paper Jing, Q. L. Cheng, Q. Marshall, J. M. Hu, W. B. Yang, Z. C. Lu, J. H. Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model |
title | Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model |
title_full | Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model |
title_fullStr | Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model |
title_full_unstemmed | Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model |
title_short | Imported cases and minimum temperature drive dengue transmission in Guangzhou, China: evidence from ARIMAX model |
title_sort | imported cases and minimum temperature drive dengue transmission in guangzhou, china: evidence from arimax model |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9134281/ https://www.ncbi.nlm.nih.gov/pubmed/29781412 http://dx.doi.org/10.1017/S0950268818001176 |
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