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The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study
In recent years, dengue has been rapidly spreading and growing in the tropics and subtropics. Located in southern China, Hong Kong’s subtropical monsoon climate may favour dengue vector populations and increase the chance of disease transmissions during the rainy summer season. An increase in local...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7062697/ https://www.ncbi.nlm.nih.gov/pubmed/32152334 http://dx.doi.org/10.1038/s41598-020-60309-7 |
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author | Yuan, Hsiang-Yu Liang, Jingbo Lin, Pei-Sheng Sucipto, Kathleen Tsegaye, Mesfin Mengesha Wen, Tzai-Hung Pfeiffer, Susanne Pfeiffer, Dirk |
author_facet | Yuan, Hsiang-Yu Liang, Jingbo Lin, Pei-Sheng Sucipto, Kathleen Tsegaye, Mesfin Mengesha Wen, Tzai-Hung Pfeiffer, Susanne Pfeiffer, Dirk |
author_sort | Yuan, Hsiang-Yu |
collection | PubMed |
description | In recent years, dengue has been rapidly spreading and growing in the tropics and subtropics. Located in southern China, Hong Kong’s subtropical monsoon climate may favour dengue vector populations and increase the chance of disease transmissions during the rainy summer season. An increase in local dengue incidence has been observed in Hong Kong ever since the first case in 2002, with an outbreak reaching historically high case numbers in 2018. However, the effects of seasonal climate variability on recent outbreaks are unknown. As the local cases were found to be spatially clustered, we developed a Poisson generalized linear mixed model using pre-summer monthly total rainfall and mean temperature to predict annual dengue incidence (the majority of local cases occur during or after the summer months), over the period 2002-2018 in three pre-defined areas of Hong Kong. Using leave-one-out cross-validation, 5 out of 6 observations of area-specific outbreaks during the major outbreak years 2002 and 2018 were able to be predicted. 42 out of a total of 51 observations (82.4%) were within the 95% confidence interval of the annual incidence predicted by our model. Our study found that the rainfall before and during the East Asian monsoon (pre-summer) rainy season is negatively correlated with the annual incidence in Hong Kong while the temperature is positively correlated. Hence, as mosquito control measures in Hong Kong are intensified mainly when heavy rainfalls occur during or close to summer, our study suggests that a lower-than-average intensity of pre-summer rainfall should also be taken into account as an indicator of increased dengue risk. |
format | Online Article Text |
id | pubmed-7062697 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-70626972020-03-18 The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study Yuan, Hsiang-Yu Liang, Jingbo Lin, Pei-Sheng Sucipto, Kathleen Tsegaye, Mesfin Mengesha Wen, Tzai-Hung Pfeiffer, Susanne Pfeiffer, Dirk Sci Rep Article In recent years, dengue has been rapidly spreading and growing in the tropics and subtropics. Located in southern China, Hong Kong’s subtropical monsoon climate may favour dengue vector populations and increase the chance of disease transmissions during the rainy summer season. An increase in local dengue incidence has been observed in Hong Kong ever since the first case in 2002, with an outbreak reaching historically high case numbers in 2018. However, the effects of seasonal climate variability on recent outbreaks are unknown. As the local cases were found to be spatially clustered, we developed a Poisson generalized linear mixed model using pre-summer monthly total rainfall and mean temperature to predict annual dengue incidence (the majority of local cases occur during or after the summer months), over the period 2002-2018 in three pre-defined areas of Hong Kong. Using leave-one-out cross-validation, 5 out of 6 observations of area-specific outbreaks during the major outbreak years 2002 and 2018 were able to be predicted. 42 out of a total of 51 observations (82.4%) were within the 95% confidence interval of the annual incidence predicted by our model. Our study found that the rainfall before and during the East Asian monsoon (pre-summer) rainy season is negatively correlated with the annual incidence in Hong Kong while the temperature is positively correlated. Hence, as mosquito control measures in Hong Kong are intensified mainly when heavy rainfalls occur during or close to summer, our study suggests that a lower-than-average intensity of pre-summer rainfall should also be taken into account as an indicator of increased dengue risk. Nature Publishing Group UK 2020-03-09 /pmc/articles/PMC7062697/ /pubmed/32152334 http://dx.doi.org/10.1038/s41598-020-60309-7 Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Yuan, Hsiang-Yu Liang, Jingbo Lin, Pei-Sheng Sucipto, Kathleen Tsegaye, Mesfin Mengesha Wen, Tzai-Hung Pfeiffer, Susanne Pfeiffer, Dirk The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study |
title | The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study |
title_full | The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study |
title_fullStr | The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study |
title_full_unstemmed | The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study |
title_short | The effects of seasonal climate variability on dengue annual incidence in Hong Kong: A modelling study |
title_sort | effects of seasonal climate variability on dengue annual incidence in hong kong: a modelling study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7062697/ https://www.ncbi.nlm.nih.gov/pubmed/32152334 http://dx.doi.org/10.1038/s41598-020-60309-7 |
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