[Modelling the effect of local climatic variability on dengue transmission in Medellin (Colombia) by means of time series analysis]
- PMID: 24652258
[Modelling the effect of local climatic variability on dengue transmission in Medellin (Colombia) by means of time series analysis]
Abstract
Introduction: Dengue fever is a major impact on public health vector-borne disease, and its transmission is influenced by entomological, sociocultural and economic factors. Additionally, climate variability plays an important role in the transmission dynamics. A large scientific consensus has indicated that the strong association between climatic variables and disease could be used to develop models to explain the incidence of the disease.
Objective: To develop a model that provides a better understanding of dengue transmission dynamics in Medellin and predicts increases in the incidence of the disease.
Materials and methods: The incidence of dengue fever was used as dependent variable, and weekly climatic factors (maximum, mean and minimum temperature, relative humidity and precipitation) as independent variables. Expert Modeler was used to develop a model to better explain the behavior of the disease. Climatic variables with significant association to the dependent variable were selected through ARIMA models.
Results: The model explains 34% of observed variability. Precipitation was the climatic variable showing statistically significant association with the incidence of dengue fever, but with a 20 weeks delay.
Conclusions: In Medellin, the transmission of dengue fever was influenced by climate variability, especially precipitation. The strong association dengue fever/precipitation allowed the construction of a model to help understand dengue transmission dynamics. This information will be useful to develop appropriate and timely strategies for dengue control.
Similar articles
-
The influence of climate variables on dengue in Singapore.Int J Environ Health Res. 2011 Dec;21(6):415-26. doi: 10.1080/09603123.2011.572279. Epub 2011 May 23. Int J Environ Health Res. 2011. PMID: 21557124
-
Association of dengue fever with Aedes spp. abundance and climatological effects.Salud Publica Mex. 2018 Jan-Feb;60(1):12-20. doi: 10.21149/8141. Salud Publica Mex. 2018. PMID: 29689652
-
Effects of local and regional climatic fluctuations on dengue outbreaks in southern Taiwan.PLoS One. 2017 Jun 2;12(6):e0178698. doi: 10.1371/journal.pone.0178698. eCollection 2017. PLoS One. 2017. PMID: 28575035 Free PMC article.
-
The role of climate variability and change in the transmission dynamics and geographic distribution of dengue.Exp Biol Med (Maywood). 2011 Aug;236(8):944-54. doi: 10.1258/ebm.2011.010402. Epub 2011 Jul 7. Exp Biol Med (Maywood). 2011. PMID: 21737578 Review.
-
Joint effects of climate variability and socioecological factors on dengue transmission: epidemiological evidence.Trop Med Int Health. 2017 Jun;22(6):656-669. doi: 10.1111/tmi.12868. Epub 2017 May 2. Trop Med Int Health. 2017. PMID: 28319296 Review.
Cited by
-
Evaluating the performance of infectious disease forecasts: A comparison of climate-driven and seasonal dengue forecasts for Mexico.Sci Rep. 2016 Sep 26;6:33707. doi: 10.1038/srep33707. Sci Rep. 2016. PMID: 27665707 Free PMC article.
-
[Climate-sensitive diseases in Brazil and the world: systematic reviewEnfermedades sensibles al clima en Brasil y el mundo: revisión sistemática].Rev Panam Salud Publica. 2018 Jul 20;42:e85. doi: 10.26633/RPSP.2018.85. eCollection 2018. Rev Panam Salud Publica. 2018. PMID: 31093113 Free PMC article. Review. Portuguese.
-
Climatic factors and the incidence of dengue in Cartagena, Colombian Caribbean Region.Rev Soc Bras Med Trop. 2022 Sep 30;55:e00722022. doi: 10.1590/0037-8682-0072-2022. eCollection 2022. Rev Soc Bras Med Trop. 2022. PMID: 36197377 Free PMC article.
-
A systematic review and meta-analysis of dengue risk with temperature change.Int J Environ Res Public Health. 2014 Dec 23;12(1):1-15. doi: 10.3390/ijerph120100001. Int J Environ Res Public Health. 2014. PMID: 25546270 Free PMC article.
-
Concomitant malaria, dengue and COVID-19: an extraordinary challenge for Colombia's public health system.Curr Opin Environ Sustain. 2020 Oct;46:23-26. doi: 10.1016/j.cosust.2020.10.006. Epub 2020 Oct 20. Curr Opin Environ Sustain. 2020. PMID: 33101551 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Medical