Joint spatial modeling of the risks of co-circulating mosquito-borne diseases in Ceará, Brazil

IF 2.1 Q3 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Jessica Pavani , Leonardo S. Bastos , Paula Moraga
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引用次数: 1

Abstract

Mosquito-borne diseases such as dengue and chikungunya have been co-circulating in the Americas, causing great damage to the population. In 2021, for instance, almost 1.5 million cases were reported on the continent, being Brazil the responsible for most of them. Even though they are transmitted by the same mosquito, it remains unclear whether there exists a relationship between both diseases. In this paper, we model the geographic distributions of dengue and chikungunya over the years 2016 to 2021 in the Brazilian state of Ceará. We use a Bayesian hierarchical spatial model for the joint analysis of two arboviruses that includes spatial covariates as well as specific and shared spatial effects that take into account the potential autocorrelation between the two diseases. Our findings allow us to identify areas with high risk of one or both diseases. Only 7% of the areas present high relative risk for both diseases, which suggests a competition between viruses. This study advances the understanding of the geographic patterns and the identification of risk factors of dengue and chikungunya being able to help health decision-making.

巴西塞阿拉共同传播蚊媒疾病风险的联合空间建模
登革热和基孔肯雅热等蚊媒疾病一直在美洲共同传播,对人口造成巨大损害。例如,2021年,非洲大陆报告了近150万例病例,其中大部分病例是巴西造成的。尽管它们是由同一只蚊子传播的,但目前尚不清楚这两种疾病之间是否存在联系。在本文中,我们对巴西塞埃尔州2016年至2021年登革热和基孔肯雅热的地理分布进行了建模。我们使用贝叶斯层次空间模型对两种虫媒病毒进行联合分析,该模型包括空间协变量以及考虑到两种疾病之间潜在自相关性的特定和共享空间效应。我们的发现使我们能够确定一种或两种疾病的高风险地区。只有7%的地区呈现两种疾病的相对高风险,这表明病毒之间存在竞争。这项研究促进了对登革热和基孔肯雅热的地理格局和危险因素的认识,能够帮助卫生决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Spatial and Spatio-Temporal Epidemiology
Spatial and Spatio-Temporal Epidemiology PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH-
CiteScore
5.10
自引率
8.80%
发文量
63
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