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研究巴基斯坦斯瓦特登革热疫情的时空分布和扩散模式。

Investigating spatio-temporal distribution and diffusion patterns of the dengue outbreak in Swat, Pakistan.

机构信息

Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taiwan.

Center for Geographic Information Science, Research Center for Humanities and Social Sciences, Academia Sinica, Taiwan.

出版信息

J Infect Public Health. 2018 Jul-Aug;11(4):550-557. doi: 10.1016/j.jiph.2017.12.003. Epub 2017 Dec 26.

Abstract

INTRODUCTION

Dengue has been endemic to Pakistan in the last two decades. There was a massive outbreak in the Swat valley in 2013. Here we demonstrate the spatio-temporal clustering and diffusion patterns of the dengue outbreak.

METHODS

Dengue case data were acquired from the hospital records in the Swat district of Pakistan. Ring maps visualize the distribution and diffusion of the number of cases and incidence of dengue at the level of the union council. We applied space-time scan statistics to identify spatio-temporal clusters. Ordinary least squares and geographically weighted regression models were used to evaluate the impact of elevation, population density, and distance to the river.

RESULTS

The results show that dengue distribution is not random, but clustered in space and time in the Swat district. Males constituted 68% of the cases while females accounted for about 32%. A majority of the cases (>55%) were younger than 40 years of age. The southern part was a major hotspot affected by the dengue outbreak in 2013. There are two space-time clusters in the spatio-temporal analysis. GWR and OLS show that population density is a significant explanatory variable for the dengue outbreak, while GWR exhibits better performance in terms of 'R=0.49 and AICc=700'.

CONCLUSION

Dengue fever is clustered in the southern part of the Swat district. This region is relatively urban in character, with most of the population of the district residing here. There is a need to strengthen the surveillance system for reporting dengue cases in order to respond to future outbreaks in a robust way.

摘要

简介

登革热在过去二十年里一直存在于巴基斯坦。2013 年斯瓦特山谷发生了大规模疫情爆发。在这里,我们展示了登革热疫情的时空聚类和扩散模式。

方法

从巴基斯坦斯瓦特地区医院的记录中获取登革热病例数据。环图可视化了联盟理事会一级病例数量和登革热发病率的分布和扩散。我们应用时空扫描统计来识别时空聚类。普通最小二乘法和地理加权回归模型用于评估海拔、人口密度和与河流距离的影响。

结果

结果表明,登革热的分布并非随机,而是在斯瓦特地区呈现时空聚类。男性构成病例的 68%,而女性占约 32%。大多数病例(>55%)年龄小于 40 岁。南部是受 2013 年登革热疫情影响的主要热点地区。时空分析中有两个时空聚类。GWR 和 OLS 表明人口密度是登革热爆发的一个重要解释变量,而 GWR 在“R=0.49 和 AICc=700”方面表现更好。

结论

登革热在斯瓦特地区南部呈聚集性分布。该地区具有较强的城市化特征,该地区的大部分人口都居住在这里。需要加强登革热病例报告的监测系统,以便以稳健的方式应对未来的疫情爆发。

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