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降雨对中国大陆 143 个城市手足口病的短期影响及其相关空间异质性

Short-term effects of rainfall on childhood hand, foot and mouth disease and related spatial heterogeneity: evidence from 143 cities in mainland China.

机构信息

Department of Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 16, Section 3, South Renmin Road, Chengdu, Sichuan, 610041, PR China.

Division of Infectious Disease & Key Laboratory of Surveillance and Early Warning on Infectious Disease, Chinese Center for Disease Control and Prevention, 155 Changbai Road, Changping District, Beijing, 102206, PR China.

出版信息

BMC Public Health. 2020 Oct 9;20(1):1528. doi: 10.1186/s12889-020-09633-1.

DOI:10.1186/s12889-020-09633-1
PMID:33036602
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7545871/
Abstract

BACKGROUND

Numerous studies have demonstrated the potential association between rainfall and hand, foot and mouth disease (HFMD), but the results are inconsistent. This study aimed to quantify the relationship between rainfall and HFMD based on a multicity study and explore the potential sources of spatial heterogeneity.

METHODS

We retrieved the daily counts of childhood HFMD and the meteorological variables of the 143 cities in mainland China between 2009 and 2014. A common time series regression model was applied to quantify the association between rainfall and HFMD for each of the 143 cities. Then, we adopted the meta-regression model to pool the city-specific estimates and explore the sources of heterogeneity by incorporating city-specific characteristics.

RESULTS

The overall pooled estimation suggested a nonlinear exposure-response relationship between rainfall and HFMD. Once rainfall exceeded 15 mm, the HFMD risk stopped increasing linearly and began to plateau with the excessive risk ratio (ERR) peaking at 21 mm of rainfall (ERR = 3.46, 95% CI: 2.05, 4.88). We also found significant heterogeneity in the rainfall-HFMD relationships (I = 52.75%, P < 0.001). By incorporating the city-specific characteristics into the meta-regression model, temperature and student density can explain a substantial proportion of spatial heterogeneity with I statistics that decreased by 5.29 and 6.80% at most, respectively.

CONCLUSIONS

Our findings verified the nonlinear association between rainfall and HFMD. The rainfall-HFMD relationship also varies depending on locations. Therefore, the estimation of the rain-HFMD relationship of one location should not be generalized to another location.

摘要

背景

许多研究已经证明了降雨量与手足口病(HFMD)之间存在潜在的关联,但结果并不一致。本研究旨在基于多城市研究量化降雨量与 HFMD 之间的关系,并探讨空间异质性的潜在来源。

方法

我们检索了中国大陆 143 个城市 2009 年至 2014 年期间儿童 HFMD 的日病例数和气象变量。应用普通时间序列回归模型来量化每个城市的降雨量与 HFMD 之间的关联。然后,我们采用荟萃回归模型来汇总城市特定的估计值,并通过纳入城市特定特征来探索异质性的来源。

结果

总体汇总估计表明,降雨量与 HFMD 之间存在非线性暴露-反应关系。一旦降雨量超过 15 毫米,HFMD 风险就不再线性增加,并开始趋于平稳,过量风险比(ERR)在降雨量达到 21 毫米时达到峰值(ERR=3.46,95%CI:2.05,4.88)。我们还发现降雨量与 HFMD 之间的关系存在显著的异质性(I=52.75%,P<0.001)。通过将城市特定特征纳入荟萃回归模型,温度和学生密度可以解释相当大的空间异质性,I 统计量最多分别降低了 5.29%和 6.80%。

结论

我们的研究结果验证了降雨量与 HFMD 之间的非线性关系。降雨量与 HFMD 之间的关系也因地点而异。因此,一个地点的雨-HFMD 关系的估计不应推广到另一个地点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/1a8bcb459edb/12889_2020_9633_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/1f8894ac1920/12889_2020_9633_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/7a266552eed0/12889_2020_9633_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/c99c92552ae6/12889_2020_9633_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/1a8bcb459edb/12889_2020_9633_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/1f8894ac1920/12889_2020_9633_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/7a266552eed0/12889_2020_9633_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/c99c92552ae6/12889_2020_9633_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32c0/7545871/1a8bcb459edb/12889_2020_9633_Fig4_HTML.jpg

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1
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2
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Int J Environ Res Public Health. 2019 Sep 27;16(19):3639. doi: 10.3390/ijerph16193639.
3
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BMC Public Health. 2022 Aug 4;22(1):1484. doi: 10.1186/s12889-022-13890-7.
4
The impact of anti-COVID-19 nonpharmaceutical interventions on hand, foot, and mouth disease-A spatiotemporal perspective in Xi'an, northwestern China.抗新冠病毒非药物干预措施对中国西北部西安市手足口病的影响:时空视角。
J Med Virol. 2022 Jul;94(7):3121-3132. doi: 10.1002/jmv.27715. Epub 2022 Mar 22.
Two Coxsackievirus B3 outbreaks associated with hand, foot, and mouth disease in China and the evolutionary history worldwide.
两起与中国手足口病相关的柯萨奇病毒 B3 暴发疫情和全球进化史。
BMC Infect Dis. 2019 May 24;19(1):466. doi: 10.1186/s12879-019-4107-z.
4
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Sci Total Environ. 2019 Feb 25;653:839-848. doi: 10.1016/j.scitotenv.2018.10.349. Epub 2018 Oct 28.
5
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6
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BMJ Glob Health. 2018 Jan 26;3(1):e000442. doi: 10.1136/bmjgh-2017-000442. eCollection 2018.
7
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8
Spatiotemporal variation of hand-foot-mouth disease in relation to socioecological factors: A multiple-province analysis in Vietnam.手足口病与社会生态因素时空变化的关系:越南多省份分析。
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9
Human-induced changes in the distribution of rainfall.人为引起的降雨分布变化。
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10
Modeling Variables With a Spike at Zero: Examples and Practical Recommendations.对零值处有尖峰的变量进行建模:示例与实用建议。
Am J Epidemiol. 2017 Apr 15;185(8):650-660. doi: 10.1093/aje/kww122.