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基于工具变量法估计 PM 对心脑血管疾病死亡率的短期影响。

Estimating the short-term effect of PM on the mortality of cardiovascular diseases based on instrumental variables.

机构信息

Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan, 030001, China.

MOE Key Laboratory of Coal Environmental Pathogenicity and Prevention, Taiyuan, 030001, China.

出版信息

BMC Public Health. 2024 Aug 1;24(1):2085. doi: 10.1186/s12889-024-18750-0.

Abstract

BACKGROUND

PM can induce and aggravate the occurrence and development of cardiovascular diseases (CVDs). The objective of our study is to estimate the causal effect of PM on mortality rates associated with CVDs using the instrumental variables (IVs) method.

METHODS

We extracted daily meteorological, PM and CVDs death data from 2016 to 2020 in Binzhou. Subsequently, we employed the general additive model (GAM), two-stage predictor substitution (2SPS), and control function (CFN) to analyze the association between PM and daily CVDs mortality.

RESULTS

The 2SPS estimated the association between PM and daily CVDs mortality as 1.14% (95% CI: 1.04%, 1.14%) for every 10 µg/m increase in PM. Meanwhile, the CFN estimated this association to be 1.05% (95% CI: 1.02%, 1.10%). The GAM estimated it as 0.85% (95% CI: 0.77%, 1.05%). PM also exhibited a statistically significant effect on the mortality rate of patients with ischaemic heart disease, myocardial infarction, or cerebrovascular accidents (P < 0.05). However, no significant association was observed between PM and hypertension.

CONCLUSION

PM was significantly associated with daily CVDs deaths (excluding hypertension). The estimates from the IVs method were slightly higher than those from the GAM. Previous studies based on GAM may have underestimated the impact of PM on CVDs.

摘要

背景

PM 可诱发和加重心血管疾病(CVDs)的发生和发展。我们的研究目的是使用工具变量(IVs)方法估计 PM 对与 CVDs 相关的死亡率的因果效应。

方法

我们从滨州 2016 年至 2020 年提取了每日气象、PM 和 CVDs 死亡数据。随后,我们采用广义加性模型(GAM)、两阶段预测替代(2SPS)和控制函数(CFN)分析了 PM 与每日 CVDs 死亡率之间的关系。

结果

2SPS 估计 PM 与每日 CVDs 死亡率之间的关联为每增加 10μg/m³ PM,死亡率增加 1.14%(95%CI:1.04%,1.14%)。同时,CFN 估计这一关联为 1.05%(95%CI:1.02%,1.10%)。GAM 估计这一关联为 0.85%(95%CI:0.77%,1.05%)。PM 对缺血性心脏病、心肌梗死或脑血管意外患者的死亡率也有统计学显著影响(P<0.05)。然而,PM 与高血压之间没有明显的关联。

结论

PM 与每日 CVDs 死亡(不包括高血压)显著相关。IVs 方法的估计值略高于 GAM 的估计值。先前基于 GAM 的研究可能低估了 PM 对 CVDs 的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/451b/11295497/753594ecbe45/12889_2024_18750_Fig1_HTML.jpg

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