A Bayesian network for estimating hypertension risk due to occupational aluminum exposure

Le Zhao, Jinzhu Yin, Jiaping Huan, Xiao Han, Dan Zhao, Jing Song, Linping Wang, Huifang Zhang, Baolong Pan, Qiao Niu, Xiaoting Lu
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Abstract

Background

The correlation between metals and hypertension, such as sodium, zinc, potassium, and magnesium, has been confirmed, while the relationship between aluminum and hypertension is not very clear. This study aimed to evaluate the correlation between plasma aluminum and hypertension in electrolytic aluminum workers by the Bayesian networks (BN).

Methods

In 2019, 476 male workers in an aluminum factory were investigated. The plasma aluminum concentration of workers was measured by inductively coupled plasma mass spectrometry. The influencing factors on the prevalence of hypertension were analyzed by the BN.

Results

The prevalence of hypertension was 23.9% in 476 male workers. The risk of hypertension from plasma aluminum in the Q2, Q3, and Q4 groups was 5.20 (1.90–14.25), 6.92 (2.51–19.08), and 7.33 (2.69–20.01), respectively, compared with that in the Q1 group. The risk of hypertension from the duration of exposure to aluminum of >10 years was 2.23 (1.09–4.57), compared without aluminum exposure. Area under the curve was 0.80 of plasma aluminum and the duration of exposure to aluminum was based on covariates, indicating that aluminum exposure had important predictive value in the prevalence of hypertension in the occupational population. The results of the study using the BN model showed that if the plasma aluminum of all participants was higher than Q4 (≥47.86 µg/L) and the participants were drinking, smoking, diabetes, central obesity, dyslipidemia, and aged >50 years, the proportion of hypertension was 71.2%.

Conclusions

The prevalence of hypertension increased significantly with the increase of plasma aluminum level.

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贝叶斯网络估算职业性铝暴露导致的高血压风险
背景 金属(如钠、锌、钾和镁)与高血压之间的相关性已得到证实,而铝与高血压之间的关系还不是很清楚。本研究旨在通过贝叶斯网络(BN)评估电解铝工人血浆铝与高血压之间的相关性。 方法 在2019年,对一家铝厂的476名男性工人进行了调查。采用电感耦合等离子体质谱法测量了工人的血浆铝浓度。用 BN 分析了高血压患病率的影响因素。 结果 476 名男工的高血压患病率为 23.9%。与 Q1 组相比,Q2、Q3 和 Q4 组的高血压风险分别为 5.20(1.90-14.25)、6.92(2.51-19.08)和 7.33(2.69-20.01)。与未接触铝的人群相比,接触铝10年的人群患高血压的风险为2.23(1.09-4.57)。血浆铝的曲线下面积为 0.80,而铝暴露持续时间是基于协变量的,这表明铝暴露对职业人群高血压患病率具有重要的预测价值。使用 BN 模型的研究结果显示,如果所有参与者的血浆铝高于 Q4(≥47.86 µg/L),且参与者有饮酒、吸烟、糖尿病、中心性肥胖、血脂异常、年龄>50 岁,则高血压患病比例为 71.2%。 结论 随着血浆铝水平的升高,高血压患病率显著增加。
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来源期刊
CiteScore
6.70
自引率
0.00%
发文量
195
审稿时长
35 weeks
期刊介绍: This journal aims to promote progress from basic research to clinical practice and to provide a forum for communication among basic, translational, and clinical research practitioners and physicians from all relevant disciplines. Chronic diseases such as cardiovascular diseases, cancer, diabetes, stroke, chronic respiratory diseases (such as asthma and COPD), chronic kidney diseases, and related translational research. Topics of interest for Chronic Diseases and Translational Medicine include Research and commentary on models of chronic diseases with significant implications for disease diagnosis and treatment Investigative studies of human biology with an emphasis on disease Perspectives and reviews on research topics that discuss the implications of findings from the viewpoints of basic science and clinical practic.
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