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

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.

[1]  N. D’Cunha,et al.  Sex, age, BMI, and C-Reactive Protein impact the odds of developing hypertension - findings based on data from the Health and Retirement Study (HRS). , 2021, American journal of hypertension.

[2]  Lishi Zhang,et al.  Associations of exposure to metals with the risk of hypertension among an older population aged 40–75 years in rural southwest China , 2020, Journal of applied toxicology : JAT.

[3]  Y. Huo,et al.  Inhalation of Ultrafine Zinc Particles Impaired Cardiovascular Functions in Hypertension-Induced Heart Failure Rats With Preserved Ejection Fraction , 2020, Frontiers in Bioengineering and Biotechnology.

[4]  D. Carpenter,et al.  Serum concentrations of persistent organic pollutants and the metabolic syndrome in Akwesasne Mohawks, a Native American community. , 2020, Environmental pollution.

[5]  L. Kong,et al.  Advance on toxicity of metal nickel nanoparticles , 2020, Environmental Geochemistry and Health.

[6]  C. Exley,et al.  Egg White Hydrolysate: A new putative agent to prevent vascular dysfunction in rats following long-term exposure to aluminum. , 2019, Food and chemical toxicology : an international journal published for the British Industrial Biological Research Association.

[7]  S. Xi,et al.  Urinary metal/metalloid levels in relation to hypertension among occupationally exposed workers. , 2019, Chemosphere.

[8]  R. Jamal,et al.  Simultaneous analysis of 25 trace elements in micro volume of human serum by inductively coupled plasma mass spectrometry (ICP-MS) , 2019, Practical laboratory medicine.

[9]  Jianzhu Liu,et al.  Effects of Cr(VI) exposure on electrocardiogram, myocardial enzyme parameters, inflammatory factors, oxidative kinase, and ATPase of the heart in Chinese rural dogs , 2019, Environmental Science and Pollution Research.

[10]  P. Vardas,et al.  Salt‐induced effects on microvascular function: A critical factor in hypertension mediated organ damage , 2019, Journal of clinical hypertension.

[11]  A. Damasceno,et al.  Improving Hypertension Outcome Measurement in Low- and Middle-Income Countries , 2019, Hypertension.

[12]  F. Chaves,et al.  The association of urine metals and metal mixtures with cardiovascular incidence in an adult population from Spain: the Hortega Follow-Up Study. , 2019, International journal of epidemiology.

[13]  Weixiang Wu,et al.  Polymorphisms in gene MMP-2 modify the association of cadmium exposure with hypertension risk. , 2019, Environment international.

[14]  Stefan Lorkowski,et al.  Cardiovascular mortality attributable to dietary risk factors in 51 countries in the WHO European Region from 1990 to 2016: a systematic analysis of the Global Burden of Disease Study , 2018, European Journal of Epidemiology.

[15]  J. Villanacci,et al.  Chronic Environmental and Occupational Lead Exposure and Kidney Function among African Americans: Dallas Lead Project II , 2018, International journal of environmental research and public health.

[16]  M. Tulppo,et al.  Life style habits, biochemical factors and their interaction in the prediction of incident hypertension during 21-year follow-up , 2018, Blood pressure.

[17]  Ming Xu,et al.  Association between blood lead level and blood pressure: An occupational population-based study in Jiangsu province, China , 2018, PloS one.

[18]  N. Campbell,et al.  Hypertension in China: Time to Transition From Knowing the Problem to Implementing the Solution , 2018, Circulation.

[19]  X. Miao,et al.  Associations of environmental exposure to metals with the risk of hypertension in China. , 2018, The Science of the total environment.

[20]  S. Vollmer,et al.  Diabetes and Hypertension in India: A Nationally Representative Study of 1.3 Million Adults , 2018, JAMA internal medicine.

[21]  C. Exley,et al.  Aluminum exposure at human dietary levels promotes vascular dysfunction and increases blood pressure in rats: A concerted action of NAD(P)H oxidase and COX-2. , 2017, Toxicology.

[22]  P. Gać,et al.  Concentration of Thyrotropic Hormone in Persons Occupationally Exposed to Lead, Cadmium and Arsenic , 2017, Biological Trace Element Research.

[23]  Raghu Machiraju,et al.  Predictive models for pressure ulcers from intensive care unit electronic health records using Bayesian networks , 2017, BMC Medical Informatics and Decision Making.

[24]  R. Valls,et al.  Consumption of seafood and its estimated heavy metals are associated with lipid profile and oxidative lipid damage on healthy adults from a Spanish Mediterranean area: A cross‐sectional study , 2017, Environmental research.

[25]  P. M. Schmidt,et al.  Aluminum exposure for one hour decreases vascular reactivity in conductance and resistance arteries in rats. , 2016, Toxicology and applied pharmacology.

[26]  Z Wei,et al.  [Using the Tabu-search-algorithm-based Bayesian network to analyze the risk factors of coronary heart diseases]. , 2016, Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi.

[27]  Wanyue Huang,et al.  Aluminum Trichloride Induces Hypertension and Disturbs the Function of Erythrocyte Membrane in Male Rats , 2016, Biological Trace Element Research.

[28]  F. Charchar,et al.  Epigenetic Modifications in Essential Hypertension , 2016, International journal of molecular sciences.

[29]  S. Siciliano,et al.  The mechanisms associated with the development of hypertension after exposure to lead, mercury species or their mixtures differs with the metal and the mixture ratio. , 2016, Toxicology.

[30]  A. Dominiczak,et al.  Genetic and molecular aspects of hypertension. , 2015, Circulation research.

[31]  D. Krewski,et al.  Systematic review of potential health risks posed by pharmaceutical, occupational and consumer exposures to metallic and nanoscale aluminum, aluminum oxides, aluminum hydroxide and its soluble salts , 2014, Critical reviews in toxicology.

[32]  Kung-Min Wang,et al.  Modeling and predicting the occurrence of brain metastasis from lung cancer by Bayesian network: A case study of Taiwan , 2014, Comput. Biol. Medicine.

[33]  A. Reid,et al.  Long-term effects of aluminium dust inhalation , 2013, Occupational and Environmental Medicine.

[34]  M. Fioravanti,et al.  Cadmium and hypertension in exposed workers: A meta-analysis , 2013, International journal of occupational medicine and environmental health.

[35]  Alex Esteves Jaccoud Falcão,et al.  Classification of Postural Profiles among Mouth-breathing Children by Learning Vector Quantization , 2010, Methods of Information in Medicine.

[36]  A. Pandey,et al.  Association of exclusive smokeless tobacco consumption with hypertension in an adult male rural population of India , 2009, Tobacco induced diseases.

[37]  Mark C Houston,et al.  The role of mercury and cadmium heavy metals in vascular disease, hypertension, coronary heart disease, and myocardial infarction. , 2007, Alternative therapies in health and medicine.

[38]  J. Montani,et al.  Pathways from obesity to hypertension: from the perspective of a vicious triangle , 2002, International Journal of Obesity.

[39]  Xiao Han,et al.  A Bayesian Network for Estimating Hypertension Risk Due to Occupational Aluminum Exposure , 2022, SSRN Electronic Journal.

[40]  J. Byles,et al.  Dietary patterns, dietary lead exposure and hypertension in the older Chinese population. , 2018, Asia Pacific journal of clinical nutrition.

[41]  Q. Niu Overview of the Relationship Between Aluminum Exposure and Health of Human Being. , 2018, Advances in experimental medicine and biology.

[42]  F. Charchar,et al.  Epigenetic Modifications in Essential Hypertension , 2016 .