TY - JOUR
T1 - Multiple metal exposure and metabolic syndrome in elderly individuals
T2 - A case-control study in an active mining district, Northwest China
AU - Guo, Sai
AU - Hua, Liting
AU - Liu, Wu
AU - Liu, Hongxiu
AU - Chen, Qiusheng
AU - Li, Yongcheng
AU - Li, Xiaoxiao
AU - Zhao, Leicheng
AU - Li, Ruoqi
AU - Zhang, Zining
AU - Zhang, Chong
AU - Zhu, Lin
AU - Sun, Hongwen
AU - Zhao, Hongzhi
N1 - Funding Information (Section snippets):
This work was supported by National Key Research and Development Program of China (2019YFC1804602), National Natural Science Foundation of China (42177412) the Fundamental Research Funds for the Central Universities, Nankai University (63211073), and Ministry of Education of China (T2017002).
Publisher Copyright:
© 2023 Elsevier Ltd.
PY - 2023/6
Y1 - 2023/6
N2 - The prevalence of metabolic syndrome (MetS) is increasing at an alarming rate worldwide, particularly among elderly individuals. Exposure to various metals has been linked to the development of MetS. However, limited studies have focused attention on the elderly population living in active mining districts. Participants with MetS (N = 292) were matched for age (±2 years old) and sex with a healthy subject (N = 292). We measured the serum levels of 14 metals in older people aged 65–85 years. Conditional logistic regression, restricted cubic spline model, multiple linear regression, and Bayesian Kernel Machine Regression (BKMR) were applied to estimate potential associations between multiple metals and the risk of MetS. Serum levels of Sb and Fe were significantly higher than the controls (0.58 μg/L vs 0.46 μg/L, 2167 μg/L vs 2042 μg/L, p < 0.05), while Mg was significantly lower (20035 μg/L vs 20,394 μg/L, p < 0.05). An increased risk of MetS was associated with higher serum Sb levels (adjusted odds ratio (OR) = 1.61 for the highest tertile vs. the lowest tertile, 95% CI = 1.08–2.40, p-trend = 0.018) and serum Fe levels (adjusted OR = 1.55 for the highest tertile, 95% CI = 1.04–2.33, p-trend = 0.032). Higher Mg levels in serum may have potential protective effects on the development of MetS (adjusted OR = 0.61 for the highest tertile, 95% CI = 0.41–0.91, p-trend = 0.013). A joint exposure analysis by the BKMR model revealed that the mixture of 12 metals (except Tl and Cd) was associated with increased risk of MetS. Our results indicated that exposure to Sb and Fe might increase the risk of MetS in an elderly population living in mining-intensive areas. Further work is needed to confirm the protective effect of Mg on MetS.
AB - The prevalence of metabolic syndrome (MetS) is increasing at an alarming rate worldwide, particularly among elderly individuals. Exposure to various metals has been linked to the development of MetS. However, limited studies have focused attention on the elderly population living in active mining districts. Participants with MetS (N = 292) were matched for age (±2 years old) and sex with a healthy subject (N = 292). We measured the serum levels of 14 metals in older people aged 65–85 years. Conditional logistic regression, restricted cubic spline model, multiple linear regression, and Bayesian Kernel Machine Regression (BKMR) were applied to estimate potential associations between multiple metals and the risk of MetS. Serum levels of Sb and Fe were significantly higher than the controls (0.58 μg/L vs 0.46 μg/L, 2167 μg/L vs 2042 μg/L, p < 0.05), while Mg was significantly lower (20035 μg/L vs 20,394 μg/L, p < 0.05). An increased risk of MetS was associated with higher serum Sb levels (adjusted odds ratio (OR) = 1.61 for the highest tertile vs. the lowest tertile, 95% CI = 1.08–2.40, p-trend = 0.018) and serum Fe levels (adjusted OR = 1.55 for the highest tertile, 95% CI = 1.04–2.33, p-trend = 0.032). Higher Mg levels in serum may have potential protective effects on the development of MetS (adjusted OR = 0.61 for the highest tertile, 95% CI = 0.41–0.91, p-trend = 0.013). A joint exposure analysis by the BKMR model revealed that the mixture of 12 metals (except Tl and Cd) was associated with increased risk of MetS. Our results indicated that exposure to Sb and Fe might increase the risk of MetS in an elderly population living in mining-intensive areas. Further work is needed to confirm the protective effect of Mg on MetS.
KW - Active mining district
KW - Case-control study
KW - Metabolic syndrome
KW - Mixed exposure
KW - Multiple metals
UR - http://www.scopus.com/inward/record.url?scp=85150878858&partnerID=8YFLogxK
U2 - 10.1016/j.chemosphere.2023.138494
DO - 10.1016/j.chemosphere.2023.138494
M3 - Journal article
C2 - 36966925
AN - SCOPUS:85150878858
SN - 0045-6535
VL - 326
JO - Chemosphere
JF - Chemosphere
M1 - 138494
ER -