PMID- 37742758 OWN - NLM STAT- Publisher LR - 20231011 IS - 1879-1298 (Electronic) IS - 0045-6535 (Linking) VI - 343 DP - 2023 Dec TI - Association between multiple metals exposure and sleep disorders in a Chinese population: A mixture-based approach. PG - 140213 LID - S0045-6535(23)02483-9 [pii] LID - 10.1016/j.chemosphere.2023.140213 [doi] AB - OBJECTIVE: Previous studies have suggested a possible association between metals and sleep disorders. This study aimed to explore the association between Zn, Cu, Se, Mg and Ca and sleep disorders in single and multi-metal co-exposure models. METHODS: Logistic regression models, restricted cubic spline model (RCS), Quantile g computation (Q-gcomp), Weighted Quantile Sum (WQS), and Bayesian kernel machine regression (BKMR) models were used to investigate the association between metal levels and sleep disorders. RESULTS: Logistic regression showed that in the total population, the second, third, and fourth quartile Zn concentration exhibited a lower risk of sleep disorders compared with the first quartile, with odds ratios (ORs) of 0.783, 0.711, and 0.704, respectively. Compared with Zn/Cu and Zn/Se in the first quartile, the third and fourth quartiles showed a lower risk of sleep disorders. In the 30-59 years group, the risk of sleep disorders was 0.699 times greater for the fourth quartile Mg concentration than that for the first quartile. The risk of sleep disorders in Mg/Ca concentration in the third quartile was 0.737 times higher than in the first quartile. Q-gcomp, WQS, and BKMR model analysis showed the negative overall effect of mixtures of the five metals on sleep disorders, with Zn being the largest contributor. CONCLUSION: Our study showed that plasma Zn, Mg, Zn/Cu, Zn/Se, and Mg/Ca reduced the risk of sleep disorders, and the combined effect of multiple metals was negatively associated with the risk of sleep disorders, with Zn being the largest contributor to this relationship. CI - Copyright (c) 2023 Elsevier Ltd. All rights reserved. FAU - Yufu, Lu AU - Yufu L AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Qiumei, Liu AU - Qiumei L AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Tiantian, Zhang AU - Tiantian Z AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Jiansheng, Cai AU - Jiansheng C AD - School of Public Health, Guilin Medical University, 20 Lequn Road, Guilin, Guangxi, China. FAU - Xu, Tang AU - Xu T AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Yanfei, Wei AU - Yanfei W AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Xiaoting, Mo AU - Xiaoting M AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Shenxiang, Huang AU - Shenxiang H AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - Yinxia, Lin AU - Yinxia L AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China. FAU - You, Li AU - You L AD - School of Public Health, Guilin Medical University, 20 Lequn Road, Guilin, Guangxi, China. FAU - Tingyu, Luo AU - Tingyu L AD - School of Public Health, Guilin Medical University, 20 Lequn Road, Guilin, Guangxi, China. FAU - Jian, Qin AU - Jian Q AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China; Key Laboratory of Longevity and Aging-related Diseases of Chinese Ministry of Education, Guangxi Medical University, Nanning 530021, China; Guangxi Colleges and Universities Key Laboratory of Prevention and Control of Highly Prevalent Diseases, School of Public Health, Guangxi Medical University, Nanning 530021, China; Guangxi Key Laboratory of Environment and Health Research, Guangxi Medical University, Nanning 530021, China. Electronic address: qinjian@gxmu.edu.cn. FAU - Zhiyong, Zhang AU - Zhiyong Z AD - School of Public Health, Guangxi Medical University, Shuangyong Road No.22, Nanning, 530021, Guangxi, China; School of Public Health, Guilin Medical University, 20 Lequn Road, Guilin, Guangxi, China. Electronic address: rpazz@163.com. LA - eng PT - Journal Article DEP - 20230922 PL - England TA - Chemosphere JT - Chemosphere JID - 0320657 SB - IM OTO - NOTNLM OT - Bayesian kernel machine regression OT - Essential metals OT - Multiple mixture models OT - Sleep disorders COIS- Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. EDAT- 2023/09/25 00:42 MHDA- 2023/09/25 00:42 CRDT- 2023/09/24 19:14 PHST- 2023/05/18 00:00 [received] PHST- 2023/08/27 00:00 [revised] PHST- 2023/09/18 00:00 [accepted] PHST- 2023/09/25 00:42 [pubmed] PHST- 2023/09/25 00:42 [medline] PHST- 2023/09/24 19:14 [entrez] AID - S0045-6535(23)02483-9 [pii] AID - 10.1016/j.chemosphere.2023.140213 [doi] PST - ppublish SO - Chemosphere. 2023 Dec;343:140213. doi: 10.1016/j.chemosphere.2023.140213. Epub 2023 Sep 22.