Rodríguez Danelly, Lima Sarah M, Li Chan, Schildroth Samantha, Xu Muwu, Kordas Katarzyna
Department of Epidemiology and Environmental Health, University at Buffalo, USA.
Department of Epidemiology, Boston University, USA.
J Trace Elem Med Biol. 2025 Apr;88:127606. doi: 10.1016/j.jtemb.2025.127606. Epub 2025 Jan 22.
Heavy metal exposure has been associated with poor sleep, but little is known about the cumulative associations of multiple metals with sleep duration, particularly among adolescents. This study examined the association of blood lead (Pb), cadmium (Cd), and mercury (Hg) concentrations with sleep duration and possible effect modification by vitamin D.
The study sample consisted of 16-25-year-olds (n = 2637) from the 2011-2018 National Health and Nutrition Examination Survey. The association of each blood metal and serum vitamin D level with self-reported sleep duration was examined through linear regression models. Interaction terms and stratified models tested the effect modification of metal association with sleep by vitamin D level or status. Cumulative and interactive associations among the metals and serum vitamin D were also estimated using Bayesian Kernel Machine Regression (BKMR).
In linear regressions, there was little evidence of an association between individual metals, vitamin D level, and sleep duration. Both linear regressions and BMKR models showed little indication of interactions among metals and vitamin D levels. BKMR results suggested an overall joint association, with longer sleep duration at higher percentile of the metal-vitamin D mixture (75th percentile vs 50th: β=0.07 hours; 95 % CrI: 0.01, 0.13).
In the context of low-level metal exposure, individual metals were unrelated to sleep duration. We found some evidence that higher levels of the mixture of blood Pb, Cd, Hg, and serum vitamin D level may be associated with slightly longer sleep duration, underscoring the importance of considering multiple environmental exposures. Additional analyses, especially in higher risk groups (e.g., higher exposures; higher prevalence or severity of vitamin D deficiency) are warranted.
重金属暴露与睡眠质量差有关,但对于多种金属与睡眠时间的累积关联知之甚少,尤其是在青少年中。本研究调查了血铅(Pb)、镉(Cd)和汞(Hg)浓度与睡眠时间的关联以及维生素D可能的效应修正作用。
研究样本包括来自2011 - 2018年国家健康与营养检查调查的16 - 25岁人群(n = 2637)。通过线性回归模型研究每种血液金属和血清维生素D水平与自我报告的睡眠时间之间的关联。交互项和分层模型检验了维生素D水平或状态对金属与睡眠关联的效应修正作用。还使用贝叶斯核机器回归(BKMR)估计了金属与血清维生素D之间的累积和交互关联。
在线性回归中,几乎没有证据表明个体金属、维生素D水平与睡眠时间之间存在关联。线性回归和BKMR模型均未显示出金属与维生素D水平之间存在相互作用的迹象。BKMR结果表明存在总体联合关联,在金属 - 维生素D混合物的较高百分位数(第75百分位数与第50百分位数相比:β = 0.07小时;95% CrI:0.01,0.13)时睡眠时间更长。
在低水平金属暴露的背景下,个体金属与睡眠时间无关。我们发现一些证据表明,血铅、镉、汞与血清维生素D水平的较高混合水平可能与稍长的睡眠时间有关,这凸显了考虑多种环境暴露的重要性。有必要进行更多分析,特别是在高风险人群中(例如,更高的暴露水平;维生素D缺乏的更高患病率或严重程度)。