Liaoning Key Laboratory of Environmental Health Damage Research and Assessment, Department of Environmental Health, School of Public Health, China Medical University, Shenyang, 110122, China.
Key Laboratory of Environmental Stress and Chronic Disease Control & Prevention, Ministry of Education, China Medical University, Shenyang, 110122, China.
Int Arch Occup Environ Health. 2024 Sep;97(7):791-801. doi: 10.1007/s00420-024-02085-9. Epub 2024 Jul 6.
The current study aimed to explore the relationships between urinary metals and vital capacity index (VCI) in 380 children and adolescents in Northeast China using a variety of statistical methods.
A cross-sectional survey was conducted among 380 children and adolescents in Liaoning Province, China. To assess the relationships between urinary metals and VCI, Elastic-net (ENET) regression, multivariate linear regression, weighted quantile sum (WQS), bayesian kernel machine regression (BKMR) and quantile-based g computation (qgcomp) were adopted.
The ENET model selected magnesium (Mg), vanadium (V), manganese (Mn), arsenic (As), tin (Sn) and lead (Pb) as crucial elements. In multiple linear regression, we observed urinary Pb, Mn was negatively correlated with VCI individually in both total study population and adolescents (all p values < 0.05) in the adjustment model. The WQS indices were negatively related with VCI in total study population (β=-3.19, 95%CI: -6.07, -0.30) and adolescents (β=-3.46, 95%CI: -6.58, -0.35). The highest weight in total study population was Pb (38.80%), in adolescents was Mn (35.10%). In the qgcomp, Pb (31.90%), Mn (27.20%) were the major negative contributors to the association in the total population (β=-3.51, 95%CI: -6.29, -0.74). As (42.50%), Mn (39.90%) were the main negative contributors (β=-3.95, 95% CI: -6.68, -1.22) among adolescents. The results of BKMR were basically consistent with WQS and qgcomp analyses.
Our results indicated that Pb and Mn were priority toxic materials on VCI. The cumulative effect of metals was negatively related to VCI, and this relationship was more pronounced in adolescents.
本研究旨在采用多种统计学方法探讨中国东北地区 380 名儿童和青少年尿液中金属元素与肺活量指数(VCI)的关系。
在中国辽宁省进行了一项横断面调查。为了评估尿液金属与 VCI 之间的关系,采用弹性网(ENET)回归、多元线性回归、加权分位数总和(WQS)、贝叶斯核机器回归(BKMR)和分位数基于 g 计算(qgcomp)。
ENET 模型选择镁(Mg)、钒(V)、锰(Mn)、砷(As)、锡(Sn)和铅(Pb)作为关键元素。在多元线性回归中,我们观察到在总研究人群和青少年中,尿液中 Pb、Mn 单独与 VCI 呈负相关(p 值均<0.05)。在调整模型中,WQS 指数与总研究人群(β=-3.19,95%CI:-6.07,-0.30)和青少年(β=-3.46,95%CI:-6.58,-0.35)的 VCI 呈负相关。在总研究人群中,Pb 的权重最高(38.80%),在青少年中,Mn 的权重最高(35.10%)。在 qgcomp 中,Pb(31.90%)和 Mn(27.20%)是总人群中与该关联呈负相关的主要因素(β=-3.51,95%CI:-6.29,-0.74)。As(42.50%)和 Mn(39.90%)是青少年的主要负相关因素(β=-3.95,95%CI:-6.68,-1.22)。BKMR 的结果与 WQS 和 qgcomp 分析基本一致。
我们的研究结果表明,Pb 和 Mn 是影响 VCI 的优先毒性物质。金属元素的累积效应与 VCI 呈负相关,且在青少年中更为明显。