Associations of Urinary Heavy Metal Mixtures with High Remnant Cholesterol among US Adults: Evidence from the National Health and Nutrition Examination Survey (1998-2018).
Hui LiBei-Jing ChengPei-Yan YangChun WangKe MengTian-Lin LiJia WangRan LiuPublished in: Toxics (2024)
The main objective of our study is to explore the associations between combined exposure to urinary heavy metals and high remnant cholesterol (HRC), a known cardiovascular risk factor. Utilizing data from the National Health and Nutrition Examination Survey (NHANES) from 1999 to 2018, we conducted a cross-sectional analysis of 5690 participants, assessing urinary concentrations of ten heavy metals. Ten heavy metals in urine were measured by inductively coupled plasma mass spectrometry (ICP-MS). Fasting residual cholesterol ≥0.8 mmol/L was defined as HRC (using blood samples). Statistical analyses included weighted multivariable logistic regression, weighted quantile sum (WQS) regression, quantile g-computation (qgcomp), and Bayesian kernel machine regression (BKMR) to evaluate the associations of heavy metal exposure with HRC. Stratified analyses based on individual characteristics were also conducted. Multivariable logistic regression found that the four metals ( OR Q 4 vs. Q 1 : 1.33, 95% CI : 1.01-1.75 for barium (Ba); OR Q 4 vs. Q 1 : 1.50, 95% CI : 1.16-1.94 for cadmium (Cd); OR Q 4 vs. Q 1 : 1.52, 95% CI : 1.15-2.01 for mercury (Hg); OR Q 4 vs. Q 1 : 1.35, 95% CI : 1.06-1.73 for lead (Pb)) were positively correlated with the elevated risk of HRC after adjusting for covariates. In addition, all three mixed models, including WQS ( OR : 1.25; 95% CI : 1.07-1.46), qgcomp ( OR : 1.17; 95% CI : 1.03-1.34), and BKMR, consistently showed a significant positive correlation between co-exposure to heavy metal mixtures and HRC, with Ba and Cd being the main contributors within the mixture. These associations were more pronounced in younger adults (20 to 59 years), males, and those with a higher body mass index status (≥25 kg/m 2 ). Our findings reveal a significant relationship between exposure to the mixture of heavy metals and HRC among US adults, with Ba and Cd being the major contributors to the mixture's overall effect. Public health efforts aimed at reducing heavy metal exposure can help prevent HRC and, in turn, cardiovascular disease.
Keyphrases
- heavy metals
- health risk assessment
- health risk
- risk assessment
- mass spectrometry
- public health
- cardiovascular disease
- body mass index
- sewage sludge
- low density lipoprotein
- magnetic resonance
- risk factors
- human health
- nk cells
- ionic liquid
- magnetic resonance imaging
- contrast enhanced
- single cell
- physical activity
- deep learning
- gene expression
- gas chromatography
- genome wide
- sensitive detection
- weight gain
- single molecule
- quality improvement
- weight loss
- artificial intelligence
- solid phase extraction