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Background <p>Dental caries remains a major public health concern among children and adolescents. While established risk factors such as diet and oral hygiene are well recognized, the association between environmental heavy metal exposure and pediatric dental caries is not fully understood. This study examined the relationship between blood heavy metal concentrations and dental caries in a nationally representative pediatric population.</p> Methods <p>Data from 15,194 participants aged 5–19 years were obtained from the National Health and Nutrition Examination Survey (NHANES). Dental caries was assessed using the DMFT/S index. Blood lead, cadmium, and mercury concentrations were measured by inductively coupled plasma mass spectrometry. Multivariable logistic regression models were used to evaluate associations after adjustment for sociodemographic, nutritional, and hematological covariates. Multiple machine learning models were constructed to assess predictive performance, and SHAP values were applied to interpret feature importance.</p> Results <p>Higher blood concentrations of lead, cadmium, and mercury were independently associated with increased odds of dental caries (lead: OR = 1.10, 95% CI: 1.02–1.18; cadmium: OR = 1.18, 95% CI: 1.10–1.27; mercury: OR = 1.14, 95% CI: 1.06–1.22). Subgroup analyses demonstrated heterogeneity by age and socioeconomic status, with stronger associations for cadmium observed among adolescents and higher-income groups. Among the machine learning models, XGBoost showed the best predictive performance (AUC = 0.75), with cadmium ranking as the most influential feature.</p> Conclusion <p>Blood heavy metal concentrations were significantly associated with dental caries in children and adolescents, suggesting that environmental exposure may be an important correlate of pediatric caries risk.</p>

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Heavy metal exposure and dental caries in children and adolescents: a NHANES-based analysis integrating machine learning approaches

  • 期刊论文

  • 出版模式：

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  • 发表日期：

    2026年4月11日

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  • Haibo Shen,
  • Yan Zhou,
  • Jie Lu,
  • Yao Chu,
  • Xiangyin Liu,
  • Jing Jin

摘要

Background

Dental caries remains a major public health concern among children and adolescents. While established risk factors such as diet and oral hygiene are well recognized, the association between environmental heavy metal exposure and pediatric dental caries is not fully understood. This study examined the relationship between blood heavy metal concentrations and dental caries in a nationally representative pediatric population.

Methods

Data from 15,194 participants aged 5–19 years were obtained from the National Health and Nutrition Examination Survey (NHANES). Dental caries was assessed using the DMFT/S index. Blood lead, cadmium, and mercury concentrations were measured by inductively coupled plasma mass spectrometry. Multivariable logistic regression models were used to evaluate associations after adjustment for sociodemographic, nutritional, and hematological covariates. Multiple machine learning models were constructed to assess predictive performance, and SHAP values were applied to interpret feature importance.

Results

Higher blood concentrations of lead, cadmium, and mercury were independently associated with increased odds of dental caries (lead: OR = 1.10, 95% CI: 1.02–1.18; cadmium: OR = 1.18, 95% CI: 1.10–1.27; mercury: OR = 1.14, 95% CI: 1.06–1.22). Subgroup analyses demonstrated heterogeneity by age and socioeconomic status, with stronger associations for cadmium observed among adolescents and higher-income groups. Among the machine learning models, XGBoost showed the best predictive performance (AUC = 0.75), with cadmium ranking as the most influential feature.

Conclusion

Blood heavy metal concentrations were significantly associated with dental caries in children and adolescents, suggesting that environmental exposure may be an important correlate of pediatric caries risk.