Association of Dietary Patterns with Blood Heavy Metal Concentrations: Results from the Korean National Health and Nutrition Examination Survey 2012–2016

  • Dahyun Park
  • , Nalae Moon
  • , Hee Ju Jun
  • , Su Ji Heo
  • , Seungyoung Park
  • , Min Jeong Shin
  • , Ju Hee Kim*
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

This study investigated possible associations between dietary patterns and blood heavy metal levels in Korean adults, using data from the Korea National Health and Nutrition Examination Survey (2012–2016). To explore these associations, demographic, physical activity, anthropometric, biochemical, and dietary data, including a food frequency questionnaire, were analyzed. Foods were categorized into 19 groups, and principal component factor analysis identified three dietary patterns: Meat and processed food-enriched diet (MPD), vegetables and milk-enriched diet (VMD), and fermented and fish-enriched diet (FFD). Multivariate logistic regression was used to evaluate the association between dietary patterns and high levels of heavy metals in the blood. The results showed that a high MPD score had a positive association with high levels of blood Pb (OR = 1.470, 95% CI = 1.173–1.842) and Hg (OR = 1.559, 95% CI = 1.259–1.932); a high FFD score also showed a positive association with high levels of blood Pb (OR = 1.492, 95% CI = 1.227–1.814) and Cd (OR = 1.276, 95% CI = 1.045–1.559). In contrast, VMD score was negatively associated with high levels of blood Pb (OR = 0.760, 95% CI = 0.628–0.920) and Cd (OR = 0.948, 95% CI = 0.781–1.151). Moreover, the effect of each dietary pattern on blood heavy metal levels showed differences by sex. Some dietary patterns, such as a high intake of meat, processed foods, fermented foods, and fish, can increase blood heavy metal levels, whereas other dietary patterns, such as vegetables and milk, have a protective effect against heavy metal concentrations.

Original languageEnglish
Article number125
JournalEnvironments - MDPI
Volume12
Issue number4
DOIs
Publication statusPublished - 2025 Apr

Bibliographical note

Publisher Copyright:
© 2025 by the authors.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • cadmium
  • dietary pattern
  • heavy metal
  • lead
  • mercury
  • temporal trend

ASJC Scopus subject areas

  • Ecology, Evolution, Behavior and Systematics
  • Renewable Energy, Sustainability and the Environment
  • General Environmental Science

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