Skip to main content

ORIGINAL RESEARCH article

Front. Public Health
Sec. Environmental health and Exposome
Volume 12 - 2024 | doi: 10.3389/fpubh.2024.1401347
This article is part of the Research Topic E-Waste and Heavy Metals: Health Hazards and Environmental Impact View all 10 articles

Association between serum copper and blood glucose: a mediation analysis of inflammation indicators in the NHANES (2011-2016)

Provisionally accepted
  • 1 Xiangya School of Medicine, Central South University, Changsha, Hunan Province, China
  • 2 Department of Management Science, School of Management, Fudan University, Shanghai, Shanghai Municipality, China
  • 3 Third Xiangya Hospital, Central South University, Changsha, China

The final, formatted version of the article will be published soon.

    The rising prevalence of diabetes underscores the need for identifying effective prevention strategies. Recent research suggests environmental factors, particularly heavy metals like copper, significantly influence health outcomes, including diabetes, through mechanisms involving inflammation and oxidative stress.This study aims to explore how serum copper levels affect blood glucose, employing NHANES data from 2011-2016, to provide insights into environmental health's role in diabetes prevention and management.The study analyzed data from 2318 NHANES participants across three cycles (2011)(2012)(2013)(2014)(2015)(2016), focusing on those with available data on serum copper, inflammatory markers, and blood glucose levels. We utilized principal component analysis for selecting inflammatory markers, mediation analysis to examine direct and indirect effects, multiple linear regression for assessing relationships between markers and glucose levels, and weighted quantile sum regression for evaluating individual and collective marker effects, adjusting for demographic variables and serum copper.Results: Participants averaged 42.70 years of age, with a near-even split between genders. Average serum copper was 119.50 µg/dL, white blood cell count 6.82 x109/L, and fasting blood glucose 107.10 mg/dL. Analyses identified significant mediation by inflammatory markers (especially white blood cells: 39.78%) in the copper-blood glucose relationship. Regression analyses highlighted a positive correlation between white blood cells (estimate: 1.077, 95% CI: 0.432 to 2.490, p = 0.013) and copper levels and a negative correlation for monocyte percentage (estimate: -1.573, 95% CI: 0.520 to -3.025, p = 0.003). Neutrophil percentage was notably influential in glucose levels. Sensitive analyses confirmed the study's findings.Serum copper levels significantly impact blood glucose through inflammatory marker mediation, highlighting the importance of considering environmental factors in diabetes management and prevention. These findings advocate for public health interventions and policies targeting environmental monitoring and heavy metal exposure reduction, emphasizing the potential of environmental health measures in combating diabetes incidence.

    Keywords: Serum copper, Inflammatory factor, Blood Glucose, National Health and Nutrition Examination Survey, Mediation analysis

    Received: 18 Mar 2024; Accepted: 07 May 2024.

    Copyright: © 2024 Cheng, Kong, Yang, Xu, Tang and Zuo. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence: Yu Zuo, Third Xiangya Hospital, Central South University, Changsha, China

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.