Associations between exposure to metals, chlorinated pesticides, and PCBs and differential leukocyte profiles in Flemish adolescents

Although environmental pollutants are known to affect the immune system, the impact of chemical mixtures on adolescent immune function remains understudied. Adolescence is a critical period for immune maturation, and disruptions during this stage may have implications for long-term health. Leukocytes, key components of the immune system, serve as indicators of immune status, with altered levels reflecting potential inflammation or immunosuppression. The present study examined the associations of 14 chemical exposure biomarkers measured in blood with counts of total leukocytes and leukocyte subtypes in 980 adolescents (13-16 years old) from the Flemish Environment and Health Studies 2012-2020 (FLEHS III and IV). The exposure biomarkers included 5 metals, 3 chlorinated pesticides, and 6 polychlorinated biphenyls (PCBs). We used four different statistical approaches: multiple linear regression, elastic net, Bayesian model averaging, and Bayesian kernel machine regression. Total leukocyte and neutrophil counts were negatively associated with PCBs and manganese (Mn), and positively associated with copper (Cu), whereas lymphocyte count was negatively associated with thallium (Tl). The neutrophil-lymphocyte ratio (NLR) was also negatively associated with Mn. An analysis excluding smokers additionally showed that higher cadmium (Cd) concentrations were associated with lower leukocyte count. Our study suggests immunosuppressive effects of PCBs, non-essentials metals Tl and Cd, and the essential metal Mn. Due to the cross-sectional design, we cannot rule out the possibility of reverse causation. The current study provides epidemiological evidence that exposure to metals and PCBs may have adverse effects on the immune system at concentrations detected in a general population of adolescents.

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Journal
Environmental Research
Published
2025-10-23
DOI
https://doi.org/10.1016/j.envres.2025.123188
Primary Topic
Heavy Metal Exposure and Toxicity
Type
article
Field-Weighted Citation Impact
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article

Associations between exposure to metals, chlorinated pesticides, and PCBs and differential leukocyte profiles in Flemish adolescents

Laura Rodríguez Martín, Eva Govarts, Nicolas Van Larebeke, Hamid Yimam Hassen et al.
Environmental Research
Heavy Metal Exposure and Toxicity
article

Associations between exposure to metals, chlorinated pesticides, and PCBs and differential leukocyte profiles in Flemish adolescents

Laura Rodríguez Martín, Eva Govarts, Nicolas Van Larebeke, Hamid Yimam Hassen, Lützen Portengen, Jacob van Klaveren, Amélie Crépet, Adrian Covaci, Greet E. R. Schoeters, Madeline Carsique, Willy Baeyens, B. Cox, Jasper Engel, Veerle J. Verheyen, Tim S. Nawrot, Fen Zhang, Stefaan De Henauw, Elly Den Hond
article en

Abstract

Although environmental pollutants are known to affect the immune system, the impact of chemical mixtures on adolescent immune function remains understudied. Adolescence is a critical period for immune maturation, and disruptions during this stage may have implications for long-term health. Leukocytes, key components of the immune system, serve as indicators of immune status, with altered levels reflecting potential inflammation or immunosuppression. The present study examined the associations of 14 chemical exposure biomarkers measured in blood with counts of total leukocytes and leukocyte subtypes in 980 adolescents (13-16 years old) from the Flemish Environment and Health Studies 2012-2020 (FLEHS III and IV). The exposure biomarkers included 5 metals, 3 chlorinated pesticides, and 6 polychlorinated biphenyls (PCBs). We used four different statistical approaches: multiple linear regression, elastic net, Bayesian model averaging, and Bayesian kernel machine regression. Total leukocyte and neutrophil counts were negatively associated with PCBs and manganese (Mn), and positively associated with copper (Cu), whereas lymphocyte count was negatively associated with thallium (Tl). The neutrophil-lymphocyte ratio (NLR) was also negatively associated with Mn. An analysis excluding smokers additionally showed that higher cadmium (Cd) concentrations were associated with lower leukocyte count. Our study suggests immunosuppressive effects of PCBs, non-essentials metals Tl and Cd, and the essential metal Mn. Due to the cross-sectional design, we cannot rule out the possibility of reverse causation. The current study provides epidemiological evidence that exposure to metals and PCBs may have adverse effects on the immune system at concentrations detected in a general population of adolescents.

Environmental ResearchVol. 288(Pt 1)
Vrije Universiteit Brussel (BE), University of Antwerp (BE), Utrecht University (NL), Ghent University (BE), Provincial Institute for Hygiene (BE), National Institute for Public Health and the Environment (NL), Agence Nationale de Sécurité Sanitaire de l’Alimentation, de l’Environnement et du Travail (FR), Flemish Institute for Technological Research (BE), Hasselt University (BE), Wageningen University & Research (NL)
U.S. Department of Energy, European Commission, Vlaamse regering, HORIZON EUROPE Framework Programme
Openalex Percentile: Top 60%
Heavy Metal Exposure and Toxicity
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