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Article

Associations of Serum Trace-Element Concentrations with Selected Blood Biomarkers: A Secondary Cross-Sectional Analysis of the SPES Cohort

1
Department of Public Health, University of Naples Federico II, 80131 Naples, Italy
2
Department of Health and Healthcare Services, Directorate-General of the Calabria Region, 88100 Catanzaro, Italy
*
Author to whom correspondence should be addressed.
Toxics 2026, 14(9), 824; https://doi.org/10.3390/toxics14090824
Submission received: 7 August 2026 / Revised: 9 September 2026 / Accepted: 15 September 2026 / Published: 17 September 2026

Abstract

Trace elements have nutritional and toxicological roles relevant to lipid metabolism and inflammation. In a secondary cross-sectional study, we examined 19 serum elements and blood biomarkers in 4026 adults from the SPES community biomonitoring programme in Campania, Italy. Low-density lipoprotein cholesterol (LDL-C) and neutrophil-to-lymphocyte ratio (NLR) were co-primary outcomes; systemic immune–inflammation index (SII) was secondary. Adjusted models used multiple imputation and false-discovery-rate (FDR) correction. Selenium, copper and zinc showed positive LDL-C associations among directly quantified concentrations, whereas the mercury association depended on assay availability and quantification. Models with untransformed LDL-C estimated differences of approximately 1–4 mg/dL per element-specific interquartile increase in log concentration. Copper and zinc estimates were smaller in an exploratory joint model. For mercury, LDL-C was higher with quantifiable rather than below-quantification concentrations, but the gradient within the quantified range was uncertain. All four primary-model LDL-C associations met both outcome-specific and combined co-primary FDR thresholds; no primary linear NLR association did. Copper, cobalt, molybdenum and antimony were associated with higher SII after outcome-specific FDR correction, with less consistent results across sensitivity analyses. These modest LDL-C differences warrant prospective investigation; the cross-sectional associations do not establish causal or individual clinical effects.
Keywords: human biomonitoring; serum trace-element concentrations; environmental epidemiology; LDL cholesterol; neutrophil-to-lymphocyte ratio; systemic immune–inflammation index; cross-sectional study human biomonitoring; serum trace-element concentrations; environmental epidemiology; LDL cholesterol; neutrophil-to-lymphocyte ratio; systemic immune–inflammation index; cross-sectional study

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MDPI and ACS Style

Buonerba, C.; Montuori, P.; Esposito, E.; Triassi, M.; Cerino, P. Associations of Serum Trace-Element Concentrations with Selected Blood Biomarkers: A Secondary Cross-Sectional Analysis of the SPES Cohort. Toxics 2026, 14, 824. https://doi.org/10.3390/toxics14090824

AMA Style

Buonerba C, Montuori P, Esposito E, Triassi M, Cerino P. Associations of Serum Trace-Element Concentrations with Selected Blood Biomarkers: A Secondary Cross-Sectional Analysis of the SPES Cohort. Toxics. 2026; 14(9):824. https://doi.org/10.3390/toxics14090824

Chicago/Turabian Style

Buonerba, Carlo, Paolo Montuori, Ernesto Esposito, Maria Triassi, and Pellegrino Cerino. 2026. "Associations of Serum Trace-Element Concentrations with Selected Blood Biomarkers: A Secondary Cross-Sectional Analysis of the SPES Cohort" Toxics 14, no. 9: 824. https://doi.org/10.3390/toxics14090824

APA Style

Buonerba, C., Montuori, P., Esposito, E., Triassi, M., & Cerino, P. (2026). Associations of Serum Trace-Element Concentrations with Selected Blood Biomarkers: A Secondary Cross-Sectional Analysis of the SPES Cohort. Toxics, 14(9), 824. https://doi.org/10.3390/toxics14090824

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