DietaryMineral Density and Clinical Outcomes in Adults with Long COVID: A Cross-Sectional Analysis of Global and Sex-Specific Associations in the BioICOPER Study

Background/Objectives: The role of routine dietary mineral intake in the clinical expression of long COVID is poorly studied. The association between the energy-adjusted dietary density of nine minerals and 16 clinical outcomes was analyzed, exploring differences according to sex. Methods: Cross-sectional study in 290 participants of the BioICOPER study (93 men and 197 women). Intake was estimated with a validated seven-day record; calcium, iron, iodine, magnesium, zinc, selenium, sodium, potassium and phosphorus were expressed per 1000 kcal. Spearman correlations were performed with Benjamini–Hochberg correction (FDR), multivariable linear regression, bootstrap with 5000 resamplings and analysis by sex. Results: In the overall cohort (n = 290), bivariate correlations between dietary mineral densities and clinical outcomes were weak (|r| < 0.15), and none of the 144 tested associations survived false discovery rate (FDR) adjustment (q > 0.05). In exploratory multivariable regressions, higher iron and zinc densities were nominally associated with lower depressive symptoms. Formal mineral × sex interaction tests were restricted to k = 2 pairs that met screening criteria (iron and zinc with depressive symptoms); both were nominally significant (p bootstrap = 0.041 and 0.015, respectively) without correction for multiplicity, indicating tentative, exploratory findings. Conclusions: No robust global associations were observed between dietary mineral density and clinical burden. The identified associations, especially the relationship between zinc and depressive symptoms in women, are exploratory and require prospective confirmation.

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Publication Details

Journal
Nutrients
Published
2026-10-15
DOI
https://doi.org/10.3390/nu18203383
Primary Topic
Long-Term Effects of COVID-19
Type
article
Field-Weighted Citation Impact
0.00

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article

DietaryMineral Density and Clinical Outcomes in Adults with Long COVID: A Cross-Sectional Analysis of Global and Sex-Specific Associations in the BioICOPER Study

Manuel Ángel Gómez-Marcos, Leticia Gómez‐Sánchez, Andrea Domínguez-Martín, David Arjol Echeverría et al.
Nutrients
Long-Term Effects of COVID-19
article

DietaryMineral Density and Clinical Outcomes in Adults with Long COVID: A Cross-Sectional Analysis of Global and Sex-Specific Associations in the BioICOPER Study

Manuel Ángel Gómez-Marcos, Leticia Gómez‐Sánchez, Andrea Domínguez-Martín, David Arjol Echeverría, Elena Navarro-Matías, Nuria Suárez-Moreno, Marta Gómez‐Sánchez, Alicia Navarro-Cáceres, Silvia Arroyo-Romero, David Rodríguez Garcia, BioICOPER Investigators Group
article en

Abstract

Background/Objectives: The role of routine dietary mineral intake in the clinical expression of long COVID is poorly studied. The association between the energy-adjusted dietary density of nine minerals and 16 clinical outcomes was analyzed, exploring differences according to sex. Methods: Cross-sectional study in 290 participants of the BioICOPER study (93 men and 197 women). Intake was estimated with a validated seven-day record; calcium, iron, iodine, magnesium, zinc, selenium, sodium, potassium and phosphorus were expressed per 1000 kcal. Spearman correlations were performed with Benjamini–Hochberg correction (FDR), multivariable linear regression, bootstrap with 5000 resamplings and analysis by sex. Results: In the overall cohort (n = 290), bivariate correlations between dietary mineral densities and clinical outcomes were weak (|r| < 0.15), and none of the 144 tested associations survived false discovery rate (FDR) adjustment (q > 0.05). In exploratory multivariable regressions, higher iron and zinc densities were nominally associated with lower depressive symptoms. Formal mineral × sex interaction tests were restricted to k = 2 pairs that met screening criteria (iron and zinc with depressive symptoms); both were nominally significant (p bootstrap = 0.041 and 0.015, respectively) without correction for multiplicity, indicating tentative, exploratory findings. Conclusions: No robust global associations were observed between dietary mineral density and clinical burden. The identified associations, especially the relationship between zinc and depressive symptoms in women, are exploratory and require prospective confirmation.

NutrientsVol. 18(20)
Universidad de Salamanca (ES), Marqués de Valdecilla University Hospital (ES), Hospital Universitario Príncipe de Asturias (ES), Instituto de Investigación Biomédica de Salamanca (ES), Gerencia Regional de Salud de Castilla y León (Sacyl) (ES)
Instituto de Salud Carlos III
Good health and well-being, Zero hunger
Openalex Percentile: Top 14%
Long-Term Effects of COVID-19
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