Proof of concept for an age- and inflammation-adjusted model for the establishment of pediatric serum copper reference intervals
Por:
Rodriguez H, Arias AY, Elisabet Poyatos Cantón, de los Santos MM, Mínguez B, Meavilla-Olivas SM, García-Volpe C, Loverdos I, Molera C, Casado-Rio M, Ormazabal-Herrero A, Perera A and Artuch-Iriberri R
Publicada:
1 mar 2026
Ahead of Print:
1 feb 2026
Resumen:
Background & aims:: Copper is a trace element essential for enzymatic reactions, but excessive accumulation can cause toxicity. Accurate interpretation of serum copper concentrations is crucial for diagnosing conditions such as Wilson's disease, liver dysfunction, and nutritional deficiencies. Current reference intervals often ignore the effect of inflammation and are typically established using discrete age groups rather than modelling age as a continuous variable. This study aimed to establish continuous, age-adjusted reference intervals for serum copper and to develop a method for correcting inflammation-related variability. Methods: We retrospectively analyzed serum copper concentrations in a pediatric cohort of 4,368 unique samples. Inflammatory status was assessed using erythrocyte sedimentation rate (ESR), fibrinogen, and C-reactive protein (CRP). Samples without inflammation were used to generate agecontinuous reference intervals through polynomial regression. To quantify and adjust for inflammation effects, we developed a composite inflammation score using partial least squares regression on standardized values of the three acute-phase markers and applied it to correct copper concentrations in samples exhibiting inflammation. Results: Serum copper showed a nonlinear relationship with age. Inflammation elevated copper concentrations by approximately 24 %. The composite inflammation score independently predicted this variability in copper concentrations, and adjustment using the score restored copper concentrations within reference limits, reducing the risk of data misinterpretation. Conclusion: Our findings underscore the necessity of considering both age and inflammation variables when interpreting pediatric serum copper concentrations. We provide continuous, age-adjusted reference intervals and a method to correct for inflammation-related variability, enhancing data interpretation. We propose a proof-of-concept potentially applicable to other biomarkers related with metabolic and nutritional disturbances in chronic and acute diseases. (c) 2026 Elsevier Ltd and European Society for Clinical Nutrition and Metabolism. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
Filiaciones:
Rodriguez H:
Clinical Biochemistry Department, Hospital Sant Joan de Déu, Barcelona, Spain
B2SLab, Institut de Recerca i Innovació en Salut (IRIS), Universitat Politècnica de Catalunya, Barcelona, Spain
Networking Biomedical Research Centre in the subject area of Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Madrid, Spain
Arias AY:
Clinical Biochemistry Department, Hospital Sant Joan de Déu, Barcelona, Spain
Elisabet Poyatos Cantón:
Clinical Laboratory, Immunology Division, Hospital Sant Joan de Déu, Barcelona, Spain
de los Santos MM:
Gastroenterology and Nutrition Department, Hospital Sant Joan de Déu, 08950 Barcelona, Spain
Mínguez B:
Gastroenterology and Nutrition Department, Hospital Sant Joan de Déu, 08950 Barcelona, Spain
Meavilla-Olivas SM:
Gastroenterology and Nutrition Department, Hospital Sant Joan de Déu, 08950 Barcelona, Spain
García-Volpe C:
Gastroenterology and Nutrition Department, Hospital Sant Joan de Déu, 08950 Barcelona, Spain
:
Gastroenterology and Nutrition Department, Hospital Sant Joan de Déu, 08950 Barcelona, Spain
Molera C:
Gastroenterology and Nutrition Department, Hospital Sant Joan de Déu, 08950 Barcelona, Spain
Casado-Rio M:
Clinical Biochemistry Department, Hospital Sant Joan de Déu, Barcelona, Spain
Ormazabal-Herrero A:
Clinical Biochemistry Department, Hospital Sant Joan de Déu, Barcelona, Spain
Perera A:
B2SLab, Institut de Recerca i Innovació en Salut (IRIS), Universitat Politècnica de Catalunya, Barcelona, Spain
Networking Biomedical Research Centre in the subject area of Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Madrid, Spain
Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
Artuch-Iriberri R:
Clinical Biochemistry Department, Hospital Sant Joan de Déu, Barcelona, Spain
Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
Centre for Biomedical Research on Rare Diseases (CIBER-ER), Instituto de Salud Carlos III, Barcelona, Spain
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