Sex-Specific Plasma Metabolomic Signatures in COPD Reveal Creatine, Purine/Urate, and Bile-Acid Axes

Metabolomic studies in COPD reveal systemic metabolic perturbations, yet sex is often treated as a covariate rather than a biological driver. We aimed to identify plasma metabolites differentiating COPD from controls and to define sex-specific metabolic signatures in both groups. <b>Methods</b>: In this controlled observational study (BIOMEPOC cohort), untargeted plasma metabolomics was performed by LC-MS/MS. Differential abundance was tested across four contrasts (COPD vs. controls; men vs. women within controls; men vs. women within COPD; sex-by-disease interaction) with a false discovery rate (FDR) correction. Because smoking history differed between COPD and controls, a post hoc ever-smokers analysis was conducted. <b>Results</b>: COPD differed from controls in nine metabolites (all decreased): DL-stachydrine, 3-methyl-L-histidine, fructose, pipecolinic and nipecotic acids, 5-nitro-o-toluidine, conjugated linoleic acid, aminoadipate, and creatinine. This pattern is compatible with metabolic depletion, remodeling, and/or altered flux across multiple compartments rather than simple substrate deficiency, spanning muscle-related pools, amino acid handling, carbohydrate-associated metabolism, and exposome-linked inputs. In ever-smokers, results were directionally consistent, with five metabolites remaining nominally significant. Among controls, five metabolites were higher in men after FDR correction (PABA, cis-4-hydroxy-D-proline, N-acetylasparagine, deoxycarnitine, and creatinine), consistent with physiological sex dimorphism in energy pathways, connective-tissue remodeling, and diet/microbiome-related metabolism. Within COPD, six metabolites differed by sex after FDR correction, defining three axes: creatine energy buffering (men: higher GAA/creatinine, lower creatine), purine/urate handling (men: higher urate), and conjugated bile acids (men: higher GCDCA), implicating muscle bioenergetics, redox/inflammatory tone, and gut-liver crosstalk. <b>Conclusions</b>: Plasma metabolomics identifies a pattern compatible with systemic remodeling in COPD and sex-associated divergences in creatine, purine/urate, and bile-acid pathways, supporting a sex-influenced view of systemic COPD heterogeneity and highlighting targets for mechanistic validation.

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Journal
Metabolites
Published
2026-03-07
DOI
https://doi.org/10.3390/metabo16030178
Primary Topic
Chronic Obstructive Pulmonary Disease (COPD) Research
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article
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article

Sex-Specific Plasma Metabolomic Signatures in COPD Reveal Creatine, Purine/Urate, and Bile-Acid Axes

Cesar Jessé Enríquez-Rodríguez, C Casadevall, Ady Castro-Acosta, F. La Rosa et al.
Metabolites
Chronic Obstructive Pulmonary Disease (COPD) Research
article

Sex-Specific Plasma Metabolomic Signatures in COPD Reveal Creatine, Purine/Urate, and Bile-Acid Axes

Cesar Jessé Enríquez-Rodríguez, C Casadevall, Ady Castro-Acosta, F. La Rosa, Ramon Camps-Ubach, Ori Shalev, Borja G. Cosio, Eduard Monsó, Joaquim Gea, Sergi Pascual-Guàrdia, José Luis López-Campos, Alvar Agustí, Alexandra Eliassaf, on behalf of the BIOMEPOC group
article en

Abstract

Metabolomic studies in COPD reveal systemic metabolic perturbations, yet sex is often treated as a covariate rather than a biological driver. We aimed to identify plasma metabolites differentiating COPD from controls and to define sex-specific metabolic signatures in both groups. <b>Methods</b>: In this controlled observational study (BIOMEPOC cohort), untargeted plasma metabolomics was performed by LC-MS/MS. Differential abundance was tested across four contrasts (COPD vs. controls; men vs. women within controls; men vs. women within COPD; sex-by-disease interaction) with a false discovery rate (FDR) correction. Because smoking history differed between COPD and controls, a post hoc ever-smokers analysis was conducted. <b>Results</b>: COPD differed from controls in nine metabolites (all decreased): DL-stachydrine, 3-methyl-L-histidine, fructose, pipecolinic and nipecotic acids, 5-nitro-o-toluidine, conjugated linoleic acid, aminoadipate, and creatinine. This pattern is compatible with metabolic depletion, remodeling, and/or altered flux across multiple compartments rather than simple substrate deficiency, spanning muscle-related pools, amino acid handling, carbohydrate-associated metabolism, and exposome-linked inputs. In ever-smokers, results were directionally consistent, with five metabolites remaining nominally significant. Among controls, five metabolites were higher in men after FDR correction (PABA, cis-4-hydroxy-D-proline, N-acetylasparagine, deoxycarnitine, and creatinine), consistent with physiological sex dimorphism in energy pathways, connective-tissue remodeling, and diet/microbiome-related metabolism. Within COPD, six metabolites differed by sex after FDR correction, defining three axes: creatine energy buffering (men: higher GAA/creatinine, lower creatine), purine/urate handling (men: higher urate), and conjugated bile acids (men: higher GCDCA), implicating muscle bioenergetics, redox/inflammatory tone, and gut-liver crosstalk. <b>Conclusions</b>: Plasma metabolomics identifies a pattern compatible with systemic remodeling in COPD and sex-associated divergences in creatine, purine/urate, and bile-acid pathways, supporting a sex-influenced view of systemic COPD heterogeneity and highlighting targets for mechanistic validation.

MetabolitesVol. 16(3)
Universitat Pompeu Fabra (ES), Hebrew University of Jerusalem (IL), Jerusalem Multidisciplinary College (IL), Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (ES), Hospital Universitario 12 De Octubre (ES), Health Research Institute of the Balearic Islands (ES), Hospital Del Mar (ES), Instituto de Biomedicina de Sevilla (ES), Institute of Research and Innovation Parc Tauli (ES), Hospital Universitario Virgen del Rocío (ES), Fundació Clínic per a la Recerca Biomèdica (ES), Universitat de Barcelona (ES)
Good health and well-being
Openalex Percentile: Top 29%
Chronic Obstructive Pulmonary Disease (COPD) Research
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