Plasma metabolite profile of legume consumption and future risk of type 2 diabetes and cardiovascular disease

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  • dc.contributor.author Margara Escudero, Hernando J.
  • dc.contributor.author Castañer, Olga
  • dc.contributor.author Salas Salvadó, Jordi
  • dc.date.accessioned 2024-10-08T06:26:24Z
  • dc.date.available 2024-10-08T06:26:24Z
  • dc.date.issued 2024
  • dc.description.abstract Background: Legume consumption has been linked to a reduced risk of type 2 diabetes (T2D) and cardiovascular disease (CVD), while the potential association between plasma metabolites associated with legume consumption and the risk of cardiometabolic diseases has never been explored. Therefore, we aimed to identify a metabolite signature of legume consumption, and subsequently investigate its potential association with the incidence of T2D and CVD. Methods: The current cross-sectional and longitudinal analysis was conducted in 1833 PREDIMED study participants (mean age 67 years, 57.6% women) with available baseline metabolomic data. A subset of these participants with 1-year follow-up metabolomics data (n = 1522) was used for internal validation. Plasma metabolites were assessed through liquid chromatography-tandem mass spectrometry. Cross-sectional associations between 382 different known metabolites and legume consumption were performed using elastic net regression. Associations between the identified metabolite profile and incident T2D and CVD were estimated using multivariable Cox regression models. Results: Specific metabolic signatures of legume consumption were identified, these included amino acids, cortisol, and various classes of lipid metabolites including diacylglycerols, triacylglycerols, plasmalogens, sphingomyelins and other metabolites. Among these identified metabolites, 22 were negatively and 18 were positively associated with legume consumption. After adjustment for recognized risk factors and legume consumption, the identified legume metabolite profile was inversely associated with T2D incidence (hazard ratio (HR) per 1 SD: 0.75, 95% CI 0.61-0.94; p = 0.017), but not with CVD incidence risk (1.01, 95% CI 0.86-1.19; p = 0.817) over the follow-up period. Conclusions: This study identified a set of 40 metabolites associated with legume consumption and with a reduced risk of T2D development in a Mediterranean population at high risk of cardiovascular disease. Trial registration: ISRCTN35739639.
  • dc.format.mimetype application/pdf
  • dc.identifier.citation Margara-Escudero HJ, Paz-Graniel I, García-Gavilán J, Ruiz-Canela M, Sun Q, Clish CB, et al. Plasma metabolite profile of legume consumption and future risk of type 2 diabetes and cardiovascular disease. Cardiovasc Diabetol. 2024 Jan 20;23(1):38. DOI: 10.1186/s12933-023-02111-z
  • dc.identifier.doi http://dx.doi.org/10.1186/s12933-023-02111-z
  • dc.identifier.issn 1475-2840
  • dc.identifier.uri http://hdl.handle.net/10230/61343
  • dc.language.iso eng
  • dc.publisher BioMed Central
  • dc.relation.ispartof Cardiovasc Diabetol. 2024 Jan 20;23(1):38
  • dc.rights © The Author(s) 2024. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
  • dc.rights.accessRights info:eu-repo/semantics/openAccess
  • dc.rights.uri http://creativecommons.org/licenses/by/4.0/
  • dc.subject.keyword Cardiovascular disease
  • dc.subject.keyword Legumes
  • dc.subject.keyword Metabolomics
  • dc.subject.keyword Plasma
  • dc.subject.keyword Type 2 diabetes
  • dc.title Plasma metabolite profile of legume consumption and future risk of type 2 diabetes and cardiovascular disease
  • dc.type info:eu-repo/semantics/article
  • dc.type.version info:eu-repo/semantics/publishedVersion