Publication:
Plasma metabolite profiles associated with the World Cancer Research Fund/American Institute for Cancer Research lifestyle score and future risk of cardiovascular disease and type 2 diabetes

dc.contributor.authorRios, Santiago
dc.contributor.authorGarcía-Gavilán, Jesús F
dc.contributor.authorBabio, Nancy
dc.contributor.authorPaz-Graniel, Indira
dc.contributor.authorRuiz-Canela, Miguel
dc.contributor.authorLiang, Liming
dc.contributor.authorClish, Clary B
dc.contributor.authorToledo, Estefanía
dc.contributor.authorCorella, Dolores
dc.contributor.authorEstruch, Ramón
dc.contributor.authorRos, Emilio
dc.contributor.authorFitó, Montserrat
dc.contributor.authorArós, Fernando
dc.contributor.authorFiol Sala, Miquel
dc.contributor.authorGuasch-Ferré, Marta
dc.contributor.authorSantos-Lozano, José Manuel
dc.contributor.authorLi, Jun
dc.contributor.authorRazquin, Cristina
dc.contributor.authorMartínez-González, Miguel Ángel
dc.contributor.authorHu, Frank B
dc.contributor.authorSalas-Salvado, Jordi
dc.date.accessioned2024-10-09T06:35:36Z
dc.date.available2024-10-09T06:35:36Z
dc.date.issued2023-09-16
dc.description.abstractBackground: A healthy lifestyle (HL) has been inversely related to type 2 diabetes (T2D) and cardiovascular disease (CVD). However, few studies have identified a metabolite profile associated with HL. The present study aims to identify a metabolite profile of a HL score and assess its association with the incidence of T2D and CVD in individuals at high cardiovascular risk. Methods: In a subset of 1833 participants (age 55-80y) of the PREDIMED study, we estimated adherence to a HL using a composite score based on the 2018 Word Cancer Research Fund/American Institute for Cancer Research recommendations. Plasma metabolites were analyzed using LC-MS/MS methods at baseline (discovery sample) and 1-year of follow-up (validation sample). Cross-sectional associations between 385 known metabolites and the HL score were assessed using elastic net regression. A 10-cross-validation procedure was used, and correlation coefficients or AUC were assessed between the identified metabolite profiles and the self-reported HL score. We estimated the associations between the identified metabolite profiles and T2D and CVD using multivariable Cox regression models. Results: The metabolite profiles that identified HL as a dichotomous or continuous variable included 24 and 58 metabolites, respectively. These are amino acids or derivatives, lipids, and energy intermediates or xenobiotic compounds. After adjustment for potential confounders, baseline metabolite profiles were associated with a lower risk of T2D (hazard ratio [HR] and 95% confidence interval (CI): 0.54, 0.38-0.77 for dichotomous HL, and 0.22, 0.11-0.43 for continuous HL). Similar results were observed with CVD (HR, 95% CI: 0.59, 0.42-0.83 for dichotomous HF and HR, 95%CI: 0.58, 0.31-1.07 for continuous HL). The reduction in the risk of T2D and CVD was maintained or attenuated, respectively, for the 1-year metabolomic profile. Conclusions: In an elderly population at high risk of CVD, a set of metabolites was selected as potential metabolites associated with the HL pattern predicting the risk of T2D and, to a lesser extent, CVD. These results support previous findings that some of these metabolites are inversely associated with the risk of T2D and CVD. Trial registration: The PREDIMED trial was registered at ISRCTN (http://www.isrctn.com/ , ISRCTN35739639).en
dc.description.sponsorshipThe PREDIMED study was funded by NIH grants R01 HL118264 and R01DK102896 and by the Spanish Ministry of Health (Instituto de Salud Carlos III and co-funded by the European Union, The PREDIMED Network grant RD 06/0045, 2006-2013, coordinated by MAM-G; and a previous network grant RTIC-G03/140, 2003-2005, coordinated R. Estruch). Additional grants were received from the Ministerio de Economía y Competitividad Fondo Europeo de Desarrollo Regional (Projects CNIC-06/2007, CIBER 06/03, PI06-1326, PI07-0954, PI11/02505, SAF2009-12304, and AGL2010-22319-C03-03) and the Generalitat Valenciana (PROMETEO 17/2017 and PROMETEO 21/2021). M.G.-F. is supported by R21AG070375-01A1 and Novo Nordisk Foundation grant NNF18CC0034900. J.S.-S., one of the senior authors of the present study, gratefully acknowledges the financial support by ICREA under the ICREA Academia program.es_ES
dc.format.number1es_ES
dc.format.page252es_ES
dc.format.volume22es_ES
dc.identifier.citationRios S, García-Gavilán JF, Babio N, Paz-Graniel I, Ruiz-Canela M, Liang L, et al. Plasma metabolite profiles associated with the World Cancer Research Fund/American Institute for Cancer Research lifestyle score and future risk of cardiovascular disease and type 2 diabetes. Cardiovasc Diabetol. 2023 Sep 16;22(1):252.en
dc.identifier.doi10.1186/s12933-023-01912-6
dc.identifier.e-issn1475-2840es_ES
dc.identifier.journalCardiovascular diabetologyes_ES
dc.identifier.otherhttps://hdl.handle.net/20.500.13003/19958
dc.identifier.pubmedID37716984es_ES
dc.identifier.puiL2025451886
dc.identifier.scopus2-s2.0-85171396803
dc.identifier.urihttps://hdl.handle.net/20.500.12105/23750
dc.identifier.wos1067278000003
dc.language.isoengen
dc.publisherBioMed Central (BMC)
dc.relation.publisherversionhttps://doi.org/10.1186/s12933-023-01912-6en
dc.rights.accessRightsopen accessen
dc.rights.licenseAtribución 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subject.decsEstudios Transversales*
dc.subject.decsNeoplasias*
dc.subject.decsHumanos*
dc.subject.decsPersona de Mediana Edad*
dc.subject.decsCromatografía Liquida*
dc.subject.decsEstilo de Vida*
dc.subject.decsAnciano*
dc.subject.decsDiabetes Mellitus Tipo 2*
dc.subject.decsAnciano de 80 o más Años*
dc.subject.decsEnfermedades Cardiovasculares*
dc.subject.decsEspectrometría de Masas en Tándem*
dc.subject.meshCardiovascular Diseases*
dc.subject.meshDiabetes Mellitus, Type 2*
dc.subject.meshAged, 80 and over*
dc.subject.meshAged*
dc.subject.meshChromatography, Liquid*
dc.subject.meshTandem Mass Spectrometry*
dc.subject.meshHumans*
dc.subject.meshLife Style*
dc.subject.meshMiddle Aged*
dc.subject.meshNeoplasms*
dc.subject.meshCross-Sectional Studies*
dc.titlePlasma metabolite profiles associated with the World Cancer Research Fund/American Institute for Cancer Research lifestyle score and future risk of cardiovascular disease and type 2 diabetesen
dc.typeresearch articleen
dspace.entity.typePublication
relation.isPublisherOfPublication4fe896aa-347b-437b-a45b-95f4b60d9fd3
relation.isPublisherOfPublication.latestForDiscovery4fe896aa-347b-437b-a45b-95f4b60d9fd3

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