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

被引:4
|
作者
Margara-Escudero, Hernando J. [1 ,2 ,3 ]
Paz-Graniel, Indira [1 ,2 ,3 ]
Garcia-Gavilan, Jesus [1 ,2 ,3 ]
Ruiz-Canela, Miguel [4 ]
Sun, Qi [5 ,6 ,7 ,8 ]
Clish, Clary B. [9 ]
Toledo, Estefania [3 ,4 ,10 ]
Corella, Dolores [3 ,11 ]
Estruch, Ramon [3 ,12 ]
Ros, Emilio [3 ,13 ]
Castaner, Olga [14 ,15 ]
Aros, Fernando [3 ,16 ]
Fiol, Miquel [3 ,17 ]
Guasch-Ferre, Marta [5 ,18 ,19 ]
Lapetra, Jose [3 ,20 ]
Razquin, Cristina [3 ,4 ]
Dennis, Courtney [9 ]
Deik, Amy [9 ]
Li, Jun [5 ,6 ]
Gomez-Gracia, Enrique [21 ,22 ]
Babio, Nancy [1 ,2 ,3 ]
Martinez-Gonzalez, Miguel A. [4 ]
Hu, Frank B. [5 ,6 ,7 ,8 ]
Salas-Salvado, Jordi [1 ,2 ,3 ]
机构
[1] Univ Rovira & Virgili, Dept Bioquim & Biotecnol, Alimentacio Nutr Desenvolupament & Salut Mental A, Reus, Spain
[2] Inst Invest Sanitaria Pere Virgili IISPV, Alimentacio Nutr Desenvolupament & Salut Mental, Reus, Spain
[3] Inst Salud Carlos III, Ctr Invest Biomed Red Fisiopatol Obesidad & Nutr, Madrid, Spain
[4] Univ Navarra, Dept Prevent Med & Publ Hlth, Inst Invest Sanitario Navarra IdiSNA, Pamplona, Spain
[5] Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA USA
[6] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[7] Brigham & Womens Hosp, Channing Div Network Med, Boston, MA USA
[8] Harvard Med Sch, Boston, MA USA
[9] Broad Inst Harvard & MIT, Boston, MA 02142 USA
[10] Navarra Inst Hlth Res, IdiSNA, Pamplona, Navarre, Spain
[11] Univ Valencia, Dept Prevent Med, Valencia, Spain
[12] Univ Barcelona, Hosp Clin, Inst Invest Biomed August Pi Sunyer IDIBAPS, Dept Internal Med, Barcelona, Spain
[13] Hosp Clin Barcelona, Inst Invest Biomed August Pi Sunyer IDIBAPS, Dept Endocrinol & Nutr, Lipid Clin, Barcelona, Spain
[14] Inst Salud Carlos III, Ctr Invest Biomed Red CIBERESP Epidemiol & Salud, Madrid, Spain
[15] Hosp Del Mar Res Inst, Cardiovasc Risk & Nutr Res Grp, Barcelona, Spain
[16] Univ Hosp Alava, Dept Cardiol, Vitoria, Spain
[17] Hosp Son Espases, Illes Balears Hlth Res Inst IdISBa, Palma De Mallorca, Spain
[18] Univ Copenhagen, Dept Publ Hlth, Sect Epidemiol, Copenhagen, Denmark
[19] Univ Copenhagen, Novo Nord Fdn Ctr Basic Metab Res, Copenhagen, Denmark
[20] Dist Sanitario Atenc Primaria Sevilla, Dept Family Med, Res Unit, Seville, Spain
[21] Univ Malaga, Sch Med, Prevent Med & Publ Hlth Dept, Malaga 29010, Spain
[22] Biomed Res Inst Malaga IBIMA Plataforma BIONAND, Malaga 29010, Spain
基金
美国国家卫生研究院;
关键词
Metabolomics; Plasma; Cardiovascular disease; Type; 2; diabetes; Legumes; ACID; QUESTIONNAIRE; METABOLOMICS; BIOMARKERS; MEAT; DIET;
D O I
10.1186/s12933-023-02111-z
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BackgroundLegume 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.MethodsThe 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.ResultsSpecific 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.ConclusionsThis 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.ConclusionsThis 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.
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页数:13
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