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

被引:5
作者
Rios, Santiago [1 ,2 ,3 ]
Garcia-Gavilan, Jesus F. [1 ,2 ,3 ]
Babio, Nancy [1 ,2 ,3 ]
Paz-Graniel, Indira [1 ,2 ,3 ]
Ruiz-Canela, Miguel [2 ,4 ]
Liang, Liming [5 ,6 ]
Clish, Clary B. [7 ]
Toledo, Estefania [2 ,4 ]
Corella, Dolores [2 ,8 ]
Estruch, Ramon [2 ,9 ]
Ros, Emilio [2 ,10 ]
Fito, Montserrat [2 ,11 ]
Aros, Fernando [2 ,12 ]
Fiol, Miquel [2 ,13 ]
Guasch-Ferre, Marta [14 ,15 ,16 ]
Santos-Lozano, Jose M. [2 ,17 ]
Li, Jun [13 ]
Razquin, Cristina [2 ,4 ]
Martinez-Gonzalez, Miguel Angel [2 ,4 ,14 ]
Hu, Frank B. [5 ,14 ,18 ]
Salas-Salvado, Jordi [1 ,2 ,3 ]
机构
[1] Univ Rovira i Virgili, Dept Bioquim & Biotecnol Alimentacio, Nutr Desenvolupament & Salut Mental ANUT DSM, Reus, Spain
[2] Inst Salud Carlos III, CIBER Fisiopatol Obes & Nutr, Madrid, Spain
[3] Inst Invest Sanit Pere Virgili IISPV, Reus, Spain
[4] Univ Navarra, Dept Prevent Med & Publ Hlth, IdiSNA, Pamplona, Spain
[5] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[6] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USA
[7] MIT & Harvard, Broad Inst, Cambridge, MA USA
[8] Univ Valencia, Dept Prevent Med, Valencia, Spain
[9] Hosp Clin Barcelona, Inst Invest Biomed August Pi Sunyer IDIBAPS, Dept Internal Med, Barcelona, Spain
[10] Hosp Clin Barcelona, Inst Invest Biomed August Pi Sunyer IDIBAPS, Dept Endocrinol & Nutr, Lipid Clin, Barcelona, Spain
[11] Inst Hosp Mar Invest Med Municipal Invest Med IMI, Unit Cardiovasc Risk & Nutr, Barcelona, Spain
[12] Hosp Univ Alava, Dept Cardiol, Vitoria, Spain
[13] Hosp Son Espases, Hlth Res Inst Balear Isl IdISBa, Palma De Mallorca, Spain
[14] Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA USA
[15] Univ Copenhagen, Novo Nord Fdn Ctr Basic Metab Res, Fac Hlth & Med Sci, Copenhagen, Denmark
[16] Univ Copenhagen, Dept Publ Hlth, Copenhagen, Denmark
[17] Dist Sanitario Atenc Primaria Sevilla, Dept Family Med, Res Unit, Seville, Spain
[18] Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Channing Div Network Med, Boston, MA USA
关键词
Healthy lifestyle; Metabolomics; Metabolite profile; PREDIMED trial; TIME PHYSICAL-ACTIVITY; MEDITERRANEAN DIET; SWEETENED BEVERAGES; QUESTIONNAIRE; METABOLOMICS; CONSUMPTION; PATTERNS; SMOKING;
D O I
10.1186/s12933-023-01912-6
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background 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.
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页数:13
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