Walnut Consumption, Plasma Metabolomics, and Risk of Type 2 Diabetes and Cardiovascular Disease

被引:21
|
作者
Guasch-Ferre, Marta [1 ,2 ,3 ]
Hernandez-Alonso, Pablo [4 ,5 ,6 ]
Drouin-Chartier, Jean-Philippe [1 ,7 ]
Ruiz-Canela, Miguel [6 ,8 ]
Razquin, Cristina [6 ,8 ]
Toledo, Estefania [6 ,8 ]
Li, Jun [1 ,9 ]
Dennis, Courtney [10 ]
Wittenbecher, Clemens [1 ,11 ,12 ]
Corella, Dolores [6 ,13 ]
Estruch, Ramon [6 ,14 ]
Fito, Montserrat [6 ,15 ]
Ros, Emilio [6 ,16 ]
Babio, Nancy [4 ,5 ,6 ]
Bhupathiraju, Shilpa N. [1 ,2 ,3 ]
Clish, Clary B. [10 ]
Liang, Liming [9 ,17 ]
Martinez-Gonzalez, Miguel A. [1 ,6 ,8 ]
Hu, Frank B. [1 ,2 ,3 ,9 ]
Salas-Salvado, Jordi [4 ,5 ,6 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA 02115 USA
[2] Brigham & Womens Hosp, Dept Med, Channing Div Network Med, 75 Francis St, Boston, MA 02115 USA
[3] Harvard Med Sch, Boston, MA 02115 USA
[4] Univ Rovira & Virgili, Hosp Univ San Joan Reus, Unitat Nutr Humana, Dept Bioquim & Biotecnol, Reus, Spain
[5] Inst Invest Pere Virgili, Reus, Spain
[6] Inst Salud Carlos III, Consorcio CIBER MP Fisiopatol Obesidad & Nutr, Madrid, Spain
[7] Univ Laval, Fac Pharm, Inst Nutr & Aliments Fonct, Ctr Nutr Sante & Soc, Quebec City, PQ, Canada
[8] Univ Navarra, Navarra Hlth Res Inst IDISNA, Dept Prevent Med & Publ Hlth, Pamplona, Spain
[9] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[10] Broad Inst Harvard & MIT, Boston, MA USA
[11] German Inst Human Nutr Potsdam Rehbrucke, Dept Mol Epidemiol, Nuthetal, Germany
[12] German Ctr Diabet Res, Neuherberg, Germany
[13] Univ Valencia, Dept Prevent Med, Valencia, Spain
[14] Univ Barcelona, Hosp Clin, Inst Invest Biomed August Pi Sunyer, Dept Internal Med, Barcelona, Spain
[15] Hosp del Mar, Inst Recerca, Cardiovasc & Nutr Res Grp, Barcelona, Spain
[16] Univ Barcelona, Hosp Clin, Agust Pi & Sunyer Biomed Res Inst IDIBAPS, Lipid Clin,Dept Endocrinol & Nutr, Barcelona, Spain
[17] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USA
来源
JOURNAL OF NUTRITION | 2021年 / 151卷 / 02期
关键词
walnuts; metabolomics; type; 2; diabetes; cardiovascular disease; walnut consumption; FATTY-ACIDS; ACYLCARNITINES; POPULATION; PREDICTION; TOCOPHEROL; PROFILES;
D O I
10.1093/jn/nxaa374
中图分类号
R15 [营养卫生、食品卫生]; TS201 [基础科学];
学科分类号
100403 ;
摘要
Background Walnut consumption is associated with lower risk of type 2 diabetes (T2D) and cardiovascular disease (CVD). However, it is unknown whether plasma metabolites related to walnut consumption are also associated with lower risk of cardiometabolic diseases. Objectives The study aimed to identify plasma metabolites associated with walnut consumption and evaluate the prospective associations between the identified profile and risk of T2D and CVD. Methods The discovery population included 1833 participants at high cardiovascular risk from the PREvencion con DIeta MEDiterranea (PREDIMED) study with available metabolomics data at baseline. The study population included 57% women (baseline mean BMI (in kg/m(2)): 29.9; mean age: 67 y). A total of 1522 participants also had available metabolomics data at year 1 and were used as the internal validation population. Plasma metabolomics analyses were performed using LC-MS. Cross-sectional associations between 385 known metabolites and walnut consumption were assessed using elastic net continuous regression analysis. A 10-cross-validation (CV) procedure was used, and Pearson correlation coefficients were assessed between metabolite weighted models and self-reported walnut consumption in each pair of training-validation data sets within the discovery population. We further estimated the prospective associations between the identified metabolite profile and incident T2D and CVD using multivariable Cox regression models. Results A total of 19 metabolites were significantly associated with walnut consumption, including lipids, purines, acylcarnitines, and amino acids. Ten-CV Pearson correlation coefficients between self-reported walnut consumption and the plasma metabolite profile were 0.16 (95% CI: 0.11, 0.20) in the discovery population and 0.15 (95% CI: 0.10, 0.20) in the validation population. The metabolite profile was inversely associated with T2D incidence (HR per 1 SD: 0.83; 95% CI: 0.71, 0.97; P = 0.02). For CVD incidence, the HR per 1-SD was 0.71 (95% CI: 0.60, 0.85; P < 0.001). Conclusions A metabolite profile including 19 metabolites was associated with walnut consumption and with a lower risk of incident T2D and CVD in a Mediterranean population at high cardiovascular risk.
引用
收藏
页码:303 / 311
页数:9
相关论文
共 50 条
  • [1] Olive oil consumption, plasma metabolites, and risk of type 2 diabetes and cardiovascular disease
    Garcia-Gavilan, Jesus F.
    Babio, Nancy
    Toledo, Estefania
    Semnani-Azad, Zhila
    Razquin, Cristina
    Dennis, Courtney
    Deik, Amy
    Corella, Dolores
    Estruch, Ramon
    Ros, Emilio
    Fito, Montserrat
    Aros, Fernando
    Fiol, Miquel
    Lapetra, Jose
    Lamuela-Raventos, Rosa
    Clish, Clary
    Ruiz-Canela, Miguel
    Martinez-Gonzalez, Miguel Angel
    Hu, Frank
    Salas-Salvado, Jordi
    Guasch-Ferre, Marta
    [J]. CARDIOVASCULAR DIABETOLOGY, 2023, 22 (01)
  • [2] Olive oil consumption, plasma metabolites, and risk of type 2 diabetes and cardiovascular disease
    Jesús F. García-Gavilán
    Nancy Babio
    Estefanía Toledo
    Zhila Semnani-Azad
    Cristina Razquin
    Courtney Dennis
    Amy Deik
    Dolores Corella
    Ramón Estruch
    Emilio Ros
    Montserrat Fitó
    Fernando Arós
    Miquel Fiol
    José Lapetra
    Rosa Lamuela-Raventos
    Clary Clish
    Miguel Ruiz-Canela
    Miguel Ángel Martínez-González
    Frank Hu
    Jordi Salas-Salvadó
    Marta Guasch-Ferré
    [J]. Cardiovascular Diabetology, 22
  • [3] Plasma metabolite profile of legume consumption and future risk of type 2 diabetes and cardiovascular disease
    Hernando J. Margara-Escudero
    Indira Paz-Graniel
    Jesús García-Gavilán
    Miguel Ruiz-Canela
    Qi Sun
    Clary B. Clish
    Estefania Toledo
    Dolores Corella
    Ramón Estruch
    Emilio Ros
    Olga Castañer
    Fernando Arós
    Miquel Fiol
    Marta Guasch-Ferré
    José Lapetra
    Cristina Razquin
    Courtney Dennis
    Amy Deik
    Jun Li
    Enrique Gómez-Gracia
    Nancy Babio
    Miguel A. Martínez-González
    Frank B. Hu
    Jordi Salas-Salvadó
    [J]. Cardiovascular Diabetology, 23
  • [4] Plasma metabolite profile of legume consumption and future risk of type 2 diabetes and cardiovascular disease
    Margara-Escudero, Hernando J.
    Paz-Graniel, Indira
    Garcia-Gavilan, Jesus
    Ruiz-Canela, Miguel
    Sun, Qi
    Clish, Clary B.
    Toledo, Estefania
    Corella, Dolores
    Estruch, Ramon
    Ros, Emilio
    Castaner, Olga
    Aros, Fernando
    Fiol, Miquel
    Guasch-Ferre, Marta
    Lapetra, Jose
    Razquin, Cristina
    Dennis, Courtney
    Deik, Amy
    Li, Jun
    Gomez-Gracia, Enrique
    Babio, Nancy
    Martinez-Gonzalez, Miguel A.
    Hu, Frank B.
    Salas-Salvado, Jordi
    [J]. CARDIOVASCULAR DIABETOLOGY, 2024, 23 (01)
  • [5] Metabolomics and risk of cardiovascular complications in type 2 diabetes
    Kuo, S.
    Li, D.
    Chen, Z.
    Yoshida, T.
    Yoshida, Y.
    [J]. AMERICAN JOURNAL OF THE MEDICAL SCIENCES, 2024, 367 : S400 - S400
  • [6] Walnut Consumption Is Associated with Lower Risk of Type 2 Diabetes in Women
    Pan, An
    Sun, Qi
    Manson, JoAnn E.
    Willett, Walter C.
    Hu, Frank B.
    [J]. JOURNAL OF NUTRITION, 2013, 143 (04): : 512 - 518
  • [7] Artificially Sweetened Beverage Consumption, Plasma Metabolomics, And Risk Of Type 2 Diabetes Among US Adults
    Haslam, Danielle E.
    Wang, Biqi
    Li, Jun
    Guasch, Marta
    Liang, Liming
    Clish, Clary B.
    Manson, Joann E.
    Tobias, Deirdre K.
    Wittenbecher, Clemens
    Willett, Walter C.
    Stampfer, Meir J.
    Herman, Mark A.
    Dupuis, Josee
    McKeown, Nicola M.
    Malik, Vasanti S.
    Meigs, James B.
    Hu, Frank B.
    Bhupathiraju, Shilpa N.
    [J]. CIRCULATION, 2022, 145
  • [8] Is black tea consumption associated with a lower risk of cardiovascular disease and type 2 diabetes?
    Ruxton, C. H. S.
    Mason, P.
    [J]. NUTRITION BULLETIN, 2012, 37 (01) : 4 - 15
  • [9] Regular Consumption of Nuts Is Associated with a Lower Risk of Cardiovascular Disease in Women with Type 2 Diabetes
    Li, Tricia Y.
    Brennan, Aoife M.
    Wedick, Nicole M.
    Mantzoros, Christos
    Rifai, Nader
    Hu, Frank B.
    [J]. JOURNAL OF NUTRITION, 2009, 139 (07): : 1333 - 1338
  • [10] Coffee Consumption and Risk of Cardiovascular Disease and Total Mortality Among Women with Type 2 Diabetes
    Zhang, Weili
    Lopez-Garcia, Esther
    Li, Tricia Y.
    Hu, Frank B.
    Van Dam, Rob M.
    [J]. CIRCULATION, 2009, 119 (10) : E298 - E298