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

被引:23
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
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 37 条
  • [1] Cohort Profile: Design and methods of the PREDIMED study
    Angel Martinez-Gonzalez, Miguel
    Corella, Dolores
    Salas-Salvado, Jordi
    Ros, Emilio
    Isabel Covas, Maria
    Fiol, Miquel
    Waernberg, Julia
    Aros, Fernando
    Ruiz-Gutierrez, Valentina
    Maria Lamuela-Raventos, Rosa
    Lapetra, Jose
    Angel Munoz, Miguel
    Alfredo Martinez, Jose
    Saez, Guillermo
    Serra-Majem, Lluis
    Pinto, Xavier
    Teresa Mitjavila, Maria
    Antoni Tur, Josep
    del Puy Portillo, Maria
    Estruch, Ramon
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2012, 41 (02) : 377 - 385
  • [2] Fatty acids in cardiovascular health and disease: A comprehensive update
    Baum, Seth J.
    Kris-Etherton, Penny M.
    Willett, Walter C.
    Lichtenstein, Alice H.
    Rudel, Lawrence L.
    Maki, Kevin C.
    Whelan, Jay
    Ramsden, Christopher E.
    Block, Robert C.
    [J]. JOURNAL OF CLINICAL LIPIDOLOGY, 2012, 6 (03) : 216 - 234
  • [3] Chong Jasmine, 2019, Curr Protoc Bioinformatics, V68, pe86, DOI 10.1002/cpbi.86
  • [4] VALIDATION OF THE MINNESOTA LEISURE-TIME PHYSICAL-ACTIVITY QUESTIONNAIRE IN SPANISH MEN
    ELOSUA, R
    MARRUGAT, J
    MOLINA, L
    PONS, S
    PUJOL, E
    ARQUER, A
    COVAS, MI
    DEFLORES, T
    FORNELLS, X
    MARTINEZ, S
    PEREA, M
    PUJOL, P
    RICHART, JA
    RUBIES, J
    TOMAS, A
    [J]. AMERICAN JOURNAL OF EPIDEMIOLOGY, 1994, 139 (12) : 1197 - 1209
  • [5] Estruch R, 2018, NEW ENGL J MED, V378, DOI [10.1056/NEJMoa1800389, 10.1056/NEJMoa1200303, 10.1056/nejmoa1800389]
  • [6] Relative validity of a semi-quantitative food-frequency questionnaire in an elderly Mediterranean population of Spain
    Fernandez-Ballarth, Joan D.
    Lluis Pinol, Josep
    Zazpe, Itziar
    Corella, Dolores
    Carrasco, Paula
    Toledo, Estefania
    Perez-Bauer, Manuel
    Angel Martinez-Gonzalez, Miguel
    Salas-Salvado, Jorge
    Martin-Moreno, Jose M.
    [J]. BRITISH JOURNAL OF NUTRITION, 2010, 103 (12) : 1808 - 1816
  • [7] Biomarkers of food intake for nuts and vegetable oils: an extensive literature search
    Garcia-Aloy, Mar
    Hulshof, Paul J. M.
    Estruel-Amades, Sheila
    Oste, Maryse C. J.
    Lankinen, Maria
    Geleijnse, Johanna M.
    de Goede, Janette
    Ulaszewska, Marynka
    Mattivi, Fulvio
    Bakker, Stephan J. L.
    Schwab, Ursula
    Andres-Lacueva, Cristina
    [J]. GENES AND NUTRITION, 2019, 14 (1)
  • [8] Novel Multimetabolite Prediction of Walnut Consumption by a Urinary Biomarker Model in a Free-Living Population: the PREDIMED Study
    Garcia-Aloy, Mar
    Llorach, Rafael
    Urpi-Sarda, Mireia
    Tulipani, Sara
    Estruch, Ramon
    Martinez-Gonzalez, Miguel A.
    Corella, Dolores
    Fito, Montserrat
    Ros, Emilio
    Salas-Salvado, Jordi
    Andres-Lacueva, Cristina
    [J]. JOURNAL OF PROTEOME RESEARCH, 2014, 13 (07) : 3476 - 3483
  • [9] Influence of Missing Values Substitutes on Multivariate Analysis of Metabolomics Data
    Gromski, Piotr S.
    Xu, Yun
    Kotze, Helen L.
    Correa, Elon
    Ellis, David I.
    Armitage, Emily Grace
    Turner, Michael L.
    Goodacre, Royston
    [J]. METABOLITES, 2014, 4 (02) : 433 - 452
  • [10] Plasma Acylcarnitines and Risk of Type 2 Diabetes in a Mediterranean Population at High Cardiovascular Risk
    Guasch-Ferre, Marta
    Ruiz-Canela, Miguel
    Li, Jun
    Zheng, Yan
    Bullo, Monica
    Wang, Dong D.
    Toledo, Estefania
    Clish, Clary
    Corella, Dolores
    Estruch, Ramon
    Ros, Emilio
    Fito, Montserrat
    Aros, Fernando
    Fiol, Miquel
    Lapetra, Jose
    Serra-Majem, Lluis
    Liang, Liming
    Papandreou, Christopher
    Dennis, Courtney
    Martinez-Gonzalez, Miguel A.
    Hu, Frank B.
    Salas-Salvado, Jordi
    [J]. JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2019, 104 (05) : 1508 - 1519