Metabolomic Profile of the Healthy Eating Index-2015 in the Multiethnic of Atherosclerosis

被引:0
作者
Gadgil, Meghana D. [1 ]
Wood, Alexis C. [2 ]
Karaman, Ibrahim [3 ]
Graca, Goncalo [4 ]
Tzoulaki, Ioanna [3 ]
Zhong, Victor W. [5 ]
Greenland, Philip [6 ]
Kanaya, Alka M. [1 ]
Herrington, David M. [7 ]
机构
[1] Univ Calif San Francisco, Dept Med, Div Gen Internal Med, San Francisco, CA 94118 USA
[2] USDA ARS, Childrens Nutr Res Ctr, Houston, TX USA
[3] Imperial Coll London, Hammersmith Hosp Campus, Natl Phenome Ctr, London, England
[4] Imperial Coll London, Dept Metab Digest & Reprod, Div Syst Med, Sect Bioinformat, Sir Alexander Fleming Bldg, London, England
[5] Shanghai Jiao Tong Univ, Sch Med, Sch Publ Hlth, Shanghai, Peoples R China
[6] Northwestern Univ, Feinberg Sch Med, Dept Prevent Med, Chicago, IL USA
[7] Wake Forest Sch Med, Sect Cardiovasc Med, Dept Internal Med, Winston Salem, NC 27157 USA
关键词
diet patterns; metabolomics; Healthy Eating Index; DIETARY PATTERNS; CARDIOVASCULAR-DISEASE; INSULIN-RESISTANCE; FOOD GROUPS; RISK; ASSOCIATIONS; PLASMA; SERUM; 1,5-ANHYDROGLUCITOL; BIOMARKERS;
D O I
10.1016/j.tjnut.2023.05.030
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: Poor diet quality is a risk factor for type 2 diabetes and cardiovascular disease. However, knowledge of metabolites marking adherence to Dietary Guidelines for Americans (2015 version) are limited.Objectives: The goal was to determine a pattern of metabolites associated with the Healthy Eating Index (HEI)-2015, which measures adherence to the Dietary Guidelines for Americans. Methods: The analysis examined 3557 adult men and women from the longitudinal cohort Multiethnic Study of Atherosclerosis (MESA), without known cardiovascular disease and with complete dietary data. Fasting serum specimens and diet and demographic questionnaires were assessed at baseline. Untargeted 1H 1-dimensional nuclei magnetic resonance spectroscopy (600 MHz) was used to generate metabolomics and lipidomics. A metabolome-wide association study specified each spectral feature as outcomes, HEI-2015 score as predictor, adjusting for age, sex, race, and study site in linear regression analyses. Subsequently, hierarchical clustering defined the discrete groups of correlated nuclei magnetic resonance features associated with named metabolites, and the linear regression analysis assessed for associations with HEI-2015 total and component scores.Results: The sample included 50% women with an mean age of 63 years, with 40% identifying as White, 23% as Black, 24% as Hispanic, and 13% as Chinese American. The mean HEI-2015 score was 66. The metabolome-wide association study identified 179 spectral features significantly associated with HEI-2015 score. The cluster analysis identified 7 clusters representing 4 metabolites; HEI-2015 score was significantly associated with all. HEI-2015 score was associated with proline betaine [& beta; = 0.12 (SE = 0.02); P = 4.70 x 10-13] and was inversely related to proline [& beta; = -0.13 (SE = 0.02); P = 4.45 x 10-14], 1,5 anhydrosorbitol [& beta; = -0.08 (SE = 0.02); P = 4.37 x 10-7] and unsaturated fatty acyl chains [& beta; = 0.08 (SE = 0.02); P = 8.98 x 10-7]. Intake of total fruit, whole grains, and seafood and plant proteins was associated with proline betaine.Conclusions: Diet quality is significantly associated with unsaturated fatty acyl chains, proline betaine, and proline. Further analysis may clarify the link between diet quality, metabolites, and pathogenesis of cardiometabolic disease.
引用
收藏
页码:2174 / 2180
页数:7
相关论文
共 44 条
[1]   Omega-3 fatty acids for the primary and secondary prevention of cardiovascular disease [J].
Abdelhamid, Asmaa S. ;
Brown, Tracey J. ;
Brainard, Julii S. ;
Biswas, Priti ;
Thorpe, Gabrielle C. ;
Moore, Helen J. ;
Deane, Katherine Ho ;
Summerbell, Carolyn D. ;
Worthington, Helen V. ;
Song, Fujian ;
Hooper, Lee .
COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2020, (03)
[2]  
[Anonymous], 2019, National Health and Nutrition Examination Survey 1999 - 2014 Survey Content Brochure 1999 - 2014
[3]   Multi-ethnic study of atherosclerosis: Objectives and design [J].
Bild, DE ;
Bluemke, DA ;
Burke, GL ;
Detrano, R ;
Roux, AVD ;
Folsom, AR ;
Greenland, P ;
Jacobs, DR ;
Kronmal, R ;
Liu, K ;
Nelson, JC ;
O'Leary, D ;
Saad, MF ;
Shea, S ;
Szklo, M ;
Tracy, RP .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 2002, 156 (09) :871-881
[4]   Alternative Dietary Indices Both Strongly Predict Risk of Chronic Disease [J].
Chiuve, Stephanie E. ;
Fung, Teresa T. ;
Rimm, Eric B. ;
Hu, Frank B. ;
McCullough, Marjorie L. ;
Wang, Molin ;
Stampfer, Meir J. ;
Willett, Walter C. .
JOURNAL OF NUTRITION, 2012, 142 (06) :1009-1018
[5]   The World Cancer Research Fund/American Institute for Cancer Research Third Expert Report on Diet, Nutrition, Physical Activity, and Cancer: Impact and Future Directions [J].
Clinton, Steven K. ;
Giovannucci, Edward L. ;
Hursting, Stephen D. .
JOURNAL OF NUTRITION, 2020, 150 (04) :663-671
[6]  
Craig SAS, 2004, AM J CLIN NUTR, V80, P539
[7]   Probabilistic quotient normalization as robust method to account for dilution of complex biological mixtures.: Application in 1H NMR metabonomics [J].
Dieterle, Frank ;
Ross, Alfred ;
Schlotterbeck, Gotz ;
Senn, Hans .
ANALYTICAL CHEMISTRY, 2006, 78 (13) :4281-4290
[8]   Precision High-Throughput Proton NMR Spectroscopy of Human Urine, Serum, and Plasma for Large-Scale Metabolic Phenotyping [J].
Dona, Anthony C. ;
Jimenez, Beatriz ;
Schaefer, Hartmut ;
Humpfer, Eberhard ;
Spraul, Manfred ;
Lewis, Matthew R. ;
Pearce, Jake T. M. ;
Holmes, Elaine ;
Lindon, John C. ;
Nicholson, Jeremy K. .
ANALYTICAL CHEMISTRY, 2014, 86 (19) :9887-9894
[9]   Metabolomic profiles as reliable biomarkers of dietary composition [J].
Esko, Tonu ;
Hirschhorn, Joel N. ;
Feldman, Henry A. ;
Hsu, Yu-Han H. ;
Deik, Amy A. ;
Clish, Clary B. ;
Ebbeling, Cara B. ;
Ludwig, David S. .
AMERICAN JOURNAL OF CLINICAL NUTRITION, 2017, 105 (03) :547-554
[10]   Associations of plasma trimethylamine N-oxide, choline, carnitine, and betaine with inflammatory and cardiometabolic risk biomarkers and the fecal microbiome in the Multiethnic Cohort Adiposity Phenotype Study [J].
Fu, Benjamin C. ;
Hullar, Meredith A. J. ;
Randolph, Timothy W. ;
Franke, Adrian A. ;
Monroe, Kristine R. ;
Cheng, Iona ;
Wilkens, Lynne R. ;
Shepherd, John A. ;
Madeleine, Margaret M. ;
Le Marchand, Loic ;
Lim, Unhee ;
Lampe, Johanna W. .
AMERICAN JOURNAL OF CLINICAL NUTRITION, 2020, 111 (06) :1226-1234