Application of 1H-NMR Metabolomics for the Discovery of Blood Plasma Biomarkers of a Mediterranean Diet

被引:18
作者
Macias, Shirin [1 ]
Kirma, Joseph [2 ,3 ]
Yilmaz, Ali [2 ,3 ]
Moore, Sarah E. [4 ]
McKinley, Michelle C. [4 ]
McKeown, Pascal P. [5 ]
Woodside, Jayne, V [1 ,4 ]
Graham, Stewart E. [2 ,3 ]
Green, Brian D. [1 ]
机构
[1] Queens Univ Belfast, Sch Biol Sci, Inst Global Food Secur, Belfast BT9 5DL, Antrim, North Ireland
[2] Beaumont Hlth, 3811 W 13 Mile Rd, Royal Oak, MI 48073 USA
[3] Oakland Univ, William Beaumont Sch Med, Rochester, MI 48309 USA
[4] Queens Univ Belfast, Ctr Publ Hlth, Belfast BT12 6BA, Antrim, North Ireland
[5] Queens Univ Belfast, Sch Med Dent & Biomed Sci, Belfast BT9 7BL, Antrim, North Ireland
关键词
biomarkers; dietary patterns; Mediterranean diet; metabolomics; H-1-NMR; NMR-BASED METABOLOMICS; ALZHEIMERS-DISEASE; ADHERENCE; PATTERN; CHOLINE; POPULATION; BETAINE; METABOLITES; PREDICTION; PROFILES;
D O I
10.3390/metabo9100201
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The Mediterranean diet (MD) is a dietary pattern well-known for its benefits in disease prevention. Monitoring adherence to the MD could be improved by discovery of novel dietary biomarkers. The MEDiterranean Diet in Northern Ireland (MEDDINI) intervention study monitored the adherence of participants to the MD for up to 12 months. This investigation aimed to profile plasma metabolites, correlating each against the MD score of participants (n = 58). Based on an established 14-point scale MD score, subjects were classified into two groups ("low" and "high"). H-1-Nuclear Magnetic Resonance (H-1-NMR) metabolomic analysis found that citric acid was the most significant metabolite (p = 5.99 x 10(-4)*; q = 0.03), differing between 'low' and 'high'. Furthermore, five additional metabolites significantly differed (p < 0.05; q < 0.35) between the two groups. Discriminatory metabolites included: citric acid, pyruvic acid, betaine, mannose, acetic acid and myo-inositol. Additionally, the top five most influential metabolites in multivariate models were also citric acid, pyruvic acid, betaine, mannose and myo-inositol. Metabolites significantly correlated with the consumption of certain food types. For example, citric acid positively correlated fruit, fruit juice and vegetable constituents of the diet, and negatively correlated with sweet foods alone or when combined with carbonated drinks. Citric acid was the best performing biomarker and this was enhanced by paired ratio with pyruvic acid. The present study demonstrates the utility of metabolomic profiling for effectively assessing adherence to MD and the discovery of novel dietary biomarkers.
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页数:14
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共 46 条
  • [1] Metabolic profiling of Parkinson's disease: evidence of biomarker from gene expression analysis and rapid neural network detection
    Ahmed, Shiek S. S. J.
    Santosh, Winkins
    Kumar, Suresh
    Christlet, Hema T. Thanka
    [J]. JOURNAL OF BIOMEDICAL SCIENCE, 2009, 16
  • [2] Microbial metabolites are associated with a high adherence to a Mediterranean dietary pattern using a 1H-NMR-based untargeted metabolomics approach
    Almanza-Aguilera, Enrique
    Urpi-Sarda, Mireia
    Llorach, Rafael
    Vazquez-Fresno, Rosa
    Garcia-Aloy, Mar
    Carmona, Francesc
    Sanchez, Alex
    Madrid-Gambin, Francisco
    Estruch, Ramon
    Corella, Dolores
    Andres-Lacueva, Cristina
    [J]. JOURNAL OF NUTRITIONAL BIOCHEMISTRY, 2017, 48 : 36 - 43
  • [3] Essential hypertension: A filtered serum based metabolomics study
    Ameta, Keerti
    Gupta, Ashish
    Kumar, Sudeep
    Sethi, Rishi
    Kumar, Deepak
    Mahdi, Abbas Ali
    [J]. SCIENTIFIC REPORTS, 2017, 7
  • [4] A 14-Item Mediterranean Diet Assessment Tool and Obesity Indexes among High-Risk Subjects: The PREDIMED Trial
    Angel Martinez-Gonzalez, Miguel
    Garcia-Arellano, Ana
    Toledo, Estefania
    Salas-Salvado, Jordi
    Buil-Cosiales, Pilar
    Corella, Dolores
    Isabel Covas, Maria
    Schroeder, Helmut
    Aros, Fernando
    Gomez-Gracia, Enrique
    Fiol, Miquel
    Ruiz-Gutierrez, Valentina
    Lapetra, Jose
    Maria Lamuela-Raventos, Rosa
    Serra-Majem, Lluis
    Pinto, Xavier
    Angel Munoz, Miguel
    Waernberg, Julia
    Ros, Emilio
    Estruch, Ramon
    [J]. PLOS ONE, 2012, 7 (08):
  • [5] Adherence to the Mediterranean diet and risk of metabolic syndrome and its components
    Babio, N.
    Bullo, M.
    Basora, J.
    Martinez-Gonzalez, M. A.
    Fernandez-Ballart, J.
    Marquez-Sandoval, F.
    Molina, C.
    Salas-Salvado, J.
    [J]. NUTRITION METABOLISM AND CARDIOVASCULAR DISEASES, 2009, 19 (08) : 563 - 570
  • [6] Mediterranean diet pyramid today. Science and cultural updates
    Bach-Faig, Anna
    Berry, Elliot M.
    Lairon, Denis
    Reguant, Joan
    Trichopoulou, Antonia
    Dernini, Sandro
    Xavier Medina, F.
    Battino, Maurizio
    Belahsen, Rekia
    Miranda, Gemma
    Serra-Majem, Lluis
    [J]. PUBLIC HEALTH NUTRITION, 2011, 14 (12A) : 2274 - 2284
  • [7] Effects of short- and long-term Mediterranean-based dietary treatment on plasma LC-QTOF/MS metabolic profiling of subjects with metabolic syndrome features: The Metabolic Syndrome Reduction in Navarra (RESMENA) randomized controlled trial
    Bondia-Pons, Isabel
    Alfredo Martinez, Jose
    de la Iglesia, Rocio
    Lopez-Legarrea, Patricia
    Poutanen, Kaisa
    Hanhineva, Kati
    de los Angeles Zulet, Maria
    [J]. MOLECULAR NUTRITION & FOOD RESEARCH, 2015, 59 (04) : 711 - 728
  • [8] NMR-based metabolomics: From sample preparation to applications in nutrition research
    Brennan, Lorraine
    [J]. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY, 2014, 83 : 42 - 49
  • [9] MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis
    Chong, Jasmine
    Soufan, Othman
    Li, Carin
    Caraus, Iurie
    Li, Shuzhao
    Bourque, Guillaume
    Wishart, David S.
    Xia, Jianguo
    [J]. NUCLEIC ACIDS RESEARCH, 2018, 46 (W1) : W486 - W494
  • [10] MYOINOSITOL CONTENT OF COMMON FOODS - DEVELOPMENT OF A HIGH-MYO-INOSITOL DIET
    CLEMENTS, RS
    DARNELL, B
    [J]. AMERICAN JOURNAL OF CLINICAL NUTRITION, 1980, 33 (09) : 1954 - 1967