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

被引:20
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.
引用
收藏
页数:14
相关论文
共 46 条
[1]   Metabolic profiling of Parkinson's disease: evidence of biomarker from gene expression analysis and rapid neural network detection [J].
Ahmed, Shiek S. S. J. ;
Santosh, Winkins ;
Kumar, Suresh ;
Christlet, Hema T. Thanka .
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 [J].
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 .
JOURNAL OF NUTRITIONAL BIOCHEMISTRY, 2017, 48 :36-43
[3]   Essential hypertension: A filtered serum based metabolomics study [J].
Ameta, Keerti ;
Gupta, Ashish ;
Kumar, Sudeep ;
Sethi, Rishi ;
Kumar, Deepak ;
Mahdi, Abbas Ali .
SCIENTIFIC REPORTS, 2017, 7
[4]   A 14-Item Mediterranean Diet Assessment Tool and Obesity Indexes among High-Risk Subjects: The PREDIMED Trial [J].
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 .
PLOS ONE, 2012, 7 (08)
[5]   Adherence to the Mediterranean diet and risk of metabolic syndrome and its components [J].
Babio, N. ;
Bullo, M. ;
Basora, J. ;
Martinez-Gonzalez, M. A. ;
Fernandez-Ballart, J. ;
Marquez-Sandoval, F. ;
Molina, C. ;
Salas-Salvado, J. .
NUTRITION METABOLISM AND CARDIOVASCULAR DISEASES, 2009, 19 (08) :563-570
[6]   Mediterranean diet pyramid today. Science and cultural updates [J].
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 .
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 [J].
Bondia-Pons, Isabel ;
Alfredo Martinez, Jose ;
de la Iglesia, Rocio ;
Lopez-Legarrea, Patricia ;
Poutanen, Kaisa ;
Hanhineva, Kati ;
de los Angeles Zulet, Maria .
MOLECULAR NUTRITION & FOOD RESEARCH, 2015, 59 (04) :711-728
[8]   NMR-based metabolomics: From sample preparation to applications in nutrition research [J].
Brennan, Lorraine .
PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY, 2014, 83 :42-49
[9]   MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis [J].
Chong, Jasmine ;
Soufan, Othman ;
Li, Carin ;
Caraus, Iurie ;
Li, Shuzhao ;
Bourque, Guillaume ;
Wishart, David S. ;
Xia, Jianguo .
NUCLEIC ACIDS RESEARCH, 2018, 46 (W1) :W486-W494
[10]   MYOINOSITOL CONTENT OF COMMON FOODS - DEVELOPMENT OF A HIGH-MYO-INOSITOL DIET [J].
CLEMENTS, RS ;
DARNELL, B .
AMERICAN JOURNAL OF CLINICAL NUTRITION, 1980, 33 (09) :1954-1967