Nutrimetabolomics fingerprinting to identify biomarkers of bread exposure in a free-living population from the PREDIMED study cohort

被引:31
作者
Garcia-Aloy, Mar [1 ,2 ]
Llorach, Rafael [1 ,2 ]
Urpi-Sarda, Mireia [1 ,2 ]
Tulipani, Sara [2 ,3 ]
Salas-Salvado, Jordi [4 ]
Angel Martinez-Gonzalez, Miguel
Corella, Dolores
Fito, Montserrat
Estruch, Ramon
Serra-Majem, Lluis
Andres-Lacueva, Cristina [1 ,2 ]
机构
[1] Univ Barcelona, Biomarkers & Nutrimetabol Lab, Nutr & Food Sci Dept, XaRTA,INSA,Pharm Fac, E-08028 Barcelona, Spain
[2] Minist Sci & Innovat, INGENIO CONSOLIDER Program, Barcelona, Spain
[3] Univ Malaga, Serv Endocrinol & Nutr, Biomed Res Inst IBIMA, Hosp Complex Virgen de la Victoria, Malaga 29010, Spain
[4] Univ Rovira & Virgili, Hosp Univ St Joan de Reus, Human Nutr Unit, IISPV, E-43201 Reus, Spain
关键词
Nutrimetabolomics; Food metabolome; Biomarkers; Bread; HPLC-q-TOF-MS; Metabolic fingerprinting; SPECTROMETRY-BASED METABOLOMICS; UNVEILS URINARY CHANGES; MEDITERRANEAN DIET; CARDIOVASCULAR-DISEASE; RYE BREAD; WHEAT; CONSUMPTION; HUMANS; HEALTH; BENZOXAZINOIDS;
D O I
10.1007/s11306-014-0682-6
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Bread is one of the most widely consumed foods. Its impact on human health is currently of special interest for researchers. We aimed to identify biomarkers of bread consumption by applying a nutrimetabolomic approach to a free-living population. An untargeted HPLC-q-TOF-MS and multivariate analysis was applied to human urine from 155 subjects stratified by habitual bread consumption in three groups: non-consumers of bread (n = 56), white-bread consumers (n = 48) and whole-grain bread consumers (n = 51). The most differential metabolites (variable importance for projection a parts per thousand yen1.5) included compounds originating from cereal plant phytochemicals such as benzoxazinoids and alkylresorcinol metabolites, and compounds produced by gut microbiota (such as enterolactones, hydroxybenzoic and dihydroferulic acid metabolites). Pyrraline, riboflavin, 3-indolecarboxylic acid glucuronide, 2,8-dihydroxyquinoline glucuronide and N-alpha-acetylcitrulline were also tentatively identified. In order to combine multiple metabolites in a model to predict bread consumption, a stepwise logistic regression analysis was used. Receiver operating curves were constructed to evaluate the global performance of individual metabolites and their combination. The area under the curve values [AUC (95 % CI)] of combined models ranged from 77.8 % (69.1-86.4 %) to 93.7 % (89.4-98.1 %), whereas the AUC for the metabolites included in the models had weak values when they were evaluated individually: from 58.1 % (46.6-69.7 %) to 78.4 % (69.8-87.1 %). Our study showed that a daily bread intake significantly impacted on the urinary metabolome, despite being examined under uncontrolled free-living conditions. We further concluded that a combination of several biomarkers of exposure is better than a single biomarker for the predictive ability of discriminative analysis.
引用
收藏
页码:155 / 165
页数:11
相关论文
共 48 条
[1]   Absorption and metabolic fate of bioactive dietary benzoxazinoids in humans [J].
Adhikari, Khem B. ;
Laursen, Bente B. ;
Gregersen, Per L. ;
Schnoor, Heidi J. ;
Witten, Marianne ;
Poulsen, Lars K. ;
Jensen, Bettina M. ;
Fomsgaard, Inge S. .
MOLECULAR NUTRITION & FOOD RESEARCH, 2013, 57 (10) :1847-1858
[2]   Untargeted Metabolomics as a Screening Tool for Estimating Compliance to a Dietary Pattern [J].
Andersen, Maj-Britt S. ;
Rinnan, Asmund ;
Manach, Claudine ;
Poulsen, Sanne K. ;
Pujos-Guillot, Estelle ;
Larsen, Thomas M. ;
Astrup, Arne ;
Dragsted, Lars O. .
JOURNAL OF PROTEOME RESEARCH, 2014, 13 (03) :1405-1418
[3]   Cohort Profile: Design and methods of the PREDIMED study [J].
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 .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2012, 41 (02) :377-385
[4]  
[Anonymous], REDBEDCA AESAN
[5]  
[Anonymous], AESAN
[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]   Changes in bread consumption and 4-year changes in adiposity in Spanish subjects at high cardiovascular risk [J].
Bautista-Castano, I. ;
Sanchez-Villegas, A. ;
Estruch, R. ;
Martinez-Gonzalez, M. A. ;
Corella, D. ;
Salas-Salvado, J. ;
Covas, M. I. ;
Schroder, H. ;
Alvarez-Perez, J. ;
Quilez, J. ;
Lamuela-Raventos, R. M. ;
Ros, E. ;
Aros, F. ;
Fiol, M. ;
Lapetra, J. ;
Munoz, M. A. ;
Gomez-Gracia, E. ;
Tur, J. ;
Pinto, X. ;
Ruiz-Gutierrez, V. ;
Portillo-Baquedano, M. P. ;
Serra-Majem, L. .
BRITISH JOURNAL OF NUTRITION, 2013, 110 (02) :337-346
[8]   Relationship between bread consumption, body weight, and abdominal fat distribution: evidence from epidemiological studies [J].
Bautista-Castano, Inmaculada ;
Serra-Majem, Lluis .
NUTRITION REVIEWS, 2012, 70 (04) :218-233
[9]   Hydroxylated phenylacetamides derived from bioactive benzoxazinoids are bioavailable in humans after habitual consumption of whole grain sourdough rye bread [J].
Beckmann, Manfred ;
Lloyd, Amanda J. ;
Haldar, Sumanto ;
Seal, Chris ;
Brandt, Kirsten ;
Draper, John .
MOLECULAR NUTRITION & FOOD RESEARCH, 2013, 57 (10) :1859-1873
[10]   UPLC-QTOF/MS metabolic profiling unveils urinary changes in humans after a whole grain rye versus refined wheat bread intervention [J].
Bondia-Pons, Isabel ;
Barri, Thaer ;
Hanhineva, Kati ;
Juntunen, Katri ;
Dragsted, Lars O. ;
Mykkanen, Hannu ;
Poutanen, Kaisa .
MOLECULAR NUTRITION & FOOD RESEARCH, 2013, 57 (03) :412-422