TY - JOUR
T1 - Assessing Adherence to Healthy Dietary Habits Through the Urinary Food Metabolome
T2 - Results From a European Two-Center Study
AU - Castellano-Escuder, Pol
AU - González-Domínguez, Raúl
AU - Vaillant, Marie France
AU - Casas-Agustench, Patricia
AU - Hidalgo-Liberona, Nicole
AU - Estanyol-Torres, Núria
AU - Wilson, Thomas
AU - Beckmann, Manfred
AU - Lloyd, Amanda J.
AU - Oberli, Marion
AU - Moinard, Christophe
AU - Pison, Christophe
AU - Borel, Jean Christian
AU - Joyeux-Faure, Marie
AU - Sicard, Mariette
AU - Artemova, Svetlana
AU - Terrisse, Hugo
AU - Dancer, Paul
AU - Draper, John
AU - Sánchez-Pla, Alex
AU - Andres-Lacueva, Cristina
N1 - Funding Information:
The authors thank Prof. Paul Kroon (Quadram Institute Bioscience), Prof. Daniele Del Rio (University of Parma) and Prof. Kati Hanhineva (University of Eastern Finland) for kindly providing synthesized in-house standards. We also thank Laura Borges, Geoffrey Maillard, Arthur Goron and Morgane Couchet for their logistical and technical assistance in the collection and processing of urine samples. We also express special thanks to Raphaël Varraso, who helped us to compute the AHEI-2010 index from the food frequency questionnaires.
Funding Information:
This work was supported by the EIT Health Innovation by Design Project COOK2HEALTH. EIT Health is supported by the European Institute of Innovation and Technology, a body of the European Union and the Spanish Ministry of Economy and Competitiveness (MINECO) together with the Joint Programming Initiative A Healthy Diet for a Healthy Life (PCIN-2014-133; 2015-238), CIBERfes and ISCIII Projects AC19/00096 (co-funded by the FEDER Program from the European Union, A way to make Europe), and the Generalitat de Catalunya's Agency AGAUR (2017 SGR1546). RG-D thanks the Juan de la Cierva Programme from MINECO (FJCI-2015-26590) and CA-L the ICREA Academia Award 2018.
Publisher Copyright:
Copyright © 2022 Castellano-Escuder, González-Domínguez, Vaillant, Casas-Agustench, Hidalgo-Liberona, Estanyol-Torres, Wilson, Beckmann, Lloyd, Oberli, Moinard, Pison, Borel, Joyeux-Faure, Sicard, Artemova, Terrisse, Dancer, Draper, Sánchez-Pla and Andres-Lacueva.
PY - 2022/6/9
Y1 - 2022/6/9
N2 - Background: Diet is one of the most important modifiable lifestyle factors in human health and in chronic disease prevention. Thus, accurate dietary assessment is essential for reliably evaluating adherence to healthy habits.
Objectives: The aim of this study was to identify urinary metabolites that could serve as robust biomarkers of diet quality, as assessed through the Alternative Healthy Eating Index (AHEI-2010).
Design: We set up two-center samples of 160 healthy volunteers, aged between 25 and 50, living as a couple or family, with repeated urine sampling and dietary assessment at baseline, and 6 and 12 months over a year. Urine samples were subjected to large-scale metabolomics analysis for comprehensive quantitative characterization of the food-related metabolome. Then, lasso regularized regression analysis and limma univariate analysis were applied to identify those metabolites associated with the AHEI-2010, and to investigate the reproducibility of these associations over time.
Results: Several polyphenol microbial metabolites were found to be positively associated with the AHEI-2010 score; urinary enterolactone glucuronide showed a reproducible association at the three study time points [false discovery rate (FDR): 0.016, 0.014, 0.016]. Furthermore, other associations were found between the AHEI-2010 and various metabolites related to the intake of coffee, red meat and fish, whereas other polyphenol phase II metabolites were associated with higher AHEI-2010 scores at one of the three time points investigated (FDR < 0.05 or β ≠ 0).
Conclusion: We have demonstrated that urinary metabolites, and particularly microbiota-derived metabolites, could serve as reliable indicators of adherence to healthy dietary habits.
Clinical Trail Registration: www.ClinicalTrials.gov, Identifier: NCT03169088.
AB - Background: Diet is one of the most important modifiable lifestyle factors in human health and in chronic disease prevention. Thus, accurate dietary assessment is essential for reliably evaluating adherence to healthy habits.
Objectives: The aim of this study was to identify urinary metabolites that could serve as robust biomarkers of diet quality, as assessed through the Alternative Healthy Eating Index (AHEI-2010).
Design: We set up two-center samples of 160 healthy volunteers, aged between 25 and 50, living as a couple or family, with repeated urine sampling and dietary assessment at baseline, and 6 and 12 months over a year. Urine samples were subjected to large-scale metabolomics analysis for comprehensive quantitative characterization of the food-related metabolome. Then, lasso regularized regression analysis and limma univariate analysis were applied to identify those metabolites associated with the AHEI-2010, and to investigate the reproducibility of these associations over time.
Results: Several polyphenol microbial metabolites were found to be positively associated with the AHEI-2010 score; urinary enterolactone glucuronide showed a reproducible association at the three study time points [false discovery rate (FDR): 0.016, 0.014, 0.016]. Furthermore, other associations were found between the AHEI-2010 and various metabolites related to the intake of coffee, red meat and fish, whereas other polyphenol phase II metabolites were associated with higher AHEI-2010 scores at one of the three time points investigated (FDR < 0.05 or β ≠ 0).
Conclusion: We have demonstrated that urinary metabolites, and particularly microbiota-derived metabolites, could serve as reliable indicators of adherence to healthy dietary habits.
Clinical Trail Registration: www.ClinicalTrials.gov, Identifier: NCT03169088.
KW - Alternative Healthy Eating Index (AHEI-2010)
KW - diet quality
KW - dietary assessment
KW - metabolomics
KW - microbiota
UR - http://www.scopus.com/inward/record.url?scp=85133495941&partnerID=8YFLogxK
U2 - 10.3389/fnut.2022.880770
DO - 10.3389/fnut.2022.880770
M3 - Article
C2 - 35757242
SN - 2296-861X
VL - 9
JO - Frontiers in Nutrition
JF - Frontiers in Nutrition
M1 - 880770
ER -