eLife (Jan 2022)
Urinary metabolic biomarkers of diet quality in European children are associated with metabolic health
- Nikos Stratakis,
- Alexandros P Siskos,
- Eleni Papadopoulou,
- Anh N Nguyen,
- Yinqi Zhao,
- Katerina Margetaki,
- Chung-Ho E Lau,
- Muireann Coen,
- Lea Maitre,
- Silvia Fernández-Barrés,
- Lydiane Agier,
- Sandra Andrusaityte,
- Xavier Basagaña,
- Anne Lise Brantsaeter,
- Maribel Casas,
- Serena Fossati,
- Regina Grazuleviciene,
- Barbara Heude,
- Rosemary RC McEachan,
- Helle Margrete Meltzer,
- Christopher Millett,
- Fernanda Rauber,
- Oliver Robinson,
- Theano Roumeliotaki,
- Eva Borras,
- Eduard Sabidó,
- Jose Urquiza,
- Marina Vafeiadi,
- Paolo Vineis,
- Trudy Voortman,
- John Wright,
- David V Conti,
- Martine Vrijheid,
- Hector C Keun,
- Leda Chatzi
Affiliations
- Nikos Stratakis
- ORCiD
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, United States
- Alexandros P Siskos
- ORCiD
- Cancer Metabolism & Systems Toxicology Group, Division of Cancer, Department of Surgery & Cancer and Division of Systems Medicine, Department of Metabolism, Digestion & Reproduction, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom
- Eleni Papadopoulou
- Norwegian Institute of Public Health, Oslo, Norway
- Anh N Nguyen
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, Netherlands
- Yinqi Zhao
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, United States
- Katerina Margetaki
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, United States
- Chung-Ho E Lau
- Cancer Metabolism & Systems Toxicology Group, Division of Cancer, Department of Surgery & Cancer and Division of Systems Medicine, Department of Metabolism, Digestion & Reproduction, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, United Kingdom
- Muireann Coen
- Cancer Metabolism & Systems Toxicology Group, Division of Cancer, Department of Surgery & Cancer and Division of Systems Medicine, Department of Metabolism, Digestion & Reproduction, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom; Oncology Safety, Clinical Pharmacology and Safety Sciences, R&D, AstraZeneca, Cambridge, United Kingdom
- Lea Maitre
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Silvia Fernández-Barrés
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Lydiane Agier
- Inserm, CNRS, University Grenoble Alpes, Team of environmental epidemiology applied to reproduction and respiratory health, IAB, Grenoble, France
- Sandra Andrusaityte
- Department of Environmental Sciences, Vytautas Magnus University, Kaunas, Lithuania
- Xavier Basagaña
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Anne Lise Brantsaeter
- ORCiD
- Norwegian Institute of Public Health, Oslo, Norway
- Maribel Casas
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Serena Fossati
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Regina Grazuleviciene
- Department of Environmental Sciences, Vytautas Magnus University, Kaunas, Lithuania
- Barbara Heude
- Centre for Research in Epidemiology and Statistics, Université de Paris, Inserm, Inra, Paris, France
- Rosemary RC McEachan
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, United Kingdom
- Helle Margrete Meltzer
- Norwegian Institute of Public Health, Oslo, Norway
- Christopher Millett
- Public Health Policy Evaluation Unit, School of Public Health, Imperial College, London, United Kingdom; Department of Preventive Medicine, School of Medicine, University of São Paulo, São Paulo, Brazil
- Fernanda Rauber
- Public Health Policy Evaluation Unit, School of Public Health, Imperial College, London, United Kingdom; Department of Preventive Medicine, School of Medicine, University of São Paulo, São Paulo, Brazil; Center for Epidemiological Research in Nutrition and Health, University of São Paulo, São Paulo, Brazil
- Oliver Robinson
- MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, United Kingdom
- Theano Roumeliotaki
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
- Eva Borras
- ISGlobal, Barcelona, Spain; Centre for Genomic Regulation, The Barcelona Institute of Science and Technology, Barcelona, Spain
- Eduard Sabidó
- ISGlobal, Barcelona, Spain; Centre for Genomic Regulation, The Barcelona Institute of Science and Technology, Barcelona, Spain
- Jose Urquiza
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Marina Vafeiadi
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
- Paolo Vineis
- MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, United Kingdom
- Trudy Voortman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, Netherlands
- John Wright
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, United Kingdom
- David V Conti
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, United States
- Martine Vrijheid
- ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra, Barcelona, Spain; CIBER Epidemiologia y Salud Pública, Madrid, Spain
- Hector C Keun
- Cancer Metabolism & Systems Toxicology Group, Division of Cancer, Department of Surgery & Cancer and Division of Systems Medicine, Department of Metabolism, Digestion & Reproduction, Imperial College London, Hammersmith Hospital Campus, London, United Kingdom
- Leda Chatzi
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, United States
- DOI
- https://doi.org/10.7554/eLife.71332
- Journal volume & issue
-
Vol. 11
Abstract
Urinary metabolic profiling is a promising powerful tool to reflect dietary intake and can help understand metabolic alterations in response to diet quality. Here, we used 1H NMR spectroscopy in a multicountry study in European children (1147 children from 6 different cohorts) and identified a common panel of 4 urinary metabolites (hippurate, N-methylnicotinic acid, urea, and sucrose) that was predictive of Mediterranean diet adherence (KIDMED) and ultra-processed food consumption and also had higher capacity in discriminating children’s diet quality than that of established sociodemographic determinants. Further, we showed that the identified metabolite panel also reflected the associations of these diet quality indicators with C-peptide, a stable and accurate marker of insulin resistance and future risk of metabolic disease. This methodology enables objective assessment of dietary patterns in European child populations, complementary to traditional questionary methods, and can be used in future studies to evaluate diet quality. Moreover, this knowledge can provide mechanistic evidence of common biological pathways that characterize healthy and unhealthy dietary patterns, and diet-related molecular alterations that could associate to metabolic disease.
Keywords
- metabolomics
- NMR spectroscopy
- mediterranean diet adherence
- ultra-processed food intake
- european children