Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Scientific Reports
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. scientific reports
  3. articles
  4. article
Linking Nutri-Score dietary profiles to metabolic biomarkers in a cross-sectional study within the multinational EPIC cohort
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 13 May 2026

Linking Nutri-Score dietary profiles to metabolic biomarkers in a cross-sectional study within the multinational EPIC cohort

  • Mélanie Deschasaux-Tanguy1,2,
  • Aline Meirhaeghe1,
  • Chantal Julia1,3,
  • Serge Hercberg1,
  • Bernard Srour1,2,
  • Emmanuelle Kesse-Guyot1,
  • Carine Biessy4,
  • Geneviève Nicolas4,
  • Neil Murphy4,
  • Mazda Jenab4,
  • Elisabete Weiderpass4,
  • Pietro Ferrari4,
  • Anne Kirstine Eriksen5,
  • Cecilie Kyrø5,
  • Emmanuelle Correia6,
  • Mariem Hajji6,
  • Verena Katzke7,
  • Matthias B. Schulze8,9,
  • Giovanna Masala10,
  • Giuliana Gargano11,
  • Mario Fordellone12,
  • Federica Buscema13,
  • Paolo Vineis14,15,
  • Chiara Colizzi16,
  • Yvonne T. van der Schouw16,
  • Marta Crous-Bou17,18,
  • Maria-José Sánchez19,20,21,
  • Ana Jiménez Zabala22,23,
  • Daniel Rodríguez Palacios21,24,
  • Marcela Guevara21,25,26,
  • Elio Riboli15,
  • Marc J. Gunter4,15,
  • Inge Huybrechts4 &
  • …
  • Mathilde Touvier1,2 

Scientific Reports (2026) Cite this article

  • 418 Accesses

  • 8 Altmetric

  • Metrics details

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Biochemistry
  • Biomarkers
  • Diseases
  • Endocrinology
  • Health care
  • Medical research

Abstract

The front-of-pack label Nutri-Score has been implemented in several European countries since 2017 to guide consumers towards foods of higher nutritional value. A few studies reported associations between Nutri-Score dietary profiles reflecting a lower nutritional quality, however not using the 2023-updated version of the algorithm, and profiles of biomarkers consistent with increased metabolic risk. Our study therefore investigated cross-sectional associations between 2023-Nutri-Score dietary profiles and 13 biomarkers of metabolic risk (inflammation, insulin resistance, dyslipidemia, oxidative stress and intestinal permeability) in 1,103 participants from the multinational EPIC cohort study with available biomarker data. Food intakes were assessed through country-specific questionnaires (mostly food frequency questionnaires) and the 2023-Nutri-Score nutrient profile was calculated for each food based on its 100 g content of energy, sugars, saturated fats, salt, fibre, protein, fruit, vegetables and pulses. Multivariable ANCOVA models were computed. Associations were observed between 2023-Nutri-Score dietary profiles reflecting a lower nutritional quality and higher concentrations of C-peptide (N = 788, β (SE) for Q5 vs. Q1 = 0.13 (0.06), P-trend = 0.047) and C-reactive protein (N = 899, β (SE) = 0.20 (0.13), P-trend = 0.034). Thus, our results suggested cross-sectional associations between the consumption of foods with less favourable 2023-Nutri-Score rating and biomarkers of chronic inflammation (C-reactive protein) and insulin resistance (C-peptide), providing support for the 2023-Nutri-Score algorithm to reflect the nutritional quality of food, within the context of chronic disease prevention.

Similar content being viewed by others

Identifying the most sustainable foods using two different approaches: a priori versus a posteriori

Article 27 March 2026

Carbon footprint and embodied nutrition evaluation of 388 recipes

Article Open access 10 November 2023

Healthy dietary patterns and the risk of individual chronic diseases in community-dwelling adults

Article Open access 23 October 2023

Acknowledgements

The authors thank all EPIC participants and staff for their outstanding contribution to the study. We thank Corinne Casagrande and Bertrand Hemon for their technical assistance with the data. We acknowledge the contribution of Bas Bueno-de-Mesquita for the obtention of biomarker data. We acknowledge the use of data from EPIC-Aarhus (Denmark), EPIC-Ragusa (Italy), EPIC-Bilthoven (Netherlands), EPIC-Asturias (Spain), EPIC-Umea (Sweden), EPIC-Cambridge, EPIC-Oxford (UK). This work was performed within the framework of the Nutrition And Cancer Research Network (NACRe, https://www.reseaunacre.eu/).

IARC disclaimer

Where authors are identified as personnel of the International Agency for Research on Cancer/World Health Organization, the authors alone are responsible for the views expressed in this article and they do not necessarily represent the decisions, policy or views of the International Agency for Research on Cancer/World Health Organization.

Funding

This work was funded by a research grant from the French National Cancer Institute (INCa)-Cancéropôle Ile-de-France (Convention n° 2017-1-PL SHS-01-INSERM ADR 5 − 1, PI: M. Touvier, Co-PI M. Deschasaux). The coordination of EPIC is financially supported by the International Agency for Research on Cancer (IARC) and also by the Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London which has additional infrastructure support provided by the NIHR Imperial Biomedical Research Centre (BRC). The national cohorts are supported by the Danish Cancer Society (Denmark), Ligue Contre le Cancer (France), Institut Gustave Roussy (France), Mutuelle Générale de l’Education Nationale (France), Institut National de la Santé et de la Recherche Médicale (INSERM, France), German Cancer Aid (Germany), German Cancer Research Center (DKFZ, Germany), German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE, Germany), Federal Ministry of Education and Research (BMBF, Germany), Associazione Italiana per la Ricerca sul Cancro (AIRC, Italy), Compagnia di SanPaolo (Italy), National Research Council (Italy), Dutch Ministry of Public Health, Welfare and Sports (VWS, Netherlands), Netherlands Cancer Registry (NKR, Netherlands), LK Research Funds (Netherlands), Dutch Prevention Funds (Netherlands), Dutch ZON (Zorg Onderzoek Nederland, Netherlands), World Cancer Research Fund (WCRF, Netherlands), Statistics Netherlands (Netherlands), Health Research Fund (FIS, Spain), Instituto de Salud Carlos III (ISCIII, Spain), Regional Governments of Andalucía, Asturias, Basque Country, Murcia and Navarra (Spain), Catalan Institute of Oncology (ICO, Spain), Swedish Cancer Society (Sweden), Swedish Research Council and County Councils of Skåne and Västerbotten (Sweden), Cancer Research UK (UK), Medical Research Council (UK).

Author information

Authors and Affiliations

  1. Université Sorbonne Paris Nord and Université Paris Cité, INSERM, INRAE, CNAM, Center for Research in Epidemiology and StatisticS (CRESS), Nutritional Epidemiology Research Team (EREN), Bobigny, France

    Mélanie Deschasaux-Tanguy, Aline Meirhaeghe, Chantal Julia, Serge Hercberg, Bernard Srour, Emmanuelle Kesse-Guyot & Mathilde Touvier

  2. Network for Nutrition And Cancer Research, Jouy-en-Josas, France

    Mélanie Deschasaux-Tanguy, Bernard Srour & Mathilde Touvier

  3. Department of Public Health, Hôpitaux Universitaires Paris Seine-Saint-Denis (AP-HP), Bobigny, France

    Chantal Julia

  4. International Agency for Research on Cancer, World Health Organization, Lyon, France

    Carine Biessy, Geneviève Nicolas, Neil Murphy, Mazda Jenab, Elisabete Weiderpass, Pietro Ferrari, Marc J. Gunter & Inge Huybrechts

  5. Danish Cancer Institute, Copenhagen, Denmark

    Anne Kirstine Eriksen & Cecilie Kyrø

  6. Paris-Saclay University, UVSQ, Inserm, Gustave Roussy, CESP, Villejuif, France

    Emmanuelle Correia & Mariem Hajji

  7. Division of Cancer Epidemiology, Nutritional Epidemioloy, German Cancer Research Center (DKFZ), Heidelberg, Germany

    Verena Katzke

  8. Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany

    Matthias B. Schulze

  9. Institute of Nutritional Science, University of Potsdam, Nuthetal, Germany

    Matthias B. Schulze

  10. Clinical Epidemiology Unit, Institute for Cancer Research, Prevention and Clinical Network (ISPRO), Florence, Italy

    Giovanna Masala

  11. Epidemiology and Prevention Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, 20133, Italy

    Giuliana Gargano

  12. Clinical Statistics Unit, University of Naples “L.Vanvitelli”, Naples, Italy

    Mario Fordellone

  13. Centre for Biostatistics, Epidemiology, and Public Health, Department of Clinical and Biological Sciences, University of Turin, Orbassano, Turin, Italy

    Federica Buscema

  14. Italian Institute for Genomic Medicine, Turin, Italy

    Paolo Vineis

  15. School of Public Health, Faculty of Medicine, Imperial College London, London, UK

    Paolo Vineis, Elio Riboli & Marc J. Gunter

  16. Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands

    Chiara Colizzi & Yvonne T. van der Schouw

  17. Unit of Nutrition and Cancer, Cancer Epidemiology Research Program, Catalan Institute of Oncology (ICO)-Bellvitge Biomedical Research Institute (IDIBELL). L’Hospitalet de Llobregat, Barcelona, 08908, Spain

    Marta Crous-Bou

  18. Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA

    Marta Crous-Bou

  19. Escuela Andaluza de Salud Pública (EASP), Granada, 18011, Spain

    Maria-José Sánchez

  20. Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, 18012, Spain

    Maria-José Sánchez

  21. Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, 28029, Spain

    Maria-José Sánchez, Daniel Rodríguez Palacios & Marcela Guevara

  22. Group of Epidemiology of Chronic and Communicable Diseases, Biogipuzkoa Health Research Institute, San Sebastian, Gipuzkoa, Spain

    Ana Jiménez Zabala

  23. Ministry of Health of the Basque Government, Sub-Directorate for Public Health and Addictions of Gipuzkoa, San Sebastian, Gipuzkoa, Spain

    Ana Jiménez Zabala

  24. Department of Epidemiology, Murcia Regional Health Council, Biomedical Research Institute of Murcia-IMIB, Murcia, 30007, Spain

    Daniel Rodríguez Palacios

  25. Instituto de Salud Pública y Laboral de Navarra, Pamplona, 31003, Spain

    Marcela Guevara

  26. Navarra Institute for Health Research (IdiSNA), Pamplona, 31008, Spain

    Marcela Guevara

Authors
  1. Mélanie Deschasaux-Tanguy
    View author publications

    Search author on:PubMed Google Scholar

  2. Aline Meirhaeghe
    View author publications

    Search author on:PubMed Google Scholar

  3. Chantal Julia
    View author publications

    Search author on:PubMed Google Scholar

  4. Serge Hercberg
    View author publications

    Search author on:PubMed Google Scholar

  5. Bernard Srour
    View author publications

    Search author on:PubMed Google Scholar

  6. Emmanuelle Kesse-Guyot
    View author publications

    Search author on:PubMed Google Scholar

  7. Carine Biessy
    View author publications

    Search author on:PubMed Google Scholar

  8. Geneviève Nicolas
    View author publications

    Search author on:PubMed Google Scholar

  9. Neil Murphy
    View author publications

    Search author on:PubMed Google Scholar

  10. Mazda Jenab
    View author publications

    Search author on:PubMed Google Scholar

  11. Elisabete Weiderpass
    View author publications

    Search author on:PubMed Google Scholar

  12. Pietro Ferrari
    View author publications

    Search author on:PubMed Google Scholar

  13. Anne Kirstine Eriksen
    View author publications

    Search author on:PubMed Google Scholar

  14. Cecilie Kyrø
    View author publications

    Search author on:PubMed Google Scholar

  15. Emmanuelle Correia
    View author publications

    Search author on:PubMed Google Scholar

  16. Mariem Hajji
    View author publications

    Search author on:PubMed Google Scholar

  17. Verena Katzke
    View author publications

    Search author on:PubMed Google Scholar

  18. Matthias B. Schulze
    View author publications

    Search author on:PubMed Google Scholar

  19. Giovanna Masala
    View author publications

    Search author on:PubMed Google Scholar

  20. Giuliana Gargano
    View author publications

    Search author on:PubMed Google Scholar

  21. Mario Fordellone
    View author publications

    Search author on:PubMed Google Scholar

  22. Federica Buscema
    View author publications

    Search author on:PubMed Google Scholar

  23. Paolo Vineis
    View author publications

    Search author on:PubMed Google Scholar

  24. Chiara Colizzi
    View author publications

    Search author on:PubMed Google Scholar

  25. Yvonne T. van der Schouw
    View author publications

    Search author on:PubMed Google Scholar

  26. Marta Crous-Bou
    View author publications

    Search author on:PubMed Google Scholar

  27. Maria-José Sánchez
    View author publications

    Search author on:PubMed Google Scholar

  28. Ana Jiménez Zabala
    View author publications

    Search author on:PubMed Google Scholar

  29. Daniel Rodríguez Palacios
    View author publications

    Search author on:PubMed Google Scholar

  30. Marcela Guevara
    View author publications

    Search author on:PubMed Google Scholar

  31. Elio Riboli
    View author publications

    Search author on:PubMed Google Scholar

  32. Marc J. Gunter
    View author publications

    Search author on:PubMed Google Scholar

  33. Inge Huybrechts
    View author publications

    Search author on:PubMed Google Scholar

  34. Mathilde Touvier
    View author publications

    Search author on:PubMed Google Scholar

Corresponding author

Correspondence to Mélanie Deschasaux-Tanguy.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary Material 1 (download PDF )

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Deschasaux-Tanguy, M., Meirhaeghe, A., Julia, C. et al. Linking Nutri-Score dietary profiles to metabolic biomarkers in a cross-sectional study within the multinational EPIC cohort. Sci Rep (2026). https://doi.org/10.1038/s41598-026-51357-6

Download citation

  • Received: 23 September 2025

  • Accepted: 27 April 2026

  • Published: 13 May 2026

  • DOI: https://doi.org/10.1038/s41598-026-51357-6

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Download PDF

Advertisement

Explore content

  • Research articles
  • News & Comment
  • Collections
  • Subjects
  • Follow us on Facebook
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • About Scientific Reports
  • Contact
  • Journal policies
  • Guide to referees
  • Calls for Papers
  • Editor's Choice
  • Journal highlights
  • Open Access Fees and Funding

Publish with us

  • For authors
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Scientific Reports (Sci Rep)

ISSN 2045-2322 (online)

nature.com footer links

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing: Translational Research

Sign up for the Nature Briefing: Translational Research newsletter — top stories in biotechnology, drug discovery and pharma.

Get what matters in translational research, free to your inbox weekly. Sign up for Nature Briefing: Translational Research