Metabolic signature of healthy lifestyle and its relation with risk of hepatocellular carcinoma in a large European cohort

Author:

Assi Nada1,Gunter Marc J1,Thomas Duncan C2,Leitzmann Michael3,Stepien Magdalena1,Chajès Véronique1,Philip Thierry4,Vineis Paolo5,Bamia Christina67,Boutron-Ruault Marie-Christine89,Sandanger Torkjel M10,Molinuevo Amaia1112,Boshuizen Hendriek13,Sundkvist Anneli14,Kühn Tilman15,Travis Ruth16,Overvad Kim17,Riboli Elio5,Scalbert Augustin1,Jenab Mazda1,Viallon Vivian118,Ferrari Pietro1

Affiliation:

1. Section of Nutrition and Metabolism, International Agency for Research on Cancer (IARC), Lyon, France

2. University of Southern California, Los Angeles, CA

3. Department of Epidemiology and Preventive Medicine, Regensburg University, Regensburg, Germany

4. Unité Cancer et Environnement, Centre Léon Bérard, Lyon, France

5. Department of Epidemiology and Biostatistics, MRC-HPA Centre for Environment and Health, School of Public Health, Imperial College London, London, United Kingdom

6. Hellenic Health Foundation, Athens, Greece

7. WHO Collaborating Center for Nutrition and Health, Unit of Nutritional Epidemiology and Nutrition in Public Health, Department of Hygiene, Epidemiology and Medical Statistics, University of Athens Medical School, Athens, Greece

8. Université Paris-Saclay, Université Paris-Sud, Villejuif, France

9. Gustave Roussy, Villejuif, France

10. Department of Community Medicine, UiT the Arctic University of Norway, Tromsø, Norway

11. Public Health Division of Gipuzkoa, Regional Government of the Basque Country, Donostia-San Sebastián, Spain

12. CIBER of Epidemiology and Public Health (CIBERESP), Madrid, Spain

13. National Institute for Public Health and the Environment (RIVM), Antonie van Leeuwenhoeklaan 9, 3721 MA Bilthoven, Netherlands

14. Department of Radiation Sciences Oncology, Umeå University 901 87 Umeå, Sweden

15. Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany

16. Cancer Epidemiology Unit, University of Oxford, Oxford, United Kingdom

17. The Department of Epidemiology, School of Public Health, Aarhus University, Aarhus, Denmark

18. Université de Lyon, Université Claude Bernard Lyon1, Lyon, France

Abstract

ABSTRACT Background Studies using metabolomic data have identified metabolites from several compound classes that are associated with disease-related lifestyle factors. Objective In this study, we identified metabolic signatures reflecting lifestyle patterns and related them to the risk of hepatocellular carcinoma (HCC) in the European Prospective Investigation into Cancer and Nutrition (EPIC) cohort. Design Within a nested case-control study of 147 incident HCC cases and 147 matched controls, partial least squares (PLS) analysis related 7 modified healthy lifestyle index (HLI) variables (diet, BMI, physical activity, lifetime alcohol, smoking, diabetes, and hepatitis) to 132 targeted serum-measured metabolites and a liver function score. The association between the resulting PLS scores and HCC risk was examined in multivariable conditional logistic regression models, where ORs and 95% CIs were computed. Results The lifestyle component's PLS score was negatively associated with lifetime alcohol, BMI, smoking, and diabetes, and positively associated with physical activity. Its metabolic counterpart was positively related to the metabolites sphingomyelin (SM) (OH) C14:1, C16:1, and C22:2, and negatively related to glutamate, hexoses, and the diacyl-phosphatidylcholine PC aaC32:1. The lifestyle and metabolomics components were inversely associated with HCC risk, with the ORs for a 1-SD increase in scores equal to 0.53 (95% CI: 0.38, 0.74) and 0.28 (0.18, 0.43), and the associated AUCs equal to 0.64 (0.57, 0.70) and 0.74 (0.69, 0.80), respectively. Conclusions This study identified a metabolic signature reflecting a healthy lifestyle pattern which was inversely associated with HCC risk. The metabolic profile displayed a stronger association with HCC than did the modified HLI derived from questionnaire data. Measuring a specific panel of metabolites may identify strata of the population at higher risk for HCC and can add substantial discrimination compared with questionnaire data. This trial was registered at clinicaltrials.gov as NCT03356535.

Publisher

Oxford University Press (OUP)

Subject

Nutrition and Dietetics,Medicine (miscellaneous)

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