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

被引:29
作者
Assi, Nada [1 ]
Gunter, Marc J. [1 ]
Thomas, Duncan C. [2 ]
Leitzmann, Michael [3 ]
Stepien, Magdalena [1 ]
Chajes, Veronique [1 ]
Philip, Thierry [4 ]
Vineis, Paolo [5 ]
Bamia, Christina [6 ,7 ]
Boutron-Ruault, Marie-Christine [8 ,9 ]
Sandanger, Torkjel M. [10 ]
Molinuevo, Amaia [11 ,12 ]
Boshuizen, Hendriek [13 ]
Sundkvist, Anneli [14 ]
Kuhn, Tilman [15 ]
Travis, Ruth [16 ]
Overvad, Kim [17 ]
Riboli, Elio [5 ]
Scalbert, Augustin [1 ]
Jenab, Mazda [1 ]
Viallon, Vivian [1 ,18 ]
Ferrari, Pietro [1 ]
机构
[1] IARC, Sect Nutr & Metab, Lyon, France
[2] Univ Southern Calif Los Angeles, Los Angeles, CA USA
[3] Regensburg Univ, Dept Epidemiol & Prevent Med, Regensburg, Germany
[4] Ctr Leon Berard, Unite Canc & Environm, Lyon, France
[5] Imperial Coll London, Sch Publ Hlth, Dept Epidemiol & Biostat, MRC HPA Ctr Environm & Hlth, London, England
[6] Hellenic Hlth Fdn, Athens, Greece
[7] Univ Athens, Dept Hyg Epidemiol & Med Stat, WHO Collaborating Ctr Nutr & Hlth, Unit Nutrit Epidemiol & Nutr Publ Hlth,Med Sch, Athens, Greece
[8] Univ Paris Sud, Univ Paris Saclay, Villejuif, France
[9] Gustave Roussy, Villejuif, France
[10] UiT Arctic Univ Norway, Dept Community Med, Tromso, Norway
[11] Reg Govt Basque Country, Publ Hlth Div Gipuzkoa, Donostia San Sebastian, Spain
[12] CIBER Epidemiol & Publ Hlth CIBERESP, Madrid, Spain
[13] Natl Inst Publ Hlth & Environm RIVM, Antonie van Leeuwenhoeklaan 9, NL-3721 MA Bilthoven, Netherlands
[14] Umea Univ, Dept Radiat Sci Oncol, S-90187 Umea, Sweden
[15] German Canc Res Ctr, Div Canc Epidemiol, Heidelberg, Germany
[16] Univ Oxford, Canc Epidemiol Unit, Oxford, England
[17] Aarhus Univ, Sch Publ Hlth, Dept Epidemiol, Aarhus, Denmark
[18] Univ Lyon, Univ Claude Bernard Lyon 1, Lyon, France
基金
英国医学研究理事会;
关键词
hepatocellular carcinoma; targeted metabolomics; multivariate statistics; metabolic signatures; partial least squares; healthy lifestyle index; EPIC; SERUM METABOLITES; DIETARY PATTERNS; LIVER-INJURY; HEPATITIS-B; ALCOHOL; CANCER; POPULATION; EPIDEMIOLOGY; BIOMARKERS; MORTALITY;
D O I
10.1093/ajcn/nqy074
中图分类号
R15 [营养卫生、食品卫生]; TS201 [基础科学];
学科分类号
100403 ;
摘要
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.
引用
收藏
页码:117 / 126
页数:10
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