Abstract
Background/Objectives:
Diets high in saturated and trans fat and low in unsaturated fat may increase type 2 diabetes (T2D) risk, but studies on foods high in fat per unit weight are sparse. We assessed whether the intake of vegetable oil, butter, margarine, nuts and seeds and cakes and cookies is related to incident T2D.
Subjects/Methods:
A case-cohort study was conducted, nested within eight countries of the European Prospective Investigation into Cancer (EPIC), with 12 403 incident T2D cases and a subcohort of 16 835 people, identified from a cohort of 340 234 people. Diet was assessed at baseline (1991–1999) by country-specific questionnaires. Country-specific hazard ratios (HRs) across four categories of fatty foods (nonconsumers and tertiles among consumers) were combined with random-effects meta-analysis.
Results:
After adjustment not including body mass index (BMI), nonconsumers of butter, nuts and seeds and cakes and cookies were at higher T2D risk compared with the middle tertile of consumption. Among consumers, cakes and cookies were inversely related to T2D (HRs across increasing tertiles 1.14, 1.00 and 0.92, respectively; P-trend <0.0001). All these associations attenuated upon adjustment for BMI, except the higher risk of nonconsumers of cakes and cookies (HR 1.57). Higher consumption of margarine became positively associated after BMI adjustment (HRs across increasing consumption tertiles: 0.93, 1.00 and 1.12; P-trend 0.03). Within consumers, vegetable oil, butter and nuts and seeds were unrelated to T2D.
Conclusions:
Fatty foods were generally not associated with T2D, apart from weak positive association for margarine. The higher risk among nonconsumers of cakes and cookies needs further explanation.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 12 print issues and online access
$259.00 per year
only $21.58 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
References
Riserus U, Willett WC, Hu FB . Dietary fats and prevention of type 2 diabetes. Prog Lipid Res 2009; 48: 44–51.
Melanson EL, Astrup A, Donahoo WT . The relationship between dietary fat and fatty acid intake and body weight, diabetes, and the metabolic syndrome. Ann Nutr Metab 2009; 55: 229–243.
Bray GA, Lovejoy JC, Smith SR, DeLany JP, Lefevre M, Hwang D et al. The influence of different fats and fatty acids on obesity, insulin resistance and inflammation. J Nutr 2002; 132: 2488–2491.
Xiao C, Giacca A, Carpentier A, Lewis GF . Differential effects of monounsaturated, polyunsaturated and saturated fat ingestion on glucose-stimulated insulin secretion, sensitivity and clearance in overweight and obese, non-diabetic humans. Diabetologia 2006; 49: 1371–1379.
Summers LK, Fielding BA, Bradshaw HA, Ilic V, Beysen C, Clark ML et al. Substituting dietary saturated fat with polyunsaturated fat changes abdominal fat distribution and improves insulin sensitivity. Diabetologia 2002; 45: 369–377.
Vessby B, Unsitupa M, Hermansen K, Riccardi G, Rivellese AA, Tapsell LC et al. Substituting dietary saturated for monounsaturated fat impairs insulin sensitivity in healthy men and women: The KANWU Study. Diabetologia 2001; 44: 312–319.
Tierney AC, McMonagle J, Shaw DI, Gulseth HL, Helal O, Saris WH et al. Effects of dietary fat modification on insulin sensitivity and on other risk factors of the metabolic syndrome–LIPGENE: a European randomized dietary intervention study. Int J Obes (Lond) 2011; 35: 800–809.
Mozaffarian D, Aro A, Willett WC . Health effects of trans-fatty acids: experimental and observational evidence. Eur J Clin Nutr 2009; 63: S5–S21.
Micha R, Mozaffarian D . Saturated fat and cardiometabolic risk factors, coronary heart disease, stroke, and diabetes: a fresh look at the evidence. Lipids 2010; 45: 893–905.
Salmeron J, Hu FB, Manson JE, Stampfer MJ, Colditz GA, Rimm EB et al. Dietary fat intake and risk of type 2 diabetes in women. Am J Clin Nutr 2001; 73: 1019–1026.
Harding AH, Day NE, Khaw KT, Bingham S, Luben R, Welsh A et al. Dietary fat and the risk of clinical type 2 diabetes: the European prospective investigation of Cancer-Norfolk study. Am J Epidemiol 2004; 159: 73–82.
Meyer KA, Kushi LH, Jacobs Jr DR, Folsom AR . Dietary fat and incidence of type 2 diabetes in older Iowa women. Diabetes Care 2001; 24: 1528–1535.
Kroger J, Zietemann V, Enzenbach C, Weikert C, Jansen EH, Doring F et al. Erythrocyte membrane phospholipid fatty acids, desaturase activity, and dietary fatty acids in relation to risk of type 2 diabetes in the European Prospective Investigation into Cancer and Nutrition (EPIC)-Potsdam Study. Am J Clin Nutr 2011; 93: 127–142.
Micha R, Wallace SK, Mozaffarian D . Red and processed meat consumption and risk of incident coronary heart disease, stroke, and diabetes mellitus: a systematic review and meta-analysis. Circulation 2010; 121: 2271–2283.
Pan A, Sun Q, Bernstein AM, Schulze MB, Manson JE, Willett WC et al. Red meat consumption and risk of type 2 diabetes: 3 cohorts of US adults and an updated meta-analysis. Am J Clin Nutr 2011; 94: 1088–1096.
van Woudenbergh GJ, van Ballegooijen AJ, Kuijsten A, Sijbrands EJ, van Rooij FJ, Geleijnse JM et al. Eating fish and risk of type 2 diabetes: A population-based, prospective follow-up study. Diabetes Care 2009; 32: 2021–2026.
Patel PS, Forouhi NG, Kuijsten A, Schulze MB, van Woudenbergh GJ, Ardanaz E et al. The prospective association between total and type of fish intake and type 2 diabetes in 8 European countries: EPIC-InterAct Study. Am J Clin Nutr 2012; 95: 1445–1453.
Choi HK, Willett WC, Stampfer MJ, Rimm E, Hu FB . Dairy consumption and risk of type 2 diabetes mellitus in men: a prospective study. Arch Intern Med 2005; 165: 997–1003.
Liu S, Choi HK, Ford E, Song Y, Klevak A, Buring JE et al. A prospective study of dairy intake and the risk of type 2 diabetes in women. Diabetes Care 2006; 29: 1579–1584.
van Dam RM, Hu FB, Rosenberg L, Krishnan S, Palmer JR . Dietary calcium and magnesium, major food sources, and risk of type 2 diabetes in U.S. black women. Diabetes Care 2006; 29: 2238–2243.
Luo C, Zhang Y, Ding Y, Shan Z, Chen S, Yu M et al. Nut consumption and risk of type 2 diabetes, cardiovascular disease, and all-cause mortality: a systematic review and meta-analysis. Am J Clin Nutr 2014; 100: 256–269.
RIVM. Dutch food-composition database. NEVO-online version 2011/3.0. 2011, Available from: http://nevo-online.rivm.nl/ (accessed on 18 December 2013).
Linseisen J, Welch AA, Ocke M, Amiano P, Agnoli C, Ferrari P et al. Dietary fat intake in the European Prospective Investigation into Cancer and Nutrition: results from the 24-h dietary recalls. Eur J Clin Nutr 2009; 63: S61–S80.
Sluijs I, Forouhi NG, Beulens JW, van der Schouw YT, Agnoli C, Arriola L et al. The amount and type of dairy product intake and incident type 2 diabetes: results from the EPIC-InterAct Study. Am J Clin Nutr 2012; 96: 382–390.
The Interact Cosortium. Association between dietary meat consumption and incident type 2 diabetes: the EPIC-InterAct study. Diabetologia 2013; 56: 47–59.
Riboli E, Hunt KJ, Slimani N, Ferrari P, Norat T, Fahey M et al. European Prospective Investigation into Cancer and Nutrition (EPIC): study populations and data collection. Public Health Nutr 2002; 5: 1113–1124.
The InterAct Consortium. Design and cohort description of the InterAct Project: an examination of the interaction of genetic and lifestyle factors on the incidence of type 2 diabetes in the EPIC Study. Diabetologia 2011; 54: 2272–2282.
Kaaks R, Riboli E . Validation and calibration of dietary intake measurements in the EPIC project: methodological considerations. European Prospective Investigation into Cancer and Nutrition. Int J Epidemiol 1997; 26: S15–S25.
Slimani N, Deharveng G, Unwin I, Southgate DA, Vignat J, Skeie G et al. The EPIC nutrient database project (ENDB): a first attempt to standardize nutrient databases across the 10 European countries participating in the EPIC study. Eur J Clin Nutr 2007; 61: 1037–1056.
Wareham NJ, Jakes RW, Rennie KL, Schuit J, Mitchell J, Hennings S et al. Validity and repeatability of a simple index derived from the short physical activity questionnaire used in the European Prospective Investigation into Cancer and Nutrition (EPIC) study. Public Health Nutr 2003; 6: 407–413.
Haftenberger M, Lahmann PH, Panico S, Gonzalez CA, Seidell JC, Boeing H et al. Overweight, obesity and fat distribution in 50- to 64-year-old participants in the European Prospective Investigation into Cancer and Nutrition (EPIC). Public Health Nutr 2002; 5: 1147–1162.
Food and Agriculture Organization/World Health Organization/United Nations University Energy and protein requirements. WHO: Geneva, Switzerland, 1985, (WHO Technical Report Series #724).
Black AE . Critical evaluation of energy intake using the Goldberg cut-off for energy intake:basal metabolic rate. A practical guide to its calculation, use and limitations. Int J Obes Relat Metab Disord 2000; 24: 1119–1130.
InterAct Consortium. Validity of a short questionnaire to assess physical activity in 10 European countries. Eur J Epidemiol 2012; 27: 15–25.
Prentice RL . A case-cohort design for epidemiologic cohort studies and disease prevention trials. Biometrika 1986; 73: 1–11.
Royston P, Sauerbrei W, Becher H . Modelling continuous exposures with a 'spike' at zero: a new procedure based on fractional polynomials. Stat Med 2010; 29: 1219–1227.
Rosner B, Willett WC, Spiegelman D . Correction of logistic regression relative risk estimates and confidence intervals for systematic within-person measurement error. Stat Med 1989; 8: 1051–1069.
Mari-Sanchis A, Beunza JJ, Bes-Rastrollo M, Toledo E, Basterra Gortariz FJ, Serrano-Martinez M et al. [Olive oil consumption and incidence of diabetes mellitus, in the Spanish sun cohort]. Nutr Hosp 2011; 26: 137–143.
van Dam RM, Willett WC, Rimm EB, Stampfer MJ, Hu FB . Dietary fat and meat intake in relation to risk of type 2 diabetes in men. Diabetes Care 2002; 25: 417–424.
Song Y, Manson JE, Buring JE, Liu S . A prospective study of red meat consumption and type 2 diabetes in middle-aged and elderly women: the women's health study. Diabetes Care 2004; 27: 2108–2115.
Salas-Salvado J, Bullo M, Estruch R, Ros E, Covas MI, Ibarrola-Jurado N et al. Prevention of diabetes with Mediterranean diets: a subgroup analysis of a randomized trial. Ann Intern Med 2014; 160: 1–10.
Aro A, van Amersfoort J, Becker W, vE-B MA, Kafatos A, Leth T et al. Trans fatty acids in dietary fats and oils from 14 European countries: the Transfair Study. J Food Comp Anal 1998; 11: 137–149.
Jenkins DJ, Kendall CW, Josse AR, Salvatore S, Brighenti F, Augustin LS et al. Almonds decrease postprandial glycemia, insulinemia, and oxidative damage in healthy individuals. J Nutr 2006; 136: 2987–2992.
Josse AR, Kendall CW, Augustin LS, Ellis PR, Jenkins DJ . Almonds and postprandial glycemia—a dose-response study. Metabolism 2007; 56: 400–404.
Kendall CWC, Josse AR, Esfahani A, Jenkins DJA . The impact of pistachio intake alone or in combination with high-carbohydrate foods on post-prandial glycemia. Eur J Clin Nutr 2011; 65: 696–702.
Bes-Rastrollo M, Sabate J, Gomez-Gracia E, Alonso A, Martinez JA, Martinez-Gonzalez MA . Nut consumption and weight gain in a Mediterranean cohort: The SUN study. Obesity (Silver Spring) 2007; 15: 107–116.
Bes-Rastrollo M, Wedick NM, Martinez-Gonzalez MA, Li TY, Sampson L, Hu FB . Prospective study of nut consumption, long-term weight change, and obesity risk in women. Am J Clin Nutr 2009; 89: 1913–1919.
Brennan AM, Sweeney LL, Liu X, Mantzoros CS . Walnut Consumption Increases Satiation but Has No Effect on Insulin Resistance or the Metabolic Profile Over a 4-day Period. Obesity 2010; 18: 1176–1182.
Lundgren H, Bengtsson C, Blohme G, Isaksson B, Lapidus L, Lenner R et al. Dietary habits and incidence of noninsulin-dependent diabetes mellitus in a population study of women in Gothenburg, Sweden. Am J Clin Nutr 1989; 49: 708–712.
Colditz GA, Manson JE, Stampfer MJ, Rosner B, Willett WC, Speizer FE . Diet and risk of clinical diabetes in women. Am J Clin Nutr 1992; 55: 1018–1023.
Acknowledgements
We thank all EPIC participants and staff for their contributions to the study. We thank Nicola Kerrison (MRC Epidemiology Unit, Cambridge) for managing the data for the InterAct Project.
Author Contributions
Author contributions were as follows: BB had access to all data for this study, analyzed the data, wrote the manuscript and takes primary responsibility for the final content. All authors have contributed to the conception of the design and to the interpretation of data, revising the article critically for important intellectual content and final approval of the version to be published.
Funding
Funding for the InterAct project was provided by the EU FP6 programme (grant number LSHM-CT-2006-037197). In addition, InterAct investigators acknowledge funding from the following agencies: IS, JWJB and YTvdS: Verification of diabetes cases was additionally funded by NL Agency grant IGE05012 and an Incentive Grant from the Board of the UMC Utrecht (The Netherlands); HBBdM, AMWS and DLvdA: Dutch Ministry of Public Health, Welfare and Sports (VWS), Netherlands Cancer Registry (NKR), LK Research Funds, Dutch Prevention Funds, Dutch ZON (Zorg Onderzoek Nederland), World Cancer Research Fund (WCRF), Statistics Netherlands (The Netherlands); FLC: Cancer Research UK; PWF: Swedish Research Council, Novo nordisk, Swedish Heart Lung Foundation, Swedish Diabetes Association; JH, KO and AT: Danish Cancer Society; RK: Deutsche Krebshilfe; SP: Associazione Italiana per la Ricerca sul Cancro; JRQ: Asturias Regional Government; MT: Health Research Fund (FIS) of the Spanish Ministry of Health; the CIBER en Epidemiología y Salud Pública (CIBERESP), Spain; Murcia Regional Government (Nº 6236); RT: AIRE-ONLUS Ragusa, AVIS-Ragusa, Sicilian Regional Government.
Author information
Authors and Affiliations
Consortia
Corresponding author
Ethics declarations
Competing interests
The California Walnut Commission covered travel expenses for both BB and HB to attend an expert meeting on the health effects of nuts in 2012. None of the other authors declared a conflict of interest.
Additional information
Supplementary Information accompanies this paper on European Journal of Clinical Nutrition website
Supplementary information
Rights and permissions
About this article
Cite this article
Buijsse, B., Boeing, H., Drogan, D. et al. Consumption of fatty foods and incident type 2 diabetes in populations from eight European countries. Eur J Clin Nutr 69, 455–461 (2015). https://doi.org/10.1038/ejcn.2014.249
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/ejcn.2014.249
This article is cited by
-
Trends in energy and macronutrient intake among Taiwanese older adults in 1999–2000, 2005–2008 and 2013–2016 periods
BMC Public Health (2023)
-
Substitution of animal-based with plant-based foods on cardiometabolic health and all-cause mortality: a systematic review and meta-analysis of prospective studies
BMC Medicine (2023)
-
Ultra-processed food and incident type 2 diabetes: studying the underlying consumption patterns to unravel the health effects of this heterogeneous food category in the prospective Lifelines cohort
BMC Medicine (2022)
-
Cooking oil/fat consumption and deaths from cardiometabolic diseases and other causes: prospective analysis of 521,120 individuals
BMC Medicine (2021)
-
The influence of adjustment for energy misreporting on relations of cake and cookie intake with cardiometabolic disease risk factors
European Journal of Clinical Nutrition (2016)