CLINICAL RESEARCH
The causal association of cheese intake with type 2 diabetes mellitus: results from a two-sample Mendelian randomization study
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1
Department of Cardiology, The First Hospital of Nanchang,Nanchang, China
2
Department of Cardiology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, China
Submission date: 2024-02-04
Final revision date: 2024-04-14
Acceptance date: 2024-04-28
Online publication date: 2024-05-01
Corresponding author
Yu-qing Huang
Department of Cardiology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, 510080, China
Guiming Wang
Department of Cardiology
The First Hospital of
Nanchang, Nanchang,
330008, China
KEYWORDS
TOPICS
ABSTRACT
Introduction:
Worldwide, type 2 diabetes is a major health concern with numerous risk factors. In observational studies, cheese consumption has been linked to type 2 diabetes, but it is still unclear whether this relationship is causal. To evaluate this relationship, we performed a two-sample Mendelian randomization (MR) study.
Material and methods:
Summary cheese intake statistics were obtained from UK Biobank and publicly available genome-wide association studies (GWAS) for type 2 diabetes from IEU OpenGWAS, FinnGen Biobank, EBI GWAS, and Biobank Japan. The primary method was pooled meta-analysis with the inverse variance weighting method. The sensitivity analyses included MR-Egger regression, weighted median, weighted mode, and leave-one-out. MR estimations of causation were reported as odds ratios (OR) with 95% confidence intervals (CI).
Results:
In the pooled meta-analysis of the fixed and random effect model, the combined ORs for type 2 diabetes were 0.58 (95% CI: 0.50–0.68, p < 0.001) and 0.50 (95% CI: 0.32–0.78, p = 0.003) per standard deviation rise in the levels of cheese intake. Sensitivity analysis revealed no horizontal pleiotropy (all p > 0.05) but heterogeneity (all p < 0.05).
Conclusions:
We found that moderate consumption of beneficial cheese may reduce the risk of type 2 diabetes. These findings suggested that increasing cheese intake appropriate for humans may help prevent and control type 2 diabetes.
REFERENCES (32)
1.
Cosentino F, Grant PJ, Aboyans V, et al. 2019 ESC Guidelines on diabetes, pre-diabetes, and cardiovascular diseases developed in collaboration with the EASD. Eur Heart J 2020; 41: 255-323.
2.
Xie J, Wang M, Long Z, et al. Global burden of type 2 diabetes in adolescents and young adults, 1990-2019: systematic analysis of the Global Burden of Disease Study 2019. BMJ 2022; 379: e72385.
3.
Ahmad E, Lim S, Lamptey R, Webb DR, Davies MJ. Type 2 diabetes. Lancet 2022; 400: 1803-20.
4.
Mannucci E, Candido R, Delle ML, et al. Italian guidelines for the treatment of type 2 diabetes. Nutr Metab Cardiovasc Dis 2022; 32: 770-814.
5.
Davies MJ, Aroda VR, Collins BS, et al. Management of hyperglycaemia in type 2 diabetes, 2022. A consensus report by the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD). Diabetologia 2022; 65: 1925-66.
6.
Sharma S, Tripathi P. Gut microbiome and type 2 diabetes: where we are and where to go? J Nutr Biochem 2019; 63: 101-8.
7.
Franz MJ, Bantle JP, Beebe CA, et al. Evidence-based nutrition principles and recommendations for the treatment and prevention of diabetes and related complications. Diabetes Care 2002; 25: 148-98.
8.
Chourasia R, Abedin MM, Chiring PL, et al. Biotechnological approaches for the production of designer cheese with improved functionality. Compr Rev Food Sci Food Saf 2021; 20: 960-79.
9.
Gao D, Ning N, Wang C, et al. Dairy products consumption and risk of type 2 diabetes: systematic review and dose-response meta-analysis. PLoS One 2013; 8: e73965.
10.
Aune D, Norat T, Romundstad P, Vatten LJ. Dairy products and the risk of type 2 diabetes: a systematic review and dose-response meta-analysis of cohort studies. Am J Clin Nutr 2013; 98: 1066-83.
11.
Alvarez-Bueno C, Cavero-Redondo I, Martinez-Vizcaino V, et al. Effects of milk and dairy product consumption on type 2 diabetes: overview of systematic reviews and meta-analyses. Adv Nutr 2019; 10: S154-63.
12.
Vissers L, Sluijs I, van der Schouw YT, et al. Dairy product intake and risk of type 2 diabetes in EPIC-InterAct: a Mendelian randomization study. Diabetes Care 2019; 42: 568-75.
13.
Soedamah-Muthu SS, Masset G, Verberne L, Geleijnse JM, Brunner EJ. Consumption of dairy products and associations with incident diabetes, CHD and mortality in the Whitehall II study. Br J Nutr 2013; 109: 718-26.
14.
Eussen SJ, van Dongen MC, Wijckmans N, et al. Consumption of dairy foods in relation to impaired glucose metabolism and type 2 diabetes mellitus: the Maastricht Study. Br J Nutr 2016; 115: 1453-61.
15.
Cornelis MC. Genetic determinants of beverage consumption: implications for nutrition and health. Adv Food Nutr Res 2019; 89: 1-52.
16.
Swerdlow DI, Kuchenbaecker KB, Shah S, et al. Selecting instruments for Mendelian randomization in the wake of genome-wide association studies. Int J Epidemiol 2016; 45: 1600-16.
17.
Lawlor DA, Harbord RM, Sterne JA, Timpson N, Davey SG. Mendelian randomization: using genes as instruments for making causal inferences in epidemiology. Stat Med 2008; 27: 1133-63.
18.
Mozaffarian D, Cao H, King IB, et al. Trans-palmitoleic acid, metabolic risk factors, and new-onset diabetes in U.S. adults: a cohort study. Ann Intern Med 2010; 153: 790-9.
19.
Kratz M, Marcovina S, Nelson JE, et al. Dairy fat intake is associated with glucose tolerance, hepatic and systemic insulin sensitivity, and liver fat but not beta-cell function in humans. Am J Clin Nutr 2014; 99: 1385-96.
20.
Hess JM, Stephensen CB, Kratz M, Bolling BW. Exploring the links between diet and inflammation: dairy foods as case studies. Adv Nutr 2021; 12 (Suppl 1): 1S-13S.
21.
Mitri J, Mohd YB, Maryniuk M, et al. Dairy intake and type 2 diabetes risk factors: a narrative review. Diabetes Metab Syndr 2019; 13: 2879-87.
22.
Mazidi M, Mikhailidis DP, Sattar N, et al. Consumption of dairy product and its association with total and cause specific mortality – a population-based cohort study and meta-analysis. Clin Nutr 2019; 38: 2833-45.
23.
Zolkiewicz J, Marzec A, Ruszczynski M, Feleszko W. Postbiotics – a step beyond pre- and probiotics. Nutrients 2020; 12: 2189.
24.
Gurung M, Li Z, You H, et al. Role of gut microbiota in type 2 diabetes pathophysiology. Ebiomedicine 2020; 51: 102590.
25.
Zhu T, Goodarzi MO. Metabolites linking the gut microbiome with risk for type 2 diabetes. Curr Nutr Rep 2020; 9: 83-93.
26.
Tunick MH, Van Hekken DL. Dairy products and health: recent insights. J Agric Food Chem 2015; 63: 9381-8.
27.
Osuna-Padilla IA, Leal-Escobar G, Garza-Garcia CA, Rodriguez-Castellanos FE. Dietary acid load: mechanisms and evidence of its health repercussions. Nefrologia (Engl Ed) 2019; 39: 343-54.
28.
Lips P, Eekhoff M, van Schoor N, et al. Vitamin D and type 2 diabetes. J Steroid Biochem Mol Biol 2017; 173: 280-5.
29.
Pittas AG, Jorde R, Kawahara T, Dawson-Hughes B. Vitamin D supplementation for prevention of type 2 diabetes mellitus: to D or not to D? J Clin Endocrinol Metab 2020; 105: 3721-33.
30.
Grammatiki M, Rapti E, Karras S, Ajjan RA, Kotsa K. Vitamin D and diabetes mellitus: causal or casual association? Rev Endocr Metab Disord 2017; 18: 227-41.
31.
Kidd JM, Gravel S, Byrnes J, et al. Population genetic inference from personal genome data: impact of ancestry and admixture on human genomic variation. Am J Hum Genet 2012; 91: 660-71.
32.
Peterson RE, Kuchenbaecker K, Walters RK, et al. Genome-wide association studies in ancestrally diverse populations: opportunities, methods, pitfalls, and recommendations. Cell 2019; 179: 589-603.