» Articles » PMID: 26198248

A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population

Overview
Journal Nutrients
Date 2015 Jul 23
PMID 26198248
Citations 12
Authors
Affiliations
Soon will be listed here.
Abstract

Reduced rank regression (RRR) is an innovative technique to establish dietary patterns related to biochemical risk factors for type 2 diabetes, but has not been applied in sub-Saharan Africa. In a hospital-based case-control study for type 2 diabetes in Kumasi (diabetes cases, 538; controls, 668) dietary intake was assessed by a specific food frequency questionnaire. After random split of our study population, we derived a dietary pattern in the training set using RRR with adiponectin, HDL-cholesterol and triglycerides as responses and 35 food items as predictors. This pattern score was applied to the validation set, and its association with type 2 diabetes was examined by logistic regression. The dietary pattern was characterized by a high consumption of plantain, cassava, and garden egg, and a low intake of rice, juice, vegetable oil, eggs, chocolate drink, sweets, and red meat; the score correlated positively with serum triglycerides and negatively with adiponectin. The multivariate-adjusted odds ratio of type 2 diabetes for the highest quintile compared to the lowest was 4.43 (95% confidence interval: 1.87-10.50, p for trend < 0.001). The identified dietary pattern increases the odds of type 2 diabetes in urban Ghanaians, which is mainly attributed to increased serum triglycerides.

Citing Articles

Dietary and lifestyle patterns identified through reduced rank regression and their association with insulin-related disorders: a prospective analysis from the Tehran Lipid and Glucose Study.

Mokhtari E, Farhadnejad H, Teymoori F, Jahromi M, Nikkhah M, Mirmiran P BMC Nutr. 2025; 11(1):33.

PMID: 39920862 PMC: 11806578. DOI: 10.1186/s40795-025-01022-4.


Dietary patterns among adults in three low-income urban communities in Accra, Ghana.

Kushitor S, Alangea D, Aryeetey R, de-Graft Aikins A PLoS One. 2023; 18(11):e0293726.

PMID: 37943866 PMC: 10635542. DOI: 10.1371/journal.pone.0293726.


Reduced Rank Regression-Derived Dietary Patterns Related to the Fatty Liver Index and Associations with Type 2 Diabetes Mellitus among Ghanaian Populations under Transition: The RODAM Study.

Osei T, Dijk A, Dingerink S, Chilunga F, Beune E, Meeks K Nutrients. 2021; 13(11).

PMID: 34835937 PMC: 8620643. DOI: 10.3390/nu13113679.


Comparing two methods for deriving dietary patterns associated with risk of metabolic syndrome among middle-aged and elderly Taiwanese adults with impaired kidney function.

Kurniawan A, Hsu C, Lee H, Rau H, Paramastri R, Syauqy A BMC Med Res Methodol. 2020; 20(1):255.

PMID: 33054793 PMC: 7559471. DOI: 10.1186/s12874-020-01142-4.


Association between Dietary Intake of One-Carbon Metabolism Nutrients in the Year before Pregnancy and Birth Anthropometry.

Lecorguille M, Lioret S, de Lauzon-Guillain B, de Gavelle E, Forhan A, Mariotti F Nutrients. 2020; 12(3).

PMID: 32245126 PMC: 7146458. DOI: 10.3390/nu12030838.


References
1.
Heidemann C, Hoffmann K, Spranger J, Klipstein-Grobusch K, Mohlig M, Pfeiffer A . A dietary pattern protective against type 2 diabetes in the European Prospective Investigation into Cancer and Nutrition (EPIC)--Potsdam Study cohort. Diabetologia. 2005; 48(6):1126-34. DOI: 10.1007/s00125-005-1743-1. View

2.
Jeppesen J, Schaaf P, Jones C, Zhou M, Chen Y, Reaven G . Effects of low-fat, high-carbohydrate diets on risk factors for ischemic heart disease in postmenopausal women. Am J Clin Nutr. 1997; 65(4):1027-33. DOI: 10.1093/ajcn/65.4.1027. View

3.
Schulze M, Hoffmann K, Manson J, Willett W, Meigs J, Weikert C . Dietary pattern, inflammation, and incidence of type 2 diabetes in women. Am J Clin Nutr. 2005; 82(3):675-84. PMC: 2563043. DOI: 10.1093/ajcn.82.3.675. View

4.
Schulze M, Hoffmann K . Methodological approaches to study dietary patterns in relation to risk of coronary heart disease and stroke. Br J Nutr. 2006; 95(5):860-9. DOI: 10.1079/bjn20061731. View

5.
McNaughton S, Mishra G, Brunner E . Dietary patterns, insulin resistance, and incidence of type 2 diabetes in the Whitehall II Study. Diabetes Care. 2008; 31(7):1343-8. PMC: 2453656. DOI: 10.2337/dc07-1946. View