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

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) di...

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Autores principales: Frank, Laura K., Jannasch, Franziska, Kröger, Janine, Bedu-Addo, George, Mockenhaupt, Frank P., Schulze, Matthias B., Danquah, Ina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4517010/
https://www.ncbi.nlm.nih.gov/pubmed/26198248
http://dx.doi.org/10.3390/nu7075233
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author Frank, Laura K.
Jannasch, Franziska
Kröger, Janine
Bedu-Addo, George
Mockenhaupt, Frank P.
Schulze, Matthias B.
Danquah, Ina
author_facet Frank, Laura K.
Jannasch, Franziska
Kröger, Janine
Bedu-Addo, George
Mockenhaupt, Frank P.
Schulze, Matthias B.
Danquah, Ina
author_sort Frank, Laura K.
collection PubMed
description 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.
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spelling pubmed-45170102015-07-30 A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population Frank, Laura K. Jannasch, Franziska Kröger, Janine Bedu-Addo, George Mockenhaupt, Frank P. Schulze, Matthias B. Danquah, Ina Nutrients Article 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. MDPI 2015-07-07 /pmc/articles/PMC4517010/ /pubmed/26198248 http://dx.doi.org/10.3390/nu7075233 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Frank, Laura K.
Jannasch, Franziska
Kröger, Janine
Bedu-Addo, George
Mockenhaupt, Frank P.
Schulze, Matthias B.
Danquah, Ina
A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population
title A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population
title_full A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population
title_fullStr A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population
title_full_unstemmed A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population
title_short A Dietary Pattern Derived by Reduced Rank Regression is Associated with Type 2 Diabetes in An Urban Ghanaian Population
title_sort dietary pattern derived by reduced rank regression is associated with type 2 diabetes in an urban ghanaian population
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4517010/
https://www.ncbi.nlm.nih.gov/pubmed/26198248
http://dx.doi.org/10.3390/nu7075233
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