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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
The Fatty Liver Index (FLI) is a proxy for the steatotic component of non-alcoholic fatty liver disease (NAFLD). For sub-Saharan African populations, the contribution of dietary factors to the development of NAFLD in the etiology of type 2 diabetes mellitus (T2DM) remains to be clarified. We identif...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8620643/ https://www.ncbi.nlm.nih.gov/pubmed/34835937 http://dx.doi.org/10.3390/nu13113679 |
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author | Osei, Tracy Bonsu van Dijk, Anne-Marieke Dingerink, Sjoerd Chilunga, Felix Patience Beune, Erik Meeks, Karlijn Anna Catharina Bahendeka, Silver Schulze, Matthias Bernd Agyemang, Charles Nicolaou, Mary Holleboom, Adriaan Georgius Danquah, Ina |
author_facet | Osei, Tracy Bonsu van Dijk, Anne-Marieke Dingerink, Sjoerd Chilunga, Felix Patience Beune, Erik Meeks, Karlijn Anna Catharina Bahendeka, Silver Schulze, Matthias Bernd Agyemang, Charles Nicolaou, Mary Holleboom, Adriaan Georgius Danquah, Ina |
author_sort | Osei, Tracy Bonsu |
collection | PubMed |
description | The Fatty Liver Index (FLI) is a proxy for the steatotic component of non-alcoholic fatty liver disease (NAFLD). For sub-Saharan African populations, the contribution of dietary factors to the development of NAFLD in the etiology of type 2 diabetes mellitus (T2DM) remains to be clarified. We identified sex-specific dietary patterns (DPs) related to the FLI using reduced ranked regression (RRR) and evaluated the associations of these DPs with T2DM. This analysis used data from the RODAM, a multi-center cross-sectional study of Ghanaian populations living in Ghana and Europe. The daily intake frequencies of 30 food groups served as the predictor variables, while the FLI was the response variable. The odds ratios and 95% confidence intervals for T2DM were calculated per one standard deviation increase in the DP score using logistic regression. In males, the DP score explained 9.9% of the variation in their food intake and 16.0% of the variation in the FLI. This DP was characterized by high intakes of poultry, whole-grain cereals, coffee and tea, condiments, and potatoes, and the chance of T2DM was 45% higher per 1 DP score-SD (Model 2). Our results indicate that the intake of modernized foods was associated with proxies of NAFLD, possibly underlying the metabolic pathways to developing T2DM. |
format | Online Article Text |
id | pubmed-8620643 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86206432021-11-27 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, Tracy Bonsu van Dijk, Anne-Marieke Dingerink, Sjoerd Chilunga, Felix Patience Beune, Erik Meeks, Karlijn Anna Catharina Bahendeka, Silver Schulze, Matthias Bernd Agyemang, Charles Nicolaou, Mary Holleboom, Adriaan Georgius Danquah, Ina Nutrients Article The Fatty Liver Index (FLI) is a proxy for the steatotic component of non-alcoholic fatty liver disease (NAFLD). For sub-Saharan African populations, the contribution of dietary factors to the development of NAFLD in the etiology of type 2 diabetes mellitus (T2DM) remains to be clarified. We identified sex-specific dietary patterns (DPs) related to the FLI using reduced ranked regression (RRR) and evaluated the associations of these DPs with T2DM. This analysis used data from the RODAM, a multi-center cross-sectional study of Ghanaian populations living in Ghana and Europe. The daily intake frequencies of 30 food groups served as the predictor variables, while the FLI was the response variable. The odds ratios and 95% confidence intervals for T2DM were calculated per one standard deviation increase in the DP score using logistic regression. In males, the DP score explained 9.9% of the variation in their food intake and 16.0% of the variation in the FLI. This DP was characterized by high intakes of poultry, whole-grain cereals, coffee and tea, condiments, and potatoes, and the chance of T2DM was 45% higher per 1 DP score-SD (Model 2). Our results indicate that the intake of modernized foods was associated with proxies of NAFLD, possibly underlying the metabolic pathways to developing T2DM. MDPI 2021-10-20 /pmc/articles/PMC8620643/ /pubmed/34835937 http://dx.doi.org/10.3390/nu13113679 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Osei, Tracy Bonsu van Dijk, Anne-Marieke Dingerink, Sjoerd Chilunga, Felix Patience Beune, Erik Meeks, Karlijn Anna Catharina Bahendeka, Silver Schulze, Matthias Bernd Agyemang, Charles Nicolaou, Mary Holleboom, Adriaan Georgius Danquah, Ina 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 |
title | 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 |
title_full | 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 |
title_fullStr | 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 |
title_full_unstemmed | 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 |
title_short | 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 |
title_sort | 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 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8620643/ https://www.ncbi.nlm.nih.gov/pubmed/34835937 http://dx.doi.org/10.3390/nu13113679 |
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