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Dementia and Diet, Methodological and Statistical Issues: A Pilot Study

There is conflicting information on the relationship between diet and dementia. The purposes of this pilot study were twofold. First, to use publicly available data regarding food consumption (United Kingdom Family Food), dementia, risk and demographic factors to find relationships between the consu...

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Autores principales: Stecker, Mark, Stecker, Mona, Reiss, Allison B., Kasselman, Lora
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9298542/
https://www.ncbi.nlm.nih.gov/pubmed/35875792
http://dx.doi.org/10.3389/fnagi.2022.606424
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author Stecker, Mark
Stecker, Mona
Reiss, Allison B.
Kasselman, Lora
author_facet Stecker, Mark
Stecker, Mona
Reiss, Allison B.
Kasselman, Lora
author_sort Stecker, Mark
collection PubMed
description There is conflicting information on the relationship between diet and dementia. The purposes of this pilot study were twofold. First, to use publicly available data regarding food consumption (United Kingdom Family Food), dementia, risk and demographic factors to find relationships between the consumption of various foods to dementia prevalence. The second purpose was to identify elements of study design that had important effects on the results. Multiple analyses were performed on different data sets derived from the existing data. Statistical testing began with univariate correlation analyses corrected for multiple testing followed by global tests for significance. Subsequently, a number of multivariate techniques were applied including stepwise linear regression, cluster regression, regularized regression, and principal components analysis. Permutation tests and simulations highlighted the strength and weakness of each technique. The univariate analyses demonstrated that the consumption of certain foods was highly associated with the prevalence of dementia. However, because of the complexity of the data set and the high degree of correlation between variables, different multivariate analyses yielded different results, explainable by the correlations. Some factors identified as having potential associations were the consumption of rice, sugar, fruit, potatoes, meat products and fish. However, within a given dietary category there were often a number of different elements with different relations to dementia. This pilot study demonstrates some critical elements for a future study: (1) dietary factors must be very narrowly defined, (2) large numbers of cases are needed to support multivariable analyses. (3) Multiple statistical methods along with simulations must be used to confirm results.
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spelling pubmed-92985422022-07-21 Dementia and Diet, Methodological and Statistical Issues: A Pilot Study Stecker, Mark Stecker, Mona Reiss, Allison B. Kasselman, Lora Front Aging Neurosci Neuroscience There is conflicting information on the relationship between diet and dementia. The purposes of this pilot study were twofold. First, to use publicly available data regarding food consumption (United Kingdom Family Food), dementia, risk and demographic factors to find relationships between the consumption of various foods to dementia prevalence. The second purpose was to identify elements of study design that had important effects on the results. Multiple analyses were performed on different data sets derived from the existing data. Statistical testing began with univariate correlation analyses corrected for multiple testing followed by global tests for significance. Subsequently, a number of multivariate techniques were applied including stepwise linear regression, cluster regression, regularized regression, and principal components analysis. Permutation tests and simulations highlighted the strength and weakness of each technique. The univariate analyses demonstrated that the consumption of certain foods was highly associated with the prevalence of dementia. However, because of the complexity of the data set and the high degree of correlation between variables, different multivariate analyses yielded different results, explainable by the correlations. Some factors identified as having potential associations were the consumption of rice, sugar, fruit, potatoes, meat products and fish. However, within a given dietary category there were often a number of different elements with different relations to dementia. This pilot study demonstrates some critical elements for a future study: (1) dietary factors must be very narrowly defined, (2) large numbers of cases are needed to support multivariable analyses. (3) Multiple statistical methods along with simulations must be used to confirm results. Frontiers Media S.A. 2022-07-06 /pmc/articles/PMC9298542/ /pubmed/35875792 http://dx.doi.org/10.3389/fnagi.2022.606424 Text en Copyright © 2022 Stecker, Stecker, Reiss and Kasselman. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Stecker, Mark
Stecker, Mona
Reiss, Allison B.
Kasselman, Lora
Dementia and Diet, Methodological and Statistical Issues: A Pilot Study
title Dementia and Diet, Methodological and Statistical Issues: A Pilot Study
title_full Dementia and Diet, Methodological and Statistical Issues: A Pilot Study
title_fullStr Dementia and Diet, Methodological and Statistical Issues: A Pilot Study
title_full_unstemmed Dementia and Diet, Methodological and Statistical Issues: A Pilot Study
title_short Dementia and Diet, Methodological and Statistical Issues: A Pilot Study
title_sort dementia and diet, methodological and statistical issues: a pilot study
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9298542/
https://www.ncbi.nlm.nih.gov/pubmed/35875792
http://dx.doi.org/10.3389/fnagi.2022.606424
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