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痴呆与饮食:方法学和统计学问题的初步研究

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

作者信息

Stecker Mark, Stecker Mona, Reiss Allison B, Kasselman Lora

机构信息

Fresno Institute of Neuroscience, Fresno, CA, United States.

Department of Medicine, NYU Long Island School of Medicine, Mineola, NY, United States.

出版信息

Front Aging Neurosci. 2022 Jul 6;14:606424. doi: 10.3389/fnagi.2022.606424. eCollection 2022.

DOI:10.3389/fnagi.2022.606424
PMID:35875792
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9298542/
Abstract

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.

摘要

关于饮食与痴呆症之间的关系,存在相互矛盾的信息。这项初步研究有两个目的。首先,利用关于食物消费(英国家庭食物)、痴呆症、风险和人口统计学因素的公开可用数据,找出各类食物消费与痴呆症患病率之间的关系。第二个目的是确定对结果有重要影响的研究设计要素。对从现有数据派生的不同数据集进行了多项分析。统计检验首先进行经多重检验校正的单变量相关性分析,然后进行全局显著性检验。随后,应用了多种多变量技术,包括逐步线性回归、聚类回归、正则化回归和主成分分析。排列检验和模拟突出了每种技术的优缺点。单变量分析表明,某些食物的消费与痴呆症患病率高度相关。然而,由于数据集的复杂性以及变量之间的高度相关性,不同的多变量分析产生了不同的结果,这可以用相关性来解释。一些被确定为具有潜在关联的因素包括大米、糖、水果、土豆、肉类产品和鱼类的消费。然而,在给定的饮食类别中,通常有许多不同的元素与痴呆症有不同的关系。这项初步研究展示了未来研究的一些关键要素:(1)饮食因素必须定义得非常狭窄,(2)需要大量病例来支持多变量分析。(3)必须使用多种统计方法以及模拟来确认结果。

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Diet and Dementia: A Prospective Study.饮食与痴呆:一项前瞻性研究。
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Relationship between the Japanese-style diet, gut microbiota, and dementia: A cross-sectional study.日式饮食、肠道菌群与痴呆症的关系:一项横断面研究。
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