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阿尔茨海默病中多基因风险评分对言语记忆衰退影响的线性混合模型分析

Linear Mixed Model Analysis of Polygenic Hazard Score on Verbal Memory Decline in Alzheimer's Disease.

作者信息

Wang Kesheng, Xu Chun, Theeke Laurie A, Xiao Danqing, Luo Xingguang, Xie Changchun

出版信息

Nurs Res. 2023;72(1):66-73. doi: 10.1097/NNR.0000000000000623. Epub 2022 Sep 10.

Abstract

BACKGROUND

Alzheimer's disease (AD) is a chronic, progressive, degenerative disease characterized by cognitive dysfunction, including verbal memory loss. Studies were lacking in examining the longitudinal effect of polygenic hazard score on the Rey Auditory Verbal Learning Test-Delayed Total (AVDELTOT) score (a common measure of verbal memory). A key step in analyzing longitudinal changes in cognitive measures using a linear mixed model (LMM) is choosing a suitable covariance structure.

OBJECTIVES

The study aims to determine the association between the polygenic hazard score and the AVDELTOT score accounting for repeated measures (the covariance structure).

METHODS

The AVDELTOT scores were collected at baseline, 12 months, 24 months, 36 months, and 48 months from 283 participants with AD, 347 with cognitive normal, and 846 with mild cognitive impairment in the Alzheimer's Disease Neuroimaging Initiative. The Bayesian information criterion statistic was used to select the best covariance structure from 10 covariance structures in longitudinal analysis of AVDELTOT scores. The multivariable LMM was used to investigate the effect of polygenic hazard score status (low vs. medium vs. high) on changes in AVDELTOT scores while adjusted for age, gender, education, APOE-ε4 genotype, and baseline Mini-Mental State Examination score.

RESULTS

One-way analysis of variance revealed significant differences in AVDELTOT scores, Mini-Mental State Examination scores, and polygenic hazard scores among AD diagnoses at baseline. Bayesian information criterion favored the compound symmetry covariance structure in the LMM analysis. Using the multivariate LMM, the APOE-ε4 allele and high polygenic hazard score value was significantly associated with AVDELTOT declines. Significant polygenic hazard score status by follow-up visit interactions was discovered.

CONCLUSION

Our findings provide the first evidence of the effect of polygenic hazard score status and APOE-ε4 allele on declines in verbal memory in people with AD.

摘要

背景

阿尔茨海默病(AD)是一种慢性、进行性、退行性疾病,其特征为认知功能障碍,包括言语记忆丧失。缺乏关于多基因风险评分对雷伊听觉词语学习测验延迟总分(AVDELTOT)评分(一种常用的言语记忆测量指标)纵向影响的研究。使用线性混合模型(LMM)分析认知指标纵向变化的一个关键步骤是选择合适的协方差结构。

目的

本研究旨在确定多基因风险评分与考虑重复测量因素(协方差结构)的AVDELTOT评分之间的关联。

方法

从阿尔茨海默病神经影像倡议研究中的283名AD患者、347名认知正常者和846名轻度认知障碍者中,在基线、12个月、24个月、36个月和48个月时收集AVDELTOT评分。在对AVDELTOT评分进行纵向分析时,使用贝叶斯信息准则统计量从10种协方差结构中选择最佳协方差结构。使用多变量LMM研究多基因风险评分状态(低 vs. 中 vs. 高)对AVDELTOT评分变化的影响,同时对年龄、性别、教育程度、APOE-ε4基因型和基线简易精神状态检查表评分进行校正。

结果

单因素方差分析显示,基线时不同AD诊断组之间的AVDELTOT评分、简易精神状态检查表评分和多基因风险评分存在显著差异。在LMM分析中,贝叶斯信息准则支持复合对称协方差结构。使用多变量LMM,APOE-ε4等位基因和高多基因风险评分值与AVDELTOT下降显著相关。发现随访就诊交互作用导致的显著多基因风险评分状态。

结论

我们的研究结果首次证明了多基因风险评分状态和APOE-ε4等位基因对AD患者言语记忆下降的影响。

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