Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan, China.
bDepartment of Mathematics, School of Basic Medical Sciences, Shanxi Medical University, Taiyuan, China.
Aging Ment Health. 2022 Oct;26(10):1988-1996. doi: 10.1080/13607863.2021.1966746. Epub 2021 Aug 19.
In Alzheimer's Disease (AD) research, choosing appropriate method for measuring change in cognitive function over time can be challenging. The aim for this study was to examine the sensitivity of four neuropsychological tests used to measure cognition during the transition from mild cognitive impairment (MCI) to AD, and the impacts of associated covariates.
We enrolled 223 patients with MCI who progressed to AD and had completed multiple follow-up assessments in the Alzheimer's Disease Neuroimaging Initiative (ADNI) database. We constructed nonlinear mixed model for multivariate longitudinal data assuming that multiple neuropsychological tests would exhibit nonlinear transformation of a common factor in the latent cognitive process underlying the progression from MCI to AD.
The Clinical Dementia Rating-Sum of the Boxes (CDR-SB) and Alzheimer's Disease Assessment Scale (11 items; ADAS-11) were more sensitive to cognitive changes in individuals with higher cognitive function, the Functional Activities Questionnaire (FAQ) was more sensitive to cognitive changes in individuals with middle cognitive function, and the Mini-Mental State Examination (MMSE) was more sensitive to cognitive changes in individuals with lower cognitive function. Gender ( = 0.0139) and educational level ( = 0.0094) had varying effects on different tests, such that men performed better on the FAQ and CDR-SB, and individuals with higher educational level tended to perform better on the FAQ and MMSE.
When choosing appropriate neuropsychological tests in cognitive measurements, the cognitive functional level of the patient as well as the impacts of covariates should be considered.
在阿尔茨海默病(AD)研究中,选择合适的方法来衡量认知功能随时间的变化可能具有挑战性。本研究旨在检验四种神经心理学测试在从轻度认知障碍(MCI)向 AD 过渡期间测量认知的敏感性,以及相关协变量的影响。
我们纳入了 223 名从 MCI 进展为 AD 并在阿尔茨海默病神经影像学倡议(ADNI)数据库中完成多次随访评估的患者。我们构建了用于多变量纵向数据的非线性混合模型,假设多种神经心理学测试将在从 MCI 向 AD 进展的潜在认知过程中表现出共同因素的非线性转换。
临床痴呆评定量表总和评分(CDR-SB)和阿尔茨海默病评估量表(11 项;ADAS-11)对认知功能较高的个体的认知变化更敏感,功能活动问卷(FAQ)对认知功能中等的个体的认知变化更敏感,而简易精神状态检查(MMSE)对认知功能较低的个体的认知变化更敏感。性别( = 0.0139)和教育水平( = 0.0094)对不同测试有不同的影响,即男性在 FAQ 和 CDR-SB 上表现更好,而教育水平较高的个体在 FAQ 和 MMSE 上表现更好。
在认知测量中选择适当的神经心理学测试时,应考虑患者的认知功能水平以及协变量的影响。