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双重任务球平衡测试及其与认知功能的关联:算法开发与验证。

The Dual Task Ball Balancing Test and Its Association With Cognitive Function: Algorithm Development and Validation.

机构信息

Linus Health, Boston, MA, United States.

Linus Health Europe, Dublin, Ireland.

出版信息

J Med Internet Res. 2024 Aug 19;26:e49794. doi: 10.2196/49794.

Abstract

BACKGROUND

Dual task paradigms are thought to offer a quantitative means to assess cognitive reserve and the brain's capacity to allocate resources in the face of competing cognitive demands. The most common dual task paradigms examine the interplay between gait or balance control and cognitive function. However, gait and balance tasks can be physically challenging for older adults and may pose a risk of falls.

OBJECTIVE

We introduce a novel, digital dual-task assessment that combines a motor-control task (the "ball balancing" test), which challenges an individual to maintain a virtual ball within a designated zone, with a concurrent cognitive task (the backward digit span task [BDST]).

METHODS

The task was administered on a touchscreen tablet, performance was measured using the inertial sensors embedded in the tablet, conducted under both single- and dual-task conditions. The clinical use of the task was evaluated on a sample of 375 older adult participants (n=210 female; aged 73.0, SD 6.5 years).

RESULTS

All older adults, including those with mild cognitive impairment (MCI) and Alzheimer disease-related dementia (ADRD), and those with poor balance and gait problems due to diabetes, osteoarthritis, peripheral neuropathy, and other causes, were able to complete the task comfortably and safely while seated. As expected, task performance significantly decreased under dual task conditions compared to single task conditions. We show that performance was significantly associated with cognitive impairment; significant differences were found among healthy participants, those with MCI, and those with ADRD. Task results were significantly associated with functional impairment, independent of diagnosis, degree of cognitive impairment (as indicated by the Mini Mental State Examination [MMSE] score), and age. Finally, we found that cognitive status could be classified with >70% accuracy using a range of classifier models trained on 3 different cognitive function outcome variables (consensus clinical judgment, Rey Auditory Verbal Learning Test [RAVLT], and MMSE).

CONCLUSIONS

Our results suggest that the dual task ball balancing test could be used as a digital cognitive assessment of cognitive reserve. The portability, simplicity, and intuitiveness of the task suggest that it may be suitable for unsupervised home assessment of cognitive function.

摘要

背景

双任务范式被认为是一种定量评估认知储备和大脑在应对竞争认知需求时分配资源能力的方法。最常见的双任务范式研究了步态或平衡控制与认知功能之间的相互作用。然而,步态和平衡任务对于老年人来说可能具有身体挑战性,并且可能有跌倒的风险。

目的

我们引入了一种新颖的数字双任务评估方法,该方法结合了一项运动控制任务(“球平衡”测试),要求个体将虚拟球保持在指定区域内,同时进行一项并发认知任务(反向数字跨度测试[BDST])。

方法

该任务在触摸屏平板电脑上进行,使用平板电脑中嵌入的惯性传感器进行测量,在单任务和双任务条件下进行。该任务的临床应用在 375 名老年参与者样本中进行(n=210 名女性;年龄 73.0,SD 6.5 岁)。

结果

所有老年人,包括有轻度认知障碍(MCI)和阿尔茨海默病相关痴呆(ADRD)的老年人,以及由于糖尿病、骨关节炎、周围神经病和其他原因导致平衡和步态问题的老年人,都能够舒适、安全地完成任务,即使是坐在轮椅上也可以。正如预期的那样,与单任务条件相比,双任务条件下任务表现显著下降。我们表明,表现与认知障碍显著相关;在健康参与者、MCI 参与者和 ADRD 参与者之间存在显著差异。任务结果与功能障碍显著相关,与诊断、认知障碍程度(由简易精神状态检查[MMSE]评分指示)和年龄无关。最后,我们发现,使用基于 3 种不同认知功能结果变量(共识临床判断、 Rey 听觉言语学习测试[RAVLT]和 MMSE)训练的多种分类器模型,认知状态的分类准确率可以达到>70%。

结论

我们的结果表明,双任务球平衡测试可以作为认知储备的数字认知评估。任务的便携性、简单性和直观性表明,它可能适合于认知功能的非监督家庭评估。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3201/11369523/528ba88d29ed/jmir_v26i1e49794_fig1.jpg

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