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采用 N -back 工作记忆任务中的事件相关电位和事件相关去同步化对轻度认知障碍和阿尔茨海默病进行早期诊断。

Early diagnosis of mild cognitive impairment and Alzheimer's with event-related potentials and event-related desynchronization in N-back working memory tasks.

机构信息

Engineering, Modelling and Applied Social Sciences Center, Universidade Federal do ABC, Santo André, São Paulo, Brazil.

Engineering, Modelling and Applied Social Sciences Center, Universidade Federal do ABC, Santo André, São Paulo, Brazil; Departamento de Estadística, Universidad Nacional del Altiplano, Puno, Peru.

出版信息

Comput Methods Programs Biomed. 2018 Oct;164:1-13. doi: 10.1016/j.cmpb.2018.06.011. Epub 2018 Jun 27.

Abstract

BACKGROUND AND OBJECTIVE

In this study we investigate whether or not event-related potentials (ERP) and/or event-related (de)synchronization (ERD/ERS) can be used to differentiate between 27 healthy elderly (HE), 21 subjects diagnosed with mild cognitive impairment (MCI) and 15 mild Alzheimer's disease (AD) patients.

METHODS

Using 32-channel EEG recordings, we measured ERP responses to a three-level (N-back, N = 0,1,2) visual working memory task. We also performed ERD analysis over the same EEG data, dividing the full-band signal into the well-known delta, theta, alpha, beta and gamma bands. Both ERP and ERD analyses were followed by cluster analysis with correction for multicomparisons whenever significant differences were found between groups.

RESULTS

Regarding ERP (full-band analysis), our findings have shown both patient groups (MCI and AD) with reduced P450 amplitude (compared to HE controls) in the execution of the non-match 1-back task at many scalp electrodes, chiefly at parietal and centro-parietal areas. However, no significant differences were found between MCI and AD in ERP analysis whatever was the task. As for sub-band analyses, ERD/ERS measures revealed that HE subjects elicited consistently greater alpha ERD responses than MCI and AD patients during the 1-back task in the match condition, with all differences located at frontal, central and occipital regions. Moreover, in the non-match condition, it was possible to distinguish between MCI and AD patients when they were performing the 0-back task, with MCI presenting more desynchronization than AD on the theta band at temporal and fronto-temporal areas. In summary, ERD analyses have revealed themselves more valuable than ERP, since they showed significant differences in all three group comparisons: HE vs. MCI, HE vs. AD, and MCI vs. AD.

CONCLUSIONS

Based on these findings, we conclude that ERD responses to working memory (N-back) tasks could be useful not only for early MCI diagnosis or for improved AD diagnosis, but probably also for assessing the likelihood of MCI progression to AD, after further validated by a longitudinal study.

摘要

背景与目的

本研究旨在探讨事件相关电位(ERP)和/或事件相关去同步(ERD)是否可用于区分 27 名健康老年人(HE)、21 名轻度认知障碍(MCI)患者和 15 名轻度阿尔茨海默病(AD)患者。

方法

使用 32 通道 EEG 记录,我们测量了视觉工作记忆任务(N-back,N=0、1、2)中 ERP 反应。我们还对相同的 EEG 数据进行了 ERD 分析,将全频带信号分为众所周知的 delta、theta、alpha、beta 和 gamma 频段。当发现组间存在显著差异时,我们对 ERP 和 ERD 分析都进行了聚类分析,并进行了多比较校正。

结果

关于 ERP(全频带分析),我们的研究结果表明,在执行非匹配 1-back 任务时,两组患者(MCI 和 AD)的 P450 振幅均降低(与 HE 对照组相比),主要位于顶叶和中央顶叶区域。然而,无论任务如何,在 ERP 分析中均未发现 MCI 和 AD 之间存在显著差异。对于子频带分析,ERD/ERS 测量结果表明,在匹配条件下,HE 受试者在 1-back 任务中产生的 alpha 去同步反应明显大于 MCI 和 AD 患者,所有差异均位于额、中央和枕区。此外,在非匹配条件下,当 MCI 和 AD 患者执行 0-back 任务时,可以区分他们,MCI 在颞区和额颞区的 theta 频段上表现出更多的去同步。总之,ERD 分析比 ERP 更有价值,因为它们在所有三组比较中都显示出了显著的差异:HE 与 MCI、HE 与 AD 以及 MCI 与 AD。

结论

基于这些发现,我们得出结论,工作记忆(N-back)任务的 ERD 反应不仅可用于早期 MCI 诊断或改善 AD 诊断,而且可能还可用于评估 MCI 向 AD 进展的可能性,这需要进一步通过纵向研究来验证。

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