Electroencephalogram criticality in cognitive impairment: a monitoring biomarker?

IF 3.1 3区 工程技术 Q2 NEUROSCIENCES Cognitive Neurodynamics Pub Date : 2024-07-26 DOI:10.1007/s11571-024-10155-4
Vasilis-Spyridon Tseriotis, George Vavougios, Magdalini Tsolaki, Martha Spilioti, Efstratios K. Kosmidis
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Abstract

Critical states present scale-free dynamics, optimizing neuronal complexity and serving as a potential biomarker in cognitively impaired patients. We explored electroencephalogram (EEG) criticality in amnesic Mild Cognitive Impairment patients with clinical improvement in working memory, verbal memory, verbal fluency and overall executive functions after the completion of a 6-month prospective memory training. We compared “before” and “after” stationary resting-state EEG records of right-handed MCI patients (n = 17; 11 females), using the method of critical fluctuations and Haar wavelet analysis. Improvement of criticality indices was observed in most electrodes, with mean values being higher after prospective memory training. Significant criticality enhancement was found in the subgroup analysis of frontotemporal electrodes [mean dif: 0.10; Z = 7, p = 0.019]. In the isolated electrode signal analysis, significant post-intervention improvement was noted in pooled criticality indices of electrodes T6 [mean dif: 0.204; t(10) = −2.3, p = 0.044] and F4 [mean dif: 0.0194; t(10) = −2.82; p = 0.018]. EEG criticality agreed with clinical improvement, consisting a possible quantifiable and easy-to-obtain biomarker in MCI and Alzheimer’s disease (AD), especially in patients under cognitive training/rehabilitation. We highlight the role of EEG in prognostication, monitoring and potentially early treatment optimization in MCI or AD patients. Further standardization of the methodology in larger patient cohorts could be valuable for AD theragnostics in patients receiving disease-modifying treatments by providing insights regarding synaptic brain plasticity.

Graphical Abstract

Critical states’ scale-free dynamics optimize neuronal complexity, emerging as biomarkers in cognitive neuroscience. Applying the method of critical fluctuations and Haar wavelet analysis in stationary EEG time-series, we demonstrate criticality enhancement in the frontotemporal electroencephalographic (EEG) recordings of mild cognitive impairment (MCI) patients after a 6-month prospective memory training, suggesting EEG criticality as a possible monitoring biomarker in MCI and Alzheimer’s disease.

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认知障碍的脑电图临界值:监测生物标志物?
临界状态呈现无标度动态,优化了神经元的复杂性,可作为认知障碍患者的潜在生物标志物。在完成为期 6 个月的前瞻性记忆训练后,健忘症轻度认知障碍患者的工作记忆、言语记忆、言语流畅性和整体执行功能均有临床改善,我们对这些患者的脑电图临界状态进行了研究。我们采用临界波动和哈小波分析方法,比较了右利手 MCI 患者(17 人,11 名女性)"训练前 "和 "训练后 "的静息态脑电图记录。大多数电极的临界指数都有所改善,前瞻性记忆训练后的平均值更高。在额颞电极分组分析中发现临界值显著提高[平均差值:0.10;Z = 7,P = 0.019]。在孤立电极信号分析中,T6[平均差值:0.204;t(10) = -2.3,p = 0.044]和 F4[平均差值:0.0194;t(10) = -2.82;p = 0.018]电极的集合临界值指数在干预后有显著改善。脑电图临界值与临床改善一致,是 MCI 和阿尔茨海默病(AD)的一种可量化且易于获得的生物标志物,尤其是在接受认知训练/康复的患者中。我们强调脑电图在 MCI 或 AD 患者的预后、监测和早期治疗优化中的作用。通过深入了解大脑突触的可塑性,在更大的患者群体中进一步标准化该方法,对接受疾病调节治疗的 AD 患者的治疗诊断很有价值。应用临界波动方法和哈尔小波分析静态脑电图时间序列,我们证明了轻度认知障碍(MCI)患者经过6个月的前瞻性记忆训练后,其额颞部脑电图(EEG)记录的临界性增强,这表明脑电图临界性可能是MCI和阿尔茨海默病的监测生物标志物。
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来源期刊
Cognitive Neurodynamics
Cognitive Neurodynamics 医学-神经科学
CiteScore
6.90
自引率
18.90%
发文量
140
审稿时长
12 months
期刊介绍: Cognitive Neurodynamics provides a unique forum of communication and cooperation for scientists and engineers working in the field of cognitive neurodynamics, intelligent science and applications, bridging the gap between theory and application, without any preference for pure theoretical, experimental or computational models. The emphasis is to publish original models of cognitive neurodynamics, novel computational theories and experimental results. In particular, intelligent science inspired by cognitive neuroscience and neurodynamics is also very welcome. The scope of Cognitive Neurodynamics covers cognitive neuroscience, neural computation based on dynamics, computer science, intelligent science as well as their interdisciplinary applications in the natural and engineering sciences. Papers that are appropriate for non-specialist readers are encouraged. 1. There is no page limit for manuscripts submitted to Cognitive Neurodynamics. Research papers should clearly represent an important advance of especially broad interest to researchers and technologists in neuroscience, biophysics, BCI, neural computer and intelligent robotics. 2. Cognitive Neurodynamics also welcomes brief communications: short papers reporting results that are of genuinely broad interest but that for one reason and another do not make a sufficiently complete story to justify a full article publication. Brief Communications should consist of approximately four manuscript pages. 3. Cognitive Neurodynamics publishes review articles in which a specific field is reviewed through an exhaustive literature survey. There are no restrictions on the number of pages. Review articles are usually invited, but submitted reviews will also be considered.
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