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多发性硬化症中工作记忆事件相关网络动力学的紊乱。

Disrupted working memory event-related network dynamics in multiple sclerosis.

机构信息

AIMS lab, Center for Neurosciences, Vrije Universiteit Brussel, Brussels, Belgium.

Department of Electronics and Informatics (ETRO), Vrije Universiteit Brussel, Brussels, Belgium.

出版信息

Commun Biol. 2024 Nov 29;7(1):1592. doi: 10.1038/s42003-024-07283-2.

Abstract

In multiple sclerosis (MS), working memory (WM) impairment can occur soon after disease onset and significantly affects the patient's quality of life. Functional imaging research in MS aims to investigate the neurophysiological underpinnings of WM impairment. In this context, we utilize a data-driven technique, the time delay embedded-hidden Markov model, to extract spectrally defined functional networks in magnetoencephalographic (MEG) data acquired during a WM visual-verbal n-back task. Here, we show that the activation of two networks is altered in relapsing remitting-MS patients. First, the activation of an early theta prefrontal network linked to stimulus encoding and attentional control significantly decreases in MS compared to HC. This diminished activation correlates with reduced accuracy and higher reaction time, suggesting that impaired attention control impacts task performance in MS patients. Secondly, a frontoparietal network characterized by beta coupling is activated between 300 and 600 ms post-stimulus, resembling the event-related P300, a cognitive marker extensively explored in EEG studies. The activation of this network is amplified in patients treated with benzodiazepine, in line with the well-known benzodiazepine-induced beta enhancement. Altogether, the TDE-HMM technique extracts task-relevant functional networks showing disease-specific and treatment-related alterations, revealing potential new markers to assess and track WM impairment in MS.

摘要

在多发性硬化症(MS)中,工作记忆(WM)损伤可能在疾病发作后不久就会发生,并严重影响患者的生活质量。MS 的功能影像学研究旨在探究 WM 损伤的神经生理基础。在这方面,我们利用一种数据驱动的技术,即时滞嵌入隐马尔可夫模型,从 WM 视觉言语 n-回任务期间采集的脑磁图(MEG)数据中提取频谱定义的功能网络。在这里,我们表明在复发缓解型 MS 患者中,两个网络的激活发生了改变。首先,与刺激编码和注意力控制相关的早期θ前额叶网络的激活在 MS 中明显低于 HC。这种激活减少与准确性降低和反应时间延长相关,表明注意力控制受损会影响 MS 患者的任务表现。其次,一个以β耦合为特征的额顶叶网络在刺激后 300 到 600 毫秒之间被激活,类似于事件相关 P300,这是 EEG 研究中广泛探索的认知标记。该网络的激活在接受苯二氮䓬类药物治疗的患者中放大,与众所周知的苯二氮䓬类药物诱导的β增强一致。总之,TDE-HMM 技术提取出与任务相关的功能网络,显示出疾病特异性和治疗相关性改变,揭示了评估和跟踪 MS 中 WM 损伤的潜在新标记。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f46d/11607348/5bc7ac91b00c/42003_2024_7283_Fig1_HTML.jpg

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