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基于局部场电位和脑电图信号通过典型相关性估计帕金森症程度

Canonical Correlation to Estimate the Degree of Parkinsonism from Local Field Potential and Electroencephalographic Signals.

作者信息

Sanders Teresa H, Devergnas Annaelle, Wichmann Thomas, Clements Mark A

机构信息

Georgia Institute of Technology, Atlanta, GA.

Yerkes National Primate Research Center; Udall Center of Excellence in Parkinsons Diseases Research.

出版信息

Int IEEE EMBS Conf Neural Eng. 2013 Nov;2013:158-161. doi: 10.1109/NER.2013.6695896.

DOI:10.1109/NER.2013.6695896
PMID:27099650
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4834291/
Abstract

In this study, modulation index (MI) features derived from local field potential (LFP) recordings in the subthalamic nucleus (STN) and electroencephalographic recordings (EEGs) from the primary motor cortex are shown to correlate with both the overall motor impairment and motor subscores in a monkey model of parkinsonism. The MI features used are measures of phase-amplitude cross frequency coupling (CFC) between frequency sub-bands. We used complex wavelet transforms to extract six spectral sub-bands within the 3-60 Hz range from LFP and EEG signals. Using the method of canonical correlation, we show that weighted combinations of the MI features in LFP or EEG signals correlate significantly with individual and composite scores on a scale for parkinsonian disability.

摘要

在本研究中,从丘脑底核(STN)的局部场电位(LFP)记录以及初级运动皮层的脑电图记录(EEG)中得出的调制指数(MI)特征,在帕金森病猴模型中显示与整体运动障碍和运动子评分均相关。所使用的MI特征是频率子带之间的相位-幅度交叉频率耦合(CFC)的度量。我们使用复小波变换从LFP和EEG信号中提取3 - 60 Hz范围内的六个频谱子带。使用典型相关方法,我们表明LFP或EEG信号中MI特征的加权组合与帕金森病残疾量表上的个体和综合评分显著相关。

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本文引用的文献

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Subthalamic nucleus neurons are synchronized to primary motor cortex local field potentials in Parkinson's disease.帕金森病患者的丘脑底核神经元与初级运动皮层局部场电位同步。
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Exaggerated phase-amplitude coupling in the primary motor cortex in Parkinson disease.帕金森病患者初级运动皮层中相位-幅度耦合的夸大。
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Closed-loop deep brain stimulation is superior in ameliorating parkinsonism.闭环深部脑刺激在改善帕金森病方面更优。
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High gamma power is phase-locked to theta oscillations in human neocortex.高伽马功率与人类新皮层中的theta振荡锁相。
Science. 2006 Sep 15;313(5793):1626-8. doi: 10.1126/science.1128115.
9
Synchronized neuronal discharge in the basal ganglia of parkinsonian patients is limited to oscillatory activity.帕金森病患者基底神经节中的同步神经元放电仅限于振荡活动。
J Neurosci. 2002 Apr 1;22(7):2855-61. doi: 10.1523/JNEUROSCI.22-07-02855.2002.
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Dopamine dependency of oscillations between subthalamic nucleus and pallidum in Parkinson's disease.帕金森病中丘脑底核与苍白球之间振荡的多巴胺依赖性
J Neurosci. 2001 Feb 1;21(3):1033-8. doi: 10.1523/JNEUROSCI.21-03-01033.2001.