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

机译:典型相关性以从局部场势和脑电图信号估计帕金森病的程度。

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摘要

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.
机译:在这项研究中,调制指数(MI)特征源自丘脑下核(STN)的局部场电势(LFP)记录和初级运动皮层的脑电图记录(EEG),与总体运动障碍和运动评分相关在帕金森症的猴子模型中。所用的MI特征是子频带之间的相幅跨频耦合(CFC)的量度。我们使用复数小波变换从LFP和EEG信号中提取3-60 Hz范围内的六个频谱子带。使用规范相关方法,我们显示LFP或EEG信号中MI特征的加权组合与帕金森氏残疾的个体和复合评分显着相关。

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