Yi Guo-Sheng, Wang Jiang, Deng Bin, Wei Xi-Le
School of Electrical Engineering and Automation, Tianjin University, Tianjin, 30072 China.
Cogn Neurodyn. 2017 Apr;11(2):147-160. doi: 10.1007/s11571-016-9415-z. Epub 2016 Oct 20.
To investigate the abnormal brain activities in the early stage of Parkinson's disease (PD), the electroencephalogram (EEG) signals were recorded with 20 channels from non-dementia PD patients (18 patients, 8 females) and age matched healthy controls (18 subjects, 8 females) during the resting state. Two methods based on the ordinal patterns of the recorded series, i.e., permutation entropy (PE) and order index (OI), were introduced to characterize the complexity of the cortical activities for two groups. It was observed that the resting-state EEG of PD patients showed lower PE and higher OI than healthy controls, which indicated that the early-stage PD caused the reduced complexity of EEG. We further applied two methods to determine the complexity of EEG rhythms in five sub-bands. The results showed that the gamma, beta and alpha rhythms of PD patients were characterized by lower PE and higher OI, i.e., reduced complexity, than healthy subjects. No significant differences were observed in theta or delta rhythms between two groups. The findings suggested that PE and OI were promising methods to detect the abnormal changes in the dynamics of EEG signals associated with early-stage PD. Further, such changes in EEG complexity may be the early markers of the cortical or subcortical dysfunction caused by PD.
为研究帕金森病(PD)早期的大脑异常活动,在静息状态下,使用20个通道记录了非痴呆型PD患者(18例,8名女性)和年龄匹配的健康对照者(18名,8名女性)的脑电图(EEG)信号。引入了基于记录序列序数模式的两种方法,即排列熵(PE)和顺序指数(OI),来表征两组皮质活动的复杂性。观察到PD患者的静息态EEG显示出比健康对照者更低的PE和更高的OI,这表明早期PD导致EEG复杂性降低。我们进一步应用这两种方法来确定五个子频段中EEG节律的复杂性。结果表明,与健康受试者相比,PD患者的γ、β和α节律的特征是PE较低且OI较高,即复杂性降低。两组之间在θ或δ节律上未观察到显著差异。这些发现表明,PE和OI是检测与早期PD相关的EEG信号动态异常变化的有前景的方法。此外,EEG复杂性的这种变化可能是PD引起的皮质或皮质下功能障碍的早期标志物。