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Entropy analysis on EEG signal in a case study of focal myoclonus

机译:EEG信号突出分析局灶性肌阵挛性研究

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Electrophysiological studies provide useful information for diagnosis and classification of myoclonus, and for the investigation of its generative mechanisms, due to association of myoclonus with abnormally increased excitability of cortical structures. In this work we analyzed the polygraphic data of a 7-year old girl affected by continuous partial epilepsy with focal myoclonus both related and not related with epileptiform discharges on EEG. We applied Sample Entropy (SampEn) and Lempel-Ziv complexity (LZ) methods to investigate the regularity and complexity content of EEG recordings and to find possible analogies in the behaviour of non-parametric complexity measures in epilepsy and in myoclonus. Our results show that these algorithms succeeded in finding a significant difference between the hypothesized focus on C3 electrode and the contralateral electrode C4, for EEG correlated myoclonus. A significant difference between the two contralateral electrodes (C3-C4) was also found for non EEG correlated myoclonus, but only by means of SampEn. This preliminary study confirmed the ability of entropic methods in discriminating myoclonic events. Indeed, near the myoclonic focus location both SampEn and LZ methods showed below average values.
机译:电生理学研究提供了肌阵挛的诊断和分类的有用信息,以及对其生成机制的调查,由于肌阵挛性具有异常增加的皮质结构的兴奋性。在这项工作中,我们分析了由连续部分癫痫影响的7岁女孩的复杂数据,焦霉素均相关,与脑电图癫痫发出无关。我们应用了样品熵(X Sampen)和LEMPEL-ZIV复杂度(LZ)方法,以研究EEG记录的规律性和复杂性含量,并在癫痫患者和肌阵挛的非参数复杂度措施的行为中找到可能的类比。我们的结果表明,对于EEG相关的肌阵挛,这些算法成功地找到了在C3电极和对侧电极C4上的假设聚焦之间的显着差异。两个对侧电极(C3-C4)之间的显着差异也被发现为非脑电子相关的肌阵挛,但只有通过啜饮。这项初步研究证实了熵方法在鉴别肌阵挛事件方面的能力。实际上,靠近肌阵挛的焦点位置均显示出低于平均值低于平均值的窗口和LZ方法。

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