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Surrogate data modeling the relationship between high frequency amplitudes and Higuchi fractal dimension of EEG signals in anesthetized rats

机译:替代数据模拟麻醉大鼠脑电信号高频振幅与dimension口分形维数之间的关系

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摘要

We used spectral analysis and Higuchi fractal dimension (FD) to correlate the EEG spectral characteristics of the sensorimotor cortex, hippocampus, and pons with their corresponding EEG signal complexities in anesthetized rats. We have explored the quantitative relationship between the mean FDs and EEG wide range high frequency (8-50 Hz) activity during ketamine/xylazine versus nembutal anesthesia at surgical plane. Using FD we detected distinct inter-structure complexity pattern and uncovered for the first time that the polygraphically and behaviorally defined anesthetized state at surgical plane as equal during experiment in two anesthetic regimens, is not the same with respect to the degree of neuronal activity (degree of generalized neuronal inhibition achieved) at different brain levels. Using the correlation of certain brain structure EEG spectral characteristics with their corresponding FDs, and the surrogate data modeling, we determined what particular frequency band contributes to EEG complexities in ketamine/xylazine versus nembutal anesthesia. In this study we have shown that the quantitative relationship between higher frequency EEG amplitude and EEG complexity is the best-modeled by surrogate data as a 3rd order polynomial. On the base of our EEG amplitude/EEG complexity relationship model, and the evidenced spectral differences in ketamine versus nembutal anesthesia we have proved that higher amplitudes of sigma, beta, and gamma frequency in ketamine anesthesia yields to higher FDs.
机译:我们使用光谱分析和Higuchi分形维数(FD)将麻醉大鼠的感觉运动皮层,海马和脑桥的EEG光谱特征与其相应的EEG信号复杂性相关联。我们已经探索了氯胺酮/甲苯噻嗪与手术平面上的戊巴比妥麻醉期间平均FDs和EEG宽范围高频(8-50 Hz)活动之间的定量关系。使用FD,我们检测到了独特的结构复杂性模式,并首次发现在两种麻醉方案中,在手术上由多形和行为定义的麻醉状态在实验中相等,这在神经元活动程度(程度在不同的大脑水平上获得了广泛的神经元抑制作用)。使用某些大脑结构的脑电图频谱特征与其对应的FD的相关性,以及替代数据模型,我们确定了氯胺酮/甲苯噻嗪和线粒体麻醉中哪种特定的频带有助于脑电图的复杂性。在这项研究中,我们表明,高频EEG振幅和EEG复杂度之间的定量关系是最佳替代模型,它是作为三阶多项式的替代数据。根据我们的脑电图振幅/脑电图复杂性关系模型,以及氯胺酮麻醉与线粒体麻醉中的明显光谱差异,我们证明了氯胺酮麻醉中较高的sigma,β和gamma频率振幅可产生较高的FD。

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