Academy for Advanced Interdisciplinary Studies, Southern University of Science and Technology, ShenZhen, GuangDong, 518055, People's Republic of China.
Shenzhen Key Laboratory of Smart Healthcare Engineering, the Department of Biomedical Engineering, Southern University of Science and Technology, ShenZhen, GuangDong, 518055, People's Republic of China.
J Neural Eng. 2021 Nov 17;18(6). doi: 10.1088/1741-2552/ac3316.
. In this paper, a new approach of extracting and measuring the variability in electroencephalogram (EEG) was proposed to assess the depth of anesthesia (DOA) under general anesthesia.. The EEG variability (EEGV) was extracted as a fluctuation in time interval that occurs between two local maxima of EEG. Eight parameters related to EEGV were measured in time and frequency domains, and compared with state-of-the-art DOA estimation parameters, including sample entropy, permutation entropy, median frequency and spectral edge frequency of EEG. The area under the receiver-operator characteristics curve (AUC) and Pearson correlation coefficient were used to validate its performance on 56 patients.. Our proposed EEGV-derived parameters yield significant difference for discriminating between awake and anesthesia stages at a significance level of 0.05, as well as improvement in AUC and correlation coefficient on average, which surpasses the conventional features of EEG in detection accuracy of unconscious state and tracking the level of consciousness.. To sum up, EEGV analysis provides a new perspective in quantifying EEG and corresponding parameters are powerful and promising for monitoring DOA under clinical situations.
. 在本文中,提出了一种新的从脑电信号(EEG)中提取和测量变异性的方法,以评估全身麻醉下的麻醉深度(DOA)。.. EEG 变异性(EEGV)被提取为 EEG 两个局部最大值之间时间间隔的波动。在时间和频率域测量了与 EEGV 相关的 8 个参数,并与包括样本熵、排列熵、EEG 中位数频率和频谱边缘频率在内的最新 DOA 估计参数进行了比较。使用接收者操作特性曲线下的面积(AUC)和 Pearson 相关系数来验证其在 56 名患者上的性能。.. 我们提出的 EEGV 衍生参数在区分清醒和麻醉阶段方面具有显著差异,差异具有统计学意义(p < 0.05),并且 AUC 和相关系数的平均改善超过了 EEG 的常规特征,在检测无意识状态和跟踪意识水平方面具有更高的准确性。.. 综上所述,EEGV 分析为量化 EEG 提供了一个新的视角,相应的参数在监测临床情况下的 DOA 方面具有强大的潜力和前景。