Hu Sanqing, Stead Matt, Dai Qionghai, Worrell Gregory A
Department of Neurology, Division of Epilepsy and Electroencephalography, Mayo Clinic, Rochester, MN 55905, USA.
IEEE Trans Syst Man Cybern B Cybern. 2010 Oct;40(5):1294-304. doi: 10.1109/TSMCB.2009.2037237. Epub 2010 Jan 26.
The degree of synchronization in electroencephalography (EEG) signals is commonly characterized by the time-series measures, namely, correlation, phase synchrony, and magnitude squared coherence (MSC). However, it is now well established that the interpretation of the results from these measures are confounded by the recording reference signal and that this problem is not mitigated by the use of other EEG montages, such as bipolar and average reference. In this paper, we analyze the impact of reference signal amplitude and power on EEG signal correlation, phase synchrony, and MSC. We show that, first, when two nonreferential signals have negative correlation, the phase synchrony and the absolute value of the correlation of the two referential signals may have two regions of behavior characterized by a monotonic decrease to zero and then a monotonic increase to one as the amplitude of the reference signal varies in [0, +∞). It is notable that even a small change of the amplitude may lead to significant impact on these two measures. Second, when two nonreferential signals have positive correlation, the correlation and phase-synchrony values of the two referential signals can monotonically increase to one (or monotonically decrease to some positive value and then monotonically increase to one) as the amplitude of the reference signal varies in [0, +∞). Third, when two nonreferential signals have negative cross-power, the MSC of the two referential signals can monotonically decrease to zero and then monotonically increase to one as reference signal power varies in [0, +∞). Fourth, when two nonreferential signals have positive cross-power, the MSC of the two referential signals can monotonically increase to one as the reference signal power varies in [0, +∞). In general, the reference signal with small amplitude or power relative to the signals of interest may decrease or increase the values of correlation, phase synchrony, and MSC. However, the reference signal with high relative amplitude or power will always increase each of the three measures. In our previous paper, we developed a method to identify and extract the reference signal contribution to intracranial EEG (iEEG) recordings. In this paper, we apply this approach to referential iEEG recorded from human subjects and directly investigate the contribution of recording reference on correlation, phase synchrony, and MSC. The experimental results demonstrate the significant impact that the recording reference may have on these bivariate measures.
脑电图(EEG)信号中的同步程度通常由时间序列测量来表征,即相关性、相位同步性和幅度平方相干性(MSC)。然而,现在已经明确的是,这些测量结果的解释会受到记录参考信号的干扰,并且使用其他EEG导联方式(如双极导联和平均参考导联)并不能缓解这个问题。在本文中,我们分析了参考信号幅度和功率对EEG信号相关性、相位同步性和MSC的影响。我们表明,首先,当两个非参考信号具有负相关性时,随着参考信号幅度在[0, +∞)范围内变化,两个参考信号的相位同步性以及相关性的绝对值可能会有两个行为区域,其特征是随着参考信号幅度的变化先单调递减至零,然后再单调递增至一。值得注意的是,即使幅度有很小的变化也可能对这两个测量产生显著影响。其次,当两个非参考信号具有正相关性时,随着参考信号幅度在[0, +∞)范围内变化,两个参考信号的相关性和相位同步性值可以单调递增至一(或者单调递减至某个正值然后再单调递增至一)。第三,当两个非参考信号具有负交叉功率时,随着参考信号功率在[0, +∞)范围内变化,两个参考信号的MSC可以单调递减至零然后再单调递增至一。第四,当两个非参考信号具有正交叉功率时,随着参考信号功率在[0, +∞)范围内变化,两个参考信号的MSC可以单调递增至一。一般来说,相对于感兴趣信号而言幅度或功率较小的参考信号可能会降低或增加相关性、相位同步性和MSC的值。然而,具有高相对幅度或功率的参考信号总会增加这三个测量值中的每一个。在我们之前的论文中,我们开发了一种方法来识别和提取参考信号对颅内EEG(iEEG)记录的贡献。在本文中,我们将这种方法应用于从人类受试者记录的参考iEEG,并直接研究记录参考对相关性、相位同步性和MSC的贡献。实验结果证明了记录参考可能对这些双变量测量产生的显著影响。