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用于识别人类脑磁图和模拟数据中刺激诱发功能连接的相位同步测量方法比较

Comparison of Phase Synchronization Measures for Identifying Stimulus-Induced Functional Connectivity in Human Magnetoencephalographic and Simulated Data.

作者信息

Yoshinaga Kenji, Matsuhashi Masao, Mima Tatsuya, Fukuyama Hidenao, Takahashi Ryosuke, Hanakawa Takashi, Ikeda Akio

机构信息

Department of Neurology, Kyoto University Graduate School of Medicine, Kyoto, Japan.

Department of Advanced Neuroimaging, Integrative Brain Imaging Center, National Center of Neurology and Psychiatry, Tokyo, Japan.

出版信息

Front Neurosci. 2020 Jun 19;14:648. doi: 10.3389/fnins.2020.00648. eCollection 2020.

Abstract

Phase synchronization measures are widely used for investigating inter-regional functional connectivity (FC) of brain oscillations, but which phase synchronization measure should be chosen for a given experiment remains unclear. Using neuromagnetic brain signals recorded from healthy participants during somatosensory stimuli, we compared the performance of four phase synchronization measures, imaginary part of phase-locking value, imaginary part of coherency (ImCoh), phase lag index and weighted phase lag index (wPLI), for detecting stimulus-induced FCs between the contralateral primary and ipsilateral secondary somatosensory cortices. The analyses revealed that ImCoh exhibited the best performance for detecting stimulus-induced FCs, followed by the wPLI. We found that amplitude weighting, which is related to computing both ImCoh and wPLI, effectively attenuated the influence of noise contamination. A simulation study modeling noise-contaminated periodograms replicated these findings. The present results suggest that the amplitude-dependent measures, ImCoh followed by wPLI, may have the advantage in detecting stimulus-induced FCs.

摘要

相位同步测量被广泛用于研究脑振荡的区域间功能连接(FC),但对于给定的实验应选择哪种相位同步测量方法仍不明确。我们使用在体感刺激期间从健康参与者记录的脑磁信号,比较了四种相位同步测量方法的性能,即锁相值的虚部、相干性的虚部(ImCoh)、相位滞后指数和加权相位滞后指数(wPLI),用于检测对侧初级和同侧次级体感皮层之间的刺激诱发FC。分析表明,ImCoh在检测刺激诱发FC方面表现最佳,其次是wPLI。我们发现,与计算ImCoh和wPLI相关的幅度加权有效地减弱了噪声污染的影响。一项对受噪声污染的周期图进行建模的模拟研究重复了这些发现。目前的结果表明,幅度相关测量方法,即ImCoh其次是wPLI,在检测刺激诱发FC方面可能具有优势。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b3e/7318889/789717aee72a/fnins-14-00648-g001.jpg

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