Department of Intelligent Interaction Technology, Graduate School of Systems and Information Engineering, University of Tsukuba Tsukuba, Japan ; Rhythm-based Brain Information Processing Unit, RIKEN BSI-TOYOTA Collaboration Center Wako, Japan ; Laboratory for Advanced Brain Signal Processing, RIKEN Brain Science Institute Wako, Japan.
Rhythm-based Brain Information Processing Unit, RIKEN BSI-TOYOTA Collaboration Center Wako, Japan.
Front Hum Neurosci. 2014 Mar 25;8:173. doi: 10.3389/fnhum.2014.00173. eCollection 2014.
Electroencephalogram (EEG) phase synchronization analyses can reveal large-scale communication between distant brain areas. However, it is not possible to identify the directional information flow between distant areas using conventional phase synchronization analyses. In the present study, we applied transcranial magnetic stimulation (TMS) to the occipital area in subjects who were resting with their eyes closed, and analyzed the spatial propagation of transient TMS-induced phase resetting by using the transfer entropy (TE), to quantify the causal and directional flow of information. The time-frequency EEG analysis indicated that the theta (5 Hz) phase locking factor (PLF) reached its highest value at the distant area (the motor area in this study), with a time lag that followed the peak of the transient PLF enhancements of the TMS-targeted area at the TMS onset. Phase-preservation index (PPI) analyses demonstrated significant phase resetting at the TMS-targeted area and distant area. Moreover, the TE from the TMS-targeted area to the distant area increased clearly during the delay that followed TMS onset. Interestingly, the time lags were almost coincident between the PLF and TE results (152 vs. 165 ms), which provides strong evidence that the emergence of the delayed PLF reflects the causal information flow. Such tendencies were observed only in the higher-intensity TMS condition, and not in the lower-intensity or sham TMS conditions. Thus, TMS may manipulate large-scale causal relationships between brain areas in an intensity-dependent manner. We demonstrated that single-pulse TMS modulated global phase dynamics and directional information flow among synchronized brain networks. Therefore, our results suggest that single-pulse TMS can manipulate both incoming and outgoing information in the TMS-targeted area associated with functional changes.
脑电图(EEG)相位同步分析可以揭示大脑远距离区域之间的大规模通讯。然而,使用传统的相位同步分析,无法识别远距离区域之间的定向信息流。在本研究中,我们在闭眼休息的受试者的枕叶区域应用经颅磁刺激(TMS),并通过转移熵(TE)分析瞬态 TMS 诱导的相位重设的空间传播,来量化信息的因果和定向流动。时频 EEG 分析表明,θ(5 Hz)相位锁定因子(PLF)在远距离区域(本研究中的运动区)达到最高值,其时间滞后跟随 TMS 靶向区瞬态 PLF 增强的峰值在 TMS 起始时。相位保持指数(PPI)分析表明在 TMS 靶向区和远距离区均有明显的相位重设。此外,TE 从 TMS 靶向区到远距离区在 TMS 起始后的延迟期间明显增加。有趣的是,PLF 和 TE 结果之间的时间滞后几乎一致(152 与 165 ms),这有力地证明了延迟 PLF 的出现反映了因果信息流。这种趋势仅在高强度 TMS 条件下观察到,而在低强度或假 TMS 条件下则观察不到。因此,TMS 可能以强度依赖的方式操纵大脑区域之间的大规模因果关系。我们证明了单脉冲 TMS 调节了同步脑网络的全局相位动态和定向信息流。因此,我们的结果表明,单脉冲 TMS 可以操纵与功能变化相关的 TMS 靶向区的传入和传出信息。