Abstract

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.

Highlights

  • Increasing evidence indicates that synchronous neural oscillations play an important role in linking multiple brain regions dynamically and in establishing information transfer among these regions (Engel and Singer, 2001; Varela et al, 2001; Ward, 2003)

  • With higher-intensity Transcranial magnetic stimulation (TMS), transient phase resetting of the theta oscillations was transmitted from the visual areas to the motor areas (Figure 2A)

  • ZPPI around sham TMS application for both the Oz and C3 electrodes compared with pre-TMS periods (Figures 3E,F). These results indicate that the TMS-induced increase in PLFz is accompanied by a significantly shorter decay time in ZPPI compared with pre-TMS periods more prominently in the higherintensity TMS (95% motor threshold (MT)) condition

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Summary

Introduction

Increasing evidence indicates that synchronous neural oscillations play an important role in linking multiple brain regions dynamically and in establishing information transfer among these regions (Engel and Singer, 2001; Varela et al, 2001; Ward, 2003). It has been suggested that singlepulse TMS can induce transient neural oscillations in several frequency bands in different cortical areas of the human brain (Paus et al, 2001; Fuggetta et al, 2005; Van Der Werf and Paus, 2006; Taylor et al, 2008; Rosanova et al, 2009; Thut and Miniussi, 2009; Veniero et al, 2011). Almost no study has estimated quantitatively TMS-induced phase resetting, a recent study has Frontiers in Human Neuroscience www.frontiersin.org

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