Adaptive Time-Scale Feature Extraction in Electroencephalographic Responses To Transcranial Magnetic Stimulation

Electroencephalographic responses evoked by transcranial magnetic stimulation (TMS) gain more and more interest for basic neurophysiological research and possibly diagnostic purposes. However, the separation of magnetically from non-magnetically induced brain activity still remains a challenge due to superimposed secondary effects, in particular auditory and somatosensory evoked potentials. In this study, we use optimized tight wavelet frames for the adaptive extraction of discriminant electroencephalographic time-scale features during TMS using figure-of-eight coil for focal stimulation and a combined auditory and somatosensory stimulation (ASS) paradigm. We restrict our focus to large-scale features which correspond to slow wave cortical potentials (SCPs). These potentials might reflect thalamocortical dynamics and are frequently used in biofeedback therapies. The proposed methods allows for a robust extraction of slow wave components and separated clearly the TMS from the ASS data. It is concluded that our study strongly supports recent suggestions that TMS modulates SCPs, reinforcing the theory that TMS leads to long term changes in the cortical excitability.

[1]  G. Steidl,et al.  Hybrid wavelet-support vector classification of waveforms , 2002 .

[2]  Martin Vetterli,et al.  Oversampled filter banks , 1998, IEEE Trans. Signal Process..

[3]  H. R. Siebner,et al.  Parietal Magnetic Stimulation Delays Visuomotor Mental Rotation at Increased Processing Demands , 2002, NeuroImage.

[4]  S. Ueno,et al.  Magnetic Stimulation of the Human Brain , 1992, Annals of the New York Academy of Sciences.

[5]  Jelena Kovacevic,et al.  Wavelets and Subband Coding , 2013, Prentice Hall Signal Processing Series.

[6]  Truong Q. Nguyen,et al.  Wavelets and filter banks , 1996 .

[7]  Edward H. Adelson,et al.  Shiftable multiscale transforms , 1992, IEEE Trans. Inf. Theory.

[8]  N. Grisaru,et al.  Repetitive transcranial magnetic stimulation of the right dorsolateral prefrontal cortex in posttraumatic stress disorder: a double-blind, placebo-controlled study. , 2004, The American journal of psychiatry.

[9]  Takashi Maeno,et al.  Effects of transcranial magnetic stimulation on EEG activities , 2002 .

[10]  T. Paus,et al.  Synchronization of neuronal activity in the human primary motor cortex by transcranial magnetic stimulation: an EEG study. , 2001, Journal of neurophysiology.

[11]  John C Rothwell,et al.  Effect of daily repetitive transcranial magnetic stimulation on motor performance in Parkinson's disease , 2006, Movement disorders : official journal of the Movement Disorder Society.

[12]  Thilo Hinterberger,et al.  Modulation of slow cortical potentials by transcranial magnetic stimulation in humans , 2002, Neuroscience Letters.

[13]  N. Birbaumer slow Cortical Potentials: Plasticity, Operant Control, and Behavioral Effects , 1999 .

[14]  Sean L. Hill,et al.  Modeling the effects of transcranial magnetic stimulation on cortical circuits. , 2005, Journal of neurophysiology.

[15]  P. Rossini,et al.  Brain excitability changes in the relapsing and remitting phases of multiple sclerosis: a study with transcranial magnetic stimulation , 2004, Clinical Neurophysiology.

[16]  J. Rothwell,et al.  Therapeutic trial of repetitive transcranial magnetic stimulation after acute ischemic stroke , 2005, Neurology.

[17]  David Poeppel,et al.  Prefrontal cortex asymmetry for memory encoding of words and abstract shapes. , 2004, Cerebral cortex.

[18]  Risto Näätänen,et al.  Separation of contamination caused by coil clicks from responses elicited by transcranial magnetic stimulation , 1999, Clinical Neurophysiology.

[19]  Seppo Kähkönen,et al.  The effect of stimulus intensity on brain responses evoked by transcranial magnetic stimulation , 2004, Human brain mapping.

[20]  Werner Lutzenberger,et al.  Simultaneous recording of slow brain potentials and transcranial magnetic stimulation of hand area in human motor cortex , 1995, Neuroscience Letters.

[21]  N. Michael,et al.  Treatment of bipolar mania with right prefrontal rapid transcranial magnetic stimulation , 2004 .

[22]  Motor cortex excitability in restless legs syndrome. , 2004, Sleep medicine.