Title :
Quantifying uncertainty in Transcranial Magnetic Stimulation - A high resolution simulation study in ICBM space
Author :
Toschi, N. ; Keck, M.E. ; Welt, T. ; Guerrisi, M.
Author_Institution :
Fac. of Med., Univ. of Rome Tor Vergata, Rome, Italy
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Transcranial Magnetic Stimulation offers enormous potential for noninvasive brain stimulation. While it is known that brain tissue significantly “reshapes” induced field and charge distributions, most modeling investigations to-date have focused on single-subject data with limited generality. Further, the effects of the significant uncertainties which exist in the simulation (i.e. brain conductivity distributions) and stimulation (e.g. coil positioning and orientations) setup have not been quantified. In this study, we construct a high-resolution anisotropic head model in standard ICBM space, which can be used as a population-representative standard for bioelectromagnetic simulations. Further, we employ Monte-Carlo simulations in order to quantify how uncertainties in conductivity values propagate all the way to induced field and currents, demonstrating significant, regionally dependent dispersions in values which are commonly assumed “ground truth”. This framework can be leveraged in order to quantify the effect of any type of uncertainty in noninvasive brain stimulation and bears relevance in all applications of TMS, both investigative and therapeutic.
Keywords :
Monte Carlo methods; brain; electroencephalography; transcranial magnetic stimulation; EEG; Monte Carlo simulation; bioelectromagnetic simulation; ground truth; high resolution anisotropic head model; high resolution simulation; noninvasive brain stimulation; population-representative standard; standard ICBM space; transcranial magnetic stimulation; Biological system modeling; Brain modeling; Conductivity; Magnetic stimulation; Tensile stress; Uncertainty; Brain; Brain Mapping; Computer Simulation; Head; Humans; Imaging, Three-Dimensional; Models, Neurological; Monte Carlo Method; Transcranial Magnetic Stimulation;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346156