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Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography

Spatial filtering, or beamforming, is a commonly used data-driven analysis technique in the field of Magnetoencephalography (MEG). Although routinely referred to as a single technique, beamforming in fact encompasses several different methods, both with regard to defining the spatial filters used to...

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Detalles Bibliográficos
Autores principales: Johnson, Sam, Prendergast, Garreth, Hymers, Mark, Green, Gary
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3152290/
https://www.ncbi.nlm.nih.gov/pubmed/21857916
http://dx.doi.org/10.1371/journal.pone.0022251
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author Johnson, Sam
Prendergast, Garreth
Hymers, Mark
Green, Gary
author_facet Johnson, Sam
Prendergast, Garreth
Hymers, Mark
Green, Gary
author_sort Johnson, Sam
collection PubMed
description Spatial filtering, or beamforming, is a commonly used data-driven analysis technique in the field of Magnetoencephalography (MEG). Although routinely referred to as a single technique, beamforming in fact encompasses several different methods, both with regard to defining the spatial filters used to reconstruct source-space time series and in terms of the analysis of these time series. This paper evaluates two alternative methods of spatial filter construction and application. It demonstrates how encoding different requirements into the design of these filters has an effect on the results obtained. The analyses presented demonstrate the potential value of implementations which examine the timeseries projections in multiple orientations at a single location by showing that beamforming can reconstruct predominantly radial sources in the case of a multiple-spheres forward model. The accuracy of source reconstruction appears to be more related to depth than source orientation. Furthermore, it is shown that using three 1-dimensional spatial filters can result in inaccurate source-space time series reconstruction. The paper concludes with brief recommendations regarding reporting beamforming methodologies in order to help remove ambiguity about the specifics of the techniques which have been used.
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spelling pubmed-31522902011-08-19 Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography Johnson, Sam Prendergast, Garreth Hymers, Mark Green, Gary PLoS One Research Article Spatial filtering, or beamforming, is a commonly used data-driven analysis technique in the field of Magnetoencephalography (MEG). Although routinely referred to as a single technique, beamforming in fact encompasses several different methods, both with regard to defining the spatial filters used to reconstruct source-space time series and in terms of the analysis of these time series. This paper evaluates two alternative methods of spatial filter construction and application. It demonstrates how encoding different requirements into the design of these filters has an effect on the results obtained. The analyses presented demonstrate the potential value of implementations which examine the timeseries projections in multiple orientations at a single location by showing that beamforming can reconstruct predominantly radial sources in the case of a multiple-spheres forward model. The accuracy of source reconstruction appears to be more related to depth than source orientation. Furthermore, it is shown that using three 1-dimensional spatial filters can result in inaccurate source-space time series reconstruction. The paper concludes with brief recommendations regarding reporting beamforming methodologies in order to help remove ambiguity about the specifics of the techniques which have been used. Public Library of Science 2011-08-03 /pmc/articles/PMC3152290/ /pubmed/21857916 http://dx.doi.org/10.1371/journal.pone.0022251 Text en Johnson et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Johnson, Sam
Prendergast, Garreth
Hymers, Mark
Green, Gary
Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography
title Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography
title_full Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography
title_fullStr Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography
title_full_unstemmed Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography
title_short Examining the Effects of One- and Three-Dimensional Spatial Filtering Analyses in Magnetoencephalography
title_sort examining the effects of one- and three-dimensional spatial filtering analyses in magnetoencephalography
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3152290/
https://www.ncbi.nlm.nih.gov/pubmed/21857916
http://dx.doi.org/10.1371/journal.pone.0022251
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