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Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment
In EEG and MEG studies on brain functional connectivity and source interactions can be performed at sensor or source level. Beamformers are well-established source-localization tools for MEG/EEG signals, being employed in source connectivity studies both in time and frequency domain. However, it has...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3351244/ https://www.ncbi.nlm.nih.gov/pubmed/22611439 http://dx.doi.org/10.1155/2012/190513 |
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author | Belardinelli, Paolo Ortiz, Erick Braun, Christoph |
author_facet | Belardinelli, Paolo Ortiz, Erick Braun, Christoph |
author_sort | Belardinelli, Paolo |
collection | PubMed |
description | In EEG and MEG studies on brain functional connectivity and source interactions can be performed at sensor or source level. Beamformers are well-established source-localization tools for MEG/EEG signals, being employed in source connectivity studies both in time and frequency domain. However, it has been demonstrated that beamformers suffer from a localization bias due to correlation between source time courses. This phenomenon has been ascertained by means of theoretical proofs and simulations. Nonetheless, the impact of correlated sources on localization outputs with real data has been disputed for a long time. In this paper, by means of a phantom, we address the correlation issue in a realistic MEG environment. Localization performances in the presence of simultaneously active sources are studied as a function of correlation degree and distance between sources. A linear constrained minimum variance (LCMV) beamformer is applied to the oscillating signals generated by the current dipoles within the phantom. Results show that high correlation affects mostly dipoles placed at small distances (1, 5 centimeters). In this case the sources merge. If the dipoles lie 3 centimeters apart, the beamformer localization detects attenuated power amplitudes and blurred sources as the correlation level raises. |
format | Online Article Text |
id | pubmed-3351244 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-33512442012-05-18 Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment Belardinelli, Paolo Ortiz, Erick Braun, Christoph Comput Math Methods Med Research Article In EEG and MEG studies on brain functional connectivity and source interactions can be performed at sensor or source level. Beamformers are well-established source-localization tools for MEG/EEG signals, being employed in source connectivity studies both in time and frequency domain. However, it has been demonstrated that beamformers suffer from a localization bias due to correlation between source time courses. This phenomenon has been ascertained by means of theoretical proofs and simulations. Nonetheless, the impact of correlated sources on localization outputs with real data has been disputed for a long time. In this paper, by means of a phantom, we address the correlation issue in a realistic MEG environment. Localization performances in the presence of simultaneously active sources are studied as a function of correlation degree and distance between sources. A linear constrained minimum variance (LCMV) beamformer is applied to the oscillating signals generated by the current dipoles within the phantom. Results show that high correlation affects mostly dipoles placed at small distances (1, 5 centimeters). In this case the sources merge. If the dipoles lie 3 centimeters apart, the beamformer localization detects attenuated power amplitudes and blurred sources as the correlation level raises. Hindawi Publishing Corporation 2012 2012-04-29 /pmc/articles/PMC3351244/ /pubmed/22611439 http://dx.doi.org/10.1155/2012/190513 Text en Copyright © 2012 Paolo Belardinelli et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Belardinelli, Paolo Ortiz, Erick Braun, Christoph Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment |
title | Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment |
title_full | Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment |
title_fullStr | Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment |
title_full_unstemmed | Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment |
title_short | Source Activity Correlation Effects on LCMV Beamformers in a Realistic Measurement Environment |
title_sort | source activity correlation effects on lcmv beamformers in a realistic measurement environment |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3351244/ https://www.ncbi.nlm.nih.gov/pubmed/22611439 http://dx.doi.org/10.1155/2012/190513 |
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