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Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG

OBJECTIVES: Functional connectivity (FC) is increasingly used as target for neuromodulation and enhancement of performance. A reliable assessment of FC with electroencephalography (EEG) currently requires a laboratory environment with high-density montages and a long preparation time. This study inv...

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Autores principales: Nguyen-Danse, Dung A., Singaravelu, Shobana, Chauvigné, Léa A. S., Mottaz, Anaïs, Allaman, Leslie, Guggisberg, Adrian G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8556201/
https://www.ncbi.nlm.nih.gov/pubmed/34415477
http://dx.doi.org/10.1007/s10548-021-00866-w
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author Nguyen-Danse, Dung A.
Singaravelu, Shobana
Chauvigné, Léa A. S.
Mottaz, Anaïs
Allaman, Leslie
Guggisberg, Adrian G.
author_facet Nguyen-Danse, Dung A.
Singaravelu, Shobana
Chauvigné, Léa A. S.
Mottaz, Anaïs
Allaman, Leslie
Guggisberg, Adrian G.
author_sort Nguyen-Danse, Dung A.
collection PubMed
description OBJECTIVES: Functional connectivity (FC) is increasingly used as target for neuromodulation and enhancement of performance. A reliable assessment of FC with electroencephalography (EEG) currently requires a laboratory environment with high-density montages and a long preparation time. This study investigated the feasibility of reconstructing source FC with a low-density EEG montage towards a usage in real life applications. METHODS: Source FC was reconstructed with inverse solutions and quantified as node degree of absolute imaginary coherence in alpha frequencies. We used simulated coherent point sources as well as two real datasets to investigate the impact of electrode density (19 vs. 128 electrodes) and usage of template vs. individual MRI-based head models on localization accuracy. In addition, we checked whether low-density EEG is able to capture inter-individual variations in coherence strength. RESULTS: In numerical simulations as well as real data, a reduction of the number of electrodes led to less reliable reconstructions of coherent sources and of coupling strength. Yet, when comparing different approaches to reconstructing FC from 19 electrodes, source FC obtained with beamformers outperformed sensor FC, FC computed after independent component analysis, and source FC obtained with sLORETA. In particular, only source FC based on beamformers was able to capture neural correlates of motor behavior. CONCLUSION: Reconstructions of FC from low-density EEG is challenging, but may be feasible when using source reconstructions with beamformers.
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spelling pubmed-85562012021-11-04 Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG Nguyen-Danse, Dung A. Singaravelu, Shobana Chauvigné, Léa A. S. Mottaz, Anaïs Allaman, Leslie Guggisberg, Adrian G. Brain Topogr Original Paper OBJECTIVES: Functional connectivity (FC) is increasingly used as target for neuromodulation and enhancement of performance. A reliable assessment of FC with electroencephalography (EEG) currently requires a laboratory environment with high-density montages and a long preparation time. This study investigated the feasibility of reconstructing source FC with a low-density EEG montage towards a usage in real life applications. METHODS: Source FC was reconstructed with inverse solutions and quantified as node degree of absolute imaginary coherence in alpha frequencies. We used simulated coherent point sources as well as two real datasets to investigate the impact of electrode density (19 vs. 128 electrodes) and usage of template vs. individual MRI-based head models on localization accuracy. In addition, we checked whether low-density EEG is able to capture inter-individual variations in coherence strength. RESULTS: In numerical simulations as well as real data, a reduction of the number of electrodes led to less reliable reconstructions of coherent sources and of coupling strength. Yet, when comparing different approaches to reconstructing FC from 19 electrodes, source FC obtained with beamformers outperformed sensor FC, FC computed after independent component analysis, and source FC obtained with sLORETA. In particular, only source FC based on beamformers was able to capture neural correlates of motor behavior. CONCLUSION: Reconstructions of FC from low-density EEG is challenging, but may be feasible when using source reconstructions with beamformers. Springer US 2021-08-20 2021 /pmc/articles/PMC8556201/ /pubmed/34415477 http://dx.doi.org/10.1007/s10548-021-00866-w Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Paper
Nguyen-Danse, Dung A.
Singaravelu, Shobana
Chauvigné, Léa A. S.
Mottaz, Anaïs
Allaman, Leslie
Guggisberg, Adrian G.
Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG
title Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG
title_full Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG
title_fullStr Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG
title_full_unstemmed Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG
title_short Feasibility of Reconstructing Source Functional Connectivity with Low-Density EEG
title_sort feasibility of reconstructing source functional connectivity with low-density eeg
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8556201/
https://www.ncbi.nlm.nih.gov/pubmed/34415477
http://dx.doi.org/10.1007/s10548-021-00866-w
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