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Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals

OBJECTIVE: To demonstrate a method to calculate phase amplitude coupling (PAC) quickly and robustly for realtime applications. METHODS: We designed and implemented a multirate PAC algorithm with efficient filter bank processing and efficient computation of PAC for many frequency-pair combinations. W...

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Detalles Bibliográficos
Autores principales: Lu, David Chao-Chia, Boulay, Chadwick, Chan, Adrian D. C., Sachs, Adam J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6161890/
https://www.ncbi.nlm.nih.gov/pubmed/30265705
http://dx.doi.org/10.1371/journal.pone.0204260
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author Lu, David Chao-Chia
Boulay, Chadwick
Chan, Adrian D. C.
Sachs, Adam J.
author_facet Lu, David Chao-Chia
Boulay, Chadwick
Chan, Adrian D. C.
Sachs, Adam J.
author_sort Lu, David Chao-Chia
collection PubMed
description OBJECTIVE: To demonstrate a method to calculate phase amplitude coupling (PAC) quickly and robustly for realtime applications. METHODS: We designed and implemented a multirate PAC algorithm with efficient filter bank processing and efficient computation of PAC for many frequency-pair combinations. We tested the developed algorithm for computing PAC on simulated data and on intraoperative neural recording data obtained during deep brain stimulation (DBS) electrode implantation surgery. RESULTS: A combination of parallelized frequency-domain filtering and modulation index for PAC estimation provided robust results that could be calculated in real time on modest computing hardware. CONCLUSION: The standard methods for calculating PAC can be optimized for quick and robust performance. SIGNIFICANCE: These results demonstrated that PAC can be extracted in real time and is suitable for neurofeedback applications.
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spelling pubmed-61618902018-10-19 Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals Lu, David Chao-Chia Boulay, Chadwick Chan, Adrian D. C. Sachs, Adam J. PLoS One Research Article OBJECTIVE: To demonstrate a method to calculate phase amplitude coupling (PAC) quickly and robustly for realtime applications. METHODS: We designed and implemented a multirate PAC algorithm with efficient filter bank processing and efficient computation of PAC for many frequency-pair combinations. We tested the developed algorithm for computing PAC on simulated data and on intraoperative neural recording data obtained during deep brain stimulation (DBS) electrode implantation surgery. RESULTS: A combination of parallelized frequency-domain filtering and modulation index for PAC estimation provided robust results that could be calculated in real time on modest computing hardware. CONCLUSION: The standard methods for calculating PAC can be optimized for quick and robust performance. SIGNIFICANCE: These results demonstrated that PAC can be extracted in real time and is suitable for neurofeedback applications. Public Library of Science 2018-09-28 /pmc/articles/PMC6161890/ /pubmed/30265705 http://dx.doi.org/10.1371/journal.pone.0204260 Text en © 2018 Lu 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Lu, David Chao-Chia
Boulay, Chadwick
Chan, Adrian D. C.
Sachs, Adam J.
Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
title Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
title_full Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
title_fullStr Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
title_full_unstemmed Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
title_short Realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
title_sort realtime phase-amplitude coupling analysis of micro electrode recorded brain signals
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6161890/
https://www.ncbi.nlm.nih.gov/pubmed/30265705
http://dx.doi.org/10.1371/journal.pone.0204260
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