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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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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. |
format | Online Article Text |
id | pubmed-6161890 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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