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Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation()
The electrically-evoked compound action potential (ECAP) is the synchronous whole auditory nerve activity in response to an electrical stimulus, and can be recorded in situ on cochlear implant (CI) electrodes. A novel procedure (ECAP-ICA) to isolate the ECAP from the stimulation artifact, based on i...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier/North-Holland Biomedical Press
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3709093/ https://www.ncbi.nlm.nih.gov/pubmed/23632279 http://dx.doi.org/10.1016/j.heares.2013.04.005 |
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author | Akhoun, Idrick McKay, Colette M. El-Deredy, Wael |
author_facet | Akhoun, Idrick McKay, Colette M. El-Deredy, Wael |
author_sort | Akhoun, Idrick |
collection | PubMed |
description | The electrically-evoked compound action potential (ECAP) is the synchronous whole auditory nerve activity in response to an electrical stimulus, and can be recorded in situ on cochlear implant (CI) electrodes. A novel procedure (ECAP-ICA) to isolate the ECAP from the stimulation artifact, based on independent component analysis (ICA), is described here. ECAPs with artifact (raw-ECAPs) were sequentially recorded for the same stimulus on 9 different intracochlear recording electrodes. The raw-ECAPs were fed to ICA, which separated them into independent sources. Restricting the ICA projection to 4 independent components did not induce under-fitting and was found to explain most of the raw-data variance. The sources were identified and only the source corresponding to the neural response was retained for artifact-free ECAP reconstruction. The validity of the ECAP-ICA procedure was supported as follows: N(1) and P(1) peaks occurred at usual latencies; and ECAP-ICA and artifact amplitude-growth functions (AGFs) had different slopes. Concatenation of raw-ECAPs from multiple stimulus currents, including some below the ECAP-ICA threshold, improved the source separation process. The main advantage of ECAP-ICA is that use of maskers or alternating polarity stimulation are not needed. |
format | Online Article Text |
id | pubmed-3709093 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Elsevier/North-Holland Biomedical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-37090932013-08-01 Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() Akhoun, Idrick McKay, Colette M. El-Deredy, Wael Hear Res Research Paper The electrically-evoked compound action potential (ECAP) is the synchronous whole auditory nerve activity in response to an electrical stimulus, and can be recorded in situ on cochlear implant (CI) electrodes. A novel procedure (ECAP-ICA) to isolate the ECAP from the stimulation artifact, based on independent component analysis (ICA), is described here. ECAPs with artifact (raw-ECAPs) were sequentially recorded for the same stimulus on 9 different intracochlear recording electrodes. The raw-ECAPs were fed to ICA, which separated them into independent sources. Restricting the ICA projection to 4 independent components did not induce under-fitting and was found to explain most of the raw-data variance. The sources were identified and only the source corresponding to the neural response was retained for artifact-free ECAP reconstruction. The validity of the ECAP-ICA procedure was supported as follows: N(1) and P(1) peaks occurred at usual latencies; and ECAP-ICA and artifact amplitude-growth functions (AGFs) had different slopes. Concatenation of raw-ECAPs from multiple stimulus currents, including some below the ECAP-ICA threshold, improved the source separation process. The main advantage of ECAP-ICA is that use of maskers or alternating polarity stimulation are not needed. Elsevier/North-Holland Biomedical Press 2013-08 /pmc/articles/PMC3709093/ /pubmed/23632279 http://dx.doi.org/10.1016/j.heares.2013.04.005 Text en © 2013 The Authors https://creativecommons.org/licenses/by/3.0/ Open Access under CC BY 3.0 (https://creativecommons.org/licenses/by/3.0/) license |
spellingShingle | Research Paper Akhoun, Idrick McKay, Colette M. El-Deredy, Wael Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() |
title | Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() |
title_full | Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() |
title_fullStr | Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() |
title_full_unstemmed | Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() |
title_short | Electrically evoked compound action potential artifact rejection by independent component analysis: Technique validation() |
title_sort | electrically evoked compound action potential artifact rejection by independent component analysis: technique validation() |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3709093/ https://www.ncbi.nlm.nih.gov/pubmed/23632279 http://dx.doi.org/10.1016/j.heares.2013.04.005 |
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