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Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies

The human brain tracks amplitude fluctuations of both speech and music, which reflects acoustic processing in addition to the encoding of higher-order features and one’s cognitive state. Comparing neural tracking of speech and music envelopes can elucidate stimulus-general mechanisms, but direct com...

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Detalles Bibliográficos
Autores principales: Zuk, Nathaniel J., Murphy, Jeremy W., Reilly, Richard B., Lalor, Edmund C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480853/
https://www.ncbi.nlm.nih.gov/pubmed/34534211
http://dx.doi.org/10.1371/journal.pcbi.1009358
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author Zuk, Nathaniel J.
Murphy, Jeremy W.
Reilly, Richard B.
Lalor, Edmund C.
author_facet Zuk, Nathaniel J.
Murphy, Jeremy W.
Reilly, Richard B.
Lalor, Edmund C.
author_sort Zuk, Nathaniel J.
collection PubMed
description The human brain tracks amplitude fluctuations of both speech and music, which reflects acoustic processing in addition to the encoding of higher-order features and one’s cognitive state. Comparing neural tracking of speech and music envelopes can elucidate stimulus-general mechanisms, but direct comparisons are confounded by differences in their envelope spectra. Here, we use a novel method of frequency-constrained reconstruction of stimulus envelopes using EEG recorded during passive listening. We expected to see music reconstruction match speech in a narrow range of frequencies, but instead we found that speech was reconstructed better than music for all frequencies we examined. Additionally, models trained on all stimulus types performed as well or better than the stimulus-specific models at higher modulation frequencies, suggesting a common neural mechanism for tracking speech and music. However, speech envelope tracking at low frequencies, below 1 Hz, was associated with increased weighting over parietal channels, which was not present for the other stimuli. Our results highlight the importance of low-frequency speech tracking and suggest an origin from speech-specific processing in the brain.
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spelling pubmed-84808532021-09-30 Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies Zuk, Nathaniel J. Murphy, Jeremy W. Reilly, Richard B. Lalor, Edmund C. PLoS Comput Biol Research Article The human brain tracks amplitude fluctuations of both speech and music, which reflects acoustic processing in addition to the encoding of higher-order features and one’s cognitive state. Comparing neural tracking of speech and music envelopes can elucidate stimulus-general mechanisms, but direct comparisons are confounded by differences in their envelope spectra. Here, we use a novel method of frequency-constrained reconstruction of stimulus envelopes using EEG recorded during passive listening. We expected to see music reconstruction match speech in a narrow range of frequencies, but instead we found that speech was reconstructed better than music for all frequencies we examined. Additionally, models trained on all stimulus types performed as well or better than the stimulus-specific models at higher modulation frequencies, suggesting a common neural mechanism for tracking speech and music. However, speech envelope tracking at low frequencies, below 1 Hz, was associated with increased weighting over parietal channels, which was not present for the other stimuli. Our results highlight the importance of low-frequency speech tracking and suggest an origin from speech-specific processing in the brain. Public Library of Science 2021-09-17 /pmc/articles/PMC8480853/ /pubmed/34534211 http://dx.doi.org/10.1371/journal.pcbi.1009358 Text en © 2021 Zuk et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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
Zuk, Nathaniel J.
Murphy, Jeremy W.
Reilly, Richard B.
Lalor, Edmund C.
Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
title Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
title_full Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
title_fullStr Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
title_full_unstemmed Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
title_short Envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
title_sort envelope reconstruction of speech and music highlights stronger tracking of speech at low frequencies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480853/
https://www.ncbi.nlm.nih.gov/pubmed/34534211
http://dx.doi.org/10.1371/journal.pcbi.1009358
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