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Focal versus distributed temporal cortex activity for speech sound category assignment

Percepts and words can be decoded from distributed neural activity measures. However, the existence of widespread representations might conflict with the more classical notions of hierarchical processing and efficient coding, which are especially relevant in speech processing. Using fMRI and magneto...

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Autores principales: Bouton, Sophie, Chambon, Valérian, Tyrand, Rémi, Guggisberg, Adrian G., Seeck, Margitta, Karkar, Sami, van de Ville, Dimitri, Giraud, Anne-Lise
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5819402/
https://www.ncbi.nlm.nih.gov/pubmed/29363598
http://dx.doi.org/10.1073/pnas.1714279115
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author Bouton, Sophie
Chambon, Valérian
Tyrand, Rémi
Guggisberg, Adrian G.
Seeck, Margitta
Karkar, Sami
van de Ville, Dimitri
Giraud, Anne-Lise
author_facet Bouton, Sophie
Chambon, Valérian
Tyrand, Rémi
Guggisberg, Adrian G.
Seeck, Margitta
Karkar, Sami
van de Ville, Dimitri
Giraud, Anne-Lise
author_sort Bouton, Sophie
collection PubMed
description Percepts and words can be decoded from distributed neural activity measures. However, the existence of widespread representations might conflict with the more classical notions of hierarchical processing and efficient coding, which are especially relevant in speech processing. Using fMRI and magnetoencephalography during syllable identification, we show that sensory and decisional activity colocalize to a restricted part of the posterior superior temporal gyrus (pSTG). Next, using intracortical recordings, we demonstrate that early and focal neural activity in this region distinguishes correct from incorrect decisions and can be machine-decoded to classify syllables. Crucially, significant machine decoding was possible from neuronal activity sampled across different regions of the temporal and frontal lobes, despite weak or absent sensory or decision-related responses. These findings show that speech-sound categorization relies on an efficient readout of focal pSTG neural activity, while more distributed activity patterns, although classifiable by machine learning, instead reflect collateral processes of sensory perception and decision.
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spelling pubmed-58194022018-02-21 Focal versus distributed temporal cortex activity for speech sound category assignment Bouton, Sophie Chambon, Valérian Tyrand, Rémi Guggisberg, Adrian G. Seeck, Margitta Karkar, Sami van de Ville, Dimitri Giraud, Anne-Lise Proc Natl Acad Sci U S A PNAS Plus Percepts and words can be decoded from distributed neural activity measures. However, the existence of widespread representations might conflict with the more classical notions of hierarchical processing and efficient coding, which are especially relevant in speech processing. Using fMRI and magnetoencephalography during syllable identification, we show that sensory and decisional activity colocalize to a restricted part of the posterior superior temporal gyrus (pSTG). Next, using intracortical recordings, we demonstrate that early and focal neural activity in this region distinguishes correct from incorrect decisions and can be machine-decoded to classify syllables. Crucially, significant machine decoding was possible from neuronal activity sampled across different regions of the temporal and frontal lobes, despite weak or absent sensory or decision-related responses. These findings show that speech-sound categorization relies on an efficient readout of focal pSTG neural activity, while more distributed activity patterns, although classifiable by machine learning, instead reflect collateral processes of sensory perception and decision. National Academy of Sciences 2018-02-06 2018-01-23 /pmc/articles/PMC5819402/ /pubmed/29363598 http://dx.doi.org/10.1073/pnas.1714279115 Text en Copyright © 2018 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/ This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle PNAS Plus
Bouton, Sophie
Chambon, Valérian
Tyrand, Rémi
Guggisberg, Adrian G.
Seeck, Margitta
Karkar, Sami
van de Ville, Dimitri
Giraud, Anne-Lise
Focal versus distributed temporal cortex activity for speech sound category assignment
title Focal versus distributed temporal cortex activity for speech sound category assignment
title_full Focal versus distributed temporal cortex activity for speech sound category assignment
title_fullStr Focal versus distributed temporal cortex activity for speech sound category assignment
title_full_unstemmed Focal versus distributed temporal cortex activity for speech sound category assignment
title_short Focal versus distributed temporal cortex activity for speech sound category assignment
title_sort focal versus distributed temporal cortex activity for speech sound category assignment
topic PNAS Plus
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5819402/
https://www.ncbi.nlm.nih.gov/pubmed/29363598
http://dx.doi.org/10.1073/pnas.1714279115
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