Cargando…

Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition

A fundamental task of the ascending auditory system is to produce representations that facilitate the recognition of complex sounds. This is particularly challenging in the context of acoustic variability, such as that between different talkers producing the same phoneme. These representations are t...

Descripción completa

Detalles Bibliográficos
Autores principales: Steadman, Mark A., Sumner, Christian J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6194309/
https://www.ncbi.nlm.nih.gov/pubmed/30369863
http://dx.doi.org/10.3389/fnins.2018.00671
_version_ 1783364211894648832
author Steadman, Mark A.
Sumner, Christian J.
author_facet Steadman, Mark A.
Sumner, Christian J.
author_sort Steadman, Mark A.
collection PubMed
description A fundamental task of the ascending auditory system is to produce representations that facilitate the recognition of complex sounds. This is particularly challenging in the context of acoustic variability, such as that between different talkers producing the same phoneme. These representations are transformed as information is propagated throughout the ascending auditory system from the inner ear to the auditory cortex (AI). Investigating these transformations and their role in speech recognition is key to understanding hearing impairment and the development of future clinical interventions. Here, we obtained neural responses to an extensive set of natural vowel-consonant-vowel phoneme sequences, each produced by multiple talkers, in three stages of the auditory processing pathway. Auditory nerve (AN) representations were simulated using a model of the peripheral auditory system and extracellular neuronal activity was recorded in the inferior colliculus (IC) and primary auditory cortex (AI) of anaesthetized guinea pigs. A classifier was developed to examine the efficacy of these representations for recognizing the speech sounds. Individual neurons convey progressively less information from AN to AI. Nonetheless, at the population level, representations are sufficiently rich to facilitate recognition of consonants with a high degree of accuracy at all stages indicating a progression from a dense, redundant representation to a sparse, distributed one. We examined the timescale of the neural code for consonant recognition and found that optimal timescales increase throughout the ascending auditory system from a few milliseconds in the periphery to several tens of milliseconds in the cortex. Despite these longer timescales, we found little evidence to suggest that representations up to the level of AI become increasingly invariant to across-talker differences. Instead, our results support the idea that the role of the subcortical auditory system is one of dimensionality expansion, which could provide a basis for flexible classification of arbitrary speech sounds.
format Online
Article
Text
id pubmed-6194309
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-61943092018-10-26 Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition Steadman, Mark A. Sumner, Christian J. Front Neurosci Neuroscience A fundamental task of the ascending auditory system is to produce representations that facilitate the recognition of complex sounds. This is particularly challenging in the context of acoustic variability, such as that between different talkers producing the same phoneme. These representations are transformed as information is propagated throughout the ascending auditory system from the inner ear to the auditory cortex (AI). Investigating these transformations and their role in speech recognition is key to understanding hearing impairment and the development of future clinical interventions. Here, we obtained neural responses to an extensive set of natural vowel-consonant-vowel phoneme sequences, each produced by multiple talkers, in three stages of the auditory processing pathway. Auditory nerve (AN) representations were simulated using a model of the peripheral auditory system and extracellular neuronal activity was recorded in the inferior colliculus (IC) and primary auditory cortex (AI) of anaesthetized guinea pigs. A classifier was developed to examine the efficacy of these representations for recognizing the speech sounds. Individual neurons convey progressively less information from AN to AI. Nonetheless, at the population level, representations are sufficiently rich to facilitate recognition of consonants with a high degree of accuracy at all stages indicating a progression from a dense, redundant representation to a sparse, distributed one. We examined the timescale of the neural code for consonant recognition and found that optimal timescales increase throughout the ascending auditory system from a few milliseconds in the periphery to several tens of milliseconds in the cortex. Despite these longer timescales, we found little evidence to suggest that representations up to the level of AI become increasingly invariant to across-talker differences. Instead, our results support the idea that the role of the subcortical auditory system is one of dimensionality expansion, which could provide a basis for flexible classification of arbitrary speech sounds. Frontiers Media S.A. 2018-10-12 /pmc/articles/PMC6194309/ /pubmed/30369863 http://dx.doi.org/10.3389/fnins.2018.00671 Text en Copyright © 2018 Steadman and Sumner. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Steadman, Mark A.
Sumner, Christian J.
Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition
title Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition
title_full Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition
title_fullStr Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition
title_full_unstemmed Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition
title_short Changes in Neuronal Representations of Consonants in the Ascending Auditory System and Their Role in Speech Recognition
title_sort changes in neuronal representations of consonants in the ascending auditory system and their role in speech recognition
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6194309/
https://www.ncbi.nlm.nih.gov/pubmed/30369863
http://dx.doi.org/10.3389/fnins.2018.00671
work_keys_str_mv AT steadmanmarka changesinneuronalrepresentationsofconsonantsintheascendingauditorysystemandtheirroleinspeechrecognition
AT sumnerchristianj changesinneuronalrepresentationsofconsonantsintheascendingauditorysystemandtheirroleinspeechrecognition