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Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech

Speech-in-noise comprehension difficulties are common among the elderly population, yet traditional objective measures of speech perception are largely insensitive to this deficit, particularly in the absence of clinical hearing loss. In recent years, a growing body of research in young normal-heari...

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Autores principales: Mesik, Juraj, Ray, Lucia, Wojtczak, Magdalena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8047075/
https://www.ncbi.nlm.nih.gov/pubmed/33867920
http://dx.doi.org/10.3389/fnins.2021.635126
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author Mesik, Juraj
Ray, Lucia
Wojtczak, Magdalena
author_facet Mesik, Juraj
Ray, Lucia
Wojtczak, Magdalena
author_sort Mesik, Juraj
collection PubMed
description Speech-in-noise comprehension difficulties are common among the elderly population, yet traditional objective measures of speech perception are largely insensitive to this deficit, particularly in the absence of clinical hearing loss. In recent years, a growing body of research in young normal-hearing adults has demonstrated that high-level features related to speech semantics and lexical predictability elicit strong centro-parietal negativity in the EEG signal around 400 ms following the word onset. Here we investigate effects of age on cortical tracking of these word-level features within a two-talker speech mixture, and their relationship with self-reported difficulties with speech-in-noise understanding. While undergoing EEG recordings, younger and older adult participants listened to a continuous narrative story in the presence of a distractor story. We then utilized forward encoding models to estimate cortical tracking of four speech features: (1) word onsets, (2) “semantic” dissimilarity of each word relative to the preceding context, (3) lexical surprisal for each word, and (4) overall word audibility. Our results revealed robust tracking of all features for attended speech, with surprisal and word audibility showing significantly stronger contributions to neural activity than dissimilarity. Additionally, older adults exhibited significantly stronger tracking of word-level features than younger adults, especially over frontal electrode sites, potentially reflecting increased listening effort. Finally, neuro-behavioral analyses revealed trends of a negative relationship between subjective speech-in-noise perception difficulties and the model goodness-of-fit for attended speech, as well as a positive relationship between task performance and the goodness-of-fit, indicating behavioral relevance of these measures. Together, our results demonstrate the utility of modeling cortical responses to multi-talker speech using complex, word-level features and the potential for their use to study changes in speech processing due to aging and hearing loss.
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spelling pubmed-80470752021-04-16 Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech Mesik, Juraj Ray, Lucia Wojtczak, Magdalena Front Neurosci Neuroscience Speech-in-noise comprehension difficulties are common among the elderly population, yet traditional objective measures of speech perception are largely insensitive to this deficit, particularly in the absence of clinical hearing loss. In recent years, a growing body of research in young normal-hearing adults has demonstrated that high-level features related to speech semantics and lexical predictability elicit strong centro-parietal negativity in the EEG signal around 400 ms following the word onset. Here we investigate effects of age on cortical tracking of these word-level features within a two-talker speech mixture, and their relationship with self-reported difficulties with speech-in-noise understanding. While undergoing EEG recordings, younger and older adult participants listened to a continuous narrative story in the presence of a distractor story. We then utilized forward encoding models to estimate cortical tracking of four speech features: (1) word onsets, (2) “semantic” dissimilarity of each word relative to the preceding context, (3) lexical surprisal for each word, and (4) overall word audibility. Our results revealed robust tracking of all features for attended speech, with surprisal and word audibility showing significantly stronger contributions to neural activity than dissimilarity. Additionally, older adults exhibited significantly stronger tracking of word-level features than younger adults, especially over frontal electrode sites, potentially reflecting increased listening effort. Finally, neuro-behavioral analyses revealed trends of a negative relationship between subjective speech-in-noise perception difficulties and the model goodness-of-fit for attended speech, as well as a positive relationship between task performance and the goodness-of-fit, indicating behavioral relevance of these measures. Together, our results demonstrate the utility of modeling cortical responses to multi-talker speech using complex, word-level features and the potential for their use to study changes in speech processing due to aging and hearing loss. Frontiers Media S.A. 2021-04-01 /pmc/articles/PMC8047075/ /pubmed/33867920 http://dx.doi.org/10.3389/fnins.2021.635126 Text en Copyright © 2021 Mesik, Ray and Wojtczak. https://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
Mesik, Juraj
Ray, Lucia
Wojtczak, Magdalena
Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech
title Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech
title_full Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech
title_fullStr Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech
title_full_unstemmed Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech
title_short Effects of Age on Cortical Tracking of Word-Level Features of Continuous Competing Speech
title_sort effects of age on cortical tracking of word-level features of continuous competing speech
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8047075/
https://www.ncbi.nlm.nih.gov/pubmed/33867920
http://dx.doi.org/10.3389/fnins.2021.635126
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