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Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder
Autism spectrum disorder (ASD) is a highly prevalent neurodevelopmental disorder characterized by impairments in social reciprocity and communication together with restricted interest and stereotyped behaviors. The Autism Diagnostic Observation Schedule (ADOS) is considered a ‘gold standard’ instrum...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6894781/ https://www.ncbi.nlm.nih.gov/pubmed/31805131 http://dx.doi.org/10.1371/journal.pone.0225377 |
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author | Ochi, Keiko Ono, Nobutaka Owada, Keiho Kojima, Masaki Kuroda, Miho Sagayama, Shigeki Yamasue, Hidenori |
author_facet | Ochi, Keiko Ono, Nobutaka Owada, Keiho Kojima, Masaki Kuroda, Miho Sagayama, Shigeki Yamasue, Hidenori |
author_sort | Ochi, Keiko |
collection | PubMed |
description | Autism spectrum disorder (ASD) is a highly prevalent neurodevelopmental disorder characterized by impairments in social reciprocity and communication together with restricted interest and stereotyped behaviors. The Autism Diagnostic Observation Schedule (ADOS) is considered a ‘gold standard’ instrument for diagnosis of ASD and mainly depends on subjective assessments made by trained clinicians. To develop a quantitative and objective surrogate marker for ASD symptoms, we investigated speech features including F(0), speech rate, speaking time, and turn-taking gaps, extracted from footage recorded during a semi-structured socially interactive situation from ADOS. We calculated not only the statistic values in a whole session of the ADOS activity but also conducted a block analysis, computing the statistical values of the prosodic features in each 8s sliding window. The block analysis identified whether participants changed volume or pitch according to the flow of the conversation. We also measured the synchrony between the participant and the ADOS administrator. Participants with high-functioning ASD showed significantly longer turn-taking gaps and a greater proportion of pause time, less variability and less synchronous changes in blockwise mean of intensity compared with those with typical development (TD) (p<0.05 corrected). In addition, the ASD group had significantly wider distribution than the TD group in the within-participant variability of blockwise mean of log F(0) (p<0.05 corrected). The clinical diagnosis could be discriminated using the speech features with 89% accuracy. The features of turn-taking and pausing were significantly correlated with deficits of ASD in reciprocity (p<0.05 corrected). Additionally, regression analysis provided 1.35 of mean absolute error in the prediction of deficits in reciprocity, to which the synchrony of intensity especially contributed. The findings suggest that considering variance of speech features, interaction and synchrony with conversation partner are critical to characterize atypical features in the conversation of people with ASD. |
format | Online Article Text |
id | pubmed-6894781 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-68947812019-12-14 Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder Ochi, Keiko Ono, Nobutaka Owada, Keiho Kojima, Masaki Kuroda, Miho Sagayama, Shigeki Yamasue, Hidenori PLoS One Research Article Autism spectrum disorder (ASD) is a highly prevalent neurodevelopmental disorder characterized by impairments in social reciprocity and communication together with restricted interest and stereotyped behaviors. The Autism Diagnostic Observation Schedule (ADOS) is considered a ‘gold standard’ instrument for diagnosis of ASD and mainly depends on subjective assessments made by trained clinicians. To develop a quantitative and objective surrogate marker for ASD symptoms, we investigated speech features including F(0), speech rate, speaking time, and turn-taking gaps, extracted from footage recorded during a semi-structured socially interactive situation from ADOS. We calculated not only the statistic values in a whole session of the ADOS activity but also conducted a block analysis, computing the statistical values of the prosodic features in each 8s sliding window. The block analysis identified whether participants changed volume or pitch according to the flow of the conversation. We also measured the synchrony between the participant and the ADOS administrator. Participants with high-functioning ASD showed significantly longer turn-taking gaps and a greater proportion of pause time, less variability and less synchronous changes in blockwise mean of intensity compared with those with typical development (TD) (p<0.05 corrected). In addition, the ASD group had significantly wider distribution than the TD group in the within-participant variability of blockwise mean of log F(0) (p<0.05 corrected). The clinical diagnosis could be discriminated using the speech features with 89% accuracy. The features of turn-taking and pausing were significantly correlated with deficits of ASD in reciprocity (p<0.05 corrected). Additionally, regression analysis provided 1.35 of mean absolute error in the prediction of deficits in reciprocity, to which the synchrony of intensity especially contributed. The findings suggest that considering variance of speech features, interaction and synchrony with conversation partner are critical to characterize atypical features in the conversation of people with ASD. Public Library of Science 2019-12-05 /pmc/articles/PMC6894781/ /pubmed/31805131 http://dx.doi.org/10.1371/journal.pone.0225377 Text en © 2019 Ochi et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Ochi, Keiko Ono, Nobutaka Owada, Keiho Kojima, Masaki Kuroda, Miho Sagayama, Shigeki Yamasue, Hidenori Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
title | Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
title_full | Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
title_fullStr | Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
title_full_unstemmed | Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
title_short | Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
title_sort | quantification of speech and synchrony in the conversation of adults with autism spectrum disorder |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6894781/ https://www.ncbi.nlm.nih.gov/pubmed/31805131 http://dx.doi.org/10.1371/journal.pone.0225377 |
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