Cargando…

Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration

In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech r...

Descripción completa

Detalles Bibliográficos
Autores principales: Shinohara, Shuji, Toda, Hiroyuki, Nakamura, Mitsuteru, Omiya, Yasuhiro, Higuchi, Masakazu, Takano, Takeshi, Saito, Taku, Tanichi, Masaaki, Boku, Shuken, Mitsuyoshi, Shunji, So, Mirai, Yoshino, Aihide, Tokuno, Shinichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8245525/
https://www.ncbi.nlm.nih.gov/pubmed/34193915
http://dx.doi.org/10.1038/s41598-021-92982-7
_version_ 1783716131016540160
author Shinohara, Shuji
Toda, Hiroyuki
Nakamura, Mitsuteru
Omiya, Yasuhiro
Higuchi, Masakazu
Takano, Takeshi
Saito, Taku
Tanichi, Masaaki
Boku, Shuken
Mitsuyoshi, Shunji
So, Mirai
Yoshino, Aihide
Tokuno, Shinichi
author_facet Shinohara, Shuji
Toda, Hiroyuki
Nakamura, Mitsuteru
Omiya, Yasuhiro
Higuchi, Masakazu
Takano, Takeshi
Saito, Taku
Tanichi, Masaaki
Boku, Shuken
Mitsuyoshi, Shunji
So, Mirai
Yoshino, Aihide
Tokuno, Shinichi
author_sort Shinohara, Shuji
collection PubMed
description In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech recordings in the interactive emotional dyadic motion capture database, and the correlation with the emotional arousal level of each voice was examined. The resulting correlation coefficient was 0.52 (n = 10,039, p < 2.2 × 10(−16)). We collected a total of 178 datasets comprising 10 speech phrases and the Hamilton Rating Scale for Depression (HAM-D) score of outpatients with major depression at the Ginza Taimei Clinic (GTC) and the National Defense Medical College (NDMC) Hospital. The correlation coefficients between the EALVI and HAM-D scores were − 0.33 (n = 88, p = 1.8 × 10(−3)) and − 0.43 (n = 90, p = 2.2 × 10(−5)) at the GTC and NDMC, respectively. Next, the dataset was divided into “no depression” (HAM-D < 8) and “depression” groups (HAM-D ≥ 8) according to the HAM-D score. The number of patients in the “no depression” and “depression” groups were 10 and 78 in the GTC data, and 65 and 25 in the NDMC data, respectively. There was a significant difference in the mean EALVI values between the two groups in both the GTC and NDMC data (p = 8.9 × 10(−3), Cliff’s delta = 0.51 and p = 1.6 × 10(−3); Cliff’s delta = 0.43, respectively). The area under the curve of the receiver operating characteristic curve when discriminating both groups by EALVI was 0.76 in GTC data and 0.72 in NDMC data. Indirectly, the data suggest that there is some relationship between emotional arousal level and depression severity.
format Online
Article
Text
id pubmed-8245525
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-82455252021-07-06 Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration Shinohara, Shuji Toda, Hiroyuki Nakamura, Mitsuteru Omiya, Yasuhiro Higuchi, Masakazu Takano, Takeshi Saito, Taku Tanichi, Masaaki Boku, Shuken Mitsuyoshi, Shunji So, Mirai Yoshino, Aihide Tokuno, Shinichi Sci Rep Article In this research, we propose a new index of emotional arousal level using sound pressure change acceleration, called the emotional arousal level voice index (EALVI), and investigate the relationship between this index and depression severity. First, EALVI values were calculated from various speech recordings in the interactive emotional dyadic motion capture database, and the correlation with the emotional arousal level of each voice was examined. The resulting correlation coefficient was 0.52 (n = 10,039, p < 2.2 × 10(−16)). We collected a total of 178 datasets comprising 10 speech phrases and the Hamilton Rating Scale for Depression (HAM-D) score of outpatients with major depression at the Ginza Taimei Clinic (GTC) and the National Defense Medical College (NDMC) Hospital. The correlation coefficients between the EALVI and HAM-D scores were − 0.33 (n = 88, p = 1.8 × 10(−3)) and − 0.43 (n = 90, p = 2.2 × 10(−5)) at the GTC and NDMC, respectively. Next, the dataset was divided into “no depression” (HAM-D < 8) and “depression” groups (HAM-D ≥ 8) according to the HAM-D score. The number of patients in the “no depression” and “depression” groups were 10 and 78 in the GTC data, and 65 and 25 in the NDMC data, respectively. There was a significant difference in the mean EALVI values between the two groups in both the GTC and NDMC data (p = 8.9 × 10(−3), Cliff’s delta = 0.51 and p = 1.6 × 10(−3); Cliff’s delta = 0.43, respectively). The area under the curve of the receiver operating characteristic curve when discriminating both groups by EALVI was 0.76 in GTC data and 0.72 in NDMC data. Indirectly, the data suggest that there is some relationship between emotional arousal level and depression severity. Nature Publishing Group UK 2021-06-30 /pmc/articles/PMC8245525/ /pubmed/34193915 http://dx.doi.org/10.1038/s41598-021-92982-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Shinohara, Shuji
Toda, Hiroyuki
Nakamura, Mitsuteru
Omiya, Yasuhiro
Higuchi, Masakazu
Takano, Takeshi
Saito, Taku
Tanichi, Masaaki
Boku, Shuken
Mitsuyoshi, Shunji
So, Mirai
Yoshino, Aihide
Tokuno, Shinichi
Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
title Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
title_full Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
title_fullStr Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
title_full_unstemmed Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
title_short Evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
title_sort evaluation of emotional arousal level and depression severity using voice-derived sound pressure change acceleration
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8245525/
https://www.ncbi.nlm.nih.gov/pubmed/34193915
http://dx.doi.org/10.1038/s41598-021-92982-7
work_keys_str_mv AT shinoharashuji evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT todahiroyuki evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT nakamuramitsuteru evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT omiyayasuhiro evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT higuchimasakazu evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT takanotakeshi evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT saitotaku evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT tanichimasaaki evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT bokushuken evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT mitsuyoshishunji evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT somirai evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT yoshinoaihide evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration
AT tokunoshinichi evaluationofemotionalarousallevelanddepressionseverityusingvoicederivedsoundpressurechangeacceleration