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Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal

Recently, the relationship between emotional arousal and depression has been studied. Focusing on this relationship, we first developed an arousal level voice index (ALVI) to measure arousal levels using the Interactive Emotional Dyadic Motion Capture database. Then, we calculated ALVI from the voic...

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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: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570922/
https://www.ncbi.nlm.nih.gov/pubmed/32899881
http://dx.doi.org/10.3390/s20185041
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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 Recently, the relationship between emotional arousal and depression has been studied. Focusing on this relationship, we first developed an arousal level voice index (ALVI) to measure arousal levels using the Interactive Emotional Dyadic Motion Capture database. Then, we calculated ALVI from the voices of depressed patients from two hospitals (Ginza Taimei Clinic (H1) and National Defense Medical College hospital (H2)) and compared them with the severity of depression as measured by the Hamilton Rating Scale for Depression (HAM-D). Depending on the HAM-D score, the datasets were classified into a no depression (HAM-D < 8) and a depression group (HAM-D ≥ 8) for each hospital. A comparison of the mean ALVI between the groups was performed using the Wilcoxon rank-sum test and a significant difference at the level of 10% (p = 0.094) at H1 and 1% (p = 0.0038) at H2 was determined. The area under the curve (AUC) of the receiver operating characteristic was 0.66 when categorizing between the two groups for H1, and the AUC for H2 was 0.70. The relationship between arousal level and depression severity was indirectly suggested via the ALVI.
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spelling pubmed-75709222020-10-28 Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal 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 Sensors (Basel) Article Recently, the relationship between emotional arousal and depression has been studied. Focusing on this relationship, we first developed an arousal level voice index (ALVI) to measure arousal levels using the Interactive Emotional Dyadic Motion Capture database. Then, we calculated ALVI from the voices of depressed patients from two hospitals (Ginza Taimei Clinic (H1) and National Defense Medical College hospital (H2)) and compared them with the severity of depression as measured by the Hamilton Rating Scale for Depression (HAM-D). Depending on the HAM-D score, the datasets were classified into a no depression (HAM-D < 8) and a depression group (HAM-D ≥ 8) for each hospital. A comparison of the mean ALVI between the groups was performed using the Wilcoxon rank-sum test and a significant difference at the level of 10% (p = 0.094) at H1 and 1% (p = 0.0038) at H2 was determined. The area under the curve (AUC) of the receiver operating characteristic was 0.66 when categorizing between the two groups for H1, and the AUC for H2 was 0.70. The relationship between arousal level and depression severity was indirectly suggested via the ALVI. MDPI 2020-09-04 /pmc/articles/PMC7570922/ /pubmed/32899881 http://dx.doi.org/10.3390/s20185041 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://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 the Severity of Major Depression Using a Voice Index for Emotional Arousal
title Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal
title_full Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal
title_fullStr Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal
title_full_unstemmed Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal
title_short Evaluation of the Severity of Major Depression Using a Voice Index for Emotional Arousal
title_sort evaluation of the severity of major depression using a voice index for emotional arousal
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570922/
https://www.ncbi.nlm.nih.gov/pubmed/32899881
http://dx.doi.org/10.3390/s20185041
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