Cargando…
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...
Autores principales: | , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783597059017801728 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7570922 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT shinoharashuji evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT todahiroyuki evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT nakamuramitsuteru evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT omiyayasuhiro evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT higuchimasakazu evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT takanotakeshi evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT saitotaku evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT tanichimasaaki evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT bokushuken evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT mitsuyoshishunji evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT somirai evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT yoshinoaihide evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal AT tokunoshinichi evaluationoftheseverityofmajordepressionusingavoiceindexforemotionalarousal |