Voice Acoustic Parameters as Predictors of Depression
To analyze whether voice acoustic parameters are discriminant and predictive in patients with and without depression. Observational case-control study. The following instruments were administered to the participants: Self-Reporting Questionnaire (SRQ-20), Beck Depression Inventory-Second Edition (BD...
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Published in | Journal of voice Vol. 38; no. 1; pp. 77 - 85 |
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Format | Journal Article |
Language | English |
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01.01.2024
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Abstract | To analyze whether voice acoustic parameters are discriminant and predictive in patients with and without depression.
Observational case-control study. The following instruments were administered to the participants: Self-Reporting Questionnaire (SRQ-20), Beck Depression Inventory-Second Edition (BDI-II), Voice Symptom Scale (VoiSS) and voice collection for subsequent extraction of the following acoustic parameters: mean, mode and standard deviation (SD) of the fundamental frequency (F0); jitter; shimmer; glottal to noise excitation ratio (GNE); cepstral peak prominence-smoothed (CPPS); and spectral tilt. A total of 144 individuals participated in the study: 54 patients diagnosed with depression (case group) and 90 without a diagnosis of depression (control group).
The means of the acoustic parameters showed differences between the groups: F0 (SD), jitter, and shimmer values were high, while values for GNE, CPPS and spectral tilt were lower in the case group than in the control group. There was a significant association between BDI-II and jitter, shimmer, CPPS, and spectral tilt and between CPPS and the class of antidepressants used. The multiple linear regression model showed that jitter and CPPS were predictors of depression, as measured by the BDI-II.
Acoustic parameters were able to discriminate between patients with and without depression and were associated with BDI-II scores. The class of antidepressants used was associated with CPPS, and the jitter and CPPS parameters were able to predict the presence of depression, as measured by the BDI-II clinical score. |
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AbstractList | To analyze whether voice acoustic parameters are discriminant and predictive in patients with and without depression.
Observational case-control study. The following instruments were administered to the participants: Self-Reporting Questionnaire (SRQ-20), Beck Depression Inventory-Second Edition (BDI-II), Voice Symptom Scale (VoiSS) and voice collection for subsequent extraction of the following acoustic parameters: mean, mode and standard deviation (SD) of the fundamental frequency (F0); jitter; shimmer; glottal to noise excitation ratio (GNE); cepstral peak prominence-smoothed (CPPS); and spectral tilt. A total of 144 individuals participated in the study: 54 patients diagnosed with depression (case group) and 90 without a diagnosis of depression (control group).
The means of the acoustic parameters showed differences between the groups: F0 (SD), jitter, and shimmer values were high, while values for GNE, CPPS and spectral tilt were lower in the case group than in the control group. There was a significant association between BDI-II and jitter, shimmer, CPPS, and spectral tilt and between CPPS and the class of antidepressants used. The multiple linear regression model showed that jitter and CPPS were predictors of depression, as measured by the BDI-II.
Acoustic parameters were able to discriminate between patients with and without depression and were associated with BDI-II scores. The class of antidepressants used was associated with CPPS, and the jitter and CPPS parameters were able to predict the presence of depression, as measured by the BDI-II clinical score. OBJECTIVETo analyze whether voice acoustic parameters are discriminant and predictive in patients with and without depression.METHODSObservational case-control study. The following instruments were administered to the participants: Self-Reporting Questionnaire (SRQ-20), Beck Depression Inventory-Second Edition (BDI-II), Voice Symptom Scale (VoiSS) and voice collection for subsequent extraction of the following acoustic parameters: mean, mode and standard deviation (SD) of the fundamental frequency (F0); jitter; shimmer; glottal to noise excitation ratio (GNE); cepstral peak prominence-smoothed (CPPS); and spectral tilt. A total of 144 individuals participated in the study: 54 patients diagnosed with depression (case group) and 90 without a diagnosis of depression (control group).RESULTSThe means of the acoustic parameters showed differences between the groups: F0 (SD), jitter, and shimmer values were high, while values for GNE, CPPS and spectral tilt were lower in the case group than in the control group. There was a significant association between BDI-II and jitter, shimmer, CPPS, and spectral tilt and between CPPS and the class of antidepressants used. The multiple linear regression model showed that jitter and CPPS were predictors of depression, as measured by the BDI-II.CONCLUSIONAcoustic parameters were able to discriminate between patients with and without depression and were associated with BDI-II scores. The class of antidepressants used was associated with CPPS, and the jitter and CPPS parameters were able to predict the presence of depression, as measured by the BDI-II clinical score. |
Author | Galdino, Melyssa Kellyane Cavalcanti Lopes, Leonardo Silva, Wegina Jordana Almeida, Anna Alice |
Author_xml | – sequence: 1 givenname: Wegina Jordana surname: Silva fullname: Silva, Wegina Jordana email: weginajordana@gmail.com organization: Department of Speech Therapy, Federal University of Paraíba (UFPB) and Federal University of Rio Grande do Norte (UFRN), João Pessoa, Paraíba, Brazil. Electronic address: weginajordana@gmail.com – sequence: 2 givenname: Leonardo surname: Lopes fullname: Lopes, Leonardo email: lwlopes@hotmail.com organization: Department of Speech Therapy, Federal University of Paraíba (UFPB), Graduate Program in Speech Therapy, Federal University of Paraíba (UFPB) and Federal University of Rio Grande do Norte (UFRN - PPgFon), Graduate Program in Decision and Health Models (PPgMDS), and Graduate Program in Linguistic (PROLING) of UFPB, João Pessoa, Paraíba, Brazil. Electronic address: lwlopes@hotmail.com – sequence: 3 givenname: Melyssa Kellyane Cavalcanti surname: Galdino fullname: Galdino, Melyssa Kellyane Cavalcanti email: melyssa_cavalcanti@hotmail.com organization: Department of Psychology, Federal University of Paraíba (UFPB), Graduate Program in Cognitive Neuroscience and Behavior (PPgNeC) of UFPB, João Pessoa, Paraíba, Brazil. Electronic address: melyssa_cavalcanti@hotmail.com – sequence: 4 givenname: Anna Alice surname: Almeida fullname: Almeida, Anna Alice email: anna_alice@uol.com.br organization: Department of Speech Therapy, Federal University of Paraíba (UFPB), Graduate Program in Speech Therapy, Federal University of Paraíba (UFPB) and Federal University of Rio Grande do Norte (UFRN - PPgFon), Graduate Program in Decision and Health Models (PPgMDS), and Graduate Program in Cognitive Neuroscience and Behavior (PPgNeC) of UFPB, João Pessoa, Paraíba, Brazil. Electronic address: anna_alice@uol.com.br |
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Keywords | Depression Voice disorders Voice Mental health Speech acoustics |
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Snippet | To analyze whether voice acoustic parameters are discriminant and predictive in patients with and without depression.
Observational case-control study. The... OBJECTIVETo analyze whether voice acoustic parameters are discriminant and predictive in patients with and without depression.METHODSObservational case-control... |
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SubjectTerms | Acoustics Antidepressive Agents Case-Control Studies Depression - diagnosis Humans Speech Acoustics Speech Production Measurement Voice Voice Quality |
Title | Voice Acoustic Parameters as Predictors of Depression |
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