Using Voice Biomarkers to Predict the Likelihood of Major Depressive Disorder
Study Details
Study Description
Brief Summary
Major Depressive Disorder (MDD) is the leading cause of disability worldwide. Depression and anxiety disorders are among the most prevalent of all mental disorders, with an estimated annual prevalence of 9.7% and 18.1% respectively.
It has been known for the last 100 years that depression and anxiety both likely affect vocal acoustic properties. In 1921, Emil Kraepelin, characterized depressed patient's voices as having a lower pitch, lower volume, lower rate of speech, more monotony of prosody as well as more hesitations, stuttering, and whispering.
Mechanistically, it is possible that the neural circuitry involved in the pathophysiology of mood and anxiety disorders impinge upon the neural circuit involved in speech production, affecting qualities that include rate, prosody, speech latency and other paralinguistic features. Thus, acoustic features of speech may be one of the more readily accessible biomarkers for these conditions.
Given this understanding, the investigators sought to develop a passive vocal biomarker instrument for depression and anxiety screening that could markedly expand access as well as standardize the quality of screening in primary care settings.
Condition or Disease | Intervention/Treatment | Phase |
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Study Design
Arms and Interventions
Arm | Intervention/Treatment |
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Case
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Control
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Outcome Measures
Primary Outcome Measures
- Sensitivity and specificity of the Kintsugi's technology's prediction [July 30, 2021]
Sensitivity and specificity of the Kintsugi's technology's prediction compared to HAM-D and HAM-A scores.
Secondary Outcome Measures
- Sensitivity and specificity to depression at the PHQ-9 score of 10 [July 30, 2021]
Sensitivity and specificity of the Kintsugi's technology's prediction compared to PHQ-9 scores at a cutoff threshold of 10
- Sensitivity and specificity to depression at the GAD-7 score of 10 [July 30, 2021]
Sensitivity and specificity of the Kintsugi's technology's prediction compared to GAD-7 scores at a cutoff threshold of 10
Eligibility Criteria
Criteria
Inclusion Criteria:
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Adult males and or females over the age of 18 at the time of informed consent
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Access to a laptop, smartphone or tablet with a functioning microphone
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Stated willingness to comply with all study procedures and availability for the duration of the study
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Fluency in English
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For depressed participant group: Current diagnosis of depression
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For non-depressed participant group: No current or prior diagnosis of depression
Exclusion Criteria:
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Visual impairment that would make it difficult for the participant to follow the instructions
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Motor impairment that would make it difficult for the participant to follow the instructions
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Any known history of neurodegenerative or Central Nervous System disorders (e.g. MS, Dementia, TBI, Stroke, etc.)
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Any known history of major psychiatric disorder other than depression (e.g. Bipolar Disorder, Schizophrenia, etc.)
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Any known history of substance abuse
Contacts and Locations
Locations
Site | City | State | Country | Postal Code | |
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1 | San Francisco Psychiatrists, Inc. | San Francisco | California | United States | 94123 |
2 | Frontier Psychiatry | Billings | Montana | United States | 59101 |
Sponsors and Collaborators
- Kintsugi Mindful Wellness, Inc.
- San Francisco Psychiatry Group
- Frontier Psychiatry
Investigators
None specified.Study Documents (Full-Text)
None provided.More Information
Publications
None provided.- 2021/03/20