AzTrials
AzTrials

Depression, AnxietyNCT05455905

Voice Biomarkers Predictive of Depression and Anxiety

An observational study of Depression, Anxiety and Healthy, run by Kintsugi Mindful Wellness, Inc. at 1 site in United States.

Completed

Finished. The study has ended and is not enrolling. Results may be posted on the official record.

Official record
Search all trials

Trial summary

The objective of this study is to collect data to improve the sensitivity and specificity of Kintsugi Voice's (formerly KiVATM) predictions on audio files. A web-based audio recording tool will be used to record voice sample and ask participants the PHQ-9 and GAD-7 questions. Read more about this study

Who is it for?
Ages 18 years and older
What is being tested?
Patient Health Questionnaire-9, Generalized Anxiety Disorder-7 and Hamilton Depression Rating Scale
How many people
19,533 participants
Where
1 siteUnited States
Study dates
14 Sep 2021to 11 Sep 2022
Phase
Observational
Are there results?
None posted in the registry

Key requirements

Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.

  • Ages 18 years and older
  • All sexes
  • Adult, Older adult

Study population: The study population will include males and females fluent in English over the age of 18 in the United States and Canada. Participants both with and without a personal history of depression and/or anxiety are eligible to participate in the study. Participants will require access to a laptop, smartphone, or tablet with a functioning microphone and provide stated willingness to comply with all study procedures and availability for the duration of the study. Participants with a visual or motor impairment that would make it difficult to use the web-based survey will be excluded from the study.

Who may be able to join

  • Adult males and or females over the age of 18 at the time of informed consent. Adults with a known history of depression and/or anxiety and adults without a known history of depression and/or anxiety will be included in this study.
  • Access to a laptop, smart-phone or tablet with a functioning microphone
  • Stated willingness to comply with all study procedures and availability for the duration of the study
  • Fluency in English

Who cannot join

  • Visual impairment that would make it difficult for the participant to see the web-based survey
  • Motor impairment that would make it difficult for the participant to use the web-based survey

Trial locations and contacts

1 site in 1 country.

United States1 site
  • Kintsugi Mindful Wellness, Inc.

    Berkeley, California, 94705

Other trials in United States

About this study

Official title: Voice Biomarkers Predictive of Depression and Anxiety: An Observational Study

The objective of this study is to collect data to improve the sensitivity and specificity of Kintsugi Voice's (formerly KiVATM) predictions on audio files. A web-based audio recording tool will be used to record voice sample and ask participants the PHQ-9 and GAD-7 questions. A voluntary subset of participants will then be assessed by mental health professionals with the Hamilton Depression Rating Scale (HAM-D) and Hamilton Anxiety Rating Scale (HAM-A) scores.

Read the detailed description

Participants will be recruited via various online mediums to participate in a voluntary observational study. Completing the consent and survey on their smart-phone, tablet, or computer, the participant will be asked to provide a 1-minute response to an audio prompt "How was your day?" After recording their response, the participant will be asked to complete the Patient Health Questionnaire-9 and Generalized Anxiety Disorder-7 measures independently.

In a second voluntary phase of the study, participants who indicated a score higher than 20, will be contacted by the research team via email to determine if they are interested in a voluntary follow-up to their initial study participation. Participants who would like to take part in the additional survey will complete additional voice recording responses to prompts and complete the Patient History Questionnaire and Generalized Anxiety Disorder-7. These participants will be contacted by a Mental Health Professional to discuss seeking mental health resources and clinicians, as well as, complete the Hamilton Depression Rating Scale and Hamilton Anxiety Rating Scale via the telephone.

Being tested
Patient Health Questionnaire-9, Generalized Anxiety Disorder-7, Hamilton Depression Rating Scale, Hamilton Anxiety Rating Scale
Keywords
mental health, depression, anxiety, Artificial Intelligence
Medical subject headings
Depression, Anxiety Disorders, Psychological Well-Being

What participants receive

What participants receive. In a randomised study each person is assigned to one group by chance.

  • Patient Health Questionnaire-9Diagnostic test

    Also called PHQ-9

    The Patient Health Questionnaire-9 is a nine question self-administered examination in which the patient indicates how often they have experienced different feelings and sensations in the past two weeks. The Patient Health Questionnaire-9 is scored from 0 to 27 where higher scores are associated with more severe depression.

  • Generalized Anxiety Disorder-7Diagnostic test

    Also called GAD-7

    The Generalized Anxiety Disorder-7 is a seven question self-administered examination in which the patient indicates how often they have experienced different feelings and sensations in the past two weeks. The Generalized Anxiety Disorder-7 is scored from 0 to 21 where higher scores are associated with more severe anxiety.

  • Hamilton Depression Rating ScaleDiagnostic test

    Also called HDRS, HAM-D

    The Hamilton Depression Rating Scale is administered by a mental health profession and includes twenty-one questions asking about how the participant has been feeling in the past week. The Hamilton Depression Rating Scale is scored from 0 to 45 where higher scores are associated with more severe depression.

  • Hamilton Anxiety Rating ScaleDiagnostic test

    Also called HARS, HAM-A

    The Hamilton Anxiety Rating Scale is administered by a mental health profession and includes fourteen questions asking about how the participant has been feeling in the past week. The Hamilton Anxiety Rating Scale is scored from 0 to 56 where higher scores are associated with more severe anxiety.

Study groups in NCT05455905
Study groupRoleWhat they receive
Main Study CohortA web-based audio recording tool will be used to record voice sample answering the prompt, "How are you feeling today?" Participants are asked to speak for 1-minute. Following the recording, participants are asked to complete the Patient Health Questionnaire-9 and Generalized Anxiety Disorder-7 questions.
Receives: Diagnostic Test: Patient Health Questionnaire-9; Diagnostic Test: Generalized Anxiety Disorder-7
Selected Self-Reported Depression CohortThe Researcher will review Patient Health Questionnaire-9 scores of all the participants and select the subset that self-reported a scored greater than 20, on a scale from 0 to 27. Participants will be approached via email to complete an additional administration of the Patient Health Questionnaire-9 and Generalized Anxiety Disorder-7 questionnaires and be offered resources for depression and anxiety and how to set up an appointment with a mental health professional.
Receives: Diagnostic Test: Patient Health Questionnaire-9; Diagnostic Test: Generalized Anxiety Disorder-7; Diagnostic Test: Hamilton Depression Rating Scale; Diagnostic Test: Hamilton Anxiety Rating Scale

What is being measured

The primary outcome is the main question the study is designed to answer.

  1. Hamilton Depression Rating Scale

    Participants will be interviewed by mental health professionals using the clinically validated Hamilton Depression Rating Scale, which has a score range of 0 to 54, where higher scores are associated with higher severity of depression.

    Measured: Through study completion, on average 12months

  2. Hamilton Anxiety Rating Scale

    Participants will be interviewed by mental health professionals using the clinically validated Hamilton Anxiety Rating Scale, which has a score range of 0 to 56, where higher scores are associated with higher severity anxiety.

    Measured: Through study completion, on average 12 months

Timeline

From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.

  1. First posted13 Jul 2022
  2. Study start14 Sep 2021
  3. Primary completion11 Sep 2022
  4. Study completion11 Sep 2022

Resources

More details

For doctors and researchers: how the study is designed, who runs it, and its registry IDs.

Study design
Study type
Observational
Observational model
Cohort
Time perspective
Cross-sectional
Enrolment
19,533 participants (actual)
IDs, dates and publications
ClinicalTrials.gov ID
NCT05455905
Sponsor's protocol ID
2021/08/25
Status last verified
Sep 2022
First submitted
29 Jun 2022
Last updated
15 Sep 2022
Results posted
No
Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
Individual data sharing
No

Publications

  • Czeisler ME, Lane RI, Petrosky E, Wiley JF, Christensen A, Njai R, Weaver MD, Robbins R, Facer-Childs ER, Barger LK, Czeisler CA, Howard ME, Rajaratnam SMW. Mental Health, Substance Use, and Suicidal Ideation During the COVID-19 Pandemic - United States, June 24-30, 2020. MMWR Morb Mortal Wkly Rep. 2020 Aug 14;69(32):1049-1057. doi: 10.15585/mmwr.mm6932a1.

    PubMed 32790653
  • ADAA. Facts & statistics: Anxiety and Depression Association of America. Retrieved March 05, 2021, from https://adaa.org/about-adaa/press-room/facts-statistics

  • Low DM, Bentley KH, Ghosh SS. Automated assessment of psychiatric disorders using speech: A systematic review. Laryngoscope Investig Otolaryngol. 2020 Jan 31;5(1):96-116. doi: 10.1002/lio2.354. eCollection 2020 Feb.

    PubMed 32128436
  • Mundt JC, Vogel AP, Feltner DE, Lenderking WR. Vocal acoustic biomarkers of depression severity and treatment response. Biol Psychiatry. 2012 Oct 1;72(7):580-7. doi: 10.1016/j.biopsych.2012.03.015. Epub 2012 Apr 26.

    PubMed 22541039
  • Zhang L, Duvvuri R, Chandra KKL, Nguyen T, Ghomi RH. Automated voice biomarkers for depression symptoms using an online cross-sectional data collection initiative. Depress Anxiety. 2020 Jul;37(7):657-669. doi: 10.1002/da.23020. Epub 2020 May 7.

    PubMed 32383335
  • Espinola, CW, Gomes, JC, Pereira, JMS et. al. Detection of major depressive disorder using vocal acoustic analysis and machine learning-an exploratory study. Res. Biomed. Eng. 2021; 37: 53-64.

  • Wang J, Zhang L, Liu T, Pan W, Hu B, Zhu T. Acoustic differences between healthy and depressed people: a cross-situation study. BMC Psychiatry. 2019 Oct 15;19(1):300. doi: 10.1186/s12888-019-2300-7.

    PubMed 31615470
  • He L, Cao C. Automated depression analysis using convolutional neural networks from speech. J Biomed Inform. 2018 Jul;83:103-111. doi: 10.1016/j.jbi.2018.05.007. Epub 2018 May 29.

    PubMed 29852317
  • Ozkanca Y, Ozturk MG, Ekmekci MN, Atkins DC, Demiroglu C, Ghomi RH. Depression Screening from Voice Samples of Patients Affected by Parkinson's Disease. Digit Biomark. 2019 May-Aug;3(2):72-82. doi: 10.1159/000500354. Epub 2019 Jun 12.

    PubMed 31872172
  • Yi H, Smiljanic R, Chandrasekaran B. The Effect of Talker and Listener Depressive Symptoms on Speech Intelligibility. J Speech Lang Hear Res. 2019 Nov 18;62(12):4269-4281. doi: 10.1044/2019_JSLHR-S-19-0112. Print 2019 Dec 18.

    PubMed 31738862
  • Stassen HH, Bomben G, Gunther E. Speech characteristics in depression. Psychopathology. 1991;24(2):88-105. doi: 10.1159/000284700.

    PubMed 1886971
  • Taguchi T, Tachikawa H, Nemoto K, Suzuki M, Nagano T, Tachibana R, Nishimura M, Arai T. Major depressive disorder discrimination using vocal acoustic features. J Affect Disord. 2018 Jan 1;225:214-220. doi: 10.1016/j.jad.2017.08.038. Epub 2017 Aug 16.

    PubMed 28841483
  • Low LS, Maddage NC, Lech M, Sheeber LB, Allen NB. Detection of clinical depression in adolescents' speech during family interactions. IEEE Trans Biomed Eng. 2011 Mar;58(3):574-86. doi: 10.1109/TBME.2010.2091640. Epub 2010 Nov 11.

    PubMed 21075715
  • Tuka A, Mohammad G, and James G. Detecting Depression with Audio/Text Sequence Modeling of Interviews. Interspeech. 2018; 2522.

  • Pan W, Flint J, Shenhav L, Liu T, Liu M, Hu B, Zhu T. Re-examining the robustness of voice features in predicting depression: Compared with baseline of confounders. PLoS One. 2019 Jun 20;14(6):e0218172. doi: 10.1371/journal.pone.0218172. eCollection 2019.

    PubMed 31220113

Questions about this trial

What is this clinical trial studying?

An observational study of Depression, Anxiety and Healthy, run by Kintsugi Mindful Wellness, Inc. at 1 site in United States.

The full registered description is in the About this study section and the official record.

Who may be eligible to take part?

The sponsor lists 4 inclusion and 2 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.

Is this clinical trial currently recruiting?

The record says: finished, as of the sponsor's last update on 15 Sep 2022. Status can change between updates, so confirm with the study contact before making plans.

Where is the study taking place?

The record lists 1 site in United States. Whether a site is taking part right now should be confirmed with that site. See every site.

What are the possible benefits and risks?

They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.

Are results available for this study?

The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.

How can a doctor refer a patient or contact the research team?

The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.

What does the primary outcome measure?

Hamilton Depression Rating Scale (time frame: Through study completion, on average 12months). The study lists 2 primary outcomes in all. It is what the study was designed to measure, not a finding.

Where can I read the original study information?

On the ClinicalTrials.gov record for NCT05455905, which also lists 21 linked publications.

Does a listing mean the treatment is approved or proven to work?

No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.

How often is this information updated?

AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 15 Sep 2022.

Free account

Log in to keep searching

You’ve used your 3 free searches. AzTrials is free: log in or create a free account to keep searching clinical trials and save the ones you want to follow.

Create a free accountLog in