Digital Interventions for Adults with Treatment-Resistant Depression: a Pilot Study
Determining the Feasibility of Digital Interventions for Adults with Treatment-Resistant Depression
The goal of this observational study is to learn about remote mental health monitoring technology for adults with treatment-resistant depression. The main question it aims to answer is: are digital mental health monitoring tools (an electronic data capture platform and wearable device (e.g., smartwatch or smart-ring)) feasible to implement alongside clinical treatment for depression? The secondary aim of this study is to inform preliminary clinical parameters for larger, definitive studies.
Participants receiving neuropsychiatric treatment (repetitive transcranial magnetic stimulation, intravenous ketamine, or electroconvulsive therapy) as part of their regular medical care for treatment-resistant depression in the Interventional Psychiatry Program will have their clinical assessment data entered into a digital platform and will wear an accessory-based wearable device for the duration of treatment.
Study Overview
Status
Status
Conditions
Conditions
Detailed Description
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Contacts and Locations
Study Contact
Study Contact
- Name: Dr. Venkat Bhat, M.D., F.R.C.P.C.
- Phone Number: 76404 416-360-4000
- Email: venkat.bhat@unityhealth.to
Study Contact Backup
- Name: Dr. Karisa Parkington, Ph.D.
- Phone Number: 76228 416-360-4000
- Email: karisa.parkington@unityhealth.to
Study Locations
-
-
Ontario
-
Toronto, Ontario, Canada, M5B 1W8
- Recruiting
- St. Michael's Hospital, Unity Health Toronto
-
Contact:
- Dr. Venkat Bhat, M.D., F.R.C.P.C.
- Phone Number: 76404 416-360-4000
- Email: venkat.bhat@unityhealth.to
-
Contact:
- Dr. Karisa Parkington, Ph.D.
- Phone Number: 76228 416-360-4000
- Email: karisa.parkington@unityhealth.to
-
Contact:
- Dr. Reinhard Janssen Aguilar, M.D.
-
Contact:
- Dr. Alice Rueda, Ph.D.
-
Contact:
- Gyu Hee Lee, B.Sc.
-
Contact:
- Fathima Adamsahib, B.Sc., P.A.-C.
-
Contact:
- Dr. Perry Menzies, M.D., F.R.C.P.C.
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Sampling Method
Study Population
Description
Inclusion Criteria:
- Adults (aged 18+) who are capable of giving informed consent
- Patients meeting diagnostic criteria for major depressive disorder (MDD) without psychotic symptoms according to the DSM-5
- Currently experiencing a major depressive episode (MDE)
- Montgomery-Asperg Depression Rating Scale (MADRS) score greater than 20 at screening
- Patients meeting criteria for treatment-resistant depression (TRD): failure of 2 or more adequate trials of antidepressant therapy of adequate dose and duration during the current episode
- Enrollment in one of the treatment modalities (rTMS, IVK, or ECT) at the Interventional Psychiatry Program at St. Michael's Hospital, Unity Health Toronto
- Ownership of a smartphone (for participants using wearable devices)
Exclusion Criteria:
- Individuals without Internet access (required to access study platforms)
- Medication changes, aside from the treatment received through the IPP, one month (28 days) before screening, or during the entire duration of treatment (variable based on treatment arm)
- Participants who do not speak English fluently enough to successfully communicate study information, answer questions accurately, and/or obtain informed consent
Study Plan
How is the study designed?
Design Details
Number of groups / cohorts
Cohorts and Interventions
Group / CohortGroup / Cohort |
|---|
|
rTMS
Participants in this group are enrolled to recieve rTMS treatment as part of their clinical care in the Interventional Psychiatry Program.
|
|
IVK
Participants in this group are enrolled to receive intravenous ketamine (IVK) treatment as part of their clinical care in the Interventional Psychiatry Program.
|
|
ECT
Participants in this group are enrolled to receive electroconvulsive therapy (ECT) as part of their clinical care in the Interventional Psychiatry Program.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Feasibility
Time Frame: From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
To determine the feasibility of using a web-based digital platform and wearable devices to collect active and passive data, respectively, among adults receiving clinical treatment for treatment-resistant depression.
This will be measured by: number of recruitments (minimum threshold of 6-7 participants/month), recruitment rates (relative to invited patient-participants; minimum threshold of 80%), dropout rates (maximum threshold of 30%), reasons for dropout (qualitative), and data completion/adherence rates (minimum threshold of 70%).
|
From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Longitudinal Changes in Symptom Presentation
Time Frame: From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
To quantify changes in active (clinical symptoms) and passive (physiological) measures of physical (activity) and mental health (depression, anxiety, sleep) over time.
Active data will focus on anxiety and depression symptoms across treatment, as reported on the GAD-7, PHQ-9, and MADRS.
Passive data will focus on physiological biometrics (e.g., heart rate, respiration, step count, metabolic equivalency, body temperature, sleep staging, skin conductance response) captured by the wearable devices.
|
From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
|
Predicting Treatment Response, Remission, and Relapse
Time Frame: From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
To model and predict the likelihood of a patient achieving anxiety/depression treatment response (reduction greater than or equal to 50% on clinical assessment), remission (assessment score less than clinical threshold), and relapse (assessment score greater than clinical threshold after achieving remission) captured through active self-/clinician-administered assessments, based on longitudinal active and passive data.
|
From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
|
Personalized Digital Phenotype Profiling (pDPP)
Time Frame: From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
To construct pDPPs (a.k.a.
digital fingerprints) for each participant based on longitudinal active and passive data.
This will be achieved using machine learning (ML), artificial intelligence (AI), and advanced data analytic principles.
|
From Screening and Baseline Visit (Day 0) to last treatment day (approximately 2-8 weeks depending on treatment group)
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Study Chair: Dr. Srihar Krishnan, Ph.D., Peng., F.C.A.E., Toronto Metropolitan University
- Study Chair: Dr. Wendy Lou, Ph.D., Dalla Lana School of Public Health, University of Toronto
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Estimated)
First Posted
Study Record Updates
Last Update Posted (Estimated)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- 21-274
- Miner's Lamp Foundation (Other Identifier: University of Toronto)
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
product manufactured in and exported from the U.S.
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
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