Combining Data Sources to Identify Effect Moderation for Personalized Mental Health
1 other identifier
observational
9,586
1 country
1
Brief Summary
This work will extend and apply methods for modeling heterogeneous treatment effects when multiple studies are available, with a particular focus on the complexities in mental health research. The methods will be illustrated in examples estimating the effects of medical treatments for major depressive disorder (duloxetine and vortioxetine) using 4 randomized controlled trials (available in the Vivli trials resource) and non-experimental data from the Duke University Health System electronic health record and the Johns Hopkins Health System electronic health record systems.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jan 2015
Longer than P75 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
Study Start
First participant enrolled
January 1, 2015
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 31, 2021
CompletedFirst Submitted
Initial submission to the registry
February 20, 2022
CompletedFirst Posted
Study publicly available on registry
March 4, 2022
CompletedStudy Completion
Last participant's last visit for all outcomes
December 1, 2024
CompletedApril 13, 2026
April 1, 2026
7 years
February 20, 2022
April 8, 2026
Conditions
Outcome Measures
Primary Outcomes (2)
9-question Patient Health Questionnaire (PHQ-9) or PHQ-2 scores
Higher score indicates greater severity of major depressive disorder.
6 months
9-question Patient Health Questionnaire (PHQ-9) or PHQ-2 scores
Higher score indicates greater severity of major depressive disorder.
1 year
Secondary Outcomes (4)
Emergency room visits or inpatient admissions with diagnosis of depression or suicidality
6 months
Emergency room visits or inpatient admissions with diagnosis of depression or suicidality
1 year
Emergency room visits or inpatient admissions for any reason
6 months
Emergency room visits or inpatient admissions for any reason
1 year
Study Arms (6)
Duke Health System Electronic Health Record
Patients who received Duloxetine or Vortioxetine
Johns Hopkins Health System Electronic Health Record
Patients who received Duloxetine or Vortioxetine
Randomized Controlled Trial 1 (NCT01153009)
Patients who received Duloxetine or Vortioxetine
Randomized Controlled Trial 2 (NCT01140906)
Patients who received Duloxetine or Vortioxetine
Randomized Controlled Trial 3 (NCT00672620)
Patients who received Duloxetine or Vortioxetine
Randomized Controlled Trial 4 (NCT00635219)
Patients who received Duloxetine or Vortioxetine
Interventions
Medications for major depressive disorder
Eligibility Criteria
Patients who received Duloxetine or Vortioxetine
You may qualify if:
- All patients prescribed any Duloxetine or Vortioxetine in the health systems between 01/01/2015 - 12/31/2021.
- AND from patients with at least 1-year historical EHR data (burn-in period) without prescribing any of the two medications. During the burn-in period, patients should have at least one encounter in the system, and with no encounters during that time frame when they were prescribed Duloxetine or Vortioxetine.
- AND patients age 18-65 years old at baseline.
You may not qualify if:
- \- Patients prescribed both Duloxetine and Vortioxetine at baseline would be removed.
- randomized controlled trials (RCTs)
- Male or female
- Age 18 years or older
- Major depressive episode according to Diagnostic and Statistical Manual of Mental Disorders, 4th edition, Text Revision (DSM-IV-TR) classification code 296.3x
- Montgomery-Asberg Depression Rating Scale (MADRS) total score ≥ 26
- Clinical Global Impression - Severity (CGI-S) scale score ≥ 4
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Johns Hopkins Bloomberg School of Public Healthlead
- Duke Universitycollaborator
- National Institute of Mental Health (NIMH)collaborator
- Patient-Centered Outcomes Research Institutecollaborator
Study Sites (1)
Johns Hopkins Bloomberg School of Public Health
Baltimore, Maryland, 21205, United States
Related Publications (6)
Hua K, Wojdyla D, Carnicelli A, Granger C, Wang X, Hong H. Network Meta-Analysis With Individual Participant-Level Data of Time-to-Event Outcomes Using Cox Regression. Stat Med. 2025 Feb 28;44(5):e70027. doi: 10.1002/sim.70027.
PMID: 39964207RESULTHua K, Wang X, Hong H. Network Meta-Analysis of Time-to-Event Endpoints With Individual Participant Data Using Restricted Mean Survival Time Regression. Biom J. 2025 Feb;67(1):e70037. doi: 10.1002/bimj.70037.
PMID: 39967285RESULTBrantner CL, Nguyen TQ, Parikh H, Zhao C, Hong H, Stuart EA. Precision Mental Health: Predicting Heterogeneous Treatment Effects for Depression through Data Integration. J R Stat Soc Ser C Appl Stat. 2025 Dec 12:10.1093/jrsssc/qlaf068. doi: 10.1093/jrsssc/qlaf068. Online ahead of print.
PMID: 41496761RESULTBrantner CL, Nguyen TQ, Tang T, Zhao C, Hong H, Stuart EA. Comparison of methods that combine multiple randomized trials to estimate heterogeneous treatment effects. Stat Med. 2024 Mar 30;43(7):1291-1314. doi: 10.1002/sim.9955. Epub 2024 Jan 25.
PMID: 38273647RESULTBrantner CL, Yu W, Zhao C, Jeon K, Ringlein GV, Wang Q, Lemoto E, Nguyen TQ, Gagliardi JP, Zandi PP, Goldstein BA, Stuart EA, Hong H. The challenges of integrating diverse data sources: A case study in major depression. Health Serv Outcomes Res Methodol. 2024 Oct 23:10.1007/s10742-025-00363-8. doi: 10.1007/s10742-025-00363-8. Online ahead of print.
PMID: 41669555RESULTBrantner CL, Chang TH, Nguyen TQ, Hong H, Stefano LD, Stuart EA. Methods for Integrating Trials and Non-experimental Data to Examine Treatment Effect Heterogeneity. Stat Sci. 2023 Nov;38(4):640-654. doi: 10.1214/23-sts890. Epub 2023 Nov 6.
PMID: 38638306RESULT
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Elizabeth Stuart, PhD
Johns Hopkins Bloomberg School of Public Health
- PRINCIPAL INVESTIGATOR
Hwanhee Hong, PhD
Department of Biostatistics & Bioinformatics, Duke University
Study Design
- Study Type
- observational
- Observational Model
- CASE ONLY
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
February 20, 2022
First Posted
March 4, 2022
Study Start
January 1, 2015
Primary Completion
December 31, 2021
Study Completion
December 1, 2024
Last Updated
April 13, 2026
Record last verified: 2026-04
Data Sharing
- IPD Sharing
- Will not share