Dynamic Treatment Regimes for Opioid Use Disorder
2 other identifiers
interventional
75
1 country
1
Brief Summary
This study aims to develop and evaluate dynamic treatment regimes (DTRs) to improve personalized care for individuals with opioid use disorder (OUD). Using machine learning methods and longitudinal data from a national behavioral health provider, the investigators will identify optimal treatment sequences that minimize the risk of overdose and improve recovery outcomes. A pilot hybrid factorial SMART trial will be conducted to assess the feasibility and acceptability of implementing these personalized treatment decision rules in real-world clinical settings.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for phase_2
Started Jul 2028
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
June 2, 2025
CompletedFirst Posted
Study publicly available on registry
June 10, 2025
CompletedStudy Start
First participant enrolled
July 1, 2028
ExpectedPrimary Completion
Last participant's last visit for primary outcome
June 1, 2029
Study Completion
Last participant's last visit for all outcomes
June 1, 2030
November 4, 2025
November 1, 2025
11 months
June 2, 2025
November 3, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (6)
CAT-SUD severity scores
Weekly Computerized Adaptive Test for Substance Use Disorder severity T-score. Scores range 0-100 (≈5-point precision). Higher scores indicate a greater SUD symptom burden/risk, while lower scores indicate fewer symptoms/lower risk. Prior validation studies have used \<50 = low, 50-70 = intermediate, \>70 = high severity/risk thresholds. Computerized Adaptive Test for Substance Use Disorder provides a dimensional severity score (not a diagnosis). Change is assessed week-to-week.
4 weeks
Retention in treatment
Whether participants remained engaged in behavioral health treatment through the end of the 4-week study period.
4 weeks
Patient and clinician satisfaction
Participant- and provider-reported satisfaction with the trial experience and procedures, assessed via standardized surveys.
4 weeks
Clinical fidelity to intervention protoco
Fidelity of intervention delivery assessed via clinician checklists or independent fidelity ratings, evaluating adherence to protocol for each assigned treatment component.
Weekly over 4-week study period
Data completeness and consistency
Proportion of participants for whom ethical standards are fully maintained (e.g., informed consent obtained, no reported violations). Proportion of participants for whom ethical standards are fully maintained (e.g., informed consent obtained, no reported violations). Proportion of EHR and survey data points with missing or inconsistent entries. Thresholds for success include \<5% missingness or inconsistency.
Throughout the 4-week trial
Timeliness of EHR data entry
Proportion of EHR entries recorded within 48 hours of patient interaction.
Weekly throughout the 4-week trial
Study Arms (4)
Initial Intervention A + B
EXPERIMENTALParticipants randomized to receive the combination of Intervention A and Intervention B in Week 1. Additional weekly interventions in Weeks 2-4 will be assigned based on participant response and dynamic treatment algorithms derived in Aim 1.
Initial Intervention A + D
EXPERIMENTALParticipants randomized to receive the combination of Intervention A and Intervention D in Week 1. Subsequent treatment assignments in Weeks 2-4 follow adaptive treatment decision rules.
Initial Intervention C + B
EXPERIMENTALParticipants randomized to receive the combination of Intervention C and Intervention B in Week 1. Adaptive treatment components are added weekly based on observed outcomes and predictive models.
Initial Intervention C + D
EXPERIMENTALParticipants randomized to receive the combination of Intervention C and Intervention D in Week 1. Participants receive additional interventions in Weeks 2-4 based on dynamic treatment regimes developed in the modeling phase.
Interventions
A medication treatment component delivered in Week 1 as part of a 2×2 factorial SMART design. The exact content (e.g., treatment modality or intensity) will be finalized based on model results from Aim 1, which identifies optimal dynamic treatment regimes.
A behavioral treatment component delivered in Week 1 as part of a 2×2 factorial SMART design. The exact content (e.g., treatment modality or intensity) will be finalized based on model results from Aim 1, which identifies optimal dynamic treatment regimes.
Eligibility Criteria
You may qualify if:
- Age 18 or older
- Diagnosed with opioid use disorder (OUD)
- Receiving care at a participating Discovery Behavioral Health site
- Able to provide informed consent
You may not qualify if:
- Significant cognitive impairment or psychiatric instability that would prevent participation
- Current incarceration or involuntary commitment
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Discovery Behavioral Health
Irvine, California, 92612, United States
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- phase 2
- Allocation
- RANDOMIZED
- Masking
- NONE
- Masking Details
- This is an open-label trial; no participants, providers, or investigators are masked to treatment assignment.
- Purpose
- TREATMENT
- Intervention Model
- SEQUENTIAL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Assistant Professor
Study Record Dates
First Submitted
June 2, 2025
First Posted
June 10, 2025
Study Start (Estimated)
July 1, 2028
Primary Completion (Estimated)
June 1, 2029
Study Completion (Estimated)
June 1, 2030
Last Updated
November 4, 2025
Record last verified: 2025-11
Data Sharing
- IPD Sharing
- Will share
- Shared Documents
- STUDY PROTOCOL, SAP, ANALYTIC CODE
- Time Frame
- Beginning 1 year after study completion.
- Access Criteria
- equests will be reviewed by the principal investigator. Data will be shared through a secure data use agreement upon IRB approval and execution of a data-sharing agreement.
De-identified individual participant data (IPD) collected during the study, including survey responses, CAT-SUD scores, and treatment assignments, will be made available.