Digital Intervention to Treat Anxiety and Depression Among Persons Receiving Treatment for Opioid Use Disorder

October 16, 2025 updated by: Nicholas Jacobson, Trustees of Dartmouth College
The majority of opioid users meet criteria for anxiety and depressive disorders, but most substance use disorder treatment programs do not offer treatment for co-occurring mental health problems. Anxiety and depression may also be directly linked to opioid use itself. Although treatments have been developed for anxiety and depressive symptoms for opioid users within face-to-face settings, few treatment facilities offer these in-person interventions due to their high cost and time burden. Given the deficits in research on treatments for anxiety and depression among those with opioid use disorder, the current research will examine the efficacy of a digital intervention designed to treat anxiety and depressive symptoms by augmenting the state of the science medication-based opioid use disorder treatment. Over the course of the proposed study, the research team will design and test the feasibility and acceptability of a standalone mobile intervention designed to treat persons receiving medication treatment for opioid use disorder. Participants receiving medication treatment for opioid use disorder will be randomized to receive a digital intervention to treat anxiety and depression or care as usual for a total of four weeks. The overarching goal of the proposed work is to test the feasibility and acceptability of the proposed mobile intervention. The Investigators will also explore the preliminary efficacy by examining reductions in anxiety and depressive symptoms and opioid cravings and use. This work could lead to a low-cost scalable solution to augment gold-standard treatment as usual in opioid use disorder by decreasing levels of comorbidity of anxiety and depressive disorders, thereby ultimately improving the outcomes of opioid use disorder itself.

Study Overview

Detailed Description

The study team will recruit a population of 60 adults who are receiving medication treatment for OUD from an online study based on Google Adwords, Reddit, and Facebook advertisements as online recruitment has been shown to be a viable and cost-effective recruitment method for opioid users. The total sample size may be expanded if recruitment costs are lower than expected.

Participants will complete self-report assessments on their anxiety symptoms, depressive symptoms, opioid cravings, and opioid use behaviors. Participants will be randomized to a smartphone-based digital intervention or waitlist control condition. The digital intervention will be designed to treat participants' anxiety and depressive symptoms, and participants will be asked to use the intervention four times per week for four weeks (16 digital sessions).The smartphone intervention will also collect passive sensing data continuously during the 4 week period. Participants will complete post measures and one-month follow-up measures on anxiety symptoms, depressive symptoms, opioid cravings, and opioid use behaviors. The urine drug screen will be mailed to participants. Participants will also be asked to complete five urine tests to detect substance use (amphetamines, barbiturates, benzodiazepines, cocaine, ecstasy, marijuana, methamphetamine, opioids, oxycodone, and pcp) across the study (1 at pre-digital intervention, 1 during the digital intervention, 1 post-digital intervention, 1 between post and follow-up of the digital intervention, and 1 at the 1-month follow-up of the digital intervention). Participants will be instructed when to complete each urine test and will be asked to take a photo of the back the label of each test showing the results to the experimenters and to text these photos to a Google Voice Number maintained by the experimenters.

Thus, this proposal seeks to address a crucial deficit in the availability of treatments for anxiety and depressive disorders among persons with OUD to ultimately augment treatment for OUD.

Study Type

Interventional

Enrollment (Actual)

63

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

    • New Hampshire
      • Lebanon, New Hampshire, United States, 03766
        • Center For Technology and Behavioral Health

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

18 years and older (Adult, Older Adult)

Accepts Healthy Volunteers

No

Description

Inclusion Criteria:

  • Adults (age 18 or older)
  • fluent in English
  • able to provide informed consent
  • meet current criteria for OUD (as defined by a Rapid Opioid Dependence Screen)
  • are receiving methadone, buprenorphine, and/or naltrexone for OUD
  • meet current criteria for an anxiety and/or depressive disorder (based on the Patient Health Questionnaire and the Generalized Anxiety Disorder Questionnaire).

Exclusion Criteria:

  • active suicidality
  • psychosis
  • bipolar disorder

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Treatment
  • Allocation: Randomized
  • Interventional Model: Parallel Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Experimental: Smartphone Digital Intervention Group
The Smartphone Digital Intervention Group is the experimental group. Participants randomized to this group will download the smartphone intervention and be asked to use the intervention four times per week for four weeks ( 16 digital sessions). The smartphone digital intervention will also continuously collect passive sensing data. The smartphone digital intervention will be designed to treat anxiety and depression by providing informational videos to help participants treat these symptoms. These videos include information about physical activity, muscle relaxation, and other proven helpful interventions to help with anxiety and depression.
The digital intervention will be a prototype, and the current trial will be used to continue to both develop and refine the intervention. The current intervention will be based on a combination of cognitive-behavioral principles. As with prior research, the mobile platform will be delivered via Qualtrics, a HIPAA compliant and mobile-friendly platform. The cognitive-behavioral therapy will be primarily based on components with strongest support in digital interventions. The app will continuously collect passive sensing data on patterns in 1) sleep duration and quality;(2) light (3) location; (4) movement (5) social contact including duration and frequency of incoming and outcoming calls and text messages; (6) screen time; and (7) heart rate variability; (8) sound levels captured through passively collected smartphone The platform will deliver interactive interventions where participants will view texts and images, and it will also allow user interaction.
No Intervention: Wait list Control Condition
The wait list control condition will not receive the digital intervention treatment for the duration of the study. They will still provide urine samples during the study. Participants assigned to this condition will be able to access the digital intervention after their participation in the study.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Change in Anxiety Symptoms as Assessed by Generalized Anxiety Disorder- Q-IV Scale
Time Frame: From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
Assesses anxiety symptoms. Possible GAD-Q-IV scores range from 0 to 12, with higher scores representing greater GAD symptom severity
From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
Change in Depressive Symptoms as Assessed by Patient Health Questionnaire-9
Time Frame: From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
Assesses depressive symptoms, the PHQ-9 score can range from 0 to 27, since each of the 9 items can be scored from 0 (not at all) to 3 (nearly every day)
From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
Change in Likelihood of a Positive Urine Screen for Opioids (MOP)
Time Frame: From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
This outcome measures the change in the likelihood of a positive urine drug screen (UDS) for opioids (MOP). The result of each UDS was coded as a binary variable (0 = negative test, 1 = positive test). The reported data are the beta coefficients (estimated mean change) from a robust linear mixed-effects model, which are presented on a unitless scale. A negative value indicates a reduction in the likelihood of testing positive and represents a better outcome.
From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Change in Opioid Use Disorder Severity as Measured by the Rapid Opioid Dependence Screen (RODS)
Time Frame: From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
The Rapid Opioid Dependence Screen (RODS) is an 8-item measure used to assess opioid dependence severity. For this study, a total score was calculated by summing two components: 1) The number of endorsed opioid types from Item 1 (which lists 8 types, range 0-8), and 2) The number of "yes" responses to the 7 dependence-related questions in Items 2-8 (range 0-7). This method results in a total possible score range of 0 to 15. Higher scores indicate a greater breadth of lifetime opioid use and a higher number of dependence symptoms. A reduction in score represents improvement.
From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
Change in Opioid Craving as Measured by the Opioid Craving Scale (OCS)
Time Frame: From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).
Opioid Craving Scale (OCS) is a 3-item self-report measure used to assess opioid craving. Each of the three items is rated on a scale from 0 to 9. The total score is calculated by taking the average of the three item scores, resulting in a final score range of 0 to 9. Higher scores indicate a greater severity of craving. A reduction in score represents improvement.
From Baseline to 4 weeks (post-intervention) and from Baseline to 8 weeks (follow-up).

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Investigators

  • Principal Investigator: Nicholas C Jacobson, PhD, Dartmouth College

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

General Publications

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

September 15, 2021

Primary Completion (Actual)

December 31, 2022

Study Completion (Actual)

March 1, 2023

Study Registration Dates

First Submitted

August 13, 2021

First Submitted That Met QC Criteria

September 13, 2021

First Posted (Actual)

September 17, 2021

Study Record Updates

Last Update Posted (Estimated)

November 5, 2025

Last Update Submitted That Met QC Criteria

October 16, 2025

Last Verified

October 1, 2025

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

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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