Mechanisms and Predictors of Change in App-Based Mindfulness Training for Adolescents
1 other identifier
interventional
158
1 country
1
Brief Summary
A growing body of research implicates rumination as being a transdiagnostic risk factor involved in the development of depression and anxiety in youth. Critically, mindfulness meditation has shown significant promise in targeting rumination, and ultimately improving depressive and anxiety symptoms. Mindfulness apps offer a convenient and cost-effective means for accessing mindfulness training, while being interactive and engaging for youth. Despite their growing popularity among teens, strikingly little research has been conducted on these apps. Two critical questions have yet to be addressed: (1) what are the underlying neural and cognitive mechanisms that account for the beneficial effects of these apps and (2) for whom is app-based mindfulness well-suited. To address these gaps, adolescents (ages 13-18) will be randomly assigned to an app-delivered mindfulness course vs. a control condition and will complete pre- and post-intervention resting state functional magnetic resonance imaging (fMRI) scans to probe static and dynamic functional connectivity within - and between - brain networks strongly implicated in mindfulness training and rumination. In addition, cognitive tasks will be administered at pre- and post-intervention to assess attentional control abilities putatively enhanced by mindfulness training. Finally, mindfulness skills and changes in rumination will be assessed via smartphone-based ecological momentary assessment (EMA). First, the investigators will test whether changes in (1) brain functional connectivity, (2) attentional control and (3) acquisition and use of mindfulness skills mediate between-group (i.e., app vs. control) differences in the reduction of rumination. Second, the investigators will test whether a machine learning model incorporating baseline clinical, demographic, and psychosocial characteristics can be used to identify which adolescents are predicted to benefit from app-based mindfulness training.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Nov 2021
Longer than P75 for not_applicable
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
January 4, 2021
CompletedFirst Posted
Study publicly available on registry
January 6, 2021
CompletedStudy Start
First participant enrolled
November 16, 2021
CompletedPrimary Completion
Last participant's last visit for primary outcome
September 30, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
September 30, 2028
April 16, 2026
April 1, 2026
5.9 years
January 4, 2021
April 13, 2026
Conditions
Outcome Measures
Primary Outcomes (1)
Slope of change in rumination scores (assessed via smartphone-delivered ecological momentary assessment items derived from rumination measure [unnamed] developed by Ruscio et al., J Abnorm Psychol, 2015 and used in Webb et al., J Am Acad Child Psy, 2021)
30 weeks
Study Arms (2)
Mindfulness (Headspace app)
EXPERIMENTALActive Control Condition
ACTIVE COMPARATORInterventions
The Headspace app consists of guided mindfulness meditations and is available for both Apple iOS and Android devices. For the proposed study, participants will be instructed to complete the app's most popular introductory program which consists of three levels ("Basics 1-3"), with each level comprising 10 sessions (30 in total) over 30 days. The program is intended to introduce the key principles and techniques of mindfulness (including focused meditation on the breath, body scanning, and noting), and strategies for applying mindfulness to daily life.
The majority of prior research on mindfulness interventions has relied on single-arm designs or wait-list controls conditions, rather than active control conditions. Accordingly, we will include a structurally-equivalent active control condition, delivered via the same Headspace app. Specifically, the control condition will consist of 30 guided "Recharge" sessions led by Andy Puddicombe (i.e., structurally equivalent to the Mindfulness app). The sessions are the same length as the interventions (Basics) sessions and also delivered via the Headspace app, thus closely matching the mindfulness intervention across key attributes. Specifically, user flow through the app is identical in both the mindfulness and control conditions, differing only in session content. The Recharge sessions include guide reflections, guided positive imagery, problem solving and daily planning. The chosen excerpts exclude any content which feature guided mindfulness exercises.
Eligibility Criteria
You may qualify if:
- Ages 13-18 years
- Written informed assent/consent from adolescent and parent/guardian
- English as a first language or English fluency
- Right-handed
- Personal iPhone or Android smartphone
- CRSQ rumination subscale score
- If on psychotropic medication, must be on stable dose for at least 2 months
You may not qualify if:
- History or current diagnosis of any of the following DSM-5 disorders: schizophrenia spectrum or other psychotic disorder, bipolar disorder, substance/alcohol use disorder within the past 12 months or lifetime severe substance/alcohol use disorder.
- Systemic medical or neurological illness that could impact fMRI measures of cerebral blood flow
- History of seizure disorder, or head trauma with loss of consciousness \> 2 mins
- Serious or unstable medical illness (e.g., cardiovascular, hepatic, renal, respiratory, endocrine, neurologic or hematologic disease)
- Participants with active suicidal ideation will be immediately referred to appropriate clinical treatment.
- Current or past treatment with mindfulness-based psychotherapy (e.g., MBCT, DBT or ACT)
- Exposure to in-person or app-based mindfulness/meditation course (at least 300 mins of past practice)
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Mclean Hospitallead
- Cambridge Health Alliancecollaborator
- Lawrence Universitycollaborator
Study Sites (1)
McLean Hospital
Belmont, Massachusetts, 02478, United States
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- DOUBLE
- Who Masked
- INVESTIGATOR, OUTCOMES ASSESSOR
- Purpose
- OTHER
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Assistant Professor
Study Record Dates
First Submitted
January 4, 2021
First Posted
January 6, 2021
Study Start
November 16, 2021
Primary Completion (Estimated)
September 30, 2027
Study Completion (Estimated)
September 30, 2028
Last Updated
April 16, 2026
Record last verified: 2026-04
Data Sharing
- IPD Sharing
- Will share
Yes. We will share via the National Institute of Mental Health Data Archive (NDA)