Evidence map›Paper›PMID 40526910›Full record

SynthesisJournal of medical Internet research2025

Effectiveness of Digital Behavioral Activation Interventions for Depression and Anxiety: Systematic Review and Meta-Analysis.

Eric Jia, Jushawn Macon, Michelle Doering, Joanna Abraham

Abstract readMeta-AnalysisSystematic Review
In one paragraph

Synthesis in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 3 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Review
  5. Review
  6. Review
  7. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Eric Jia *Department of Computer Science & Engineering, Washington University in St. Louis, St. Louis, MO, United States.ORCID https://orcid.org/0009-0007-1288-3700
Jushawn Macon *Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, MO, United States.ORCID https://orcid.org/0009-0009-4299-0763
Michelle DoeringBernard Becker Medical Library, Washington University School of Medicine, St. Louis, MO, United States.ORCID https://orcid.org/0000-0001-6664-8924
Joanna AbrahamDepartment of Anesthesiology, Institute for Informatics, Data Science and Biostatistics (I2DB), Washington University School of Medicine, St. Louis, MO, United States.ORCID https://orcid.org/0000-0002-3576-5279

Funding

PHARMacist and Community Health Support to Optimize Medications After Trauma Surgery (PHARM-C)P50MH122351 · NIMH · WASHINGTON UNIVERSITY · PI SHANNON NICOLE LENZE · 2021 to 2026
$10.8M
NIMH NIH HHS P50 MH122351
6 · The paper itself

Abstract

backgroundAs digital interventions gain prominence in mental health care, they present opportunities to improve access and scalability. Despite their potential, the overall impact of digital behavioral activation (BA) interventions across different formats and populations is not yet fully understood.

objectiveThis systematic review examines the characteristics and functions of digital BA interventions and evaluates their effectiveness for mental health and other patient-related outcomes.

methodsA comprehensive search of databases (PubMed, Embase, Web of Science, APA PsycInfo, and ClinicalTrials.gov) was performed in November 2023 to identify randomized controlled trials (RCTs) assessing the effectiveness of digital BA interventions for depression and anxiety. A total of 2 reviewers screened the studies for inclusion. Meta-analysis using a random-effects model assessed intervention impact on outcomes including depression, anxiety, quality of life (QoL), BA scores, functioning and disability, and stress. Statistical heterogeneity was evaluated with the I² statistic and statistical significance was evaluated with P values. Studies that did not meet the meta-analysis criteria underwent narrative synthesis.

resultsA total of 18 articles reporting 17 RCTs were included across three intervention types: (1) internet-based BA (n=12, 71%), delivering digital therapies to foster new behavioral activities for depression management; (2) electronic messaging-based BA (n=2, 12%), involving prompts to support behavior change; and (3) telehealth-based BA (n=3, 17%), providing remote health care services. We identified single-component and multicomponent interventions that combined BA with elements such as problem-solving therapy or cognitive behavioral therapy. A total of 12 RCTs were included in the meta-analysis, while the remaining studies were narratively synthesized. Risk of bias (RoB) was assessed in all included studies. Digital BA interventions significantly reduced depressive symptoms at 2 months (P<.001, I²=0%), 3 months (P=.001, I²=51%), and 6 months (P=.009, I²=29%) post treatment, but not at 12 months (P=.82, I²=89%). Significant improvements in BA scores at 6 months were observed (P<.001, I²=0%). QoL improved significantly at 3 months (P=.002, I²=22%) and 6 months (P=.009, I²=0%). Stress levels were also significantly reduced at 3 months (P<.001, I²=25%). However, no significant changes were identified in anxiety and functioning and disability outcomes at either 3 months (anxiety: P=.08, I²=68%) or 6 months (anxiety: P=.24, I²=44%; functioning and disability: P=.88, I²=90%). Across included studies, RoB was generally low, particularly for random sequence generation and allocation concealment.

conclusionsDigital BA interventions are effective in reducing depressive symptoms and improving QoL in the short- to midterm. However, these effects tend to diminish over time with no sustained benefits observed at 12 months. Future research should focus on developing and testing interventions with greater long-term efficacy, clarifying the role of BA within multicomponent digital approaches, and identifying the optimal intervention "dose" needed to maintain lasting effects.

Indexed as

AnxietyBehavior TherapyDepressionHumansQuality of LifeRandomized Controlled Trials as TopicTelemedicineanxietybehaviorbehavior changecognitioncognitivecognitive behavioral therapydatabasesdepressiondigital behavioral activationdigital healthdigital interventiondisabilityeffectivenesseHealthhealth careinternet-based behavioral activationmental healthmeta-analysispsychotherapyquality of liferemote health carestresssystematic reviewstelehealththerapy

Identifiers

PMID40526910
PMCPMC12227033

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.