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Design characteristics of sequential multiple assignment randomised trials (SMARTs) for human health: a scoping review of studies between 2009 and 2024.

Publication ,  Journal Article
Freeman, NLB; Browder, SE; Rowland, B; Jones, EP; Hoch, M; Kim, A; Zhou, CW; Kahkoska, AR; McGinigle, KL; Ivanova, A; Kosorok, MR; Anstrom, KJ
Published in: BMJ Open
December 30, 2025

OBJECTIVE: To characterise the reporting practices of sequential multiple assignment randomised trials (SMARTs) in human health research. DESIGN: Scoping review of protocol and primary analysis papers describing SMARTs published between January 2009 and February 2024. BACKGROUND: SMARTs are innovative trial designs that allow for multiple stages of randomisation to treatment, with randomization potentially based on a patient's response(s) to previous treatment(s). They are uniquely designed to develop sequential adaptive interventions (dynamic treatment regimes (DTRs)) to support personalized clinical decision-making over time. Previous reviews have identified inconsistencies in how the design, implementation and results of SMARTs have been reported in published studies. A comprehensive assessment of SMART reporting practices is lacking and necessary for developing standardised SMART-specific reporting guidelines. METHODS: We systematically searched multiple databases for SMART-related protocol and primary analysis papers published between January 2009 and February 2024. Title, abstract and full-text screenings were performed by pairs of reviewers, with disagreements resolved by consensus. Data extraction included study characteristics, design elements and analytical approaches for embedded or tailored DTRs. Results were synthesised qualitatively and presented descriptively. RESULTS: From 5486 screened studies, 103 (59 protocol papers, 16 primary analysis papers, 14 protocol papers with corresponding primary analysis papers) met the inclusion criteria. Most studies targeted adults (62.7% protocols, 62.5% primary analyses, 42.9% protocol+primary analyses) and were primarily conducted in the USA. Behavioural and mental health constituted the most frequent therapeutic domain. While intervention descriptions and re-randomisation criteria were consistently reported, operational characteristics such as blinding (protocols: 64.4%, primary analyses: 62.5%, protocols+primary analyses: 71.4%) and randomisation details (protocols: 55.9%, primary analyses: 37.5%, protocols+primary analyses: 50.0%) were inconsistently documented. Only 46.7% of primary analyses evaluated embedded DTRs, and none explored deeply tailored DTRs. CONCLUSIONS: Despite the increased adoption of SMART designs, substantial reporting variability persists. Most primary analyses underuse the capability of SMARTs to generate data for developing DTRs. SMART-specific standardised reporting guidelines can help accelerate the scientific and clinical impact of SMARTs.

Duke Scholars

Published In

BMJ Open

DOI

EISSN

2044-6055

Publication Date

December 30, 2025

Volume

15

Issue

12

Start / End Page

e105506

Location

England

Related Subject Headings

  • Research Design
  • Randomized Controlled Trials as Topic
  • Humans
  • 52 Psychology
  • 42 Health sciences
  • 32 Biomedical and clinical sciences
  • 1199 Other Medical and Health Sciences
  • 1117 Public Health and Health Services
  • 1103 Clinical Sciences
 

Citation

APA
Chicago
ICMJE
MLA
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Freeman, N. L. B., Browder, S. E., Rowland, B., Jones, E. P., Hoch, M., Kim, A., … Anstrom, K. J. (2025). Design characteristics of sequential multiple assignment randomised trials (SMARTs) for human health: a scoping review of studies between 2009 and 2024. BMJ Open, 15(12), e105506. https://doi.org/10.1136/bmjopen-2025-105506
Freeman, Nikki L. B., Sydney E. Browder, Bryce Rowland, Emily P. Jones, Margaret Hoch, Alice Kim, Christina W. Zhou, et al. “Design characteristics of sequential multiple assignment randomised trials (SMARTs) for human health: a scoping review of studies between 2009 and 2024.BMJ Open 15, no. 12 (December 30, 2025): e105506. https://doi.org/10.1136/bmjopen-2025-105506.
Freeman NLB, Browder SE, Rowland B, Jones EP, Hoch M, Kim A, et al. Design characteristics of sequential multiple assignment randomised trials (SMARTs) for human health: a scoping review of studies between 2009 and 2024. BMJ Open. 2025 Dec 30;15(12):e105506.
Freeman, Nikki L. B., et al. “Design characteristics of sequential multiple assignment randomised trials (SMARTs) for human health: a scoping review of studies between 2009 and 2024.BMJ Open, vol. 15, no. 12, Dec. 2025, p. e105506. Pubmed, doi:10.1136/bmjopen-2025-105506.
Freeman NLB, Browder SE, Rowland B, Jones EP, Hoch M, Kim A, Zhou CW, Kahkoska AR, McGinigle KL, Ivanova A, Kosorok MR, Anstrom KJ. Design characteristics of sequential multiple assignment randomised trials (SMARTs) for human health: a scoping review of studies between 2009 and 2024. BMJ Open. 2025 Dec 30;15(12):e105506.

Published In

BMJ Open

DOI

EISSN

2044-6055

Publication Date

December 30, 2025

Volume

15

Issue

12

Start / End Page

e105506

Location

England

Related Subject Headings

  • Research Design
  • Randomized Controlled Trials as Topic
  • Humans
  • 52 Psychology
  • 42 Health sciences
  • 32 Biomedical and clinical sciences
  • 1199 Other Medical and Health Sciences
  • 1117 Public Health and Health Services
  • 1103 Clinical Sciences