Guidelines for the Content of Statistical Analysis Plans in Clinical Trials
Open accessAbstract
Importance: While guidance on statistical principles for clinical trials exists, there is an absence of guidance covering the required content of statistical analysis plans (SAPs) to support transparency and reproducibility. Objective: To develop recommendations for a minimum set of items that should be addressed in SAPs for clinical trials, developed with input from statisticians, previous guideline authors, journal editors, regulators, and funders. Design: Funders and regulators (n = 39) of randomized trials were contacted and the literature was searched to identify existing guidance; a survey of current practice was conducted across the network of UK Clinical Research Collaboration-registered trial units (n = 46, 1 unit had 2 responders) and a Delphi survey (n = 73 invited participants) was conducted to establish consensus on SAPs. The Delphi survey was sent to statisticians in trial units who completed the survey of current practice (n = 46), CONSORT (Consolidated Standards of Reporting Trials) and SPIRIT (Standard Protocol Items: Recommendations for Interventional Trials) guideline authors (n = 16), pharmaceutical industry statisticians (n = 3), journal editors (n = 9), and regulators (n = 2) (3 participants were included in 2 groups each), culminating in a consensus meeting attended by experts (N = 12) with representatives from each group. The guidance subsequently underwent critical review by statisticians from the surveyed trial units and members of the expert panel of the consensus meeting (N = 51), followed by piloting of the guidance document in the SAPs of 5 trials. Findings: No existing guidance was identified. The registered trials unit survey (46 responses) highlighted diversity in current practice and confirmed support for developing guidance. The Delphi survey (54 of 73, 74% participants completing both rounds) reached consensus on 42% (n = 46) of 110 items. The expert panel (N = 12) agreed that 63 items should be included in the guidance, with an additional 17 items identified as important but may be referenced elsewhere. Following critical review and piloting, some overlapping items were combined, leaving 55 items. Conclusions and Relevance: Recommendations are provided for a minimum set of items that should be addressed and included in SAPs for clinical trials. Trial registration, protocols, and statistical analysis plans are critically important in ensuring appropriate reporting of clinical trials.
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Details of all statistical analyses are often reported in a full statistical analysis plan-a document that accompanies a trial protocol.
“Details of all statistical analyses are often reported in a full statistical analysis plan—a document that accompanies a trial protocol.71”
From SPIRIT 2025 explanation and elaboration: updated guideline for protocols of randomised trials (2025) · cites this paper as [71]
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Cites
Moher, D., Hopewell, S., Schulz, K. F., Montori, V., Gotzsche, P. C., Devereaux, P. J., Elbourne, D., Egger, M., & Altman, D. G. (2010) · BMJ · doi:10.1136/bmj.c869 · Cited by 8,883 · see citing works
Self-citationSPIRIT 2013 explanation and elaboration: guidance for protocols of clinical trials
Chan, A.-W., Tetzlaff, J. M., Gotzsche, P. C., Altman, D. G., Mann, H., Berlin, J. A., Dickersin, K., Hrobjartsson, A., Schulz, K. F., Parulekar, W. R., et al. (2013) · BMJ · doi:10.1136/bmj.e7586 · Cited by 6,251 · see citing works
Self-citation1,500 scientists lift the lid on reproducibility
Baker, M. (2016) · Nature · doi:10.1038/533452a · Cited by 4,209 · see citing works
Abraham, J. M. (2010) · Brill | Nijhoff eBooks · doi:10.1163/ej.9789004163300.i-1081.897 · Cited by 2,612 · see citing works
GRADE guidelines: 2. Framing the question and deciding on important outcomes
Guyatt, G. H., Oxman, A. D., Kunz, R., Atkins, D., Brozek, J., Vist, G., Alderson, P., Glasziou, P., Falck-Ytter, Y., & Schünemann, H. J. (2011) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.09.012 · Cited by 1,911 · see citing works
Moher, D., Hopewell, S., Schulz, K. F., Montori, V., Gøtzsche, P. C., Devereaux, P. J., Elbourne, D., Egger, M., & Altman, D. G. (2010) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.03.004 · Cited by 1,858 · see citing works
Self-citationKirkham, J. J., Dwan, K. M., Altman, D. G., Gamble, C., Dodd, S., Smyth, R., & Williamson, P. R. (2010) · BMJ · doi:10.1136/bmj.c365 · Cited by 1,133 · see citing works
Self-citationDunn, G., Maracy, M. R., & Tomenson, B. (2005) · Statistical Methods in Medical Research · doi:10.1191/0962280205sm403oa · Cited by 203 · see citing works
Dwan, K., Altman, D. G., Clarke, M., Gamble, C., Higgins, J. P. T., Sterne, J. A. C., Williamson, P. R., & Kirkham, J. J. (2014) · PLoS Medicine · doi:10.1371/journal.pmed.1001666 · Cited by 187 · see citing works
Self-citationThe Value of Statistical Analysis Plans in Observational Research
Thomas, L. E., & Peterson, E. D. (2012) · JAMA · doi:10.1001/jama.2012.9502 · Cited by 104 · see citing works
Transparency and the European Medicines Agency — Sharing of Clinical Trial Data
Bonini, S., Eichler, H., Wathion, N., & Rasi, G. (2014) · New England Journal of Medicine · doi:10.1056/nejmp1409464 · Cited by 82 · see citing works
How should individual participant data (IPD) from publicly funded clinical trials be shared?
Smith, C. T., Hopkins, C., Sydes, M. R., Woolfall, K., Clarke, M. J., Murray, G. D., & Williamson, P. R. (2015) · BMC Medicine · doi:10.1186/s12916-015-0532-z · Cited by 64 · see citing works
Self-citationWhy publish statistical analysis plans?
Finfer, S. R., & Bellomo, R. (2009) · Critical Care and Resuscitation · doi:10.1016/s1441-2772(23)01834-3 · Cited by 49 · see citing works
Conroy, E. J., Harman, N., Lane, J. A., Lewis, S. C., Murray, G. D., Norrie, J. D., Sydes, M. R., & Gamble, C. L. (2015) · Clinical Trials · doi:10.1177/1740774515589959 · Cited by 24 · see citing works
Self-citationStrategies for dealing with fraud in clinical trials
Herson, J. (2015) · International Journal of Clinical Oncology · doi:10.1007/s10147-015-0876-6 · Cited by 17 · see citing works
Taichman, D. B., Sahni, P., Pinborg, A. B., et al. (2017) · Revista médica de Chile · doi:10.4067/s0034-98872017000600691 · Cited by 17 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Baker M. Is there a reproducibility crisis? a Nature survey lifts the lid on how researchers view the crisis rocking science and what they think will help. Nature. 2016;533(7604):452-455.
- International Conference on Harmonisation of Technical Requirements for Registration of Pharmaceuticals for Human Use. ICH Harmonised Tripartite Guideline: Statistical Principles for Clinical Trials E9. London, England: European Medicines Agency; 1998.
Cited by
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Bogenschutz, M. P., Ross, S., Bhatt, S., Baron, T., Forcehimes, A. A., Laska, E., Mennenga, S. E., O’Donnell, K., Owens, L. T., Podrebarac, S., et al. (2022) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2022.2096 · Cited by 711 · see citing works
SPIRIT 2025 statement: updated guideline for protocols of randomised trials
Chan, A.-W., Boutron, I., Hopewell, S., Moher, D., Schulz, K. F., Collins, G. S., Tunn, R., Aggarwal, R., Berkwits, M., Berlin, J. A., et al. (2025) · BMJ · doi:10.1136/bmj-2024-081477 · Cited by 460 · see citing works
Self-citationKers, J. G., & Saccenti, E. (2022) · Frontiers in Microbiology · doi:10.3389/fmicb.2021.796025 · Cited by 359 · see citing works
Guidelines for Reporting Outcomes in Trial Protocols: The SPIRIT-Outcomes 2022 Extension
Butcher, N. J., Monsour, A., Mew, E. J., Chan, A.-W., Moher, D., Mayo-Wilson, E., Terwee, C. B., Chee-A-Tow, A., Baba, A., Gavin, F., et al. (2022) · JAMA · doi:10.1001/jama.2022.21243 · Cited by 288 · see citing works
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Kalstad, A. A., Myhre, P. L., Laake, K., Tveit, S. H., Schmidt, E. B., Smith, P., Nilsen, D. W. T., Tveit, A., Fagerland, M. W., Solheim, S., et al. (2021) · Circulation · doi:10.1161/circulationaha.120.052209 · Cited by 311 · see citing works
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T., Mulrow, C. D., Shamseer, L., & Moher, D. (2020) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2019.11.010 · Cited by 211 · see citing works
SPIRIT 2025 explanation and elaboration: updated guideline for protocols of randomised trials
Hróbjartsson, A., Boutron, I., Hopewell, S., Moher, D., Schulz, K. F., Collins, G. S., Tunn, R., Aggarwal, R., Berkwits, M., Berlin, J. A., et al. (2025) · BMJ · doi:10.1136/bmj-2024-081660 · Cited by 171 · see citing works
Self-citationPlanning a method for covariate adjustment in individually randomised trials: a practical guide
Morris, T. P., Walker, A. S., Williamson, E. J., & White, I. R. (2022) · Trials · doi:10.1186/s13063-022-06097-z · Cited by 97 · see citing works
Thorn, J. C., Davies, C. F., Brookes, S. T., Noble, S. M., Dritsaki, M., Gray, E., Hughes, D. A., Mihaylova, B., Petrou, S., Ridyard, C., et al. (2021) · Value in Health · doi:10.1016/j.jval.2020.10.002 · Cited by 70 · see citing works
Junqueira, D. R., Zorzela, L., Golder, S., Loke, Y., Gagnier, J. J., Julious, S. A., Li, T., Mayo-Wilson, E., Pham, B., Phillips, R., et al. (2023) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2023.04.005 · Cited by 67 · see citing works
Self-citationDimairo, M., Pallmann, P., Wason, J., Todd, S., Jaki, T., Julious, S. A., Mander, A. P., Weir, C. J., Koenig, F., Walton, M. K., et al. (2020) · Trials · doi:10.1186/s13063-020-04334-x · Cited by 58 · see citing works
Self-citationProspective reporting of statistical analysis plans for randomised controlled trials
Hemming, K., Kearney, A., Gamble, C., Li, T., Jüni, P., Chan, A.-W., & Sydes, M. R. (2020) · Trials · doi:10.1186/s13063-020-04828-8 · Cited by 34 · see citing works
Self-citationAjjan, R. A., Heller, S. R., Everett, C. C., Vargas-Palacios, A., Higham, R., Sharples, L., Gorog, D. A., Rogers, A., Reynolds, C., Fernandez, C., et al. (2023) · Diabetes Care · doi:10.2337/dc22-1219 · Cited by 44 · see citing works
Self-citationGrant, S., Azhar, G., Han, E., Booth, M., Motala, A., Larkin, J., & Hempel, S. (2021) · PLOS Medicine · doi:10.1371/journal.pmed.1003822 · Cited by 31 · see citing works
O'Donnell, K. C., Mennenga, S. E., Owens, L. T., Podrebarac, S. K., Baron, T., Rotrosen, J., Ross, S., Forcehimes, A. A., & Bogenschutz, M. P. (2022) · Contemporary Clinical Trials · doi:10.1016/j.cct.2022.106976 · Cited by 23 · see citing works
Reporting summary results in clinical trial registries: updated guidance from WHO
Chan, A.-W., Karam, G., Pymento, J., Askie, L. M., da Silva, L. R., Aymé, S., Taylor, C. M., Hooft, L., Ross, A. L., & Moorthy, V. (2025) · The Lancet Global Health · doi:10.1016/s2214-109x(24)00514-x · Cited by 24 · see citing works
Best, A. M., Lang, T. A., Greenberg, B. L., Gunsolley, J. C., Ioannidou, E., & _, _. (2024) · The Angle Orthodontist · doi:10.2319/ohstat_guidelines.1 · Cited by 2 · see citing works
O’Hara, N. N., Heels-Ansdell, D., Bzovsky, S., Dodds, S., Thabane, L., Bhandari, M., Guyatt, G., Devereaux, P. J., Slobogean, G. P., Sprague, S., et al. (2022) · Trials · doi:10.1186/s13063-022-06541-0 · Cited by 1 · see citing works
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- Authors
- Gamble, C., Krishan, A., Stocken, D., Lewis, S., Juszczak, E., Doré, C., Williamson, P. R., Altman, D. G., Montgomery, A., Lim, P., Berlin, J., Senn, S., Day, S., Barbachano, Y., & Loder, E.
- Affiliations
- University of Liverpool (GB)
- University of Leeds (GB)
- University of Edinburgh (GB)
- University of Oxford (GB)
- MRC Clinical Trials Unit at UCL (GB)
- University of Nottingham (GB)
- Janssen Research & Development (United States) (US)
- Johnson & Johnson (United States) (US)
- Luxembourg Institute of Health (LU)
- Clinical Trials Consulting & Training Limited, Buckingham, England
- Medicines and Healthcare Products Regulatory Agency, London, England
- BMJ Group (United Kingdom) (GB)
- Corresponding author
- Gamble, Carrol
- ORCID
- Venue
- JAMA
- Publisher
- American Medical Association (AMA)
- Published
- 2017-12-19
- Volume
- 318
- Issue
- 23
- Pages
- 2337
- ISSN
- 0002-9955 (ISSN-L)
- 0098-7484
- OpenAlex
- W2778174446
- Cited by
- 536
- References
- 16
- Citations by year
- 2026: 42 · 2025: 73 · 2024: 98 · 2023: 60 · 2022: 77 · 2021: 55 · 2020: 86 · 2019: 30 · 2018: 14 · 2017: 1
- FWCI
- 24.91
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- JAMA (publishedVersion)
- PubMed (publishedVersion)
- Repository@Nottingham (University of Nottingham) (publishedVersion, other-oa)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- Repository@Nottingham (University of Nottingham) (submittedVersion, cc-by)
- UCL Discovery (University College London) (submittedVersion)
- Research Explorer (The University of Manchester) (submittedVersion)
- Newcastle University ePrints (Newcastle Univesity)
- Funders
- United Kingdom Clinical Research Collaboration
- Cancer Research UK (16895)
- Medical Research Council (MR/L004933/1, MR/L004933/2, MC_UU_12023/21, MR/K025635/1)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Social Sciences › Sociology and Political Science › Delphi Technique in Research
- Keywords
- statistical analysis plan, clinical trials, reproducibility, reporting guidelines, CONSORT, alcoholic beverages, clinical trial registration, Delphi consensus, expert consensus
- MeSH terms
- Clinical Trials as Topic, Data Interpretation, Statistical, Delphi Technique, Statistics as Topic
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