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Published in: Trials 1/2015

Open Access 01-12-2015 | Research

Analysis and reporting of stepped wedge randomised controlled trials: synthesis and critical appraisal of published studies, 2010 to 2014

Authors: Calum Davey, James Hargreaves, Jennifer A Thompson, Andrew J Copas, Emma Beard, James J Lewis, Katherine L Fielding

Published in: Trials | Issue 1/2015

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Abstract

Background

Stepped wedge cluster randomised trials introduce interventions to groups of clusters in a random order and have been used to evaluate interventions for health and wellbeing. Standardised guidance for reporting stepped wedge trials is currently absent, and a range of potential analytic approaches have been described.

Methods

We systematically identified and reviewed recently published (2010 to 2014) analyses of stepped wedge trials. We extracted data and described the range of reporting and analysis approaches taken across all studies. We critically appraised the strategy described by three trials chosen to reflect a range of design characteristics.

Results

Ten reports of completed analyses were identified. Reporting varied: seven of the studies included a CONSORT diagram, and only five also included a diagram of the intervention rollout. Seven assessed the balance achieved by randomisation, and there was considerable heterogeneity among the approaches used. Only six reported the trend in the outcome over time. All used both ‘horizontal’ and ‘vertical’ information to estimate the intervention effect: eight adjusted for time with a fixed effect, one used time as a condition using a Cox proportional hazards model, and one did not account for time trends. The majority used simple random effects to account for clustering and repeat measures, assuming a common intervention effect across clusters. Outcome data from before and after the rollout period were often included in the primary analysis. Potential lags in the outcome response to the intervention were rarely investigated. We use three case studies to illustrate different approaches to analysis and reporting.

Conclusions

There is considerable heterogeneity in the reporting of stepped wedge cluster randomised trials. Correct specification of the time-trend underlies the validity of the analytical approaches. The possibility that intervention effects vary by cluster or over time should be considered. Further work should be done to standardise the reporting of the design, attrition, balance, and time-trends in stepped wedge trials.
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Literature
1.
go back to reference Mdege ND, Man MS, Taylor Nee Brown CA, Torgerson DJ. Systematic review of stepped wedge cluster randomized trials shows that design is particularly used to evaluate interventions during routine implementation. J Clin Epidemiol. 2011;64:936–48.CrossRefPubMed Mdege ND, Man MS, Taylor Nee Brown CA, Torgerson DJ. Systematic review of stepped wedge cluster randomized trials shows that design is particularly used to evaluate interventions during routine implementation. J Clin Epidemiol. 2011;64:936–48.CrossRefPubMed
2.
go back to reference Beard E, Lewis JJ, Prost A, Copas A, Davey C, Osrin D, et al. Stepped Wedge Randomised Controlled Trials: Systematic Review. Trials. 2015. [In Press]. Beard E, Lewis JJ, Prost A, Copas A, Davey C, Osrin D, et al. Stepped Wedge Randomised Controlled Trials: Systematic Review. Trials. 2015. [In Press].
3.
go back to reference Copas AJ, Lewis JJ, Thompson JA, Davey C, Baio G, Hargreaves JR, et al. Designing a stepped wedge trial: three main designs, carry-over effects and randomisation approaches. Trials. 2015. [In press]. Copas AJ, Lewis JJ, Thompson JA, Davey C, Baio G, Hargreaves JR, et al. Designing a stepped wedge trial: three main designs, carry-over effects and randomisation approaches. Trials. 2015. [In press].
4.
go back to reference Hussey MA, Hughes JP. Design and analysis of stepped wedge cluster randomized trials. Contemp Clin Trials. 2007;28:182–91.CrossRefPubMed Hussey MA, Hughes JP. Design and analysis of stepped wedge cluster randomized trials. Contemp Clin Trials. 2007;28:182–91.CrossRefPubMed
5.
go back to reference Plint AC, Moher D, Morrison A, Schulz K, Altman DG, Hill C, et al. Does the CONSORT checklist improve the quality of reports of randomised controlled trials? A systematic review. Med J Aust. 2006;185:263–7.PubMed Plint AC, Moher D, Morrison A, Schulz K, Altman DG, Hill C, et al. Does the CONSORT checklist improve the quality of reports of randomised controlled trials? A systematic review. Med J Aust. 2006;185:263–7.PubMed
6.
go back to reference Schulz KF, Altman DG, Moher D. CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials. 2010. Schulz KF, Altman DG, Moher D. CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials. 2010.
7.
go back to reference Hopewell S, Hirst A, Collins GS, Mallett S, Yu LM, Altman DG. Reporting of participant flow diagrams in published reports of randomized trials. Trials. 2011;12:253.CrossRefPubMedPubMedCentral Hopewell S, Hirst A, Collins GS, Mallett S, Yu LM, Altman DG. Reporting of participant flow diagrams in published reports of randomized trials. Trials. 2011;12:253.CrossRefPubMedPubMedCentral
8.
go back to reference Moher D, Schulz KF, Altman D. The CONSORT statement: revised recommendations for improving the quality of reports of parallel-group randomized trials. JAMA. 2001;285:1987–91.CrossRefPubMed Moher D, Schulz KF, Altman D. The CONSORT statement: revised recommendations for improving the quality of reports of parallel-group randomized trials. JAMA. 2001;285:1987–91.CrossRefPubMed
9.
go back to reference Moher D, Schulz KF, Altman DG. The CONSORT statement: revised recommendations for improving the quality of reports of parallel-group randomised trials. Lancet. 2001;357:1191–4.CrossRefPubMed Moher D, Schulz KF, Altman DG. The CONSORT statement: revised recommendations for improving the quality of reports of parallel-group randomised trials. Lancet. 2001;357:1191–4.CrossRefPubMed
10.
go back to reference Hayes RJ, Moulton LH. Cluster Randomised Trials. New York: Chapman and Hall/CRC; 2008. Hayes RJ, Moulton LH. Cluster Randomised Trials. New York: Chapman and Hall/CRC; 2008.
11.
go back to reference Donner A, Klar N. Design and analysis of cluster randomization trials in health research. London: Arnold; 2000. Donner A, Klar N. Design and analysis of cluster randomization trials in health research. London: Arnold; 2000.
12.
go back to reference Durovni B, Saraceni V, Moulton LH, Pacheco AG, Cavalcante SC, King BS, et al. Effect of improved tuberculosis screening and isoniazid preventive therapy on incidence of tuberculosis and death in patients with HIV in clinics in Rio de Janeiro, Brazil: a stepped wedge, cluster-randomised trial. Lancet Infect Dis. 2013;13:852–8.CrossRefPubMedPubMedCentral Durovni B, Saraceni V, Moulton LH, Pacheco AG, Cavalcante SC, King BS, et al. Effect of improved tuberculosis screening and isoniazid preventive therapy on incidence of tuberculosis and death in patients with HIV in clinics in Rio de Janeiro, Brazil: a stepped wedge, cluster-randomised trial. Lancet Infect Dis. 2013;13:852–8.CrossRefPubMedPubMedCentral
13.
go back to reference Baio G, Beard E, Ambler G, King M, Copas A, Omar R. Sample size calculation for a stepped wedge trial. Trials. 2015; TBC. Baio G, Beard E, Ambler G, King M, Copas A, Omar R. Sample size calculation for a stepped wedge trial. Trials. 2015; TBC.
14.
go back to reference Snijders TA. Multilevel analysis. Springer; 2011. Snijders TA. Multilevel analysis. Springer; 2011.
16.
go back to reference Moulton LH, Golub JE, Durovni B, Cavalcante SC, Pacheco AG, Saraceni V, et al. Statistical design of THRio: a phased implementation clinic-randomized study of a tuberculosis preventive therapy intervention. Clin Trials. 2007;4:190–9.CrossRefPubMed Moulton LH, Golub JE, Durovni B, Cavalcante SC, Pacheco AG, Saraceni V, et al. Statistical design of THRio: a phased implementation clinic-randomized study of a tuberculosis preventive therapy intervention. Clin Trials. 2007;4:190–9.CrossRefPubMed
17.
18.
go back to reference Mathieu S, Boutron I, Moher D, Altman DG, Ravaud P. COmparison of registered and published primary outcomes in randomized controlled trials. JAMA. 2009;302:977–84.CrossRefPubMed Mathieu S, Boutron I, Moher D, Altman DG, Ravaud P. COmparison of registered and published primary outcomes in randomized controlled trials. JAMA. 2009;302:977–84.CrossRefPubMed
19.
go back to reference Chene G, Morlat P, Leport C, Hafner R, Dequae L, Charreau I, et al. Intention-to-treat vs. on-treatment analyses of clinical trial data: experience from a study of pyrimethamine in the primary prophylaxis of toxoplasmosis in HIV-infected patients. ANRS 005/ACTG 154 Trial Group. Control Clin Trials. 1998;19:233–48.CrossRefPubMed Chene G, Morlat P, Leport C, Hafner R, Dequae L, Charreau I, et al. Intention-to-treat vs. on-treatment analyses of clinical trial data: experience from a study of pyrimethamine in the primary prophylaxis of toxoplasmosis in HIV-infected patients. ANRS 005/ACTG 154 Trial Group. Control Clin Trials. 1998;19:233–48.CrossRefPubMed
20.
go back to reference Prost A, Binik A, Abubakar I, Roy A, De Allegri M, Mouchoux M, et al. Logistic, ethical, and political dimensions of stepped wedge trials: critical review and case. Trials 2015; [In Press] Prost A, Binik A, Abubakar I, Roy A, De Allegri M, Mouchoux M, et al. Logistic, ethical, and political dimensions of stepped wedge trials: critical review and case. Trials 2015; [In Press]
21.
go back to reference Gruber JS, Reygadas F, Arnold BF, Ray I, Nelson K, Colford Jr JM. A stepped wedge, cluster-randomized trial of a household UV-disinfection and safe storage drinking water intervention in rural Baja California Sur, Mexico. Am J Trop Med Hyg. 2013;89:238–45.CrossRefPubMedPubMedCentral Gruber JS, Reygadas F, Arnold BF, Ray I, Nelson K, Colford Jr JM. A stepped wedge, cluster-randomized trial of a household UV-disinfection and safe storage drinking water intervention in rural Baja California Sur, Mexico. Am J Trop Med Hyg. 2013;89:238–45.CrossRefPubMedPubMedCentral
22.
go back to reference Bashour HN, Kanaan M, Kharouf MH, Abdulsalam AA, Tabbaa MA, Cheikha SA. The effect of training doctors in communication skills on women’s satisfaction with doctor–woman relationship during labour and delivery: a stepped wedge cluster randomised trial in Damascus. BMJ Open. 2013; 3 Bashour HN, Kanaan M, Kharouf MH, Abdulsalam AA, Tabbaa MA, Cheikha SA. The effect of training doctors in communication skills on women’s satisfaction with doctor–woman relationship during labour and delivery: a stepped wedge cluster randomised trial in Damascus. BMJ Open. 2013; 3
23.
go back to reference Fuller C, Michie S, Savage J, McAteer J, Besser S, Charlett A, et al. The Feedback Intervention Trial (FIT)--improving hand-hygiene compliance in UK healthcare workers: a stepped wedge cluster randomised controlled trial. PLoS One. 2012;7:e41617.CrossRefPubMedPubMedCentral Fuller C, Michie S, Savage J, McAteer J, Besser S, Charlett A, et al. The Feedback Intervention Trial (FIT)--improving hand-hygiene compliance in UK healthcare workers: a stepped wedge cluster randomised controlled trial. PLoS One. 2012;7:e41617.CrossRefPubMedPubMedCentral
24.
go back to reference Mhurchu CN, Gorton D, Turley M, Jiang Y, Michie J, Maddison R, et al. Effects of a free school breakfast programme on children’s attendance, academic achievement and short-term hunger: results from a stepped-wedge, cluster randomised controlled trial. J Epidemiol Community Health. 2013;67:257–64.CrossRefPubMed Mhurchu CN, Gorton D, Turley M, Jiang Y, Michie J, Maddison R, et al. Effects of a free school breakfast programme on children’s attendance, academic achievement and short-term hunger: results from a stepped-wedge, cluster randomised controlled trial. J Epidemiol Community Health. 2013;67:257–64.CrossRefPubMed
25.
go back to reference Roy A, Anaraki S, Hardelid P, Catchpole M, Rodrigues LC, Lipman M, et al. Universal HIV testing in London tuberculosis clinics: a cluster randomised controlled trial. Eur Respir J. 2013;41:627–34.CrossRefPubMed Roy A, Anaraki S, Hardelid P, Catchpole M, Rodrigues LC, Lipman M, et al. Universal HIV testing in London tuberculosis clinics: a cluster randomised controlled trial. Eur Respir J. 2013;41:627–34.CrossRefPubMed
26.
go back to reference Stern A, Mitsakakis N, Paulden M, Alibhai S, Wong J, Tomlinson G, et al. Pressure ulcer multidisciplinary teams via telemedicine: a pragmatic cluster randomized stepped wedge trial in long term care. BMC Health Serv Res. 2014;14:83.CrossRefPubMedPubMedCentral Stern A, Mitsakakis N, Paulden M, Alibhai S, Wong J, Tomlinson G, et al. Pressure ulcer multidisciplinary teams via telemedicine: a pragmatic cluster randomized stepped wedge trial in long term care. BMC Health Serv Res. 2014;14:83.CrossRefPubMedPubMedCentral
27.
go back to reference Horner C, Wilcox M, Barr B, Hall D, Hodgson G, Parnell P, et al. The longitudinal prevalence of MRSA in care home residents and the effectiveness of improving infection prevention knowledge and practice on colonisation using a stepped wedge study design. BMJ Open. 2012;2:e000423.CrossRefPubMedPubMedCentral Horner C, Wilcox M, Barr B, Hall D, Hodgson G, Parnell P, et al. The longitudinal prevalence of MRSA in care home residents and the effectiveness of improving infection prevention knowledge and practice on colonisation using a stepped wedge study design. BMJ Open. 2012;2:e000423.CrossRefPubMedPubMedCentral
28.
go back to reference Schultz TJ, Kitson AL, Soenen S, Long L, Shanks A, Wiechula R, et al. Does a multidisciplinary nutritional intervention prevent nutritional decline in hospital patients? A stepped wedge randomised cluster trial. e-SPEN J. 2014;9:e84–90.CrossRef Schultz TJ, Kitson AL, Soenen S, Long L, Shanks A, Wiechula R, et al. Does a multidisciplinary nutritional intervention prevent nutritional decline in hospital patients? A stepped wedge randomised cluster trial. e-SPEN J. 2014;9:e84–90.CrossRef
29.
go back to reference Bacchieri G, Barros AJ, Santos JV, Goncalves H, Gigante DP. A community intervention to prevent traffic accidents among bicycle commuters. Rev Saude Publica. 2010;44:867–75.CrossRefPubMed Bacchieri G, Barros AJ, Santos JV, Goncalves H, Gigante DP. A community intervention to prevent traffic accidents among bicycle commuters. Rev Saude Publica. 2010;44:867–75.CrossRefPubMed
30.
go back to reference Austin PC. Estimating multilevel logistic regression models when the number of clusters is low: a comparison of different statistical software procedures. Int J Biostat. 2010;6:Article 16.PubMed Austin PC. Estimating multilevel logistic regression models when the number of clusters is low: a comparison of different statistical software procedures. Int J Biostat. 2010;6:Article 16.PubMed
31.
go back to reference Kauermann G, Carroll RJ. A note on the efficiency of sandwich covariance matrix estimation. J Am Stat Assoc. 2001;96:1387–96.CrossRef Kauermann G, Carroll RJ. A note on the efficiency of sandwich covariance matrix estimation. J Am Stat Assoc. 2001;96:1387–96.CrossRef
32.
go back to reference Scott JM, de Camp A, Juraska M, Fay MP, Gilbert PB. Finite-sample corrected generalized estimating equation of population average treatment effects in stepped wedge cluster randomized trials. Stat Methods Med Res. 2014. Epub ahead of print. Scott JM, de Camp A, Juraska M, Fay MP, Gilbert PB. Finite-sample corrected generalized estimating equation of population average treatment effects in stepped wedge cluster randomized trials. Stat Methods Med Res. 2014. Epub ahead of print.
33.
go back to reference St. Clair T, Cook TD, Hallberg K. Examining the internal validity and statistical precision of the comparative interrupted time series design by comparison with a randomized experiment. Am J Eval. 2014;35:311–27.CrossRef St. Clair T, Cook TD, Hallberg K. Examining the internal validity and statistical precision of the comparative interrupted time series design by comparison with a randomized experiment. Am J Eval. 2014;35:311–27.CrossRef
34.
go back to reference Penny ME, Creed-Kanashiro HM, Robert RC, Narro MR, Caulfield LE, Black RE. Effectiveness of an educational intervention delivered through the health services to improve nutrition in young children: a cluster-randomised controlled trial. Lancet. 2005;365:1863–72.CrossRefPubMed Penny ME, Creed-Kanashiro HM, Robert RC, Narro MR, Caulfield LE, Black RE. Effectiveness of an educational intervention delivered through the health services to improve nutrition in young children: a cluster-randomised controlled trial. Lancet. 2005;365:1863–72.CrossRefPubMed
35.
go back to reference Ludbrook J, Dudley H. Why permutation tests are superior to t and F tests in biomedical research. Am Stat. 1998;52:127–32. Ludbrook J, Dudley H. Why permutation tests are superior to t and F tests in biomedical research. Am Stat. 1998;52:127–32.
Metadata
Title
Analysis and reporting of stepped wedge randomised controlled trials: synthesis and critical appraisal of published studies, 2010 to 2014
Authors
Calum Davey
James Hargreaves
Jennifer A Thompson
Andrew J Copas
Emma Beard
James J Lewis
Katherine L Fielding
Publication date
01-12-2015
Publisher
BioMed Central
Published in
Trials / Issue 1/2015
Electronic ISSN: 1745-6215
DOI
https://doi.org/10.1186/s13063-015-0838-3

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