Clinical Epidemiology · 2018 · 296 citations · 20 references
Public HealthBiostatisticsExperimental DesignGood Clinical PracticeOutcomes ResearchClinical Trial DesignClinical TrialsPower AnalysisRandomized Controlled TrialsSample SizeStudy DesignHuman Intervention TrialsPilot Study DesignPilot Study Sample SizePilot TrialsRequired Sample Size EstimationRetention RatesSample Size CalculationSample Size Estimation
BACKGROUND: A pilot study can be an important step in the assessment of an intervention by providing information to design the future definitive trial. Pilot studies can be used to estimate the recruitment and retention rates and population variance and to provide preliminary evidence of efficacy potential. However, estimation is poor because pilot studies are small, so sensitivity analyses for the main trial's sample size calculations should be undertaken. METHODS: We demonstrate how to carry out easy-to-perform sensitivity analysis for designing trials based on pilot data using an example. Furthermore, we introduce rules of thumb for the size of the pilot study so that the overall sample size, for both pilot and main trials, is minimized. RESULTS: The example illustrates how sample size estimates for the main trial can alter dramatically by plausibly varying assumptions. Required sample size for 90% power varied from 392 to 692 depending on assumptions. Some scenarios were not feasible based on the pilot study recruitment and retention rates. CONCLUSION: Pilot studies can be used to help design the main trial, but caution should be exercised. We recommend the use of sensitivity analyses to assess the robustness of the design assumptions for a main trial.
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