TY - JOUR TI - Improper analysis of trials randomised using stratified blocks or minimisation EP - 340 AV - public Y1 - 2012/02/20/ ID - discovery1406689 N2 - Many clinical trials restrict randomisation using stratified blocks or minimisation to balance prognostic factors across treatment groups. It is widely acknowledged in the statistical literature that the subsequent analysis should reflect the design of the study, and any stratification or minimisation variables should be adjusted for in the analysis. However, a review of recent general medical literature showed only 14 of 41 eligible studies reported adjusting their primary analysis for stratification or minimisation variables. We show that balancing treatment groups using stratification leads to correlation between the treatment groups. If this correlation is ignored and an unadjusted analysis is performed, standard errors for the treatment effect will be biased upwards, resulting in 95% confidence intervals that are too wide, type I error rates that are too low and a reduction in power. Conversely, an adjusted analysis will give valid inference. We explore the extent of this issue using simulation for continuous, binary and time-to-event outcomes where treatment is allocated using stratified block randomisation or minimisation. KW - Antineoplastic Agents KW - Back Injuries KW - Bias (Epidemiology) KW - Breast Neoplasms KW - Carcinoma KW - Computer Simulation KW - Data Interpretation KW - Statistical KW - Deoxyribonucleases KW - Drug Therapy KW - Combination KW - Female KW - Fibrinolytic Agents KW - Humans KW - Interferon-alpha KW - Kidney Neoplasms KW - Liver Cirrhosis KW - Biliary KW - Male KW - Medroxyprogesterone Acetate KW - Penicillamine KW - Pleural Effusion KW - Randomized Controlled Trials as Topic KW - Survival Analysis KW - Tamoxifen KW - Tissue Plasminogen Activator KW - Treatment Outcome VL - 31 SP - 328 N1 - This is the peer reviewed version of the following article: Kahan, BC; Morris, TP; (2012) Improper analysis of trials randomised using stratified blocks or minimisation. Statistics in Medicine , 31 (4) 328 - 340, which has been published in final form at: http://dx.doi.org/10.1002/sim.4431. This article may be used for non-commercial purposes in accordance With Wiley Terms and Conditions for self-archiving'. IS - 4 SN - 0277-6715 UR - http://dx.doi.org/10.1002/sim.4431 JF - Statistics in Medicine A1 - Kahan, BC A1 - Morris, TP ER -