ERDO - a framework to select an appropriate randomization procedure for clinical trials

被引:34
|
作者
Hilgers, Ralf-Dieter [1 ]
Uschner, Diane [1 ]
Rosenberger, William F. [2 ]
Heussen, Nicole [1 ,3 ]
机构
[1] RWTH Aachen Univ Aachen, Dept Med Stat, Pauwelsstr 19, Aachen, Germany
[2] George Mason Univ, Dept Stat, 4400 Univ Dr, Fairfax, VA 22030 USA
[3] Sigmund Freud Univ, Ctr Biostat & Epidemiol, Freudpl 1, A-1020 Vienna, Austria
来源
基金
英国工程与自然科学研究理事会;
关键词
Design; Restricted randomization; Selection bias; Chronological bias; Type I error probability; BLOCKED RANDOMIZATION; BIAS; DESIGNS;
D O I
10.1186/s12874-017-0428-z
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Randomization is considered to be a key feature to protect against bias in randomized clinical trials. Randomization induces comparability with respect to known and unknown covariates, mitigates selection bias, and provides a basis for inference. Although various randomization procedures have been proposed, no single procedure performs uniformly best. In the design phase of a clinical trial, the scientist has to decide which randomization procedure to use, taking into account the practical setting of the trial with respect to the potential of bias. Less emphasis has been placed on this important design decision than on analysis, and less support has been available to guide the scientist in making this decision. Methods: We propose a framework that weights the properties of the randomization procedure with respect to practical needs of the research question to be answered by the clinical trial. In particular, the framework assesses the impact of chronological and selection bias on the probability of a type I error. The framework is applied to a case study with a 2-arm parallel group, single center randomized clinical trial with continuous endpoint, with no-interim analysis, 1:1 allocation and no adaptation in the randomization process. Results: In so doing, we derive scientific arguments for the selection of an appropriate randomization procedure and develop a template which is illustrated in parallel by a case study. Possible extensions are discussed. Conclusion: The proposed ERDO framework guides the investigator through a template for the choice of a randomization procedure, and provides easy to use tools for the assessment. The barriers for the thorough reporting and assessment of randomization procedures could be further reduced in the future when regulators and pharmaceutical companies employ similar, standardized frameworks for the choice of a randomization procedure.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Choosing Appropriate Estimands in Clinical Trials
    Leuchs, Ann-Kristin
    Zinserling, Joerg
    Brandt, Andreas
    Wirtz, Dorothee
    Benda, Norbert
    THERAPEUTIC INNOVATION & REGULATORY SCIENCE, 2015, 49 (04) : 584 - 592
  • [32] A response-adaptive randomization procedure for multi-armed clinical trials with normally distributed outcomes
    Williamson, S. Faye
    Villar, Sofia S.
    BIOMETRICS, 2020, 76 (01) : 197 - 209
  • [33] RANDOMIZATION IN THE ANALYSIS OF EXPERIMENTS AND CLINICAL-TRIALS
    HOWARD, M
    AMERICAN LABORATORY, 1981, 13 (09) : 98 - &
  • [34] PROPERTIES OF THE URN RANDOMIZATION IN CLINICAL-TRIALS
    WEI, LJ
    LACHIN, JM
    CONTROLLED CLINICAL TRIALS, 1988, 9 (04): : 345 - 364
  • [35] Bayesian doubly adaptive randomization in clinical trials
    XIAO YiKe
    LIU ZhongQiang
    HU FeiFang
    Science China(Mathematics), 2017, 60 (12) : 2503 - 2514
  • [36] RANDOMIZATION DESIGNS IN COMPARATIVE CLINICAL-TRIALS
    ELLENBERG, SS
    NEW ENGLAND JOURNAL OF MEDICINE, 1984, 310 (21): : 1404 - 1408
  • [37] STATISTICAL PROPERTIES OF RANDOMIZATION IN CLINICAL-TRIALS
    LACHIN, JM
    CONTROLLED CLINICAL TRIALS, 1988, 9 (04): : 289 - 311
  • [38] Randomization tests for multiarmed randomized clinical trials
    Wang, Yanying
    Rosenberger, William F.
    Uschner, Diane
    STATISTICS IN MEDICINE, 2020, 39 (04) : 494 - 509
  • [39] RESTRICTED RANDOMIZATION DESIGNS IN CLINICAL-TRIALS
    SIMON, R
    BIOMETRICS, 1979, 35 (02) : 503 - 512
  • [40] METHODS OF RANDOMIZATION IN CONTROLLED CLINICAL-TRIALS
    MOESCHBERGER, ML
    WILLIAMS, JA
    BROWN, CG
    AMERICAN JOURNAL OF EMERGENCY MEDICINE, 1985, 3 (05): : 467 - 473