Combining adaptive designs with control of the false discovery rate -: A generalized definition for a global p-value

被引:12
|
作者
Victor, Anja [1 ]
Hommel, Gerhard [1 ]
机构
[1] Inst Med Biometrie Epidemio & Informat, D-55101 Mainz, Germany
关键词
adaptive design; explorative Simes procedure; false discovery rate; global p-value;
D O I
10.1002/bimj.200510311
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
When combining adaptive designs with control of the False Discovery Rate one has to keep in mind that the most frequently used procedure for controlling the False Discovery Rate - the explorative Simes procedure - is a stepwise multiple testing procedure. At the interim analysis of an adaptive design it is however not yet known what the boundaries for rejection of hypotheses in the final analysis will be as these boundaries depend on the size of the final p-values. Therefore classical adaptive designs with a predefined stopping criterion for early rejection of hypotheses are not well suited. We propose a generalized definition of a global p-value for a two-stage adaptive design permitting a flexible decision for stopping at the interim analysis. By means of a simulation study in the field of genetic epidemiology we illustrate how applying such a two-stage design can reduce costs.
引用
收藏
页码:94 / 106
页数:13
相关论文
共 47 条
  • [1] New results for adaptive false discovery rate control with p-value weighting
    Biswas, Aniket
    Chattopadhyay, Gaurangadeb
    STATISTICAL PAPERS, 2023, 64 (06) : 1969 - 1996
  • [2] New results for adaptive false discovery rate control with p-value weighting
    Aniket Biswas
    Gaurangadeb Chattopadhyay
    Statistical Papers, 2023, 64 : 1969 - 1996
  • [3] False discovery control with p-value weighting
    Genovese, Christopher R.
    Roeder, Kathryn
    Wasserman, Larry
    BIOMETRIKA, 2006, 93 (03) : 509 - 524
  • [4] The dual test: Safeguarding p-value combination tests for adaptive designs
    Burman, Carl-Fredrik
    Lisovskaja, Vera
    STATISTICS IN MEDICINE, 2010, 29 (7-8) : 797 - 807
  • [5] False discovery rate control in two-stage designs
    Sonja Zehetmayer
    Martin Posch
    BMC Bioinformatics, 13
  • [6] False discovery rate control in two-stage designs
    Zehetmayer, Sonja
    Posch, Martin
    BMC BIOINFORMATICS, 2012, 13
  • [7] Adaptive procedures for directional false discovery rate control
    Leung, Dennis
    Tran, Ninh
    ELECTRONIC JOURNAL OF STATISTICS, 2024, 18 (01): : 706 - 741
  • [8] ADAPTIVE FALSE DISCOVERY RATE CONTROL FOR HETEROGENEOUS DATA
    Habiger, Joshua D.
    STATISTICA SINICA, 2017, 27 (04) : 1731 - 1756
  • [9] Adaptive False Discovery Rate Control with Privacy Guarantee
    Xia, Xintao
    Cai, Zhanrui
    JOURNAL OF MACHINE LEARNING RESEARCH, 2023, 24
  • [10] Dynamic adaptive procedures that control the false discovery rate
    MacDonald, Peter W.
    Liang, Kun
    Janssen, Arnold
    ELECTRONIC JOURNAL OF STATISTICS, 2019, 13 (02): : 3009 - 3024