Dose-finding based on efficacy-toxicity trade-offs

被引:329
|
作者
Thall, PF [1 ]
Cook, JD [1 ]
机构
[1] Univ Texas, MD Anderson Canc Ctr, Dept Biostat & Appl Math, Houston, TX 77030 USA
关键词
adaptive design; Bayesian design; biologic agents; dose-finding; phase I clinical trial; phase II clinical trial;
D O I
10.1111/j.0006-341X.2004.00218.x
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present an adaptive Bayesian method for dose-finding in phase I/II clinical trials based on trade-offs between the probabilities of treatment efficacy and toxicity. The method accommodates either trinary or bivariate binary outcomes, as well as efficacy probabilities that possibly are nonmonotone in dose. Doses are selected for successive patient cohorts based on a set of efficacy-toxicity trade-off contours that partition the two-dimensional outcome probability domain. Priors are established by solving for hyperparameters that optimize the fit of the model to elicited mean outcome probabilities. For trinary outcomes, the new algorithm is compared to the method of Thall and Russell (1998, Biometrics 54, 251-264) by application to a trial of rapid treatment for ischemic stroke. The bivariate binary outcome case is illustrated by a trial of graft-versus-host disease treatment in allogeneic bone marrow transplantation. Computer simulations show that, under a wide rage of dose-outcome scenarios, the new method has high probabilities of making correct decisions and treats most patients at doses with desirable efficacy-toxicity trade-offs.
引用
收藏
页码:684 / 693
页数:10
相关论文
共 50 条
  • [31] Bayesian dose-finding in phase I/II clinical trials using toxicity and efficacy odds ratios
    Yin, Guosheng
    Li, Yisheng
    Ji, Yuan
    BIOMETRICS, 2006, 62 (03) : 777 - 784
  • [32] Cancer Patients' Trade-offs Among Efficacy, Toxicity, and Out-of-Pocket Cost in the Curative and Noncurative Setting
    Wong, Yu-Ning
    Egleston, Brian L.
    Sachdeva, Kush
    Eghan, Naa
    Pirollo, Melanie
    Stump, Tammy K.
    Beck, John Robert
    Armstrong, Katrina
    Schwartz, Jerome Sanford
    Meropol, Neal J.
    MEDICAL CARE, 2013, 51 (09) : 838 - 845
  • [33] Finding efficient trade-offs in multi-fidelity response surface modelling
    van Rijn, Sander
    Schmitt, Sebastian
    van Leeuwen, Matthijs
    Baeck, Thomas
    ENGINEERING OPTIMIZATION, 2023, 55 (06) : 946 - 963
  • [34] TRADE-OFFS IN LTR-BASED FEEDBACK DESIGN
    SOGAARDANDERSEN, P
    NIEMANN, HH
    PROCEEDINGS OF THE 1989 AMERICAN CONTROL CONFERENCE, VOLS 1-3, 1989, : 922 - 928
  • [35] A BAYESIAN DOSE-FINDING DESIGN ADAPTING TO EFFICACY AND TOLERABILITY RESPONSE
    Padmanabhan, S. Krishna
    Berry, Scott
    Dragalin, Vladimir
    Krams, Michael
    JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 2012, 22 (02) : 276 - 293
  • [36] DILTIAZEM IN HYPERTENSION - A PRELIMINARY DOSE-FINDING AND EFFICACY MULTICENTER STUDY
    LEWIS, JE
    BALFOUR, DC
    BROWN, SG
    EDIN, AE
    WALKER, SD
    CURRENT THERAPEUTIC RESEARCH-CLINICAL AND EXPERIMENTAL, 1985, 37 (03): : 566 - 579
  • [37] HYPNOTIC EFFICACY OF MIDAZOLAM IN PRESURGICAL PATIENTS - A DOSE-FINDING STUDY
    DUCAILAR, J
    HOLZER, J
    JULLIEN, Y
    PASSERON, D
    BRITISH JOURNAL OF CLINICAL PHARMACOLOGY, 1983, 16 : S129 - S132
  • [38] Designing Power Converters Based on Trade-Offs and Constrains
    Pivetta, Leticia C.
    Sartori, Hamiltom C.
    Pinheiro, Jose R.
    PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2016, : 3709 - 3714
  • [39] DOSE-FINDING AND EFFICACY STUDIES WITH OM-8980 (SUBREUM)
    BRACKERTZ, D
    BRITISH JOURNAL OF RHEUMATOLOGY, 1992, 31 : 123 - 123
  • [40] Practical model-based dose-finding in phase I clinical trials: Methods based on toxicity
    Thall, PF
    Lee, SJ
    INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2003, 13 (03) : 251 - 261