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.
机构:
Berhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Nayak, Nirmalya
Mohapatra, Sandeep Kumar
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Berhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Zool Survey India, Estuarine Biol Reg Ctr, Ganjam 761002, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Mohapatra, Sandeep Kumar
Kar, Preetinanda
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Berhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Kar, Preetinanda
Mohanty, Matruprasad
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Berhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Mohanty, Matruprasad
Roy, Sanmitra
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Berhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Maharaja Sriram Chandra Bhanja Deo Univ, Post Grad Dept Zool, Baripada 757003, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Roy, Sanmitra
Sahu, Hemanta Kumar
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Maharaja Sriram Chandra Bhanja Deo Univ, Post Grad Dept Zool, Baripada 757003, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India
Sahu, Hemanta Kumar
Seth, Jaya Kishor
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Berhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, IndiaBerhampur Univ, Post Grad Dept Zool, Berhampur 760007, Odisha, India