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2. Overview. Introduction of clinical trialsSimon two-stage designs:Minimax designOptimal designCompromised/practical designs through graphical search. 3. Phase I trials (dose-finding trials): looking for the Most Tolerable Dose (MTD); small sample size (20-80) and short termPhase II trials
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1. 1 Designs for Phase II Clinical Trials May 30, 2006
2. 2 Overview Introduction of clinical trials
Simon two-stage designs:
Minimax design
Optimal design
Compromised/practical designs through graphical search
3. 3 Clinical Trials for Drug/Treatment Development
4. 4 Phase II Trials P = efficacy level
P <= Po ? unacceptable drug
P >= P1 ? acceptable drug
Type I error = accept an unacceptable drug
Type II error = reject an acceptable drug
5. 5 Two Stage Designs Let X be the number of responders
6. 6 Important Operation Characteristics A 2-stage design (r1, n1, r, n) where n=n1+n2
Type I error rate a
Type II error rate b
Max sample size n
Expected sample size EN
7. 7 Calculation Let b(x;p,m) be the pmf of bin(p,m).
Let B(x;p,m) be the cdf of bin(p,m).
Ho: P=Po vs. H1:P=P1
Then P[accept Ho]=
And EN=PETxn1+(1-PET)xn where PET=B(r1;Po,n1) the probability of stop after stage 1.
8. 8 Simons 2-Stage Designs For fixed a, b
The minimax design minimizes n
The optimal design minimizes EN when P=Po (unacceptable low)
Reference: Simon R. (1989) Controlled Clinical Trials
9. 9 Practical Issues Po=0.1, P1=0.3 and (a,b)=(0.05,0.15)
A (Simon) minimax design (2/18,5/27)
n=27, EN=20.4
An (Simon) optimal design (1/11,6/35)
n=35, EN=18.3
A good alternative design (1/13,5/28)
n=28, EN=18.7
10. 10 Alternative Designs Jung, Carey and Kim. (2001). Graphical Search for Two-Stage Designs for Phase II Clinical Trials, Controlled Clinical Trials
Search good alternative designs between minimax and optimal designs
11. 11 Graphical Search for Alternatives N = the affordable maximum number of patients for a study; n<=N
For specified (Po,P1,a,b,N),
12. 12 (Po,P1,a,b,N)=(0.4,0.6,0.05,0.1,60)
13. 13 (Po,P1,a,b,N)=(0.1,0.3,0.05,0.15,35)
14. 14
15. 15 Software
Graphical search for alternatives:
http://biostat.hitchcock.org/BSR/Analytics/OptimalMinimax.asp
16. 16 References Simon R. Optimal two-stage designs for phase II clinical trials. Controlled Clinical Trials 1989; 10:1-10
Jung S., Carey M. and Kim K. M. Graphical search for two-stage designs for phase II clinical trials. Controlled Clinical Trials 2001; 22:367-372