Large%20sample%20dose%20content%20uniformity%20test:%20parametric%20and%20nonparametric%20(counting) - PowerPoint PPT Presentation

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Large%20sample%20dose%20content%20uniformity%20test:%20parametric%20and%20nonparametric%20(counting)

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Title: Large%20sample%20dose%20content%20uniformity%20test:%20parametric%20and%20nonparametric%20(counting)


1
Large sample dose content uniformity test
parametric and nonparametric (counting)
  • Meiyu Shen, PhD
  • Collaborators Xiaoyu Dong, Ph.D., Yi Tsong, PhD
  • Office of Biostatistics, CDER, FDA
  • This presentation contains opinions of the
    authors that do not represent the official
    position of U.S. Food and Drug Administration

2
Outline
  • Purpose of uniformity of dosage unit
  • Harmonized USP dose content uniformity test with
    a small sample
  • Large n dose content uniformity test
  • EU methods
  • Option 1 Parametric method
  • Option 2 Nonparametric method (Counting method)
  • Two one-sided tolerance interval method
  • Comparison between the EU method and the two
    one-sided tolerance interval method
  • Conclusion

3
Uniformity of dosage unit
  • The purpose of uniformity of dosage unit
  • The degree of uniformity in the amount of the
    drug substance among dosage units.
  • Demonstrated by one of the follows
  • Dose content uniformity (focus here)
  • based on the assay of the individual content of
    drug substance(s) in a number of dosage units
  • Weight variation

4
Indifferent zone
  • M

5
Harmonized USP DCU for small n
Step 1, 10 tablets
Step 2, additional 20 tablets
No
Yes
Fail
Yes
Pass
Pass
6
EU option 1 for large n100
Take n tablets, Xi, i1,2,,n
No
Fail
Yes
6
Pass
7
EU option 2 for large n100
Take n tablets, Xi, i1,2,,n
No
Fail
Yes
Pass
7
8
EU Option 2 acceptable number of individual units
c1 outside (10.15) and c2 outsides (10.25)
n c1 c2
100 3 0
123 3 0
150 3 0
176 5 1
196 6 1
.
9
PTIT_matchUSP90
Take n tablets, Xi, i1,2,,n
No
Fail
Yes
Pass
9
10
EU option 1 and PTIT_matchUSP90
  • EU Option 1
  • PTIT_matchUSP90
  • Two-sided tolerance interval
  • Control probability within (85,115)
  • Two-sided hypothesis
  • Two one-sided tolerance interval
  • Control probability each tail outside (85,115)
  • Two one-sided hypothesis

P
(1-P)/2
11
EU option 1 and PTIT_matchUSP90
  • EU Option 1
  • PTIT_matchUSP90
  • Formula for K
  • Confidence level 1-a0.95
  • Each tail probability (1-p(n))/2
  • For n30, p82.04,
  • Formula for K
  • Confidence level
  • Center Coverage

12
K values of EU Option 1 and PTIT_matchUSP90
Sample size PTIT_matchUSP90 EU Option 1
100 2.0475 2.15
1000 2.2321 2.27
13
Normal on target product, mean100
14
Normal off target product, mean102
15
Mixed normal on target overall mean
16
Mixed normal off target overall mean
17
Bias of EU Option 1
18
Special distribution
  • Assume the individual tablet dose content is
    distributed as a uniform distribution in the
    range from 85 to 115 with 97 probability and a
    value 84 with 3 probability.
  • The probability of passing USP harmonized DCU is
    3.72 for a sample size of 30 tablets.
  • Comparison of EU Option 2 and PTIT_matchUSP90 in
    next table
  • EU Option 2 has 45.5 probability to pass the DCU
    test when n300.
  • the PTIT_macthUSP90 has zero passing probability
    for n100.

19
EU Option 2 and PTIT_matchUSP90
Xi a uniform distribution in the range from 85
to 115 with 97 probability and a value 84 with
3 probability
Sample size, n Acceptance probability Acceptance probability
Sample size, n EU option 2 PTIT_USPmatch90
100 0.6458 0
150 0.5276 0
200 0.6047 0
300 0.455 0
500 0.3509 0
1000 0.2075 0
20
EU Option 2 and PTIT_matchUSP90for 2 special
cases
Case Sample size, n Passing probability Passing probability
Case Sample size, n EU Option 2 PTIT_matchUSP90
Xi is 100 with 97 probability, and 50 with 3 probability. 100 0.641 0.196
Xi is 100 with 97 probability, and 50 with 3 probability. 150 0.523 0.172
Xi is 90 with 97 probability, and 50 with 3 probability. 100 0.648 0.045
Xi is 90 with 97 probability, and 50 with 3 probability. 150 0.530 0.012
21
Conclusion
  • A large difference in acceptance probability
    between EU option 1 and PTIT_matchUSP90 when the
    batch mean is off-target.
  • Larger passing probability for EU Option 1 than
    PTIT_matchUSP90
  • No much difference in acceptance probability
    between EU option 1 and PTIT_matchUSP90 when the
    batch mean is on-target.
  • Bias of EU Option 1
  • EU Option 1 has higher probability of passing the
    off-target product than that of passing the
    on-target mean product for a given coverage
    within (85, 115)

22
Conclusion (continued)
  • EU Option 2
  • Issue with a large variability for a mixture of
    97 probability of distributing uniformly with
    (85, 115) and 3 probability of being 84)
    using a sample of 200
  • 60 probability to pass EU Option 2
  • 0 probability to pass PTIT_matchUSP90
  • 3 probability to pass USP harmonized
  • Issue with a location shift of the mean product
  • The same probability to pass the EU Option 2 for
    97 population with 100 content and 97
    population with 90 content.
  • Off target product 97 population with 90
    content using a sample of 150.
  • gt50 probability to pass the EU Option 2
  • About 1 probability to pass PTIT_matchUSP90

23
References
  • USP Pharmacopoeia 2015
  • European Pharmacopoeia 7.7
  • European Pharmacopoeia 8.1
  • Meiyu Shen, Yi Tsong, Xiaoyu Dong, Statistical
    Properties of Large Sample Tests for Dose Content
    Uniformity, Therapeutic Innovation Regulatory
    Science, 2014, Vol. 48(5) 613-622
  • Meiyu Shen and Yi Tsong, Bias Of The United
    States Pharmacopeia Harmonized Test For Dose
    Content Uniformity, United States Pharmacopeia
    forum, January 2011

24
Thank you!
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