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© Dr Azmi Mohd Tamil, 2012




                   Calculate Your Own
                   Sample Size – Part 7
                             Clinical Trial Study




                                                    1
© Dr Azmi Mohd Tamil, 2012




                             Clinical Trial
              Similar approach to cohort if the
              outcome is categorical.
              But it is easier to refer to available
              tables.
              For example comparing Drug “F”
              against Drug “S” for treating
              depression.
              From literature, 75% of Drug “F”
              improved, 70% of Drug “S” improved.
                                                       2
© Dr Azmi Mohd Tamil, 2012




            Example – treatment of
                depression
         From literature review, identify the rate of
           improvement in the respective groups.
           Ratio of control vs treatment group; 1:1
           Proportion of sample from control (Drug “F”)
           population = 50%
           Proportion of sample from treatment (Drug
           “S”) population = 50%
           P1=true proportion of improvement in control
           (Drug “F”) population = 75%
           P2=true proportion of improvement in
           treatment (Drug “S”) population =70%
                                                          3
© Dr Azmi Mohd Tamil, 2012




          From Literature Review:
          treatment of depression
                                         Improved (75%)

                             Drug “F”

                             Sample      No improvement (25%)
                             ratio
                             (1:1)       Improved (70%)

                              Drug “S”

                                         No improvement (30%)

                                                                4
© Dr Azmi Mohd Tamil, 2012




                             Refer to a Table
            The fastest way to calculate the sample size is to refer to a
            table. One such table is published in an article entitled “Clinical
            Trials in Cancer Research” in Environmental Health
            Perspectives Vol. 32, pp. 3148, 1979 by Edmund A. Gehan. It is
            available for download from http://
            www.pubmedcentral.nih.gov/articlerender.fcgi?artid=1637924
            Since the cure rate of 75% is not available in the table, we
            deduct 75% from 100%, giving us 25%. 0.25 is available in the
            table. The difference of cure rate is 0.05.
         For table 3;
                  Upper figure: α=0.05, power equals 0.8;
                  middle figure: α=0.05, power equals 0.9;
                  lower figure: α=0.01, power equals 0.95.




                                                                                  5
© Dr Azmi Mohd Tamil, 2012




                             6
© Dr Azmi Mohd Tamil, 2012



                   Alternative to table
     http://www.palmx.org/samplesize/Calc_Samplesize.xls




                                                           7
© Dr Azmi Mohd Tamil, 2012


                    Calculate Manually
  Calculate using these formulas (Fleiss JL. 1981. pp. 44-45)




  m=n1=size of sample from population 1               n2=size of sample from population 2
  P1=proportion of cure in population 1               P2=proportion of cure in population 2
  α= "Significance” = 0.05                            β=chance of not detecting a difference = 0.2
  1-β = Power = 0.8                                   r = n2/n1 = ratio of treatment grp to controls
  P = (P1+rP2)/(r+1)                         Q = 1-P.
  n1 = m                                               n2 = rm
  From table A.2 in Fleiss;
      If 1- α is 0.95 then cα/2 is 1.960
      If 1- β is 0.80 then c1-beta is -0.842
                                                                                                   8
© Dr Azmi Mohd Tamil, 2012


                    Calculate Manually




                                         9
Or Use StatCalc
© Dr Azmi Mohd Tamil, 2012




       So you’ll need a
       sample size of
       1290 each for
       both groups.
       Total of 2580.




                                               10
© Dr Azmi Mohd Tamil, 2012




                             Or use PS2
           So the sample
           size required
           for each group
           is 1251. Total
           of 2502
           StatCalc =
           2580 vs PS2 =
           2502

                                          11
© Dr Azmi Mohd Tamil, 2012




              Table vs StatCalc vs PS2
              From table; 1250 from each group = 2500.
              From PS2; 1251 from each group = 2502
              From StatCalc; 1290 from each group =
              2580.
              From manual calculation; 1291 from each
              group = 2582.
              So the sample size from the table is very
              similar to PS2’s results.

                                                          12
© Dr Azmi Mohd Tamil, 2012




                  What If There Is
                No Prior Information?
              Instead of saying "Sample sizes are not
              provided because there is no prior
              information on which to base them“, do
              this instead;
                Find  previously published information
                Conduct small pre-study
                If a very preliminary pilot study, sample
                 size calculations not usually necessary


                                                             13
© Dr Azmi Mohd Tamil, 2012




                             Conclusion
              You can calculate your own sample size.
              Tools are available and most of them are
              free.
              Decide what is your study design and choose
              the appropriate method to calculate the
              sample size.
              If despite following ALL these notes
              fastidiously, your proposal is still rejected by
              the committee due to sample size, kindly SEE
              THEM, not us.


                                                                 14
© Dr Azmi Mohd Tamil, 2012




               References (incl. for StatCalc)
             Fleiss JL. Statistical methods for rates and proportions. New
             York: John Wiley and Sons, 1981.
             Gehan EA. Clinical Trials in Cancer Research. Environmental
             Health Perspectives Vol. 32, pp. 3148, 1979.
             Jones SR, Carley S & Harrison M. An introduction to power and
             sample size estimation. Emergency Medical Journal
             2003;20;453-458. 2003
             Kish L. Survey sampling. John Wiley & Sons, N.Y., 1965.
             Krejcie, R.V. & Morgan, D.W. (1970). Determining sample size
             for research activities. Educational & Psychological
             Measurement, 30, 607-610.
             Snedecor GW, Cochran WG. 1989. Statistical Methods. 8th Ed.
             Ames: Iowa State Press.


                                                                             15
© Dr Azmi Mohd Tamil, 2012




                         References (PS2)
              Dupont WD, Plummer WD, Jr: Power and Sample Size Calculations: A Review
              and Computer Program. Controlled Clinical Trials 11:116-128, 1990
              Dupont WD, Plummer WD, Jr: Power and Sample Size Calculations for Studies
              Involving Linear Regression. Controlled Clinical Trials 19:589-601, 1998
              Schoenfeld DA, Richter JR: Nomograms for calculating the number of patients
              needed for a clinical trial with survival as an endpoint. Biometrics 38:163-170,
              1982
              Pearson ES, Hartley HO: Biometrika Tables for Statisticians Vol. I 3rd Ed.
              Cambridge: Cambridge University Press, 1970
              Schlesselman JJ: Case-Control Studies: Design, Conduct, Analysis. New York:
              Oxford University Press, 1982
              Casagrande JT, Pike MC, Smith PG: An improved approximate formula for
              calculating sample sizes for comparing two binomial distributions. Biometrics
              34:483-486, 1978
              Dupont WD: Power calculations for matched case-control studies. Biometrics
              44:1157-1168, 1988
              Fleiss JL. Statistical methods for rates and proportions. New York: John Wiley
              and Sons, 1981.



                                                                                                 16
© Dr Azmi Mohd Tamil, 2012




                             THANK
                              YOU


                                     17

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7. Calculate samplesize for clinical trials

  • 1. © Dr Azmi Mohd Tamil, 2012 Calculate Your Own Sample Size – Part 7 Clinical Trial Study 1
  • 2. © Dr Azmi Mohd Tamil, 2012 Clinical Trial Similar approach to cohort if the outcome is categorical. But it is easier to refer to available tables. For example comparing Drug “F” against Drug “S” for treating depression. From literature, 75% of Drug “F” improved, 70% of Drug “S” improved. 2
  • 3. © Dr Azmi Mohd Tamil, 2012 Example – treatment of depression From literature review, identify the rate of improvement in the respective groups. Ratio of control vs treatment group; 1:1 Proportion of sample from control (Drug “F”) population = 50% Proportion of sample from treatment (Drug “S”) population = 50% P1=true proportion of improvement in control (Drug “F”) population = 75% P2=true proportion of improvement in treatment (Drug “S”) population =70% 3
  • 4. © Dr Azmi Mohd Tamil, 2012 From Literature Review: treatment of depression Improved (75%) Drug “F” Sample No improvement (25%) ratio (1:1) Improved (70%) Drug “S” No improvement (30%) 4
  • 5. © Dr Azmi Mohd Tamil, 2012 Refer to a Table The fastest way to calculate the sample size is to refer to a table. One such table is published in an article entitled “Clinical Trials in Cancer Research” in Environmental Health Perspectives Vol. 32, pp. 3148, 1979 by Edmund A. Gehan. It is available for download from http:// www.pubmedcentral.nih.gov/articlerender.fcgi?artid=1637924 Since the cure rate of 75% is not available in the table, we deduct 75% from 100%, giving us 25%. 0.25 is available in the table. The difference of cure rate is 0.05. For table 3;  Upper figure: α=0.05, power equals 0.8;  middle figure: α=0.05, power equals 0.9;  lower figure: α=0.01, power equals 0.95. 5
  • 6. © Dr Azmi Mohd Tamil, 2012 6
  • 7. © Dr Azmi Mohd Tamil, 2012 Alternative to table http://www.palmx.org/samplesize/Calc_Samplesize.xls 7
  • 8. © Dr Azmi Mohd Tamil, 2012 Calculate Manually Calculate using these formulas (Fleiss JL. 1981. pp. 44-45) m=n1=size of sample from population 1 n2=size of sample from population 2 P1=proportion of cure in population 1 P2=proportion of cure in population 2 α= "Significance” = 0.05 β=chance of not detecting a difference = 0.2 1-β = Power = 0.8 r = n2/n1 = ratio of treatment grp to controls P = (P1+rP2)/(r+1) Q = 1-P. n1 = m n2 = rm From table A.2 in Fleiss; If 1- α is 0.95 then cα/2 is 1.960 If 1- β is 0.80 then c1-beta is -0.842 8
  • 9. © Dr Azmi Mohd Tamil, 2012 Calculate Manually 9
  • 10. Or Use StatCalc © Dr Azmi Mohd Tamil, 2012 So you’ll need a sample size of 1290 each for both groups. Total of 2580. 10
  • 11. © Dr Azmi Mohd Tamil, 2012 Or use PS2 So the sample size required for each group is 1251. Total of 2502 StatCalc = 2580 vs PS2 = 2502 11
  • 12. © Dr Azmi Mohd Tamil, 2012 Table vs StatCalc vs PS2 From table; 1250 from each group = 2500. From PS2; 1251 from each group = 2502 From StatCalc; 1290 from each group = 2580. From manual calculation; 1291 from each group = 2582. So the sample size from the table is very similar to PS2’s results. 12
  • 13. © Dr Azmi Mohd Tamil, 2012 What If There Is No Prior Information? Instead of saying "Sample sizes are not provided because there is no prior information on which to base them“, do this instead;  Find previously published information  Conduct small pre-study  If a very preliminary pilot study, sample size calculations not usually necessary 13
  • 14. © Dr Azmi Mohd Tamil, 2012 Conclusion You can calculate your own sample size. Tools are available and most of them are free. Decide what is your study design and choose the appropriate method to calculate the sample size. If despite following ALL these notes fastidiously, your proposal is still rejected by the committee due to sample size, kindly SEE THEM, not us. 14
  • 15. © Dr Azmi Mohd Tamil, 2012 References (incl. for StatCalc) Fleiss JL. Statistical methods for rates and proportions. New York: John Wiley and Sons, 1981. Gehan EA. Clinical Trials in Cancer Research. Environmental Health Perspectives Vol. 32, pp. 3148, 1979. Jones SR, Carley S & Harrison M. An introduction to power and sample size estimation. Emergency Medical Journal 2003;20;453-458. 2003 Kish L. Survey sampling. John Wiley & Sons, N.Y., 1965. Krejcie, R.V. & Morgan, D.W. (1970). Determining sample size for research activities. Educational & Psychological Measurement, 30, 607-610. Snedecor GW, Cochran WG. 1989. Statistical Methods. 8th Ed. Ames: Iowa State Press. 15
  • 16. © Dr Azmi Mohd Tamil, 2012 References (PS2) Dupont WD, Plummer WD, Jr: Power and Sample Size Calculations: A Review and Computer Program. Controlled Clinical Trials 11:116-128, 1990 Dupont WD, Plummer WD, Jr: Power and Sample Size Calculations for Studies Involving Linear Regression. Controlled Clinical Trials 19:589-601, 1998 Schoenfeld DA, Richter JR: Nomograms for calculating the number of patients needed for a clinical trial with survival as an endpoint. Biometrics 38:163-170, 1982 Pearson ES, Hartley HO: Biometrika Tables for Statisticians Vol. I 3rd Ed. Cambridge: Cambridge University Press, 1970 Schlesselman JJ: Case-Control Studies: Design, Conduct, Analysis. New York: Oxford University Press, 1982 Casagrande JT, Pike MC, Smith PG: An improved approximate formula for calculating sample sizes for comparing two binomial distributions. Biometrics 34:483-486, 1978 Dupont WD: Power calculations for matched case-control studies. Biometrics 44:1157-1168, 1988 Fleiss JL. Statistical methods for rates and proportions. New York: John Wiley and Sons, 1981. 16
  • 17. © Dr Azmi Mohd Tamil, 2012 THANK YOU 17