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Why Is This Subgroup Different from All Other Subgroups? Thoughts on Regional Differences in Randomized Clinical Trials

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Proceedings of the Fourth Seattle Symposium in Biostatistics: Clinical Trials

Part of the book series: Lecture Notes in Statistics ((LNSP,volume 1205))

Abstract

Many Phase 3 randomized clinical trials are currently being conducted multinationally with too few participants from any individual country to allow reliable inference about the beneficial or harmful effects of the tested product using data from that country alone. Instead, the conclusions for a given country will come from the totality of the data. Insofar as “country” is just another subgroup defined by baseline variables, this strategy is defensible. On the other hand, in cases where “country” stands as a surrogate for country-specific variables that importantly influence the benefits and harms of an intervention, inferring from the study population at large to specific countries may be less appropriate. Such variables may include the nature of the disease being studied, the country-specific standard of care, the patterns of safety reporting, and the extent of adherence to study protocol. This paper presents four examples of studies where the observed treatment effect in the USA differed considerably from the effect observed elsewhere. It argues that the problem is in some sense intractable because a study large enough to provide precise estimates of effect sizes within specific countries would likely be infeasible. Instead, although the paper recommends generally applying the overall result to the participating countries, it provides suggestions for strategies in the design and analysis phase to mitigate potential inferential ambiguities.

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References

  1. Simon R (1980) Patient heterogeneity in clinical trials. Cancer Treat Rep 64(2–3):405–410

    Google Scholar 

  2. Simon R (1982) Patient subsets and variation in therapeutic efficacy. Br J Clin Pharmacol 14:473–482

    Article  Google Scholar 

  3. Dixon D, Simon R (1991) Bayesian subset analysis. Biometrics 47(3):871–881

    Article  MATH  Google Scholar 

  4. Oxman A, Guyatt G (1992) A consumer’s guide to subgroup analysis. Ann Intern Med 116:78–84

    Google Scholar 

  5. Lagakos S (2006) The challenge of subgroup analyses – reporting without distorting. N Engl J Med 354(16):1667–1669

    Article  Google Scholar 

  6. Wittes J (2009) On looking at subgroups. Circulation 119(7):912–915

    Article  Google Scholar 

  7. Yusuf S, Wittes J, Probstfield J, Tyroler H (1991) Analysis and interpretation of treatment effects in subgroups of patients in randomized clinical trials. J Am Med Assoc 266(1):93–98

    Article  Google Scholar 

  8. The Systolic Hypertension in the Elderly Program (SHEP) Cooperative Research Group (1991) Prevention of stroke by antihypertensive drug treatment in older persons with isolated systolic hypertension: final results of the Systolic Hypertension in the Elderly Program (SHEP). J Am Med Assoc 265(24):3255–3264

    Article  Google Scholar 

  9. Quan H, Li M, Chen J et al (2010) Assessment of consistency of treatment effects in multiregional clinical trials. Drug Inf J 44:616–632

    Article  Google Scholar 

  10. Kim E, Carrigan T, Menon V (2011) International participation in cardiovascular randomized controlled trials. J Am Coll Cardiol 58:671–676

    Article  Google Scholar 

  11. Bartlett D, Steele J (2011) Deadly medicine. Vanity Fair, January 2011

    Google Scholar 

  12. Soskolne CL (2006) Eliminating disparities in clinical trials (EDICT): The equitable inclusion of all populations into clinical trials from a distributive justice perspective. Baylor College of Medicine http://chronic.bcm.tmc.edu/edict/Distributive_Justice.pdf

  13. Luo X, Shih W, Ouyang S, DeLap R (2010) An optimal adaptive design to address local regulations in global clinical trials. Pharm Stat 9:179–189

    Article  Google Scholar 

  14. Nandakumar A, Anantha N, Venugopal T (1995) Incidence, mortality, and survival in cancer of the cervix in Bangalore, India. Br J Cancer 71(6):1348–1352

    Article  Google Scholar 

  15. GlaxoSmithKline (2010) Package insert for Relenza

    Google Scholar 

  16. International Steering Committee on behalf of the MERIT-HF Study Group (1997) Rationale, design, and organization of the Metoprolol CR/XL Randomized Intervention Trial in Heart Failure (MERIT-HF). Am J Cardiol 80(Suppl 9B):54J–58J

    Google Scholar 

  17. MERIT-HF Study Group (1999) Effect of metoprolol CR/XL in chronic heart failure: Metoprolol CR/XL Randomized Intervention Trial in Congestive Heart Failure (MERIT-HF). Lancet 353:2001–2007

    Article  Google Scholar 

  18. FDA (2000) Statistical review and evaluation (Amendment 1). NDA 19,962. May 30, 2000

    Google Scholar 

  19. FDA. Package insert for Toprol-XL

    Google Scholar 

  20. FDA memo as quoted by Moyé L (2000) Multiple Analyses in Clinical Trials. Springer, New York

    Google Scholar 

  21. Wedel H, DeMets D, Deedwania P et al (2001) Challenges of subgroup analyses in multinational clinical trials: experiences from the MERIT-HF trial. Am Heart J 142:502–511

    Article  Google Scholar 

  22. Wallentin L, Becker R, Budaj A et al (2009) Ticagrelor versus clopidogrel in patients with acute coronary symptoms. N Engl J Med 361(11):1045–1057

    Article  Google Scholar 

  23. Mahaffery KW, Wojdyla DM, Carroll K, et al (2011) Ticagrelor compared with clopidogrel by geographic region in the Platelet Inhibition and Patient Outcomes (PLATO) trial. Circulation 124(5):544–554

    Article  Google Scholar 

  24. Fiorentino R, Zhang J (2010) NDA 22–433 Brinlinta (ticagrelor) Efficacy Review the Cardio-Renal Advisory Committee, July 28, 2010

    Google Scholar 

  25. AstraZeneca (2011) Package insert for Brinlinta (ticagrelor)

    Google Scholar 

  26. StatXact 9 [computer program]. Cytel, Cambridge, MA

    Google Scholar 

  27. Human Genome Sciences (2010) Package insert for Benlysta

    Google Scholar 

  28. Marschner IC (2010) Regional differences in multinational clinical trials: anticipating chance variation. Clin Trials 7(2):147–156

    Article  Google Scholar 

  29. Lan K, Wittes J (2012) Some thoughts on sample size: a Bayesian-frequentist hybrid approach. Clin Trials. 1740774512453784, first published on August 3, 2012 as doi:10.1177/1740774512453784

  30. Morrison T (2010) Lesson from an Alzheimer-drug failure: beware Russian clinical trial data (March 5, 2010). BNET, 2010

    Google Scholar 

  31. Quan H, Li M, Chen J et al (2010) Assessment of treatment effects in multiregional clinical trials. Drug Inf J 44:617–632

    Article  Google Scholar 

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Acknowledgement

Many thanks to Robert Byington for Fig. 1, Mark Schactman for insightful comments on an earlier draft of this paper, the referees for helpful suggestions, and Nancy L. Buc for a careful, critical reading.

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Correspondence to Janet Wittes .

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Wittes, J. (2013). Why Is This Subgroup Different from All Other Subgroups? Thoughts on Regional Differences in Randomized Clinical Trials. In: Fleming, T., Weir, B. (eds) Proceedings of the Fourth Seattle Symposium in Biostatistics: Clinical Trials. Lecture Notes in Statistics(), vol 1205. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-5245-4_7

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