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Original Articles

Variable Selection for Qualitative Interactions in Personalized Medicine While Controlling the Family-Wise Error Rate

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Pages 1063-1078 | Received 10 Apr 2011, Accepted 12 May 2011, Published online: 24 Oct 2011

REFERENCES

  • ALLHAT Officers and Coordinators for the ALLHAT Collaborative Research Group. ( 2002 ). Major outcomes in moderately hypercholesterolemic, hypertensive patients randomized to pravastatin vs usual care: The antihypertensive and lipid-lowering treatment to prevent heart attack trial (allhat-llt) . Journal of the American Medical Association 288 : 2998 – 3007 .
  • Assmann , S. F. , Pocock , S. J. , Enos , L. E. , Kasten , L. E. ( 2000 ). Subgroup analysis and other (mis)uses of baseline data in clinical trials . Lancet 355 : 1064 – 1069 .
  • Byar , D. P. , Corle , D. K. ( 1977 ). Selecting optimal treatment in clinical trials using covariate information . Journal of Chronic Diseases 30 : 445 – 459 .
  • Cohen , J. ( 1988 ). Statistical Power Analysis for the Behavioral Sciences. , 2nd ed. Hillsdale , NJ : Lawrence Erlbaum Associates .
  • Dudoit , S. , Shaffer , J. P. , Boldrick , J. C. ( 2003 ). Multiple hypothesis testing in microarray experiments . Statistical Science 18 : 71 – 103 .
  • Efron , B. , Tibshirani , R. ( 1993 ). An Introduction to the Bootstrap . New York : Chapman and Hall .
  • Evans , W. E. , Relling , M. V. ( 2004 ). Moving towards individualized medicine with pharmacogenomics . Nature 429 : 464 – 464 .
  • Gail , M. , Simon , R. ( 1985 ). Testing for qualitative interactions between treatment effects and patient subsets . Biometrics 41 : 361 – 372 .
  • Gong , G. ( 1986 ). Cross-validation, the jackknife, and bootstrap: Excess error in forward logistic regression . Journal of the American Statistical Association 81 : 108 – 113 .
  • Gunter , L. , Chernick , M. R. , Sun , J. ( 2011 ). A simple method for variable selection in regression with respect to treatment selection . Pakistan Journal of Statistics and Operations Research 7 : 363 – 380 .
  • Hamilton , M. ( 1967 ). Development of a rating scale for primary depressive illness . British Journal of Social and Clinical Psychology 6 : 278 – 296 .
  • Keller , M. B. , McCullough , J. P. , Klein , D. N. , Arnow , B. , Dunner , D. L. , Gelenberg , A. J. , Marekowitz , J. C. , Nemeroff , C. B. , Russell , J. M. , Thase , M. E. , Trivedi , M. H. , Zajecka , J. ( 2000 ). A comparison of Nefazodone, the cognitive behavioral-analysis system of psychotherapy, and their combination for treatment of chronic depression . New England Journal of Medicine 342 : 331 – 336 .
  • Krystal , J. H. , Cramer , J. A. , Krol , W. F. , Kirket , G. F. , Rosenheck , R. ( 2001 ). Naltrexone in the treatment of alcohol dependence . New England Journal of Medicine 345 : 1734 – 1739 .
  • Lagakos , S. ( 2006 ). The challenge of subgroup analyses-reporting without distorting . New England Journal of Medicine 354 : 1667 – 1669 .
  • Lindgren , F. , Hansen , B. , Karcher , W. , Sjostrom , M. , Erik , L. ( 1996 ). Model validation by permutation tests: Applications to variable selection . Journal of Chemometrics 10 : 521 – 532 .
  • Murphy , S. A. ( 2005 ). An experimental design for the development of adaptive treatment strategies . Statistics in Medicine 24 : 1455 – 1481 .
  • Oxman , A. D. , Guyatt , G. H. ( 1992 ). A consumers guide to subgroup analysis . Annals of Internal Medicine 116 : 78 – 84 .
  • Pan , G. , Wolfe , D. A. ( 1997 ). Test for qualitative interaction of clinical significance . Statistics in Medicine 16 : 1645 – 1652 .
  • Parmigiani , G. ( 2002 ). Modeling in Medical Decision Making: A Baysian Approach . West Sussex , England : Wiley .
  • Peto , R. ( 1982 ). Statistical aspects of cancer trials . In: Halnan , K. E. , ed. Treatment of Cancer . London : Chapman , pp. 867 – 871 .
  • Piantadosi , S. , Gail , M. H. ( 1993 ). A comparison of the power of two tests for qualitative interactions . Statistics in Medicine 12 : 1239 – 1248 .
  • Reynolds , C. F. , Dew , M. A. , Pollock , B. G. , Mulsant , B. H. , Frank , E. , Miller , M. D. , Houck , P. R. , Mazumdar , S. , Butters , M. A. , Stack , J. A. , Schlernitzauer , M. A. , Whyte , E. M. , Gildengers , A. , Karp , J. , Lenze , E. , Szanto , K. , Bensasi , S. , Kupfer , D. J. (2006). Maintenance treatment of major depression in old age. New England Journal of Medicine 345:1130–1138.
  • Sade , W. , Dai , Z. ( 2005 ). Pharmacogenetics/genomics and personalized medicine . Human Molucular Genetics 14 : R207 – 214 .
  • Senn , S. J. ( 2001 ). Individual therapy: new dawn or false dawn . Drug Information Journal 35 : 1479 – 1494 .
  • Shaffer , J. S. ( 1995 ). Multiple hypothesis testing . Annual Review of Psychology 46 : 561 – 584 .
  • Shuster , J. , Van Eys , J. ( 1983 ). Interaction between prognostic factors and treatment . Controlled Clinical Trials 4 : 209 – 214 .
  • Silvapulle , M. J. ( 2001 ). Test against qualitative interaction: exact critical values and robust test . Biometrics 2001 57 : 1157 – 1165 .
  • Simon , R. M. , Korn , E. L. , McShane , L. M. , Radmacher , M.D. , Wright , G. W. , Zhao Y. ( 2004 ). Design and analysis of DNA microarray investigations . New York : Springer .
  • Sutton , R. S. , Barto , A. G. ( 1998 ). Reinforcement Lerning: An Introduction . Cambridge , MA : MIT Press .
  • Tibshirani , R. ( 1996 ). Regression shrinkage and selection via the lasso . Journal of the Royal Statistical Society, Series B 58 : 267 – 288 .
  • Troendle , J. F. ( 2005 ). Multiple comparisons between two groups on multiple Bernoulli outcomes while accounting for covariates . Statistics in Medicine 24 : 3581 – 3591 .
  • Westfall , P. H. , Young , S. S. ( 1993 ). Resampling-Based Multiple Testing . New York : John Wiley and Sons .
  • Wu , C. F. , Hamada , M. ( 2000 ). Experiments: Planning, Analysis, and Parameter Design Optimization . New York : Wiley .
  • Yan , X. ( 2004 ). Test for qualitative interaction in equivalence trials when the number of centers is large . Statistics in Medicine 23 : 711 – 722 .
  • Yan , X. , Su , X. ( 2005 ). Testing for qualitative interaction . In: Chow S. C., ed. Encyclopedia of Biopharmaceutical Statistics . New York : Informa Health Care , pp. 1343 – 1348 .
  • Yusuf , S. , Wittes , J. , Probstfield , J. , Tyrole , H. A. ( 1991 ). Analysis and interpretation of treatment effects in subgroups of patients in randomized clinical trials . Journal of the American Medical Association 266 : 93 – 98 .

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