Response-adaptive treatment allocation for non-inferiority trials with heterogeneous variances

Abstract In clinical studies, patients usually accrue sequentially. The response-adaptive design has been shown to be a valuable treatment allocation apparatus that skews the treatment allocation probabilities to achieve certain objectives such as reducing the number of patients who receive inferior treatments. The doubly adaptive biased coin design was successfully derived for the three-arm non-inferiority (NI) trial. For an NI study, an experimental treatment can be considered a possible substitute for the standard treatment if the loss of clinically tolerable efficacy is compensated by benefits such as the alleviation of side effects. Previous applications of the doubly adaptive biased coin design in NI trials were developed only for homogeneous treatment variances. However, it is worth to examine the more complicated, but nevertheless popular, scenarios in which the treatment variances are heterogeneous. The proposed treatment allocation scheme is superior when the treatment variances differ and remains very competitive when they are homogeneous. A clinical example is given for demonstrative purposes.

[1]  Ralph B. D'Agostino,et al.  Challenges in the Design and Interpretation of Noninferiority Trials , 2017, The New England journal of medicine.

[2]  Feifang Hu,et al.  Asymptotic properties of doubly adaptive biased coin designs for multitreatment clinical trials , 2003 .

[3]  S. Sundar,et al.  Comparison of short-course multidrug treatment with standard therapy for visceral leishmaniasis in India: an open-label, non-inferiority, randomised controlled trial , 2011, The Lancet.

[4]  William F. Rosenberger,et al.  Implementing Optimal Allocation in Sequential Binary Response Experiments , 2007 .

[5]  A. Januszewicz,et al.  Efficacy and safety of canagliflozin compared with placebo and sitagliptin in patients with type 2 diabetes on background metformin monotherapy: a randomised trial , 2013, Diabetologia.

[6]  Sue-Jane Wang,et al.  Challenges and regulatory experiences with non-inferiority trial design without placebo arm. , 2009, Biometrical journal. Biometrische Zeitschrift.

[7]  W. Rosenberger,et al.  The theory of response-adaptive randomization in clinical trials , 2006 .

[8]  S. Ellenberg,et al.  Placebo-Controlled Trials and Active-Control Trials in the Evaluation of New Treatments. Part 2: Practical Issues and Specific Cases , 2000, Annals of Internal Medicine.

[9]  F. Hu,et al.  Adaptive Designs for Non-inferiority Trials with Multiple Experimental Treatments , 2018, Statistical methods in medical research.

[10]  Scott M Berry,et al.  A response adaptive randomization platform trial for efficient evaluation of Ebola virus treatments: A model for pandemic response , 2016, Clinical trials.

[11]  William F. Rosenberger,et al.  Optimality, Variability, Power , 2003 .

[12]  K. Kwong,et al.  Testing of non-inferiority and superiority for three-arm clinical studies with multiple experimental treatments , 2018, Statistical methods in medical research.

[13]  S. Julious The ABC of non‐inferiority margin setting from indirect comparisons , 2011, Pharmaceutical statistics.

[14]  Ludwig A Hothorn,et al.  Multiple Contrast Tests in the Presence of Heteroscedasticity , 2008, Biometrical journal. Biometrische Zeitschrift.

[15]  Feifang Hu,et al.  ST ] 1 7 O ct 2 00 6 ASYMPTOTIC PROPERTIES OF COVARIATE-ADJUSTED ADAPTIVE DESIGNS , 2006 .

[16]  W. Rosenberger,et al.  Randomization in Clinical Trials: Theory and Practice , 2002 .

[17]  Anne M Wallace,et al.  Adaptive Randomization of Veliparib-Carboplatin Treatment in Breast Cancer. , 2016, The New England journal of medicine.

[18]  Ajit C. Tamhane,et al.  A Comparison of Procedures for Multiple Comparisons of Means with Unequal Variances , 1979 .

[19]  R. Bergenstal,et al.  Efficacy and safety of exenatide once weekly versus sitagliptin or pioglitazone as an adjunct to metformin for treatment of type 2 diabetes (DURATION-2): a randomised trial , 2010, The Lancet.

[20]  M. Abt,et al.  Issues in the assessment of non‐inferiority: perspectives drawn from case studies , 2011, Pharmaceutical statistics.

[21]  Donald A. Berry,et al.  Optimal adaptive randomized designs for clinical trials , 2007 .

[22]  Michael Woodroofe,et al.  Central Limit Theorems for Doubly Adaptive Biased Coin Designs , 1995 .

[23]  Jeffrey R. Eisele The doubly adaptive biased coin design for sequential clinical trials , 1994 .

[24]  G. Vanderstraeten,et al.  A multi-center, double-blind, randomized, placebo-controlled trial protocol to assess Traumeel injection vs dexamethasone injection in rotator cuff syndrome: the TRAumeel in ROtator cuff syndrome (TRARO) study protocol , 2015, BMC Musculoskeletal Disorders.

[25]  C. Ruckes,et al.  Maintenance treatment for opioid dependence with slow-release oral morphine: a randomized cross-over, non-inferiority study versus methadone , 2014, Addiction.

[26]  D. Berry,et al.  Adaptive assignment versus balanced randomization in clinical trials: a decision analysis. , 1995, Statistics in medicine.

[27]  Miin-Jye Wen,et al.  Extension of three‐arm non‐inferiority studies to trials with multiple new treatments , 2012, Statistics in medicine.

[28]  Li-Xin Zhang,et al.  Asymptotic properties of covariate-adjusted response-adaptive designs , 2006 .

[29]  S. H. Cheung,et al.  Noninferiority Studies with Multiple New Treatments and Heterogeneous Variances , 2015, Journal of biopharmaceutical statistics.

[30]  Trudie Lang Adaptive Trial Design: Could We Use This Approach to Improve Clinical Trials in the Field of Global Health? , 2011, The American journal of tropical medicine and hygiene.

[31]  A. Hayter,et al.  Step-up procedures for non-inferiority tests with multiple experimental treatments , 2016, Statistical methods in medical research.

[32]  C. Montgomery From Standardization to Adaptation: Clinical Trials and the Moral Economy of Anticipation , 2017 .

[33]  H. Valdez,et al.  Tofacitinib versus etanercept or placebo in patients with moderate to severe chronic plaque psoriasis: patient‐reported outcomes from a Phase 3 study , 2016, Journal of the European Academy of Dermatology and Venereology : JEADV.

[34]  Feifang Hu,et al.  Maximizing power and minimizing treatment failures in clinical trials , 2004, Clinical trials.

[35]  G. Umpierrez,et al.  Efficacy and Safety of Dulaglutide Versus Sitagliptin After 52 Weeks in Type 2 Diabetes in a Randomized Controlled Trial (AWARD-5) , 2014, Diabetes Care.

[36]  T. Fleming,et al.  Issues in noninferiority trials: the evidence in community-acquired pneumonia. , 2008, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.