Literature DB >> 22467938

A valid formulation of the analysis of noninferiority trials under random effects meta-analysis.

Erica H Brittain1, Michael P Fay, Dean A Follmann.   

Abstract

A noninferiority (NI) trial is sometimes employed to show efficacy of a new treatment when it is unethical to randomize current patients to placebo because of the established efficacy of a standard treatment. Under this framework, if the NI trial determines that the treatment advantage of the standard to the new drug (i.e. S-N) is less than the historic advantage of the standard to placebo (S-P), then the efficacy of the new treatment (N-P) is established indirectly. We explicitly combine information from the NI trial with estimates from a random effects model, allowing study-to-study variability in k historic trials. Existing methods under random effects, such as the synthesis method, fail to account for the variability of the true standard versus placebo effect in the NI trial. Our method effectively uses a prediction interval for the missing standard versus placebo effect rather than a confidence interval of the mean. The consequences are to increase the variance of the synthesis method by incorporating a prediction variance term and to approximate the null distribution of the new statistic with a t with k-1 degrees of freedom instead of the standard normal. Thus, it is harder to conclude NI of the new to (predicted) placebo, compared with traditional methods, especially when k is small or when between study variability is large. When the between study variances are nonzero, we demonstrate substantial Type I error rate inflation with conventional approaches; simulations suggest that the new procedure has only modest inflation, and it is very conservative when between study variances are zero. An example is used to illustrate practical issues.

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Year:  2012        PMID: 22467938      PMCID: PMC3658490          DOI: 10.1093/biostatistics/kxs006

Source DB:  PubMed          Journal:  Biostatistics        ISSN: 1465-4644            Impact factor:   5.899


  9 in total

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2.  Design and analysis of non-inferiority mortality trials in oncology.

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3.  Some fundamental issues with non-inferiority testing in active controlled trials.

Authors:  H M James Hung; Sue-Jane Wang; Yi Tsong; John Lawrence; Robert T O'Neil
Journal:  Stat Med       Date:  2003-01-30       Impact factor: 2.373

4.  Alternatives for discounting in the analysis of noninferiority trials.

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Journal:  J Biopharm Stat       Date:  2004-05       Impact factor: 1.051

5.  Meta-analyses based on abstracted data: a step in the right direction, but only a first step.

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Journal:  J Clin Oncol       Date:  2004-08-23       Impact factor: 44.544

6.  Preservation of effect and the regulatory approval of new treatments on the basis of non-inferiority trials.

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Journal:  Stat Med       Date:  2008-02-10       Impact factor: 2.373

7.  Current issues in non-inferiority trials.

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Journal:  Stat Med       Date:  2008-02-10       Impact factor: 2.373

8.  Prediction of random effects in linear and generalized linear models under model misspecification.

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Journal:  Biometrics       Date:  2011-03       Impact factor: 2.571

Review 9.  Recent developments in meta-analysis.

Authors:  Alexander J Sutton; Julian P T Higgins
Journal:  Stat Med       Date:  2008-02-28       Impact factor: 2.373

  9 in total
  9 in total

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Authors:  Si Chen; Yuan Li; Chuiwen Deng; Jing Li; Xiaoting Wen; Ziyan Wu; Chaojun Hu; Shulan Zhang; Ping Li; Xuan Zhang; Fengchun Zhang; Yongzhe Li
Journal:  Rheumatol Int       Date:  2015-08-01       Impact factor: 2.631

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Journal:  Clin Rheumatol       Date:  2016-11-04       Impact factor: 2.980

3.  Association between TLR2 and TLR4 Gene Polymorphisms and the Susceptibility to Inflammatory Bowel Disease: A Meta-Analysis.

Authors:  Yang Cheng; Yun Zhu; Xiuping Huang; Wei Zhang; Zelong Han; Side Liu
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4.  Congenital anomalies in children exposed to antithyroid drugs in-utero: a meta-analysis of cohort studies.

Authors:  Huixia Li; Jianfei Zheng; Jiayou Luo; Rong Zeng; Na Feng; Na Zhu; Qi Feng
Journal:  PLoS One       Date:  2015-05-14       Impact factor: 3.240

5.  Association between tumor necrosis factor-α 308G/A gene polymorphism and silicosis susceptibility: a meta-analysis.

Authors:  Zhanzhan Li; Jing Xue; Shipeng Yan; Peng Chen; Lizhang Chen
Journal:  PLoS One       Date:  2013-10-04       Impact factor: 3.240

6.  Associations between TNF-α-308A/G polymorphism and susceptibility with dermatomyositis: a meta-analysis.

Authors:  Si Chen; Qian Wang; Ziyan Wu; Qingjun Wu; Ping Li; Yuan Li; Jing Li; Chuiwen Deng; Chanyuan Wu; Lei Gao; Fengchun Zhang; Yongzhe Li
Journal:  PLoS One       Date:  2014-08-07       Impact factor: 3.240

7.  Association of interleukin-33 gene polymorphisms with susceptibility to late onset Alzheimer's disease: a meta-analysis.

Authors:  Xin Zhong; Ming-Yan Liu; Miao He; Ke Du; Min-Jie Wei
Journal:  Neuropsychiatr Dis Treat       Date:  2017-08-30       Impact factor: 2.570

8.  Prevalence of suicidal ideation in Chinese college students: a meta-analysis.

Authors:  Zhan-Zhan Li; Ya-Ming Li; Xian-Yang Lei; Dan Zhang; Li Liu; Si-Yuan Tang; Lizhang Chen
Journal:  PLoS One       Date:  2014-10-06       Impact factor: 3.240

Review 9.  The Seroprevalence of Toxoplasma gondii in Chinese Population With Cancer: A Systematic Review and Meta-analysis.

Authors:  CaiXiao Jiang; ZhanZhan Li; Peng Chen; LiZhang Chen
Journal:  Medicine (Baltimore)       Date:  2015-12       Impact factor: 1.817

  9 in total

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