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Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints
BACKGROUND: A two-arm non-inferiority trial without a placebo is usually adopted to demonstrate that an experimental treatment is not worse than a reference treatment by a small pre-specified non-inferiority margin due to ethical concerns. Selection of the non-inferiority margin and establishment of...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4277823/ https://www.ncbi.nlm.nih.gov/pubmed/25524326 http://dx.doi.org/10.1186/1471-2288-14-134 |
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author | Tang, Nian-Sheng Yu, Bin Tang, Man-Lai |
author_facet | Tang, Nian-Sheng Yu, Bin Tang, Man-Lai |
author_sort | Tang, Nian-Sheng |
collection | PubMed |
description | BACKGROUND: A two-arm non-inferiority trial without a placebo is usually adopted to demonstrate that an experimental treatment is not worse than a reference treatment by a small pre-specified non-inferiority margin due to ethical concerns. Selection of the non-inferiority margin and establishment of assay sensitivity are two major issues in the design, analysis and interpretation for two-arm non-inferiority trials. Alternatively, a three-arm non-inferiority clinical trial including a placebo is usually conducted to assess the assay sensitivity and internal validity of a trial. Recently, some large-sample approaches have been developed to assess the non-inferiority of a new treatment based on the three-arm trial design. However, these methods behave badly with small sample sizes in the three arms. This manuscript aims to develop some reliable small-sample methods to test three-arm non-inferiority. METHODS: Saddlepoint approximation, exact and approximate unconditional, and bootstrap-resampling methods are developed to calculate p-values of the Wald-type, score and likelihood ratio tests. Simulation studies are conducted to evaluate their performance in terms of type I error rate and power. RESULTS: Our empirical results show that the saddlepoint approximation method generally behaves better than the asymptotic method based on the Wald-type test statistic. For small sample sizes, approximate unconditional and bootstrap-resampling methods based on the score test statistic perform better in the sense that their corresponding type I error rates are generally closer to the prespecified nominal level than those of other test procedures. CONCLUSIONS: Both approximate unconditional and bootstrap-resampling test procedures based on the score test statistic are generally recommended for three-arm non-inferiority trials with binary outcomes. |
format | Online Article Text |
id | pubmed-4277823 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-42778232014-12-29 Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints Tang, Nian-Sheng Yu, Bin Tang, Man-Lai BMC Med Res Methodol Research Article BACKGROUND: A two-arm non-inferiority trial without a placebo is usually adopted to demonstrate that an experimental treatment is not worse than a reference treatment by a small pre-specified non-inferiority margin due to ethical concerns. Selection of the non-inferiority margin and establishment of assay sensitivity are two major issues in the design, analysis and interpretation for two-arm non-inferiority trials. Alternatively, a three-arm non-inferiority clinical trial including a placebo is usually conducted to assess the assay sensitivity and internal validity of a trial. Recently, some large-sample approaches have been developed to assess the non-inferiority of a new treatment based on the three-arm trial design. However, these methods behave badly with small sample sizes in the three arms. This manuscript aims to develop some reliable small-sample methods to test three-arm non-inferiority. METHODS: Saddlepoint approximation, exact and approximate unconditional, and bootstrap-resampling methods are developed to calculate p-values of the Wald-type, score and likelihood ratio tests. Simulation studies are conducted to evaluate their performance in terms of type I error rate and power. RESULTS: Our empirical results show that the saddlepoint approximation method generally behaves better than the asymptotic method based on the Wald-type test statistic. For small sample sizes, approximate unconditional and bootstrap-resampling methods based on the score test statistic perform better in the sense that their corresponding type I error rates are generally closer to the prespecified nominal level than those of other test procedures. CONCLUSIONS: Both approximate unconditional and bootstrap-resampling test procedures based on the score test statistic are generally recommended for three-arm non-inferiority trials with binary outcomes. BioMed Central 2014-12-18 /pmc/articles/PMC4277823/ /pubmed/25524326 http://dx.doi.org/10.1186/1471-2288-14-134 Text en © Tang et al.; licensee BioMed Central. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Tang, Nian-Sheng Yu, Bin Tang, Man-Lai Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
title | Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
title_full | Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
title_fullStr | Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
title_full_unstemmed | Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
title_short | Testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
title_sort | testing non-inferiority of a new treatment in three-arm clinical trials with binary endpoints |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4277823/ https://www.ncbi.nlm.nih.gov/pubmed/25524326 http://dx.doi.org/10.1186/1471-2288-14-134 |
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