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A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer
The Simon two-stage minimax design is a popular statistical design used in Phase II clinical trials. The analysis of the data arising from the design typically involves the use of frequentist statistics. This paper presents an alternative, Bayesian, approach to the design and analysis of Phase II cl...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
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Nature Publishing Group
2002
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2364147/ https://www.ncbi.nlm.nih.gov/pubmed/11953813 http://dx.doi.org/10.1038/sj.bjc.6600199 |
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author | Tan, S-B Machin, D Tai, B-C Foo, K-F Tan, E-H |
author_facet | Tan, S-B Machin, D Tai, B-C Foo, K-F Tan, E-H |
author_sort | Tan, S-B |
collection | PubMed |
description | The Simon two-stage minimax design is a popular statistical design used in Phase II clinical trials. The analysis of the data arising from the design typically involves the use of frequentist statistics. This paper presents an alternative, Bayesian, approach to the design and analysis of Phase II clinical trials. In particular, we consider how a Bayesian approach could have affected the design, analysis and interpretation of two parallel Phase II trials of the National Cancer Centre Singapore, on the activity of gemcitabine in chemotherapy-naïve and in previously treated patients with metastatic nasopharyngeal carcinoma. We begin by explaining the Bayesian methodology and contrasting it with the frequentist approach. We then carry out a Bayesian analysis of the trial results. The conclusions drawn using the Bayesian approach were in general agreement with those obtained from the frequentist analysis. However they had the advantage of allowing for different and potentially more useful interpretations to be made regarding the trial results, as well as for the incorporation of external sources of information. In particular, using a Bayesian trial design, we were able to take into account the results of the parallel trial results when deciding whether to continue each trial beyond the interim stage. British Journal of Cancer (2002) 86, 843–850. DOI: 10.1038/sj/bjc/6600199 www.bjcancer.com © 2002 Cancer Research UK |
format | Text |
id | pubmed-2364147 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2002 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-23641472009-09-10 A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer Tan, S-B Machin, D Tai, B-C Foo, K-F Tan, E-H Br J Cancer Clinical The Simon two-stage minimax design is a popular statistical design used in Phase II clinical trials. The analysis of the data arising from the design typically involves the use of frequentist statistics. This paper presents an alternative, Bayesian, approach to the design and analysis of Phase II clinical trials. In particular, we consider how a Bayesian approach could have affected the design, analysis and interpretation of two parallel Phase II trials of the National Cancer Centre Singapore, on the activity of gemcitabine in chemotherapy-naïve and in previously treated patients with metastatic nasopharyngeal carcinoma. We begin by explaining the Bayesian methodology and contrasting it with the frequentist approach. We then carry out a Bayesian analysis of the trial results. The conclusions drawn using the Bayesian approach were in general agreement with those obtained from the frequentist analysis. However they had the advantage of allowing for different and potentially more useful interpretations to be made regarding the trial results, as well as for the incorporation of external sources of information. In particular, using a Bayesian trial design, we were able to take into account the results of the parallel trial results when deciding whether to continue each trial beyond the interim stage. British Journal of Cancer (2002) 86, 843–850. DOI: 10.1038/sj/bjc/6600199 www.bjcancer.com © 2002 Cancer Research UK Nature Publishing Group 2002-03-18 /pmc/articles/PMC2364147/ /pubmed/11953813 http://dx.doi.org/10.1038/sj.bjc.6600199 Text en Copyright © 2002 Cancer Research UK https://creativecommons.org/licenses/by/4.0/This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material.If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit https://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Clinical Tan, S-B Machin, D Tai, B-C Foo, K-F Tan, E-H A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer |
title | A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer |
title_full | A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer |
title_fullStr | A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer |
title_full_unstemmed | A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer |
title_short | A Bayesian re-assessment of two Phase II trials of gemcitabine in metastatic nasopharyngeal cancer |
title_sort | bayesian re-assessment of two phase ii trials of gemcitabine in metastatic nasopharyngeal cancer |
topic | Clinical |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2364147/ https://www.ncbi.nlm.nih.gov/pubmed/11953813 http://dx.doi.org/10.1038/sj.bjc.6600199 |
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