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Interpreting a Bayesian phase II futility clinical trial
BACKGROUND: A resurgence of research into phase II trial design in the mid-2000s led to the use of futility designs in a wide variety of disease areas. Phase II futility studies differ from efficacy studies in that their null hypothesis is that treatment, relative to control, does not meet or exceed...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9682669/ https://www.ncbi.nlm.nih.gov/pubmed/36414953 http://dx.doi.org/10.1186/s13063-022-06877-7 |
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author | Beall, Jonathan Cassarly, Christy Martin, Renee |
author_facet | Beall, Jonathan Cassarly, Christy Martin, Renee |
author_sort | Beall, Jonathan |
collection | PubMed |
description | BACKGROUND: A resurgence of research into phase II trial design in the mid-2000s led to the use of futility designs in a wide variety of disease areas. Phase II futility studies differ from efficacy studies in that their null hypothesis is that treatment, relative to control, does not meet or exceed the level of benefit required to justify additional study. A rejection of the null hypothesis indicates that the treatment should not proceed to a larger confirmatory trial. METHODS: Bayesian approaches to the design of phase II futility clinical trials are presented and allow for the quantification of key probabilities, such as the predictive probability of current trial success or even the predictive probability of a future trial’s success. RESULTS: We provide an illustration of the design and interpretation of a phase II futility study constructed in a Bayesian framework. We focus on the operating characteristics of our motivating trial based on a simulation study, as well as the general interpretation of trial outcomes, type I, and type II errors in this framework. CONCLUSIONS: Phase II futility clinical trials, when designed under in a Bayesian framework, offer an alternative approach to the design of mid-phase studies which provide unique benefits relative to trials designed in a frequentist framework and designs which focus on treatment efficacy. |
format | Online Article Text |
id | pubmed-9682669 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-96826692022-11-24 Interpreting a Bayesian phase II futility clinical trial Beall, Jonathan Cassarly, Christy Martin, Renee Trials Research BACKGROUND: A resurgence of research into phase II trial design in the mid-2000s led to the use of futility designs in a wide variety of disease areas. Phase II futility studies differ from efficacy studies in that their null hypothesis is that treatment, relative to control, does not meet or exceed the level of benefit required to justify additional study. A rejection of the null hypothesis indicates that the treatment should not proceed to a larger confirmatory trial. METHODS: Bayesian approaches to the design of phase II futility clinical trials are presented and allow for the quantification of key probabilities, such as the predictive probability of current trial success or even the predictive probability of a future trial’s success. RESULTS: We provide an illustration of the design and interpretation of a phase II futility study constructed in a Bayesian framework. We focus on the operating characteristics of our motivating trial based on a simulation study, as well as the general interpretation of trial outcomes, type I, and type II errors in this framework. CONCLUSIONS: Phase II futility clinical trials, when designed under in a Bayesian framework, offer an alternative approach to the design of mid-phase studies which provide unique benefits relative to trials designed in a frequentist framework and designs which focus on treatment efficacy. BioMed Central 2022-11-22 /pmc/articles/PMC9682669/ /pubmed/36414953 http://dx.doi.org/10.1186/s13063-022-06877-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Beall, Jonathan Cassarly, Christy Martin, Renee Interpreting a Bayesian phase II futility clinical trial |
title | Interpreting a Bayesian phase II futility clinical trial |
title_full | Interpreting a Bayesian phase II futility clinical trial |
title_fullStr | Interpreting a Bayesian phase II futility clinical trial |
title_full_unstemmed | Interpreting a Bayesian phase II futility clinical trial |
title_short | Interpreting a Bayesian phase II futility clinical trial |
title_sort | interpreting a bayesian phase ii futility clinical trial |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9682669/ https://www.ncbi.nlm.nih.gov/pubmed/36414953 http://dx.doi.org/10.1186/s13063-022-06877-7 |
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