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Practical basket design for binary outcomes with control of family-wise error rate
BACKGROUND: A basket trial is a type of clinical trial in which eligibility is based on the presence of specific molecular characteristics across subpopulations with different cancer types. The existing basket designs with Bayesian hierarchical models often improve the efficiency of evaluating thera...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9972792/ https://www.ncbi.nlm.nih.gov/pubmed/36849940 http://dx.doi.org/10.1186/s12874-023-01872-1 |
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author | Asano, Junichi Sato, Hiroyuki Hirakawa, Akihiro |
author_facet | Asano, Junichi Sato, Hiroyuki Hirakawa, Akihiro |
author_sort | Asano, Junichi |
collection | PubMed |
description | BACKGROUND: A basket trial is a type of clinical trial in which eligibility is based on the presence of specific molecular characteristics across subpopulations with different cancer types. The existing basket designs with Bayesian hierarchical models often improve the efficiency of evaluating therapeutic effects; however, these models calibrate the type I error rate based on the results of simulation studies under various selected scenarios. The theoretical control of family-wise error rate (FWER) is important for decision-making regarding drug approval. METHODS: In this study, we propose a new Bayesian two-stage design with one interim analysis for controlling FWER at the target level, along with the formulations of type I and II error rates. Since the difficulty lies in the complexity of the theoretical formulation of the type I error rate, we devised the simulation-based method to approximate the type I error rate. RESULTS: The proposed design enabled adjustment of the cutoff value to control the FWER at the target value in the final analysis. The simulation studies demonstrated that the proposed design can be used to control the well-approximated FWER below the target value even in situations where the number of enrolled patients differed among subpopulations. CONCLUSIONS: The accrual number of patients is sometimes unable to reach the pre-defined value; therefore, existing basket designs may not ensure defined operating characteristics before beginning the trial. The proposed design that enables adjustment of the cutoff value to control FWER at the target value based on the results in the final analysis would be a better alternative. |
format | Online Article Text |
id | pubmed-9972792 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-99727922023-03-01 Practical basket design for binary outcomes with control of family-wise error rate Asano, Junichi Sato, Hiroyuki Hirakawa, Akihiro BMC Med Res Methodol Research BACKGROUND: A basket trial is a type of clinical trial in which eligibility is based on the presence of specific molecular characteristics across subpopulations with different cancer types. The existing basket designs with Bayesian hierarchical models often improve the efficiency of evaluating therapeutic effects; however, these models calibrate the type I error rate based on the results of simulation studies under various selected scenarios. The theoretical control of family-wise error rate (FWER) is important for decision-making regarding drug approval. METHODS: In this study, we propose a new Bayesian two-stage design with one interim analysis for controlling FWER at the target level, along with the formulations of type I and II error rates. Since the difficulty lies in the complexity of the theoretical formulation of the type I error rate, we devised the simulation-based method to approximate the type I error rate. RESULTS: The proposed design enabled adjustment of the cutoff value to control the FWER at the target value in the final analysis. The simulation studies demonstrated that the proposed design can be used to control the well-approximated FWER below the target value even in situations where the number of enrolled patients differed among subpopulations. CONCLUSIONS: The accrual number of patients is sometimes unable to reach the pre-defined value; therefore, existing basket designs may not ensure defined operating characteristics before beginning the trial. The proposed design that enables adjustment of the cutoff value to control FWER at the target value based on the results in the final analysis would be a better alternative. BioMed Central 2023-02-27 /pmc/articles/PMC9972792/ /pubmed/36849940 http://dx.doi.org/10.1186/s12874-023-01872-1 Text en © The Author(s) 2023 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 Asano, Junichi Sato, Hiroyuki Hirakawa, Akihiro Practical basket design for binary outcomes with control of family-wise error rate |
title | Practical basket design for binary outcomes with control of family-wise error rate |
title_full | Practical basket design for binary outcomes with control of family-wise error rate |
title_fullStr | Practical basket design for binary outcomes with control of family-wise error rate |
title_full_unstemmed | Practical basket design for binary outcomes with control of family-wise error rate |
title_short | Practical basket design for binary outcomes with control of family-wise error rate |
title_sort | practical basket design for binary outcomes with control of family-wise error rate |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9972792/ https://www.ncbi.nlm.nih.gov/pubmed/36849940 http://dx.doi.org/10.1186/s12874-023-01872-1 |
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