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Familywise error rate control for block response-adaptive randomization
Response-adaptive randomization allows the probabilities of allocating patients to treatments in a clinical trial to change based on the previously observed response data, in order to achieve different experimental goals. One concern over the use of such designs in practice, particularly from a regu...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10394397/ https://www.ncbi.nlm.nih.gov/pubmed/37021480 http://dx.doi.org/10.1177/09622802231167437 |
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author | Glimm, Ekkehard Robertson, David S |
author_facet | Glimm, Ekkehard Robertson, David S |
author_sort | Glimm, Ekkehard |
collection | PubMed |
description | Response-adaptive randomization allows the probabilities of allocating patients to treatments in a clinical trial to change based on the previously observed response data, in order to achieve different experimental goals. One concern over the use of such designs in practice, particularly from a regulatory viewpoint, is controlling the type I error rate. To address this, Robertson and Wason (Biometrics, 2019) proposed methodology that guarantees familywise error rate control for a large class of response-adaptive designs by re-weighting the usual [Formula: see text] -test statistic. In this article, we propose an improvement of their method that is conceptually simpler, in the context where patients are allocated to the experimental treatment arms in a trial in blocks (i.e. groups) using response-adaptive randomization. We show the modified method guarantees that there will never be negative weights for the contribution of each block of data to the adjusted test statistics, and can also provide a substantial power advantage in practice. |
format | Online Article Text |
id | pubmed-10394397 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-103943972023-08-03 Familywise error rate control for block response-adaptive randomization Glimm, Ekkehard Robertson, David S Stat Methods Med Res Original Research Articles Response-adaptive randomization allows the probabilities of allocating patients to treatments in a clinical trial to change based on the previously observed response data, in order to achieve different experimental goals. One concern over the use of such designs in practice, particularly from a regulatory viewpoint, is controlling the type I error rate. To address this, Robertson and Wason (Biometrics, 2019) proposed methodology that guarantees familywise error rate control for a large class of response-adaptive designs by re-weighting the usual [Formula: see text] -test statistic. In this article, we propose an improvement of their method that is conceptually simpler, in the context where patients are allocated to the experimental treatment arms in a trial in blocks (i.e. groups) using response-adaptive randomization. We show the modified method guarantees that there will never be negative weights for the contribution of each block of data to the adjusted test statistics, and can also provide a substantial power advantage in practice. SAGE Publications 2023-04-06 2023-06 /pmc/articles/PMC10394397/ /pubmed/37021480 http://dx.doi.org/10.1177/09622802231167437 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Research Articles Glimm, Ekkehard Robertson, David S Familywise error rate control for block response-adaptive randomization |
title | Familywise error rate control for block response-adaptive randomization |
title_full | Familywise error rate control for block response-adaptive randomization |
title_fullStr | Familywise error rate control for block response-adaptive randomization |
title_full_unstemmed | Familywise error rate control for block response-adaptive randomization |
title_short | Familywise error rate control for block response-adaptive randomization |
title_sort | familywise error rate control for block response-adaptive randomization |
topic | Original Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10394397/ https://www.ncbi.nlm.nih.gov/pubmed/37021480 http://dx.doi.org/10.1177/09622802231167437 |
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