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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...

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Autores principales: Glimm, Ekkehard, Robertson, David S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2023
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.
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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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