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To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework
Multiarm clinical trials, which compare several experimental treatments against control, are frequently recommended due to their efficiency gain. In practise, all potential treatments may not be ready to be tested in a phase II/III trial at the same time. It has become appealing to allow new treatme...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6619445/ https://www.ncbi.nlm.nih.gov/pubmed/31115078 http://dx.doi.org/10.1002/sim.8194 |
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author | Lee, Kim May Wason, James Stallard, Nigel |
author_facet | Lee, Kim May Wason, James Stallard, Nigel |
author_sort | Lee, Kim May |
collection | PubMed |
description | Multiarm clinical trials, which compare several experimental treatments against control, are frequently recommended due to their efficiency gain. In practise, all potential treatments may not be ready to be tested in a phase II/III trial at the same time. It has become appealing to allow new treatment arms to be added into on‐going clinical trials using a “platform” trial approach. To the best of our knowledge, many aspects of when to add arms to an existing trial have not been explored in the literature. Most works on adding arm(s) assume that a new arm is opened whenever a new treatment becomes available. This strategy may prolong the overall duration of a study or cause reduction in marginal power for each hypothesis if the adaptation is not well accommodated. Within a two‐stage trial setting, we propose a decision‐theoretic framework to investigate when to add or not to add a new treatment arm based on the observed stage one treatment responses. To account for different prospect of multiarm studies, we define utility in two different ways; one for a trial that aims to maximise the number of rejected hypotheses; the other for a trial that would declare a success when at least one hypothesis is rejected from the study. Our framework shows that it is not always optimal to add a new treatment arm to an existing trial. We illustrate a case study by considering a completed trial on knee osteoarthritis. |
format | Online Article Text |
id | pubmed-6619445 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-66194452019-07-22 To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework Lee, Kim May Wason, James Stallard, Nigel Stat Med Research Articles Multiarm clinical trials, which compare several experimental treatments against control, are frequently recommended due to their efficiency gain. In practise, all potential treatments may not be ready to be tested in a phase II/III trial at the same time. It has become appealing to allow new treatment arms to be added into on‐going clinical trials using a “platform” trial approach. To the best of our knowledge, many aspects of when to add arms to an existing trial have not been explored in the literature. Most works on adding arm(s) assume that a new arm is opened whenever a new treatment becomes available. This strategy may prolong the overall duration of a study or cause reduction in marginal power for each hypothesis if the adaptation is not well accommodated. Within a two‐stage trial setting, we propose a decision‐theoretic framework to investigate when to add or not to add a new treatment arm based on the observed stage one treatment responses. To account for different prospect of multiarm studies, we define utility in two different ways; one for a trial that aims to maximise the number of rejected hypotheses; the other for a trial that would declare a success when at least one hypothesis is rejected from the study. Our framework shows that it is not always optimal to add a new treatment arm to an existing trial. We illustrate a case study by considering a completed trial on knee osteoarthritis. John Wiley and Sons Inc. 2019-05-21 2019-08-15 /pmc/articles/PMC6619445/ /pubmed/31115078 http://dx.doi.org/10.1002/sim.8194 Text en © 2019 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Lee, Kim May Wason, James Stallard, Nigel To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework |
title | To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework |
title_full | To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework |
title_fullStr | To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework |
title_full_unstemmed | To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework |
title_short | To add or not to add a new treatment arm to a multiarm study: A decision‐theoretic framework |
title_sort | to add or not to add a new treatment arm to a multiarm study: a decision‐theoretic framework |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6619445/ https://www.ncbi.nlm.nih.gov/pubmed/31115078 http://dx.doi.org/10.1002/sim.8194 |
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