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A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching

In confirmatory cancer clinical trials, overall survival (OS) is normally a primary endpoint in the intention-to-treat (ITT) analysis under regulatory standards. After the tumor progresses, it is common that patients allocated to the control group switch to the experimental treatment, or another dru...

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Autores principales: Jiménez, José L., Niewczas, Julia, Bore, Alexander, Burman, Carl-Fredrik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8592474/
https://www.ncbi.nlm.nih.gov/pubmed/34780488
http://dx.doi.org/10.1371/journal.pone.0259178
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author Jiménez, José L.
Niewczas, Julia
Bore, Alexander
Burman, Carl-Fredrik
author_facet Jiménez, José L.
Niewczas, Julia
Bore, Alexander
Burman, Carl-Fredrik
author_sort Jiménez, José L.
collection PubMed
description In confirmatory cancer clinical trials, overall survival (OS) is normally a primary endpoint in the intention-to-treat (ITT) analysis under regulatory standards. After the tumor progresses, it is common that patients allocated to the control group switch to the experimental treatment, or another drug in the same class. Such treatment switching may dilute the relative efficacy of the new drug compared to the control group, leading to lower statistical power. It would be possible to decrease the estimation bias by shortening the follow-up period but this may lead to a loss of information and power. Instead we propose a modified weighted log-rank test (mWLR) that aims at balancing these factors by down-weighting events occurring when many patients have switched treatment. As the weighting should be pre-specified and the impact of treatment switching is unknown, we predict the hazard ratio function and use it to compute the weights of the mWLR. The method may incorporate information from previous trials regarding the potential hazard ratio function over time. We are motivated by the RECORD-1 trial of everolimus against placebo in patients with metastatic renal-cell carcinoma where almost 80% of the patients in the placebo group received everolimus after disease progression. Extensive simulations show that the new test gives considerably higher efficiency than the standard log-rank test in realistic scenarios.
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spelling pubmed-85924742021-11-16 A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching Jiménez, José L. Niewczas, Julia Bore, Alexander Burman, Carl-Fredrik PLoS One Research Article In confirmatory cancer clinical trials, overall survival (OS) is normally a primary endpoint in the intention-to-treat (ITT) analysis under regulatory standards. After the tumor progresses, it is common that patients allocated to the control group switch to the experimental treatment, or another drug in the same class. Such treatment switching may dilute the relative efficacy of the new drug compared to the control group, leading to lower statistical power. It would be possible to decrease the estimation bias by shortening the follow-up period but this may lead to a loss of information and power. Instead we propose a modified weighted log-rank test (mWLR) that aims at balancing these factors by down-weighting events occurring when many patients have switched treatment. As the weighting should be pre-specified and the impact of treatment switching is unknown, we predict the hazard ratio function and use it to compute the weights of the mWLR. The method may incorporate information from previous trials regarding the potential hazard ratio function over time. We are motivated by the RECORD-1 trial of everolimus against placebo in patients with metastatic renal-cell carcinoma where almost 80% of the patients in the placebo group received everolimus after disease progression. Extensive simulations show that the new test gives considerably higher efficiency than the standard log-rank test in realistic scenarios. Public Library of Science 2021-11-15 /pmc/articles/PMC8592474/ /pubmed/34780488 http://dx.doi.org/10.1371/journal.pone.0259178 Text en © 2021 Jiménez et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Jiménez, José L.
Niewczas, Julia
Bore, Alexander
Burman, Carl-Fredrik
A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
title A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
title_full A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
title_fullStr A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
title_full_unstemmed A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
title_short A modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
title_sort modified weighted log-rank test for confirmatory trials with a high proportion of treatment switching
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8592474/
https://www.ncbi.nlm.nih.gov/pubmed/34780488
http://dx.doi.org/10.1371/journal.pone.0259178
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