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Randomizing a clinical trial in neuro-degenerative disease

The paper studies randomization rules for a sequential two-treatment, two-site clinical trial in Parkinson’s disease. An important feature is that we have values of responses and five potential prognostic factors from a sample of 144 patients similar to those to be enrolled in the trial. Analysis of...

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Detalles Bibliográficos
Autores principales: Atkinson, Anthony C., Duarte, Belmiro P.M., Pedrosa, David J., van Munster, Marlena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10172741/
https://www.ncbi.nlm.nih.gov/pubmed/37180844
http://dx.doi.org/10.1016/j.conctc.2023.101140
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author Atkinson, Anthony C.
Duarte, Belmiro P.M.
Pedrosa, David J.
van Munster, Marlena
author_facet Atkinson, Anthony C.
Duarte, Belmiro P.M.
Pedrosa, David J.
van Munster, Marlena
author_sort Atkinson, Anthony C.
collection PubMed
description The paper studies randomization rules for a sequential two-treatment, two-site clinical trial in Parkinson’s disease. An important feature is that we have values of responses and five potential prognostic factors from a sample of 144 patients similar to those to be enrolled in the trial. Analysis of this sample provides a model for trial analysis. The comparison of allocation rules is made by simulation yielding measures of loss due to imbalance and of potential bias. A major novelty of the paper is the use of this sample, via a two-stage algorithm, to provide an empirical distribution of covariates for the simulation; sampling of a correlated multivariate normal distribution is followed by transformation to variables following the empirical marginal distributions. Six allocation rules are evaluated. The paper concludes with some comments on general aspects of the evaluation of such rules and provides a recommendation for two allocation rules, one for each site, depending on the target number of patients to be enrolled.
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spelling pubmed-101727412023-05-12 Randomizing a clinical trial in neuro-degenerative disease Atkinson, Anthony C. Duarte, Belmiro P.M. Pedrosa, David J. van Munster, Marlena Contemp Clin Trials Commun Research Paper The paper studies randomization rules for a sequential two-treatment, two-site clinical trial in Parkinson’s disease. An important feature is that we have values of responses and five potential prognostic factors from a sample of 144 patients similar to those to be enrolled in the trial. Analysis of this sample provides a model for trial analysis. The comparison of allocation rules is made by simulation yielding measures of loss due to imbalance and of potential bias. A major novelty of the paper is the use of this sample, via a two-stage algorithm, to provide an empirical distribution of covariates for the simulation; sampling of a correlated multivariate normal distribution is followed by transformation to variables following the empirical marginal distributions. Six allocation rules are evaluated. The paper concludes with some comments on general aspects of the evaluation of such rules and provides a recommendation for two allocation rules, one for each site, depending on the target number of patients to be enrolled. Elsevier 2023-04-20 /pmc/articles/PMC10172741/ /pubmed/37180844 http://dx.doi.org/10.1016/j.conctc.2023.101140 Text en © 2023 The Authors. Published by Elsevier Inc. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Paper
Atkinson, Anthony C.
Duarte, Belmiro P.M.
Pedrosa, David J.
van Munster, Marlena
Randomizing a clinical trial in neuro-degenerative disease
title Randomizing a clinical trial in neuro-degenerative disease
title_full Randomizing a clinical trial in neuro-degenerative disease
title_fullStr Randomizing a clinical trial in neuro-degenerative disease
title_full_unstemmed Randomizing a clinical trial in neuro-degenerative disease
title_short Randomizing a clinical trial in neuro-degenerative disease
title_sort randomizing a clinical trial in neuro-degenerative disease
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10172741/
https://www.ncbi.nlm.nih.gov/pubmed/37180844
http://dx.doi.org/10.1016/j.conctc.2023.101140
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