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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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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. |
format | Online Article Text |
id | pubmed-10172741 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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