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Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula

In dose-finding clinical study, it is common that multiple endpoints are of interest. For instance, efficacy and toxicity endpoints are both primary in clinical trials. In this article, we propose a joint model for correlated efficacy-toxicity outcome constructed with Archimedean Copula, and extend...

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Detalles Bibliográficos
Autores principales: Tao, Yuxi, Liu, Junlin, Li, Zhihui, Lin, Jinguan, Lu, Tao, Yan, Fangrong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3827126/
https://www.ncbi.nlm.nih.gov/pubmed/24265719
http://dx.doi.org/10.1371/journal.pone.0078805
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author Tao, Yuxi
Liu, Junlin
Li, Zhihui
Lin, Jinguan
Lu, Tao
Yan, Fangrong
author_facet Tao, Yuxi
Liu, Junlin
Li, Zhihui
Lin, Jinguan
Lu, Tao
Yan, Fangrong
author_sort Tao, Yuxi
collection PubMed
description In dose-finding clinical study, it is common that multiple endpoints are of interest. For instance, efficacy and toxicity endpoints are both primary in clinical trials. In this article, we propose a joint model for correlated efficacy-toxicity outcome constructed with Archimedean Copula, and extend the continual reassessment method (CRM) to a bivariate trial design in which the optimal dose for phase III is based on both efficacy and toxicity. Specially, considering numerous cases that continuous and discrete outcomes are observed in drug study, we will extend our joint model to mixed correlated outcomes. We demonstrate through simulations that our algorithm based on Archimedean Copula model has excellent operating characteristics.
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spelling pubmed-38271262013-11-21 Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula Tao, Yuxi Liu, Junlin Li, Zhihui Lin, Jinguan Lu, Tao Yan, Fangrong PLoS One Research Article In dose-finding clinical study, it is common that multiple endpoints are of interest. For instance, efficacy and toxicity endpoints are both primary in clinical trials. In this article, we propose a joint model for correlated efficacy-toxicity outcome constructed with Archimedean Copula, and extend the continual reassessment method (CRM) to a bivariate trial design in which the optimal dose for phase III is based on both efficacy and toxicity. Specially, considering numerous cases that continuous and discrete outcomes are observed in drug study, we will extend our joint model to mixed correlated outcomes. We demonstrate through simulations that our algorithm based on Archimedean Copula model has excellent operating characteristics. Public Library of Science 2013-11-12 /pmc/articles/PMC3827126/ /pubmed/24265719 http://dx.doi.org/10.1371/journal.pone.0078805 Text en © 2013 Yan et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Tao, Yuxi
Liu, Junlin
Li, Zhihui
Lin, Jinguan
Lu, Tao
Yan, Fangrong
Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula
title Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula
title_full Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula
title_fullStr Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula
title_full_unstemmed Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula
title_short Dose-Finding Based on Bivariate Efficacy-Toxicity Outcome Using Archimedean Copula
title_sort dose-finding based on bivariate efficacy-toxicity outcome using archimedean copula
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3827126/
https://www.ncbi.nlm.nih.gov/pubmed/24265719
http://dx.doi.org/10.1371/journal.pone.0078805
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