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An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials
BACKGROUND: With the emergence of molecularly targeted agents and immunotherapies, the landscape of phase I trials in oncology has been changed. Though these new therapeutic agents are very likely induce multiple low- or moderate-grade toxicities instead of DLT, most of the existing phase I trial de...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8667395/ https://www.ncbi.nlm.nih.gov/pubmed/34895153 http://dx.doi.org/10.1186/s12874-021-01455-y |
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author | Mu, Rongji Hu, Zongliang Xu, Guoying Pan, Haitao |
author_facet | Mu, Rongji Hu, Zongliang Xu, Guoying Pan, Haitao |
author_sort | Mu, Rongji |
collection | PubMed |
description | BACKGROUND: With the emergence of molecularly targeted agents and immunotherapies, the landscape of phase I trials in oncology has been changed. Though these new therapeutic agents are very likely induce multiple low- or moderate-grade toxicities instead of DLT, most of the existing phase I trial designs account for the binary toxicity outcomes. Motivated by a pediatric phase I trial of solid tumor with a continuous outcome, we propose an adaptive generalized Bayesian optimal interval design with shrinkage boundaries, gBOINS, which can account for continuous, toxicity grades endpoints and regard the conventional binary endpoint as a special case. RESULT: The proposed gBOINS design enjoys convergence properties, e.g., the induced interval shrinks to the toxicity target and the recommended dose converges to the true maximum tolerated dose with increased sample size. CONCLUSION: The proposed gBOINS design is transparent and simple to implement. We show that the gBOINS design has the desirable finite property of coherence and large-sample property of consistency. Numerical studies show that the proposed gBOINS design yields good performance and is comparable with or superior to the competing design. |
format | Online Article Text |
id | pubmed-8667395 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-86673952021-12-13 An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials Mu, Rongji Hu, Zongliang Xu, Guoying Pan, Haitao BMC Med Res Methodol Article BACKGROUND: With the emergence of molecularly targeted agents and immunotherapies, the landscape of phase I trials in oncology has been changed. Though these new therapeutic agents are very likely induce multiple low- or moderate-grade toxicities instead of DLT, most of the existing phase I trial designs account for the binary toxicity outcomes. Motivated by a pediatric phase I trial of solid tumor with a continuous outcome, we propose an adaptive generalized Bayesian optimal interval design with shrinkage boundaries, gBOINS, which can account for continuous, toxicity grades endpoints and regard the conventional binary endpoint as a special case. RESULT: The proposed gBOINS design enjoys convergence properties, e.g., the induced interval shrinks to the toxicity target and the recommended dose converges to the true maximum tolerated dose with increased sample size. CONCLUSION: The proposed gBOINS design is transparent and simple to implement. We show that the gBOINS design has the desirable finite property of coherence and large-sample property of consistency. Numerical studies show that the proposed gBOINS design yields good performance and is comparable with or superior to the competing design. BioMed Central 2021-12-13 /pmc/articles/PMC8667395/ /pubmed/34895153 http://dx.doi.org/10.1186/s12874-021-01455-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Article Mu, Rongji Hu, Zongliang Xu, Guoying Pan, Haitao An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials |
title | An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials |
title_full | An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials |
title_fullStr | An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials |
title_full_unstemmed | An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials |
title_short | An adaptive gBOIN design with shrinkage boundaries for phase I dose-finding trials |
title_sort | adaptive gboin design with shrinkage boundaries for phase i dose-finding trials |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8667395/ https://www.ncbi.nlm.nih.gov/pubmed/34895153 http://dx.doi.org/10.1186/s12874-021-01455-y |
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