Cargando…
A novel model of the continual reassessment method in Phase I trial
For the model-based designs, the continual reassessment method (CRM) is widely used to identify the maximum tolerated dose (MTD) in phase I clinical trials. To improve the performance of classic CRM models, we propose a new CRM and its dose-toxicity probability function based on the Cox model whatev...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10050314/ https://www.ncbi.nlm.nih.gov/pubmed/36977709 http://dx.doi.org/10.1038/s41598-023-28148-4 |
_version_ | 1785014623049613312 |
---|---|
author | Zhang, Weijia Lei, Wanni Zhu, Xiaojun |
author_facet | Zhang, Weijia Lei, Wanni Zhu, Xiaojun |
author_sort | Zhang, Weijia |
collection | PubMed |
description | For the model-based designs, the continual reassessment method (CRM) is widely used to identify the maximum tolerated dose (MTD) in phase I clinical trials. To improve the performance of classic CRM models, we propose a new CRM and its dose-toxicity probability function based on the Cox model whatever the treatment response is immediately observed or delayed. In the process of dose-finding trial, we can use our model in situations when either the response is delayed or not and can derive the likelihood function and posterior mean toxicity probabilities to find the MTD. Simulation is carried out to evaluate the performance of the proposed model with the classic CRM models. We also evaluate the operating characteristics of the proposed model by the Efficiency, Accuracy, Reliability, and Safety (EARS) criteria. |
format | Online Article Text |
id | pubmed-10050314 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-100503142023-03-30 A novel model of the continual reassessment method in Phase I trial Zhang, Weijia Lei, Wanni Zhu, Xiaojun Sci Rep Article For the model-based designs, the continual reassessment method (CRM) is widely used to identify the maximum tolerated dose (MTD) in phase I clinical trials. To improve the performance of classic CRM models, we propose a new CRM and its dose-toxicity probability function based on the Cox model whatever the treatment response is immediately observed or delayed. In the process of dose-finding trial, we can use our model in situations when either the response is delayed or not and can derive the likelihood function and posterior mean toxicity probabilities to find the MTD. Simulation is carried out to evaluate the performance of the proposed model with the classic CRM models. We also evaluate the operating characteristics of the proposed model by the Efficiency, Accuracy, Reliability, and Safety (EARS) criteria. Nature Publishing Group UK 2023-03-28 /pmc/articles/PMC10050314/ /pubmed/36977709 http://dx.doi.org/10.1038/s41598-023-28148-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/) . |
spellingShingle | Article Zhang, Weijia Lei, Wanni Zhu, Xiaojun A novel model of the continual reassessment method in Phase I trial |
title | A novel model of the continual reassessment method in Phase I trial |
title_full | A novel model of the continual reassessment method in Phase I trial |
title_fullStr | A novel model of the continual reassessment method in Phase I trial |
title_full_unstemmed | A novel model of the continual reassessment method in Phase I trial |
title_short | A novel model of the continual reassessment method in Phase I trial |
title_sort | novel model of the continual reassessment method in phase i trial |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10050314/ https://www.ncbi.nlm.nih.gov/pubmed/36977709 http://dx.doi.org/10.1038/s41598-023-28148-4 |
work_keys_str_mv | AT zhangweijia anovelmodelofthecontinualreassessmentmethodinphaseitrial AT leiwanni anovelmodelofthecontinualreassessmentmethodinphaseitrial AT zhuxiaojun anovelmodelofthecontinualreassessmentmethodinphaseitrial AT zhangweijia novelmodelofthecontinualreassessmentmethodinphaseitrial AT leiwanni novelmodelofthecontinualreassessmentmethodinphaseitrial AT zhuxiaojun novelmodelofthecontinualreassessmentmethodinphaseitrial |