Cargando…

Current status of Bayesian clinical trials for oncology, 2020

Bayesian methods had established a foothold in developing therapies in oncology trials. Methods: We identified clinical trials posted on the ClinicalTrials.gov database focused on Oncology trials with a Bayesian approach in their design. Differences in study characteristics such as design, study pha...

Descripción completa

Detalles Bibliográficos
Autores principales: Fors, Martha, González, Paloma
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7554365/
https://www.ncbi.nlm.nih.gov/pubmed/33083629
http://dx.doi.org/10.1016/j.conctc.2020.100658
_version_ 1783593759554928640
author Fors, Martha
González, Paloma
author_facet Fors, Martha
González, Paloma
author_sort Fors, Martha
collection PubMed
description Bayesian methods had established a foothold in developing therapies in oncology trials. Methods: We identified clinical trials posted on the ClinicalTrials.gov database focused on Oncology trials with a Bayesian approach in their design. Differences in study characteristics such as design, study phase, randomization, masking, purpose of study, main outcomes, gender, age and funding involvement according to Bayesian approach were assessed using Chi-squared or Fisher's exact tests. Results: We identified 225 studies with Bayesian components in their design addressing oncological diseases. The most common designs were Bayesian Toxicity Monitoring (26.4%), Model-based designs (36%) Model-assisted designs (8%). Statistical methods such as Bayesian logistic regression model (59.4%), Bayesian piecewise exponential survival regression (10.9%) and the Continual reassessment method (9.4%) were the most used. Conclusions: Bayesian trials are more common in the early phases of drug development specifically in phase II trials (43.6%). Cancer institutes or Hospitals funded most of the studies retrieved. This type of design has increased over time and represent an innovative means of increasing trial efficiency.
format Online
Article
Text
id pubmed-7554365
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-75543652020-10-19 Current status of Bayesian clinical trials for oncology, 2020 Fors, Martha González, Paloma Contemp Clin Trials Commun Article Bayesian methods had established a foothold in developing therapies in oncology trials. Methods: We identified clinical trials posted on the ClinicalTrials.gov database focused on Oncology trials with a Bayesian approach in their design. Differences in study characteristics such as design, study phase, randomization, masking, purpose of study, main outcomes, gender, age and funding involvement according to Bayesian approach were assessed using Chi-squared or Fisher's exact tests. Results: We identified 225 studies with Bayesian components in their design addressing oncological diseases. The most common designs were Bayesian Toxicity Monitoring (26.4%), Model-based designs (36%) Model-assisted designs (8%). Statistical methods such as Bayesian logistic regression model (59.4%), Bayesian piecewise exponential survival regression (10.9%) and the Continual reassessment method (9.4%) were the most used. Conclusions: Bayesian trials are more common in the early phases of drug development specifically in phase II trials (43.6%). Cancer institutes or Hospitals funded most of the studies retrieved. This type of design has increased over time and represent an innovative means of increasing trial efficiency. Elsevier 2020-10-01 /pmc/articles/PMC7554365/ /pubmed/33083629 http://dx.doi.org/10.1016/j.conctc.2020.100658 Text en © 2020 The Authors. Published by Elsevier Inc. http://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 Article
Fors, Martha
González, Paloma
Current status of Bayesian clinical trials for oncology, 2020
title Current status of Bayesian clinical trials for oncology, 2020
title_full Current status of Bayesian clinical trials for oncology, 2020
title_fullStr Current status of Bayesian clinical trials for oncology, 2020
title_full_unstemmed Current status of Bayesian clinical trials for oncology, 2020
title_short Current status of Bayesian clinical trials for oncology, 2020
title_sort current status of bayesian clinical trials for oncology, 2020
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7554365/
https://www.ncbi.nlm.nih.gov/pubmed/33083629
http://dx.doi.org/10.1016/j.conctc.2020.100658
work_keys_str_mv AT forsmartha currentstatusofbayesianclinicaltrialsforoncology2020
AT gonzalezpaloma currentstatusofbayesianclinicaltrialsforoncology2020