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Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials

Recent advancements in genomics have attracted attention towards biomarker-guided trials. These trials aim to identify therapies that target diseases based on their genetic profile, and are especially common in cancer research. Careful incorporation of biomarkers in phase II studies is critical to t...

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Autores principales: Park, Jay JH., Harari, Ofir, Dron, Louis, Mills, Edward J., Thorlund, Kristian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6595080/
https://www.ncbi.nlm.nih.gov/pubmed/31294127
http://dx.doi.org/10.1016/j.conctc.2019.100396
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author Park, Jay JH.
Harari, Ofir
Dron, Louis
Mills, Edward J.
Thorlund, Kristian
author_facet Park, Jay JH.
Harari, Ofir
Dron, Louis
Mills, Edward J.
Thorlund, Kristian
author_sort Park, Jay JH.
collection PubMed
description Recent advancements in genomics have attracted attention towards biomarker-guided trials. These trials aim to identify therapies that target diseases based on their genetic profile, and are especially common in cancer research. Careful incorporation of biomarkers in phase II studies is critical to the selection of candidates for further phase III investigation. This short communication focuses on problems of biomarker test accuracy in biomarker-guided trials. We assessed how diagnostic accuracy of biomarker tests affects type I error rate, statistical power, and sample size requirements of single-arm biomarker-guided trials. In particular, we report how false positive rates (FPRs) of biomarker tests reduce statistical power and type I error for Simon's two-stage design, and the degree of sample size correction required to achieve pre-specified power and type I error with varying FPRs. This was done using a case study based on a previous biomarker-guided single-arm trial that was designed with an assumed tumor response rate of 10% under the null hypothesis and 40% for the alternative hypothesis for the mutant group for 5% type I error and 90% power. With varying FPRs of biomarker tests, we considered two scenarios in which the response rate for the wild-type group was assumed to be lower than the response rate for the mutant group at 5% and 10%. We also developed a simple open-source online trial planner for future investigators to use for their biomarker-guided phase II trials (https://mtek.shinyapps.io/Biomarker_Trial_Planner/).
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spelling pubmed-65950802019-07-10 Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials Park, Jay JH. Harari, Ofir Dron, Louis Mills, Edward J. Thorlund, Kristian Contemp Clin Trials Commun Article Recent advancements in genomics have attracted attention towards biomarker-guided trials. These trials aim to identify therapies that target diseases based on their genetic profile, and are especially common in cancer research. Careful incorporation of biomarkers in phase II studies is critical to the selection of candidates for further phase III investigation. This short communication focuses on problems of biomarker test accuracy in biomarker-guided trials. We assessed how diagnostic accuracy of biomarker tests affects type I error rate, statistical power, and sample size requirements of single-arm biomarker-guided trials. In particular, we report how false positive rates (FPRs) of biomarker tests reduce statistical power and type I error for Simon's two-stage design, and the degree of sample size correction required to achieve pre-specified power and type I error with varying FPRs. This was done using a case study based on a previous biomarker-guided single-arm trial that was designed with an assumed tumor response rate of 10% under the null hypothesis and 40% for the alternative hypothesis for the mutant group for 5% type I error and 90% power. With varying FPRs of biomarker tests, we considered two scenarios in which the response rate for the wild-type group was assumed to be lower than the response rate for the mutant group at 5% and 10%. We also developed a simple open-source online trial planner for future investigators to use for their biomarker-guided phase II trials (https://mtek.shinyapps.io/Biomarker_Trial_Planner/). Elsevier 2019-06-14 /pmc/articles/PMC6595080/ /pubmed/31294127 http://dx.doi.org/10.1016/j.conctc.2019.100396 Text en © 2019 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Park, Jay JH.
Harari, Ofir
Dron, Louis
Mills, Edward J.
Thorlund, Kristian
Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
title Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
title_full Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
title_fullStr Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
title_full_unstemmed Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
title_short Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
title_sort effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6595080/
https://www.ncbi.nlm.nih.gov/pubmed/31294127
http://dx.doi.org/10.1016/j.conctc.2019.100396
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