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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Main Authors: Jay JH. Park, Ofir Harari, Louis Dron, Edward J. Mills, Kristian Thorlund
Format: Article
Language:English
Published: Elsevier 2019-09-01
Series:Contemporary Clinical Trials Communications
Online Access:http://www.sciencedirect.com/science/article/pii/S2451865419300912
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spelling doaj-a0108c84b59c45319ac2b35c7a6b7ad92020-11-25T01:32:14ZengElsevierContemporary Clinical Trials Communications2451-86542019-09-0115Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trialsJay JH. Park0Ofir Harari1Louis Dron2Edward J. Mills3Kristian Thorlund4Experimental Medicine, Department of Medicine, University of British Columbia, Vancouver, BC, Canada; MTEK Sciences, Vancouver, BC, Canada; Corresponding author. Vancouver General Hospital (VGH) Research, Pavilion 575West 10th Avenue, Vancouver, BC, V5Z 1L8, Canada.MTEK Sciences, Vancouver, BC, CanadaMTEK Sciences, Vancouver, BC, CanadaMTEK Sciences, Vancouver, BC, Canada; Department of Health Research Methodology, Evidence, and Impact, McMaster University, Hamilton, ON, CanadaMTEK Sciences, Vancouver, BC, Canada; Department of Health Research Methodology, Evidence, and Impact, McMaster University, Hamilton, ON, CanadaRecent 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/). Keywords: Biomarker-guided trials, Phase II trials, Simon's two-stage design, Biomarker test accuracyhttp://www.sciencedirect.com/science/article/pii/S2451865419300912
collection DOAJ
language English
format Article
sources DOAJ
author Jay JH. Park
Ofir Harari
Louis Dron
Edward J. Mills
Kristian Thorlund
spellingShingle Jay JH. Park
Ofir Harari
Louis Dron
Edward J. Mills
Kristian Thorlund
Effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
Contemporary Clinical Trials Communications
author_facet Jay JH. Park
Ofir Harari
Louis Dron
Edward J. Mills
Kristian Thorlund
author_sort Jay JH. Park
title 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_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_sort effects of biomarker diagnostic accuracy on biomarker-guided phase 2 trials
publisher Elsevier
series Contemporary Clinical Trials Communications
issn 2451-8654
publishDate 2019-09-01
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/). Keywords: Biomarker-guided trials, Phase II trials, Simon's two-stage design, Biomarker test accuracy
url http://www.sciencedirect.com/science/article/pii/S2451865419300912
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