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...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2019-09-01
|
Series: | Contemporary Clinical Trials Communications |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2451865419300912 |
id |
doaj-a0108c84b59c45319ac2b35c7a6b7ad9 |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT jayjhpark effectsofbiomarkerdiagnosticaccuracyonbiomarkerguidedphase2trials AT ofirharari effectsofbiomarkerdiagnosticaccuracyonbiomarkerguidedphase2trials AT louisdron effectsofbiomarkerdiagnosticaccuracyonbiomarkerguidedphase2trials AT edwardjmills effectsofbiomarkerdiagnosticaccuracyonbiomarkerguidedphase2trials AT kristianthorlund effectsofbiomarkerdiagnosticaccuracyonbiomarkerguidedphase2trials |
_version_ |
1725082419591118848 |