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debest (version 0.1.0)

Duration Estimation for Biomarker Enrichment Studies and Trials

Description

A general framework using mixture Weibull distributions to accurately predict biomarker-guided trial duration accounting for heterogeneous population. Extensive simulations are performed to evaluate the impact of heterogeneous population and the dynamics of biomarker characteristics and disease on the study duration. Several influential parameters including median survival time, enrollment rate, biomarker prevalence and effect size are identified. Efficiency gains of biomarker-guided trials can be quantitatively compared to the traditional all-comers design. For reference, see Zhang et al. (2024) .

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Install

install.packages('debest')

Monthly Downloads

137

Version

0.1.0

License

GPL-2

Maintainer

Hong Zhang

Last Published

January 10th, 2024

Functions in debest (0.1.0)

calcDuration

Calculate the study duration based on Weibull distributions.
getBeta

Estimate parameters of the distribution of a*Beta(1, b) .
getWeilbull

Estimate parameters of the Weibull survival distributions for each subgroup.
dat_udca

A derived biomarker dataset from a trial of usrodeoxycholic acid