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Description

Simulate, Evaluate, and Analyze Dose Finding Trials with Bayesian MCPMod.

Bayesian MCPMod (Fleischer et al. (2022) <doi:10.1002/pst.2193>) is an innovative method that improves the traditional MCPMod by systematically incorporating historical data, such as previous placebo group data. This R package offers functions for simulating, analyzing, and evaluating Bayesian MCPMod trials with normally distributed endpoints. It enables the assessment of trial designs incorporating historical data across various true dose-response relationships and sample sizes. Robust mixture prior distributions, such as those derived with the Meta-Analytic-Predictive approach (Schmidli et al. (2014) <doi:10.1111/biom.12242>), can be specified for each dose group. Resulting mixture posterior distributions are used in the Bayesian Multiple Comparison Procedure and modeling steps. The modeling step also includes a weighted model averaging approach (Pinheiro et al. (2014) <doi:10.1002/sim.6052>). Estimated dose-response relationships can be bootstrapped and visualized.

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The {BayesianMCPmod} package

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Installation

The development version can be installed from this repository.

# install.packages("remotes")
remotes::install_github("https://github.com/Boehringer-Ingelheim/BayesianMCPmod")

Documentation

The package documentation is hosted here.

Contributing

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Metadata

Version

1.0.1

License

Unknown

Platforms (77)

    Darwin
    FreeBSD
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