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OncoBayes2: Bayesian Logistic Regression for Oncology Dose-Escalation Trials

Bayesian logistic regression model with optional EXchangeability-NonEXchangeability parameter modelling for flexible borrowing from historical or concurrent data-sources. The safety model can guide dose-escalation decisions for adaptive oncology Phase I dose-escalation trials which involve an arbitrary number of drugs. Please refer to Neuenschwander et al. (2008) <doi:10.1002/sim.3230> and Neuenschwander et al. (2016) <doi:10.1080/19466315.2016.1174149> for details on the methodology.

Version:0.9-3
Depends:R (≥ 3.5.0),RBesT (≥ 1.8-0)
Imports:methods,Rcpp (≥ 0.12.0),RcppParallel (≥ 5.0.1),rstan (≥2.32.0),rstantools (≥ 2.4.0),posterior (≥ 1.5.0),assertthat (≥ 0.2.1),checkmate,Formula,bayesplot (≥1.4.0),ggplot2 (≥ 3.0.0),dplyr (≥ 1.1.0),tibble,tidyr (≥1.0.0),abind,scales,rlang (≥ 0.3.0),tidyselect, utils, stats,matrixStats,brms,lifecycle, grDevices
LinkingTo:BH (≥ 1.75.0),Rcpp (≥ 0.12.0),RcppEigen (≥ 0.3.3.3.0),RcppParallel (≥ 5.0.1),rstan (≥ 2.32.0),StanHeaders (≥2.32.0)
Suggests:rmarkdown,knitr,testthat (≥ 2.0.0),withr,mvtnorm,vdiffr, cmdstanr (≥ 0.4.0),ragg
Published:2025-04-25
DOI:10.32614/CRAN.package.OncoBayes2
Author:Novartis Pharma AG [cph], Sebastian Weber [aut, cre], Lukas A. Widmer [aut], Andrew Bean [aut], Trustees of Columbia University [cph] (R/stanmodels.R, configure, configure.win)
Maintainer:Sebastian Weber <sebastian.weber at novartis.com>
License:GPL (≥ 3)
NeedsCompilation:yes
SystemRequirements:GNU make, pandoc (>= 1.12.3), pngquant, C++17
Additional_repositories:https://mc-stan.org/r-packages/
Materials:NEWS
In views:ClinicalTrials
CRAN checks:OncoBayes2 results

Documentation:

Reference manual:OncoBayes2.html ,OncoBayes2.pdf
Vignettes:Guiding Oncology Dose-Escalation Trials (source,R code)
MAP approach to historical data (source,R code)

Downloads:

Package source: OncoBayes2_0.9-3.tar.gz
Windows binaries: r-devel:OncoBayes2_0.9-3.zip, r-release:OncoBayes2_0.9-3.zip, r-oldrel:OncoBayes2_0.9-3.zip
macOS binaries: r-release (arm64):OncoBayes2_0.9-3.tgz, r-oldrel (arm64):OncoBayes2_0.9-3.tgz, r-release (x86_64):OncoBayes2_0.9-3.tgz, r-oldrel (x86_64):OncoBayes2_0.9-3.tgz
Old sources: OncoBayes2 archive

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=OncoBayes2to link to this page.


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