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: | 0.9-1 |
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: | 2025-03-17 |
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 |
CRAN checks: | OncoBayes2 results |
Reference manual: | OncoBayes2.pdf |
Vignettes: |
Guiding Oncology Dose-Escalation Trials (source, R code) MAP approach to historical data (source, R code) |
Package source: | OncoBayes2_0.9-1.tar.gz |
Windows binaries: | r-devel: OncoBayes2_0.9-1.zip, r-release: OncoBayes2_0.9-0.zip, r-oldrel: OncoBayes2_0.9-0.zip |
macOS binaries: | r-devel (arm64): OncoBayes2_0.9-1.tgz, r-release (arm64): OncoBayes2_0.9-1.tgz, r-oldrel (arm64): OncoBayes2_0.8-9.tgz, r-devel (x86_64): OncoBayes2_0.9-1.tgz, r-release (x86_64): OncoBayes2_0.9-1.tgz, r-oldrel (x86_64): OncoBayes2_0.9-0.tgz |
Old sources: | OncoBayes2 archive |
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