Package: IntegMultiReg
Title: Integrative Bayesian Multiple Regression for Multi-Platform
        Biomarkers
Version: 0.1.3
Authors@R: c(
    person("Sinian", "Zhang", email = "zhan9381@umn.edu",
           role = "aut"),
    person("Jianfeng", "Wang", email = "wan01188@umn.edu",
           role = "aut"),
    person("Thierry", "Chekouo", email = "tchekouo@umn.edu",
           role = c("aut", "cre"),
           comment = c(ORCID = "0000-0002-3594-9182")))
Description: A Bayesian framework that integrates several regression
        models to identify a parsimonious set of biomarkers shared
        across disparate data platforms (for example genomic,
        transcriptomic and proteomic assays). Subjects are partitioned
        into subgroups defined by their pattern of platform
        availability, so that no subject with partially missing
        platform data is excluded, and information is borrowed across
        subgroups through a Markov random field prior on the
        variable-selection indicators together with non-local (product
        moment) priors on the regression effects. The methodology was
        introduced for time-to-event outcomes by Chekouo, Stingo,
        Doecke and Do (2017) <doi:10.1111/biom.12587>; this package
        additionally supports continuous (Gaussian) and binary (probit)
        outcomes. Posterior inference is carried out by a Markov chain
        Monte Carlo sampler implemented in C for computational
        efficiency.
License: GPL (>= 3)
Encoding: UTF-8
LazyData: true
Depends: R (>= 4.0.0)
Imports: graphics, grDevices, stats, utils
Suggests: knitr, rmarkdown, testthat (>= 3.0.0)
SystemRequirements: GSL (>= 2.0)
VignetteBuilder: knitr
Config/testthat/edition: 3
NeedsCompilation: yes
Config/roxygen2/version: 8.0.0
RoxygenNote: 7.3.2
Packaged: 2026-10-16 10:50:40 UTC; root
Author: Sinian Zhang [aut], Jianfeng Wang [aut], Thierry Chekouo [aut,
        cre] (ORCID: <https://orcid.org/0000-0002-3594-9182>)
Maintainer: Thierry Chekouo <tchekouo@umn.edu>
Config/pak/sysreqs: libgsl0-dev
Repository: https://chekouo.r-universe.dev
Date/Publication: 2026-09-16 11:49:46 UTC
RemoteUrl: https://github.com/cran/IntegMultiReg
RemoteRef: HEAD
RemoteSha: 94377eb6b938b445ffb9b7d9352f3ea1e8adc025
