Package: RLassoCox
Type: Package
Title: A reweighted Lasso-Cox by integrating gene interaction
        information
Version: 1.21.0
Date: 2020-10-21
Authors@R: c(person(given = "Wei", family = "Liu", email = "freelw@qq.com", role = c("cre", "aut"),comment = c(ORCID = "0000-0002-5496-3641")))
Depends: R (>= 4.1), glmnet
Imports: Matrix, igraph, survival, stats
Description: RLassoCox is a package that implements the RLasso-Cox
        model proposed by Wei Liu. The RLasso-Cox model integrates gene
        interaction information into the Lasso-Cox model for accurate
        survival prediction and survival biomarker discovery. It is
        based on the hypothesis that topologically important genes in
        the gene interaction network tend to have stable expression
        changes. The RLasso-Cox model uses random walk to evaluate the
        topological weight of genes, and then highlights topologically
        important genes to improve the generalization ability of the
        Lasso-Cox model. The RLasso-Cox model has the advantage of
        identifying small gene sets with high prognostic performance on
        independent datasets, which may play an important role in
        identifying robust survival biomarkers for various cancer
        types.
License: Artistic-2.0
biocViews: Survival, Regression, GeneExpression, GenePrediction,
        Network
BugReports: https://github.com/weiliu123/RLassoCox/issues
BiocType: Software
Suggests: knitr
VignetteBuilder: knitr
Config/pak/sysreqs: libglpk-dev libxml2-dev
Repository: https://bioc.r-universe.dev
Date/Publication: 2026-04-28 12:54:32 UTC
RemoteUrl: https://github.com/bioc/RLassoCox
RemoteRef: HEAD
RemoteSha: dd4a7c315c0adee6591e5cef57051c0d3474a5de
NeedsCompilation: no
Packaged: 2026-07-18 08:38:37 UTC; root
Author: Wei Liu [cre, aut] (ORCID: <https://orcid.org/0000-0002-5496-3641>)
Maintainer: Wei Liu <freelw@qq.com>