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RTNsurvival

Survival analysis using transcriptional networks inferred by the RTN package

Bioconductor version: 3.23 · Package version: 1.36.0

RTNsurvival integrates regulons inferred by the RTN package with survival data. For each regulon, a two-tailed GSEA framework computes a differential Enrichment Score (dES) at the individual-sample level. The resulting dES distribution across samples is then used to evaluate survival associations within the cohort. Two primary workflows are supported: (i) Cox proportional hazards models, in which regulon activities are treated as predictors of survival time, and (ii) Kaplan–Meier analyses assessing cohort stratification based on regulon activity. All graphical outputs are customizable according to user specifications.

Installation

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("RTNsurvival")

Details

MaintainerClarice Groeneveld <clari.groeneveld@gmail.com>, Mauro A. A. Castro <mauro.a.castro@gmail.com>
AuthorClarice S. Groeneveld, Vinicius S. Chagas, Mauro A. A. Castro
LicenseArtistic-2.0
Downloads rank301
Source branchRELEASE_3_23
biocViewsGeneRegulation, GeneSetEnrichment, GraphAndNetwork, NetworkEnrichment, NetworkInference, Software, Survival

Documentation

Download

Dependencies

Depends: R (>= 4.4.0), RTN (>= 2.32), RTNduals (>= 1.32), methods

Imports: survival, RColorBrewer, grDevices, graphics, stats, utils, scales, data.table, egg, ggplot2, pheatmap, dunn.test

Suggests: knitr, rmarkdown, BiocStyle, RUnit, BiocGenerics