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CPSM

This is the development version of CPSM; for the stable release version, see CPSM.

All Bioconductor versions of CPSM

3.24 (devel), 3.23 (release), 3.22, 3.21

CPSM: Cancer patient survival model

Bioconductor version: 3.24 · Package version: 1.5.0

CPSM provides a comprehensive computational pipeline for predicting survival probability and risk groups in cancer patients. The package includes steps for data preprocessing, training/test split, and normalization. It enables feature selection using univariate survival analysis and computes a LASSO-based prognostic index (PI) score. CPSM supports the development of predictive models using various feature sets and offers a suite of visualization tools, including survival curves based on predicted probabilities, barplots for predicted mean and median survival times, KM plots overlaid with individual survival predictions, and nomograms for estimating 1-, 3-, 5-, and 10-year survival probabilities. This makes CPSM a versatile tool for survival analysis in cancer research.

Author: Harpreet Kaur [aut, cre] ORCID iD ORCID: 0000-0003-0421-8341 , Pijush Das [aut], Kevin Camphausen [aut], Uma Shankavaram [aut, ctb]

Maintainer: Harpreet Kaur <hks04180 at gmail.com>

DOI: 10.18129/B9.bioc.CPSM

Citation

From within R, enter citation("CPSM"):

Harpreet Kaur, Pijush Das, Kevin Camphausen, Uma Shankavaram. CPSM: CPSM: Cancer patient survival model. doi:10.18129/B9.bioc.CPSM, R package version 1.5.0, https://bioconductor.org/packages/CPSM.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("CPSM")

For older versions of R, please refer to the appropriate Bioconductor release.

Details

Version1.5.0
LicenseGPL-3 | file LICENSE
URLhttps://github.com/hks5august/CPSM/
Bug Reportshttps://github.com/hks5august/CPSM/issues
Last updated2026-04-28
In Bioconductor sinceBioC 3.21 (R-4.5) (1 year)
Downloads rank2033 of 2,456
Source branchdevel
Build report Bioconductor build system, r-universe
biocViewsFeatureExtraction, GeneExpression, Normalization, Preprocessing, Software, Survival, Visualization
Package Short Url https://bioconductor.org/packages/CPSM/

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("CPSM")
CPSM: Cancer patient survival model HTML R Script
Reference ManualPDF
NEWSText

Download

Follow the installation instructions to use this package in your R session.

Source packageCPSM_1.5.0.tar.gz
Windows binary (x86_64)CPSM_1.5.0.zip
macOS binary (arm64)CPSM_1.5.0.tgz
macOS binary (x86_64)CPSM_1.5.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/CPSM
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/CPSM
Package Downloads ReportDownload Stats
Dependencies

Depends: R (>= 4.5)

Imports: SummarizedExperiment, grDevices, reshape2, survival, survminer, ggplot2, MTLR, glmnet, rms, preprocessCore, Matrix, stats, Hmisc, ggfortify, randomForestSRC, caret, SurvMetrics, MASS

Suggests: knitr, rmarkdown, testthat (>= 3.0.0), BiocStyle