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Bioconductor - diffuStats (development version)

diffuStats

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

Diffusion scores on biological networks

Bioconductor version: Development (3.22)

Label propagation approaches are a widely used procedure in computational biology for giving context to molecular entities using network data. Node labels, which can derive from gene expression, genome-wide association studies, protein domains or metabolomics profiling, are propagated to their neighbours in the network, effectively smoothing the scores through prior annotated knowledge and prioritising novel candidates. The R package diffuStats contains a collection of diffusion kernels and scoring approaches that facilitates their computation, characterisation and benchmarking.

Author: Sergio Picart-Armada [aut, cre], Alexandre Perera-Lluna [aut]

Maintainer: Sergio Picart-Armada <sergi.picart at upc.edu>

Citation (from within R, enter citation("diffuStats")): Installation

To install this package, start R (version "4.5") and enter:


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

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

BiocManager::install("diffuStats")

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

Documentation

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

browseVignettes("diffuStats")
Details biocViews GeneExpression, Genetics, GenomeWideAssociation, GraphAndNetwork, Metabolomics, Network, Normalization, Proteomics, Software, Transcriptomics Version 1.29.0 In Bioconductor since BioC 3.6 (R-3.4) (7.5 years) License GPL-3 Depends R (>= 3.4) Imports grDevices, stats, methods, Matrix, MASS, checkmate, expm, igraph, Rcpp, RcppArmadillo, RcppParallel, plyr, precrec System Requirements GNU make URL See More Suggests testthat, knitr, rmarkdown, ggplot2, ggsci, igraphdata, BiocStyle, reshape2, utils Linking To Rcpp, RcppArmadillo, RcppParallel Enhances Depends On Me Imports Me Suggests Me Links To Me Build Report Build Report Package Archives

Follow Installation instructions to use this package in your R session.


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