Bioconductor 3.22 Released

NetActivity

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

Compute gene set scores from a deep learning framework


Bioconductor version: Development (3.23)

#' NetActivity enables to compute gene set scores from previously trained sparsely-connected autoencoders. The package contains a function to prepare the data (`prepareSummarizedExperiment`) and a function to compute the gene set scores (`computeGeneSetScores`). The package `NetActivityData` contains different pre-trained models to be directly applied to the data. Alternatively, the users might use the package to compute gene set scores using custom models.

Author: Carlos Ruiz-Arenas [aut, cre]

Maintainer: Carlos Ruiz-Arenas <carlos.ruiza at upf.edu>

Citation (from within R, enter citation("NetActivity")):

Installation

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


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

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

BiocManager::install("NetActivity")

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

Documentation

Reference Manual PDF

Details

biocViews FunctionalGenomics, GO, GeneExpression, Microarray, Pathways, RNASeq, Software, Transcription
Version 1.13.0
In Bioconductor since BioC 3.16 (R-4.2) (3 years)
License MIT + file LICENSE
Depends R (>= 4.1.0)
Imports airway, DelayedArray, DelayedMatrixStats, DESeq2, methods, methods, NetActivityData, SummarizedExperiment, utils
System Requirements
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Suggests AnnotationDbi, BiocStyle, Fletcher2013a, knitr, org.Hs.eg.db, rmarkdown, testthat (>= 3.0.0), tidyverse
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Package Archives

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

Source Package
Windows Binary (x86_64)
macOS Binary (x86_64)
macOS Binary (arm64)
Source Repository git clone https://git.bioconductor.org/packages/NetActivity
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/NetActivity
Package Short Url https://bioconductor.org/packages/NetActivity/
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