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NetActivity

This is the released version of NetActivity; for the devel version, see NetActivity.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19, 3.18, 3.17, 3.16

Compute gene set scores from a deep learning framework


Bioconductor version: Release (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")):

Carlos Ruiz-Arenas. NetActivity: Compute gene set scores from a deep learning framework. doi:10.18129/B9.bioc.NetActivity, R package version 1.14.0, https://bioconductor.org/packages/NetActivity.

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")

BiocManager::install("NetActivity")

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("NetActivity")
"Gene set scores computation with NetActivity" HTML R Script
Reference ManualPDF
NEWSText
LICENSEText

Details

biocViews FunctionalGenomics, GO, GeneExpression, Microarray, Pathways, RNASeq, Software, Transcription
Version1.14.0
In Bioconductor sinceBioC 3.16 (R-4.2) (4 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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Depends On Me
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Build Report Build Report, r-universe

Package Archives

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

Source Package NetActivity_1.14.0.tar.gz
Windows Binary (x86_64) NetActivity_1.14.0.zip
macOS Binary (big-sur-x86_64) NetActivity_1.14.0.tgz
macOS Binary (sonoma-arm64) NetActivity_1.14.0.tgz
Source Repositorygit 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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