netSmooth

DOI: 10.18129/B9.bioc.netSmooth    

This package is for version 3.14 of Bioconductor; for the stable, up-to-date release version, see netSmooth.

Network smoothing for scRNAseq

Bioconductor version: 3.14

netSmooth is an R package for network smoothing of single cell RNA sequencing data. Using bio networks such as protein-protein interactions as priors for gene co-expression, netsmooth improves cell type identification from noisy, sparse scRNAseq data.

Author: Jonathan Ronen [aut, cre], Altuna Akalin [aut]

Maintainer: Jonathan Ronen <yablee at gmail.com>

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

Installation

To install this package, start R (version "4.1") and enter:

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

BiocManager::install("netSmooth")

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("netSmooth")

 

HTML R Script Generation of PPI graph
HTML R Script netSmooth example
PDF   Reference Manual

Details

biocViews Clustering, DimensionReduction, GeneExpression, GraphAndNetwork, Network, Normalization, Preprocessing, RNASeq, Sequencing, SingleCell, Software, Transcriptomics
Version 1.14.0
In Bioconductor since BioC 3.7 (R-3.5) (4 years)
License GPL-3
Depends R (>= 3.5), scater(>= 1.15.11), clusterExperiment(>= 2.1.6)
Imports entropy, SummarizedExperiment, SingleCellExperiment, Matrix, cluster, data.table, stats, methods, DelayedArray, HDF5Array(>= 1.15.13)
LinkingTo
Suggests knitr, testthat, Rtsne, biomaRt, igraph, STRINGdb, NMI, pheatmap, ggplot2, BiocStyle, rmarkdown, BiocParallel, uwot
SystemRequirements
Enhances
URL https://github.com/BIMSBbioinfo/netSmooth
BugReports https://github.com/BIMSBbioinfo/netSmooth/issues
Depends On Me
Imports Me
Suggests Me netDx
Links To Me
Build Report  

Package Archives

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

Source Package netSmooth_1.14.0.tar.gz
Windows Binary netSmooth_1.14.0.zip (32- & 64-bit)
macOS 10.13 (High Sierra) netSmooth_1.13.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/netSmooth
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/netSmooth
Package Short Url https://bioconductor.org/packages/netSmooth/
Package Downloads Report Download Stats

Documentation »

Bioconductor

R / CRAN packages and documentation

Support »

Please read the posting guide. Post questions about Bioconductor to one of the following locations: