ILoReg

ILoReg: a tool for high-resolution cell population identification from scRNA-Seq data


Bioconductor version: Release (3.19)

ILoReg is a tool for identification of cell populations from scRNA-seq data. In particular, ILoReg is useful for finding cell populations with subtle transcriptomic differences. The method utilizes a self-supervised learning method, called Iteratitive Clustering Projection (ICP), to find cluster probabilities, which are used in noise reduction prior to PCA and the subsequent hierarchical clustering and t-SNE steps. Additionally, functions for differential expression analysis to find gene markers for the populations and gene expression visualization are provided.

Author: Johannes Smolander [cre, aut], Sini Junttila [aut], Mikko S Venäläinen [aut], Laura L Elo [aut]

Maintainer: Johannes Smolander <johannes.smolander at gmail.com>

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

Installation

To install this package, start R (version "4.4") and enter:


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

BiocManager::install("ILoReg")

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("ILoReg")
ILoReg package manual HTML R Script
Reference Manual PDF
NEWS Text

Details

biocViews Clustering, DataRepresentation, DifferentialExpression, DimensionReduction, GeneExpression, RNASeq, SingleCell, Software, Transcription, Transcriptomics, Visualization
Version 1.14.0
In Bioconductor since BioC 3.12 (R-4.0) (4 years)
License GPL-3
Depends R (>= 4.0.0)
Imports Matrix, parallel, foreach, aricode, LiblineaR, SparseM, ggplot2, cowplot, RSpectra, umap, Rtsne, fastcluster, parallelDist, cluster, dendextend, DescTools, plyr, scales, pheatmap, reshape2, dplyr, doRNG, SingleCellExperiment, SummarizedExperiment, S4Vectors, methods, stats, doSNOW, utils
System Requirements
URL https://github.com/elolab/ILoReg
Bug Reports https://github.com/elolab/ILoReg/issues
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Suggests knitr, rmarkdown, BiocStyle
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Package Archives

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

Source Package ILoReg_1.14.0.tar.gz
Windows Binary (x86_64) ILoReg_1.14.0.zip
macOS Binary (x86_64) ILoReg_1.14.0.tgz
macOS Binary (arm64) ILoReg_1.14.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/ILoReg
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/ILoReg
Bioc Package Browser https://code.bioconductor.org/browse/ILoReg/
Package Short Url https://bioconductor.org/packages/ILoReg/
Package Downloads Report Download Stats