ISLET

This package is for version 3.16 of Bioconductor; for the stable, up-to-date release version, see ISLET.

Individual-Specific ceLl typE referencing Tool


Bioconductor version: 3.16

ISLET is a method to conduct signal deconvolution for general -omics data. It can estimate the individual-specific and cell-type-specific reference panels, when there are multiple samples observed from each subject. It takes the input of the observed mixture data (feature by sample matrix), and the cell type mixture proportions (sample by cell type matrix), and the sample-to-subject information. It can solve for the reference panel on the individual-basis. It can also conduct test to identify cell-type-specific differential expression (csDE) genes.

Author: Hao Feng [aut, cre], Qian Li [aut]

Maintainer: Hao Feng <hxf155 at case.edu>

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

Installation

To install this package, start R (version "4.2") and enter:


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

BiocManager::install("ISLET")

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("ISLET")
Individual-specific and cell-type-specific deconvolution using ISLET HTML R Script
Reference Manual PDF
NEWS Text

Details

biocViews DifferentialExpression, DifferentialMethylation, GeneExpression, RNASeq, Sequencing, Software, Transcription, Transcriptomics
Version 1.0.0
In Bioconductor since BioC 3.16 (R-4.2) (1.5 years)
License GPL-2
Depends R (>= 4.1.0), Matrix, parallel, BiocParallel, SummarizedExperiment, BiocGenerics
Imports stats, methods
System Requirements
URL
See More
Suggests BiocStyle, knitr, rmarkdown, htmltools, RUnit
Linking To
Enhances
Depends On Me
Imports Me
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Build Report Build Report

Package Archives

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

Source Package ISLET_1.0.0.tar.gz
Windows Binary ISLET_1.0.0.zip (64-bit only)
macOS Binary (x86_64) ISLET_1.0.0.tgz
macOS Binary (arm64) ISLET_1.0.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/ISLET
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/ISLET
Bioc Package Browser https://code.bioconductor.org/browse/ISLET/
Package Short Url https://bioconductor.org/packages/ISLET/
Package Downloads Report Download Stats
Old Source Packages for BioC 3.16 Source Archive