Bioconductor version: Release (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")
):
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.
To view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("ISLET")
HTML | R Script | Individual-specific and cell-type-specific deconvolution using ISLET |
Reference Manual | ||
Text | NEWS |
biocViews | DifferentialExpression, DifferentialMethylation, GeneExpression, RNASeq, Sequencing, Software, Transcription, Transcriptomics |
Version | 1.0.0 |
In Bioconductor since | BioC 3.16 (R-4.2) (< 6 months) |
License | GPL-2 |
Depends | R (>= 4.1.0), Matrix, parallel, BiocParallel, SummarizedExperiment, BiocGenerics |
Imports | stats, methods |
LinkingTo | |
Suggests | BiocStyle, knitr, rmarkdown, htmltools, RUnit |
SystemRequirements | |
Enhances | |
URL | |
Depends On Me | |
Imports Me | |
Suggests Me | |
Links To Me | |
Build Report |
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 |
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