ccImpute

DOI: 10.18129/B9.bioc.ccImpute  

ccImpute: an accurate and scalable consensus clustering based approach to impute dropout events in the single-cell RNA-seq data (https://doi.org/10.1186/s12859-022-04814-8)

Bioconductor version: Release (3.16)

Dropout events make the lowly expressed genes indistinguishable from true zero expression and different than the low expression present in cells of the same type. This issue makes any subsequent downstream analysis difficult. ccImpute is an imputation algorithm that uses cell similarity established by consensus clustering to impute the most probable dropout events in the scRNA-seq datasets. ccImpute demonstrated performance which exceeds the performance of existing imputation approaches while introducing the least amount of new noise as measured by clustering performance characteristics on datasets with known cell identities.

Author: Marcin Malec [cre, aut]

Maintainer: Marcin Malec <mamalec at iu.edu>

Installation

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

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

BiocManager::install("ccImpute")

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("ccImpute")

 

HTML	R Script	ccImpute package manual
PDF		Reference Manual
Text		NEWS

Details

biocViews	Clustering, DimensionReduction, PrincipalComponent, RNASeq, SingleCell, Software, Transcriptomics
Version	1.0.2
In Bioconductor since	BioC 3.16 (R-4.2) (< 6 months)
License	GPL-3
Depends
Imports	Rcpp, matrixStats, stats, SIMLR, BiocParallel
LinkingTo	Rcpp, RcppEigen
Suggests	knitr, rmarkdown, BiocStyle, sessioninfo, scRNAseq, scater, SingleCellExperiment, mclust, testthat (>= 3.0.0)
SystemRequirements
Enhances
URL
BugReports	https://github.com/khazum/ccImpute/issues
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report

Package Archives

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

Source Package	ccImpute_1.0.2.tar.gz
Windows Binary	ccImpute_1.0.2.zip (64-bit only)
macOS Binary (x86_64)	ccImpute_1.0.2.tgz
macOS Binary (arm64)	ccImpute_1.0.2.tgz
Source Repository	git clone https://git.bioconductor.org/packages/ccImpute
Source Repository (Developer Access)	git clone git@git.bioconductor.org:packages/ccImpute
Bioc Package Browser	https://code.bioconductor.org/browse/ccImpute/
Package Short Url	https://bioconductor.org/packages/ccImpute/
Package Downloads Report	Download Stats
Old Source Packages for BioC 3.16	Source Archive