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Dune

This is the development version of Dune; for the stable release version, see Dune.

Improving replicability in single-cell RNA-Seq cell type discovery


Bioconductor version: Development (3.24)

Given a set of clustering labels, Dune merges pairs of clusters to increase mean ARI between labels, improving replicability.

Author: Hector Roux de Bezieux [aut, cre] ORCID iD ORCID: 0000-0002-1489-8339 , Kelly Street [aut]

Maintainer: Hector Roux de Bezieux <hector.rouxdebezieux at berkeley.edu>

Citation (from within R, enter citation("Dune")):
Seminal Bioconductor project articles:

Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M (2015). "Orchestrating high-throughput genomic analysis with Bioconductor." Nature Methods, 12(2), 115–121. doi:10.1038/nmeth.3252.

Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JYH, Zhang J (2004). "Bioconductor: open software development for computational biology and bioinformatics." Genome Biology, 5(10), R80. doi:10.1186/gb-2004-5-10-r80.

Installation

To install this package, start R (version "4.6") and enter:


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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("Dune")

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("Dune")
Dune Vignette HTML R Script
Reference Manual PDF
NEWS Text
LICENSE Text

Details

biocViews Clustering, GeneExpression, RNASeq, SingleCell, Software, Transcriptomics, Visualization
Version 1.25.0
In Bioconductor since BioC 3.11 (R-4.0) (6.5 years)
License MIT + file LICENSE
Depends R (>= 3.6)
Imports BiocParallel, SummarizedExperiment, utils, ggplot2, dplyr, tidyr, RColorBrewer, magrittr, gganimate, purrr, aricode
System Requirements
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Suggests knitr, rmarkdown, testthat (>= 2.1.0)
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Build Report Build Report

Package Archives

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

Source Package Dune_1.25.0.tar.gz
Windows Binary (x86_64) Dune_1.25.0.zip (64-bit only)
macOS Binary (big-sur-x86_64) Dune_1.25.0.tgz
macOS Binary (sonoma-arm64)
Source Repository git clone https://git.bioconductor.org/packages/Dune
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/Dune
Bioc Package Browser https://code.bioconductor.org/browse/Dune/
Package Short Url https://bioconductor.org/packages/Dune/
Package Downloads Report Download Stats