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harmony: Fast, Sensitive, and Accurate Integration of Single Cell Data

Implementation of the Harmony algorithm for single cell integration, described in Korsunsky et al <doi:10.1038/s41592-019-0619-0>. Package includes a standalone Harmony function and interfaces to external frameworks.

Version:1.2.4
Depends:R (≥ 3.5.0),Rcpp
Imports:dplyr,cowplot,ggplot2,Matrix, methods,tibble,rlang,RhpcBLASctl
LinkingTo:Rcpp,RcppArmadillo,RcppProgress
Suggests:SingleCellExperiment,Seurat (≥ 4.1.1),testthat,knitr,rmarkdown,ggthemes,ggrepel,patchwork,tidyverse,tidyr,data.table
Published:2025-10-10
DOI:10.32614/CRAN.package.harmony
Author:Ilya KorsunskyORCID iD [cre, aut], Martin HembergORCID iD [aut], Nikolaos PatikasORCID iD [aut, ctb], Hongcheng YaoORCID iD [aut, ctb], Nghia MillardORCID iD [aut], Jean FanORCID iD [aut, ctb], Kamil SlowikowskiORCID iD [aut, ctb], Miles Smith [ctb], Soumya RaychaudhuriORCID iD [aut]
Maintainer:Ilya Korsunsky <ilya.korsunsky at gmail.com>
License:GPL-3
URL:https://github.com/immunogenomics/harmony
NeedsCompilation:yes
Materials:NEWS
CRAN checks:harmony results

Documentation:

Reference manual:harmony.html ,harmony.pdf
Vignettes:Using harmony in Seurat (source,R code)
Detailed Walkthrough of Harmony Algorithm (source,R code)
Quick start to Harmony (source,R code)

Downloads:

Package source: harmony_1.2.4.tar.gz
Windows binaries: r-devel:harmony_1.2.4.zip, r-release:harmony_1.2.4.zip, r-oldrel:harmony_1.2.4.zip
macOS binaries: r-release (arm64):harmony_1.2.4.tgz, r-oldrel (arm64):harmony_1.2.4.tgz, r-release (x86_64):harmony_1.2.4.tgz, r-oldrel (x86_64):harmony_1.2.4.tgz
Old sources: harmony archive

Reverse dependencies:

Reverse imports:clustSIGNAL,lemur,PRECAST,ProFAST,RaceID,scAnnotate,SCdeconR,symphony
Reverse suggests:Banksy,Platypus,Seurat,singleCellTK,SVP

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=harmonyto link to this page.


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