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README.md
# betterChromVAR <!-- badges: start --> <!-- [![GitHub issues](https://img.shields.io/github/issues/plger/betterChromVAR)](https://github.com/plger/betterChromVAR/issues) [![GitHub pulls](https://img.shields.io/github/issues-pr/plger/betterChromVAR)](https://github.com/plger/betterChromVAR/pulls) [![Bioc release status](http://www.bioconductor.org/shields/build/release/bioc/betterChromVAR.svg)](https://bioconductor.org/checkResults/release/bioc-LATEST/betterChromVAR) [![Bioc support](https://bioconductor.org/shields/posts/betterChromVAR.svg)](https://support.bioconductor.org/tag/betterChromVAR) [![Bioc history](https://bioconductor.org/shields/years-in-bioc/betterChromVAR.svg)](https://bioconductor.org/packages/release/bioc/html/betterChromVAR.html#since) [![Bioc dependencies](https://bioconductor.org/shields/dependencies/release/betterChromVAR.svg)](https://bioconductor.org/packages/release/bioc/html/betterChromVAR.html#since) --> [![Bioc devel status](http://www.bioconductor.org/shields/build/devel/bioc/betterChromVAR.svg)](https://bioconductor.org/checkResults/devel/bioc-LATEST/betterChromVAR) [![Bioc last commit](https://bioconductor.org/shields/lastcommit/devel/bioc/betterChromVAR.svg)](http://bioconductor.org/checkResults/devel/bioc-LATEST/betterChromVAR/) [![check-bioc](https://github.com/plger/betterChromVAR/actions/workflows/check-bioc.yml/badge.svg)](https://github.com/plger/betterChromVAR/actions/workflows/check-bioc.yml) [![Codecov test coverage](https://codecov.io/gh/plger/betterChromVAR/graph/badge.svg)](https://app.codecov.io/gh/plger/betterChromVAR) <!-- badges: end --> `betterChromVAR` is a much faster, deterministic implementation of the popular [chromVAR](https://greenleaflab.github.io/chromVAR/) (Chromatin Variation Across Regions) method for computing cell- (or sample-) wise motif deviations from ATAC-seq data and motif annotations. The functions additionally have extra options and also include an ATAC-seq normalization method based on the general chromVAR logic. We note that only the components of chromVAR used to compute motif deviations were reimplemented here. On a dataset of ~31k cells, ~150k regions, and ~2k motifs, the original chromVAR took 138min to run, the ArchR C++ version 78min, while betterChromVAR ran in ~2min, with outputs correlating to the original by ~0.995. If unfamiliar with chromVAR, we recommend reading up its [documentation](https://greenleaflab.github.io/chromVAR/) before using betterChromVAR. ## Installation instructions You can install it from Bioconductor using: ```r BiocManager::install("betterChromVAR") ``` or install the development version from github with: ```r BiocManager::install("plger/betterChromVAR") ```