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Signac

Analysis of Single-Cell Chromatin Data

A framework for the analysis and exploration of single-cell chromatin data. The 'Signac' package contains functions for quantifying single-cell chromatin data, computing per-cell quality control metrics, dimension reduction and normalization, visualization, and DNA sequence motif analysis. Reference: Stuart et al. (2021) <doi:10.1038/s41592-021-01282-5>.

README

# Signac <img align="right" src="man/figures/logo.svg" style="height:100px;" />

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[![CRAN
Version](https://www.r-pkg.org/badges/version/Signac)](https://cran.r-project.org/package=Signac)
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Downloads](https://cranlogs.r-pkg.org/badges/Signac)](https://cran.r-project.org/package=Signac)

## Overview

Signac is a comprehensive R package for the analysis of single-cell
chromatin data. Signac includes functions for quality control,
normalization, dimension reduction, clustering, differential activity,
and more.

Documentation and tutorials can be found at
<https://stuartlab.org/signac/>

## Installation

To install the latest release of Signac from CRAN:

``` r
setRepositories(ind=1:3) # needed to automatically install Bioconductor dependencies
install.packages("Signac")
```

To release the latest develop version from GitHub:

``` r
if (!requireNamespace("remotes", quietly = TRUE))
    install.packages("remotes")
remotes::install_github("stuart-lab/signac", ref = "develop")
```

To install the Signac v2 beta version:

``` r
if (!requireNamespace("remotes", quietly = TRUE))
    install.packages("remotes")
remotes::install_github("stuart-lab/signac", ref = "v2")
```

Documentation for the v2 beta can be found [here](https://stuartlab.org/signac2/)


## Release notes

For a changelog please see the [NEWS
file](https://github.com/stuart-lab/signac/blob/develop/NEWS.md), also
available on the [Signac
website](https://stuartlab.org/signac/news/index.html).

## Contributing

We welcome contributions to the Signac package. Please see the
[contribution guide](https://github.com/stuart-lab/signac/blob/develop/CONTRIBUTING.md)
for more information.

## Getting help

If you encounter a bug or have a feature request, please open an
[issue](https://github.com/stuart-lab/signac/issues).

If you would like to discuss questions related to single-cell analysis,
you can open a
[discussion](https://github.com/stuart-lab/signac/discussions).

## Citing Signac

If you use the Signac package in your work please cite [Stuart et
al. 2021](https://doi.org/10.1038/s41592-021-01282-5)

```
@ARTICLE{signac,
  title     = "Single-cell chromatin state analysis with Signac",
  author    = "Stuart, Tim and Srivastava, Avi and Madad, Shaista and Lareau,
               Caleb A and Satija, Rahul",
  journal   = "Nat. Methods",
  publisher = "Nature Publishing Group",
  pages     = "1--9",
  month     =  nov,
  year      =  2021,
  url       = "https://www.nature.com/articles/s41592-021-01282-5",
  language  = "en"
}
```

## Related packages

-   [Seurat](https://github.com/satijalab/seurat)
-   [SeuratObject](https://github.com/satijalab/seurat-object)
-   [SeuratData](https://github.com/satijalab/seurat-data)
-   [SeuratWrappers](https://github.com/satijalab/seurat-wrappers)
-   [Azimuth](https://github.com/satijalab/azimuth)

Versions across snapshots

VersionRepositoryFileSize
1.17.1 rolling linux/jammy R-4.5 Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 rolling linux/noble R-4.5 Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 rolling source/ R- Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 latest linux/jammy R-4.5 Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 latest linux/noble R-4.5 Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 latest source/ R- Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 2026-04-26 source/ R- Signac_1.17.1.tar.gz 3.6 MiB
1.17.1 2026-04-23 source/ R- Signac_1.17.1.tar.gz 3.6 MiB
1.14.0 2025-04-20 source/ R- Signac_1.14.0.tar.gz 812.2 KiB

Dependencies (latest)

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