SnapATAC2: Single-cell epigenomics analysis pipeline
Project description
SnapATAC2: A Python/Rust package for single-cell epigenomics analysis
[!TIP] Got raw fastq files? Check out our new single-cell preprocessing package precellar!
SnapATAC2 is a flexible, versatile, and scalable single-cell omics analysis framework, featuring:
- Scale to more than 10 million cells.
- Blazingly fast preprocessing tools for BAM to fragment files conversion and count matrix generation.
- Matrix-free spectral embedding algorithm that is applicable to a wide range of single-cell omics data, including single-cell ATAC-seq, single-cell RNA-seq, single-cell Hi-C, and single-cell methylation.
- Efficient and scalable co-embedding algorithm for single-cell multi-omics data integration.
- End-to-end analysis pipeline for single-cell ATAC-seq data, including preprocessing, dimension reduction, clustering, data integration, peak calling, differential analysis, motif analysis, regulatory network analysis.
- Seamless integration with other single-cell analysis packages such as Scanpy.
- Implementation of fully backed AnnData.
Documentation
- Full Documentation: https://scverse.org/SnapATAC2/
- Installation instructions: https://scverse.org/SnapATAC2/install.html
- Tutorial/Demo: https://scverse.org/SnapATAC2/tutorials/index.html
How to cite
Zhang, K., Zemke, N. R., Armand, E. J. & Ren, B. (2024). A fast, scalable and versatile tool for analysis of single-cell omics data. Nature Methods, 1–11. https://doi.org/10.1038/s41592-023-02139-9
SnapATAC2 is part of the scverse® project (website, governance) and is fiscally sponsored by NumFOCUS. If you like scverse® and want to support our mission, please consider making a tax-deductible donation to help the project pay for developer time, professional services, travel, workshops, and a variety of other needs.
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