Souporcell
Souporcell clusters cells by genotype and detects cross-genotype doublets and ambient RNA contamination in mixed-genotype single-cell RNA sequencing (scRNA-seq) datasets.
Key Features:
- Genetic variant-based clustering: Leverages genetic variants detected in scRNA-seq reads to assign cells to donor genotypes and cluster cells accordingly.
- Doublet detection: Identifies cross-genotype doublets by analyzing genetic variant profiles rather than relying solely on transcriptional expression.
- Ambient RNA estimation: Estimates ambient RNA contamination by analyzing cross-genotype variant contamination signals in scRNA-seq data.
Scientific Applications:
- Multiplexed donor deconvolution: Deconvolves multiplexed scRNA-seq experiments to assign individual cells to their donors of origin.
- Batch effect mitigation: Supports multiplexing across multiple donors to mitigate batch effects and reduce technical variability.
- Improved doublet handling: Enhances detection and removal of cross-genotype doublets in mixed-genotype single-cell studies.
Methodology:
Detects genetic variants in scRNA-seq reads, clusters cells by genotype, detects cross-genotype doublets using variant profiles, and estimates ambient RNA by analyzing cross-genotype variant contamination.
Topics
Details
- License:
- MIT
- Maturity:
- Emerging
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Linux
- Programming Languages:
- Python
- Added:
- 6/8/2020
- Last Updated:
- 11/24/2024
Operations
Data Inputs & Outputs
Sequence clustering
Publications
Heaton H, Talman AM, Knights A, Imaz M, Gaffney DJ, Durbin R, Hemberg M, Lawniczak MKN. Souporcell: robust clustering of single-cell RNA-seq data by genotype without reference genotypes. Nature Methods. 2020;17(6):615-620. doi:10.1038/s41592-020-0820-1. PMID:32366989. PMCID:PMC7617080.
PMID: 32366989
Funding: - Wellcome Trust: 206194/Z/17/Z
- British Heart Foundation: RG/13/13/30194; RG/18/13/33946
Documentation
Quick start guide
https://github.com/wheaton5/souporcell/blob/master/README.mdDownloads
- Source codehttps://github.com/wheaton5/souporcell