mitoSplitter
mitoSplitter demultiplexes pooled single-cell RNA-seq datasets by using mitochondrial RNA (mtRNA) variants to assign cells to their originating samples for downstream analyses.
Key Features:
- Mitochondrial RNA variants utilization: Uses diversity within mitochondrial genomes by extracting and analyzing mtRNA variants to distinguish samples in pooled scRNA-seq datasets.
- Efficiency and scalability: Processes datasets from up to 10 different samples comprising up to 60,000 cells in approximately six hours on modest computational resources.
- Batch effect mitigation: Enables multiplexed analysis of scRNA-seq samples to reduce batch effects arising from separate processing of samples.
Scientific Applications:
- Non-small cell lung cancer drug-response profiling: Applied to study responses of non-small cell lung cancer cell lines to BET (Bromodomain and extraterminal) chemical degradation using pooled scRNA-seq.
- Synthetic lethality identification: Facilitated identification of synthetic lethality between TOP2A inhibition and BET chemical degradation in cells resistant to BET inhibitors.
Methodology:
Extraction and analysis of mtRNA variants from pooled scRNA-seq data to assign cells back to their respective samples.
Topics
Details
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- JavaScript, Python, Shell
- Added:
- 11/10/2023
- Last Updated:
- 11/24/2024
Operations
Data Inputs & Outputs
Demultiplexing
Outputs
Publications
Lin X, Chen Y, Lin L, Yin K, Cheng R, Lin X, Wang X, Guo Y, Wu Z, Zhang Y, Li J, Yang C, Song J. mitoSplitter: A mitochondrial variants-based method for efficient demultiplexing of pooled single-cell RNA-seq. Proceedings of the National Academy of Sciences. 2023;120(39). doi:10.1073/pnas.2307722120. PMID:37725654. PMCID:PMC10523499.
PMID: 37725654
PMCID: PMC10523499
Funding: - MOST | National Natural Science Foundation of China: 21735004 21927806, 22104080, 32071138