MitoTrace
MitoTrace analyzes mitochondrial genetic variation in single-cell RNA sequencing (scRNAseq) data to detect mitochondrial variants and quantify heteroplasmy for studies of mitochondrial heterogeneity and disease-related mutations.
Key Features:
- Mitochondrial variant detection: Detects and recovers mitochondrial genetic variants directly from scRNAseq data.
- Polymorphism inference: Infers polymorphisms, including mitochondrial variants, from transcriptomic reads.
- Heteroplasmy handling: Accommodates mitochondrial heteroplasmies and the multi-copy, non-diploid nature of mtDNA.
- Implementation: Provided as an R package for computational analysis of mitochondrial variation.
- Validation across datasets: Demonstrated robustness by recovering genetic variants from several publicly accessible scRNAseq datasets and platforms.
Scientific Applications:
- Single-cell mitochondrial heterogeneity: Quantifies heteroplasmy and mtDNA variant distributions at single-cell resolution.
- Mitochondrial genetics in disease research: Supports investigation of mitochondrial genetic variation relevant to human diseases and cellular biology.
- Cross-platform variant recovery: Enables extraction of mtDNA variants from diverse scRNAseq datasets and sequencing platforms.
Methodology:
Implemented as an R package that infers mitochondrial polymorphisms and calls mitochondrial variants from scRNAseq data while accounting for heteroplasmy and multi-copy mtDNA; validated on publicly accessible datasets.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- library
- Operating Systems:
- Linux
- Programming Languages:
- R
- Added:
- 1/26/2024
- Last Updated:
- 11/24/2024
Operations
Publications
Wang M, Deng W, Samuels DC, Zhao Z, Simon LM. MitoTrace: A Computational Framework for Analyzing Mitochondrial Variation in Single-Cell RNA Sequencing Data. Genes. 2023;14(6):1222. doi:10.3390/genes14061222. PMID:37372402. PMCID:PMC10298143.
PMID: 37372402
PMCID: PMC10298143
Funding: - National Institutes of Health: CPRIT RP180734, NIH R01LM012806
- UTHealth Cancer Genomics Core: CPRIT RP180734, NIH R01LM012806