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
Funding: - National Institutes of Health: CPRIT RP180734, NIH R01LM012806 - UTHealth Cancer Genomics Core: CPRIT RP180734, NIH R01LM012806