MitoTracer facilitates the identification of informative mitochondrial mutations for precise lineage reconstruction
Xuexin YuiD, Jing HuiD, Yuhao TaniD, Mingyao PaniD, Hongyi ZhangiD, Bo LiiD
Abstract
Mitochondrial (MT) mutations serve as natural genetic markers for inferring clonal relationships using single cell sequencing data. However, the fundamental challenge of MT mutation-based lineage tracing is automated identification of informative MT mutations. Here, we introduced an open-source computational algorithm called "MitoTracer", which accurately identified clonally informative MT mutations and inferred evolutionary lineage from scRNA-seq or scATAC-seq samples. We benchmarked MitoTracer using the ground-truth experimental lineage sequencing data and demonstrated its superior performance over the existing methods measured by high sensitivity and specificity. MitoTracer is compatible with multiple single cell sequencing platforms. Its application to a cancer evolution dataset revealed the genes related to primary BRAF-inhibitor resistance from scRNA-seq data of BRAF-mutated cancer cells. Overall, our work provided a valuable tool for capturing real informative MT mutations and tracing the lineages among cells. TeaserMitoTracer enables automatically and accurately discover informative mitochondrial mutations for lineage tracing.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 4
- FWCI
- 1.20
- Field percentile
- top 24%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- scMitoMut for calling mitochondrial lineage related mutations in single cells
Wenjie Sun, Daphne van Ginneken, Leïla Perié·Briefings in BioinformaticsPeer-reviewed·Nov 22, 2024
- MiTo: tracing the phenotypic evolution of somatic cell lineages via mitochondrial single-cell multi-omics
Andrea Cossa, Alberto Dalmasso, … Pier Giuseppe Pelicci·Nature CommunicationsPeer-reviewed·May 25, 2026
- Probabilistic cell lineage inference from mitochondrial mutations
Sophie Seidel, Joanna Hård, … Niko Beerenwinkel·bioRxiv·Feb 28, 2025
- Robustness and reliability of single-cell regulatory multi-omics with deep mitochondrial mutation profiling
Chen Weng, Jonathan S. Weissman, Vijay G. Sankaran·bioRxiv·Aug 23, 2024
- VAETracer: Mutation-Guided Lineage Reconstruction and Generational State Inference from scRNA-seq
Linnuo Pan, Kaiyu Wang, Luonan Chen·bioRxiv·Jan 21, 2026
- Modeling mitochondrial inheritance enables high-precision single-cell lineage tracing in humans
Teng Fei Gao, Chen Weng, … Vijay G. Sankaran·bioRxiv·Feb 18, 2026