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MiTo: tracing the phenotypic evolution of somatic cell lineages via mitochondrial single-cell multi-omics

Тип публикацииPosted Content
Дата публикации2025-06-20
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ISSN26928205
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Mitochondrial single-cell lineage tracing (MT-scLT) has recently emerged as a scalable and non-invasive tool to trace somatic cell lineages. However, the reliability and resolution of MT-scLT remains highly debated. Here, we present MiTo , the first end-to-end framework for robust MT-scLT data analysis. Thanks to highly-optimized algorithms and user-friendly interfaces, this modular toolkit offers unprecedented control across the entire MT-scLT workflow. Benchmarked against novel real-world datasets (375–2,757 cells; 8–216 lentiviral clones), MiTo outperformed state-of-the-art methods and baselines in MT-scLT data pre-processing and clonal inference. Applied to a time-resolved dataset of breast cancer evolution (>2,500 cells), MiTo accurately inferred ground-truth cell lineages (ARI=0.94) and cell state transitions, detected clonal fitness markers, and quantified heritability of gene regulatory networks. Comparing alternative lineage markers, MiTo quantified the resolution limit of existing MT-scLT systems, which currently enable reliable inference of coarse-grained cellular ancestries, but not high-resolution phylogenetic inference. In conclusion, this work provides robust tools and practical guidelines to dissect somatic evolution with single-cell multi-omics.

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Cossa A. et al. MiTo: tracing the phenotypic evolution of somatic cell lineages via mitochondrial single-cell multi-omics // bioRxiv. 2025.
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Cossa A., Dalmasso A., Campani G., Bugani E., Caprioli C., Bulla N., Tirelli A., Zhan Y., Pelicci P. G. MiTo: tracing the phenotypic evolution of somatic cell lineages via mitochondrial single-cell multi-omics // bioRxiv. 2025.
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TY - GENERIC
DO - 10.1101/2025.06.17.660165
UR - http://biorxiv.org/lookup/doi/10.1101/2025.06.17.660165
TI - MiTo: tracing the phenotypic evolution of somatic cell lineages via mitochondrial single-cell multi-omics
T2 - bioRxiv
AU - Cossa, Andrea
AU - Dalmasso, Alberto
AU - Campani, Guido
AU - Bugani, Elisa
AU - Caprioli, C.
AU - Bulla, Noemi
AU - Tirelli, Andrea
AU - Zhan, Yinxiu
AU - Pelicci, Pier Giuseppe
PY - 2025
DA - 2025/06/20
PB - openRxiv
SN - 2692-8205
ER -
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@article{2025_Cossa,
author = {Andrea Cossa and Alberto Dalmasso and Guido Campani and Elisa Bugani and C. Caprioli and Noemi Bulla and Andrea Tirelli and Yinxiu Zhan and Pier Giuseppe Pelicci},
title = {MiTo: tracing the phenotypic evolution of somatic cell lineages via mitochondrial single-cell multi-omics},
journal = {bioRxiv},
year = {2025},
publisher = {openRxiv},
month = {jun},
url = {http://biorxiv.org/lookup/doi/10.1101/2025.06.17.660165},
doi = {10.1101/2025.06.17.660165}
}
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