bioRxivCell BiologyPreprint
Mitotyping - An integrative framework to quantify mitochondrial specialization and plasticity
Anna Sophia MonzeliD, Jack Devine, Darshana KapriiD, Gabriel SturmiD, Caroline TrumpffiD, Vilas MenoniD, Philip L. De JageriD, Jose Antonio Enriquez, Martin Picard
Abstract
Mitochondria are a diverse family of organelles with highly specialized functions. While they share common features, their molecular and functional diversity remains underexplored. Here, we introduce a quantitative pipeline to define the degree of molecular specialization among different mitochondrial phenotypes, or mitotypes. By distilling hundreds of validated mitochondrial genes into 149 biologically interpretable MitoPathway scores, this streamlined mitotyping framework enables investigators to quantify and interpret mitochondrial diversity and plasticity from transcriptomic data across a variety of natural and experimental contexts. Using this approach, we show that mouse and human multi-organ mitotypes segregate along two main axes of mitochondrial specialization, characterize robust longitudinal and perturbation-induced metabolic plasticity in cultured human fibroblasts, and resolve cell-type and single-cell mitochondrial recalibrations across the human brain and sperm developmental trajectory. Together, this framework provides a practical and extensible approach for analyzing mitochondrial specialization in complex biological systems.
- organism: mouse
- organism: human
- assay: bulk RNA-seq
- research focus: cell type annotation
- research focus: clustering
- research focus: differential expression
- approach: statistical model
- Citations
- 6
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
- A versatile mitochondria isolation- and analysis-pipeline generates 3D nano-topographies and mechano-physical surface maps of single organelles
S. Joshi, F. Hater, … R. Gross-Hardt·bioRxiv·Oct 31, 2021
- Profound functional and molecular diversity of mitochondria revealed by cell type-specific profiling in vivo
C. Fecher, L. Trovo, … T. Misgeld·bioRxiv·Aug 29, 2018
- Electron tomography reveals mitochondrial network and cristae remodelling during cell differentiation in the human placenta
Siddharth Acharya, Eric G. Hanssen, … Joshua J. Fisher·Nature CommunicationsPeer-reviewed·May 13, 2026
- mitoXplorer 3.0, a web tool for exploring mitochondrial dynamics in single-cell RNA-seq data.
Margaux Haering, Andrea Del Bondio, … Bianca Hermine Habermann·Journal of Molecular BiologyPeer-reviewed·Feb 12, 2025
- The mitoXplorer 2.0 update: integrating and interpreting mitochondrial expression dynamics within a cellular context
Fabio Marchianò, Margaux Haering, Bianca Hermine Habermann·Nucleic Acids ResearchPeer-reviewed·Apr 15, 2022
- Neuronal compartmentalization results in impoverished axonal mitochondria
Adrián Martí Pastor, Liam S.C. Lewis, … Thomas Misgeld·bioRxiv·Oct 27, 2025