bioRxivCell Biology
A pipeline for multidimensional confocal analysis of mitochondrial morphology, function and dynamics in pancreatic β-cells
Abstract
Live-cell imaging of mitochondrial function and dynamics can provide vital insights into both physiology and pathophysiology, including of metabolic diseases like type 2 diabetes. However, without super-resolution microscopy and commercial analysis software it is challenging to accurately extract features from dense multi-layered mitochondrial networks, such as those in insulin-secreting pancreatic {beta}-cells. Motivated by this, we developed a comprehensive pipeline, and associated ImageJ plugin, that enables 2D/3D quantification of mitochondrial network morphology and dynamics in mouse {beta}-cells, and by extension other similarly challenging cell-types. The approach is based on standard confocal microscopy and shareware, making it widely accessible. The pipeline was validated using mitochondrial photo-labelling and unsupervised cluster analysis, and is capable of morphological and functional analyses on a per-organelle basis, including in 4D (xyzt). Overall, this tool offers a powerful framework for multiplexed analysis of mitochondrial state/function, and provides a valuable resource to accelerate mitochondrial research in health and disease.
- organism: mouse
- assay: imaging
- research focus: cell type annotation
- research focus: clustering
- approach: microscopy & imaging analysis
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
- Methods for In situ Quantification of Mitochondrial Morphology In Muscle and Terminal Schwann Cells of Mice
Aaron B. Morton, Jacob A. Kendra, … Alexandra G. Naman·bioRxiv·Sep 29, 2025
- Novel high-content and open-source image analysis tools for profiling mitochondrial morphology in neurological cell models
Marcus Y. Chin, David A. Joy, … Meredith Calvert·SLAS DISCOVERYPeer-reviewed·Jan 6, 2025
- Metabolic Regulation of Mitochondrial Morphologies in Pancreatic Beta Cells: Bioenergetics-Mitochondrial Dynamics Coupling
Wen-Wei Tseng, Ching-Hsiang Chu, … An‐Chi Wei·Communications BiologyPeer-reviewed·Oct 5, 2024
- Extracting Mitochondrial Cristae Characteristics from 3D Focused Ion Beam Scanning Electron Microscopy Data
Chenhao Wang, Leif Østergaard, … Jon Sporring A·bioRxiv·Nov 8, 2022
- High Content System for Quantifying Mitochondrial Morphology in Patient-Derived Human Cells
Kaitlyn Deschamps, Samantha R Laville-Dupuy, … Ray Truant·bioRxiv·May 8, 2025
- Live high-content imaging with automated analysis reveals mitochondrial changes during vascular calcification
Ji‐Eun Lee, Agustina Salis Torres, … Vicky Elizabeth MacRae·bioRxiv·Feb 5, 2026