The FASEB JournalBioinformaticsPeer-reviewed journal article
Quantitative analysis of neuronal mitochondrial movement reveals patterns resulting from neurotoxicity of rotenone and 6-hydroxydopamine
Rui F. SimõesiD, Rute Pino, Maurício Moreira‐SoaresiD, Jaromira Kovarova, Jiřı́ NeužiliD, Rui D. M. TravassoiD, Paulo J. OliveiraiD, Teresa Cunha‐OliveiraiD, Francisco B. PereiraiD
Abstract
Alterations in mitochondrial dynamics, including their trafficking, can present early manifestation of neuronal degeneration. However, current methodologies used to study mitochondrial trafficking events rely on parameters that are mostly altered in later stages of neurodegeneration. Our objective was to establish a reliable computational methodology to detect early alterations in neuronal mitochondrial trafficking. We propose a novel quantitative analysis of mitochondria trajectories based on innovative movement descriptors, including straightness, efficiency, anisotropy, and kurtosis. Using biological data from differentiated SH-SY5Y cells treated with mitochondrial toxicants 6-hydroxydopamine and rotenone, we evaluated time and dose-dependent alterations in trajectory descriptors. Mitochondrial movement was analyzed by total internal reflection fluorescence microscopy followed by computer modelling to describe the process. The stacks of individual images were analyzed by an open source MATLAB algorithm (www.github.com/kandelj/MitoSPT) and to characterize mitochondria trajectories, we used the Python package trajpy (https://github.com/ocbe-uio/trajpy/). Our results confirm that this computational approach is effective and accurate in order to study mitochondrial motility and trajectories in the context of healthy and diseased neurons in different stages.
- Citations
- 8
- FWCI
- 0.39
- Field percentile
- top 47%
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
- Retrograde mitochondrial transport is essential for mitochondrial homeostasis in neurons
Amrita Mandal, Katherine L. Pinter, … Catherine M. Drerup·bioRxiv·Jun 27, 2019
- 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
- Tracking gene expression of single mitochondria in live neurons using nanotweezers
Annie Sahota, Binoy Paulose Nadappuram, … Joshua B. Edel·Journal of the American Chemical SocietyPeer-reviewed·Jun 9, 2026
- MitoTracker transfers from astrocytes to neurons independently of mitochondria
Katriona L. Hole, Rosalind Norkett, … Michael J. Devine·Cell Reports MethodsPeer-reviewed·Mar 1, 2026
- Morphological principles of neuronal mitochondria
Rachel Mendelsohn, Guadalupe C. García, … Padmini Rangamani·The Journal of Comparative NeurologyPeer-reviewed·Oct 7, 2021
- 3-nitrotyrosine shortens axons of a non-dopaminergic neuron by inhibiting mitochondrial motility
Masahiro Hirai, Kohei Suzuki, … Yoshiyuki Konishi·Neurochemistry InternationalPeer-reviewed·Aug 16, 2024