Journal Article

Automated measurement of fast mitochondrial transport in neurons

Puthanveettil, Sathyanarayanan V., Miller, Kyle E., Liu, Xin-An

2015

Overview

There is growing recognition that fast mitochondrial transport in neurons is disrupted in multiple neurological diseases and psychiatric disorders. However, a major constraint in identifying novel therapeutics based on mitochondrial transport is that the large-scale analysis of fast transport is time consuming. Here we describe methodologies for the automated analysis of fast mitochondrial transport from data acquired using a robotic microscope. We focused on addressing questions of measurement precision, speed, reliably, workflow ease, statistical processing, and presentation. We used optical flow and particle tracking algorithms, implemented in ImageJ, to measure mitochondrial movement in primary cultured cortical and hippocampal neurons. With it, we are able to generate complete descriptions of movement profiles in an automated fashion of hundreds of thousands of mitochondria with a processing time of approximately one hour. We describe the calibration of the parameters of the tracking algorithms and demonstrate that they are capable of measuring the fast transport of a single mitochondrion. We then show that the methods are capable of reliably measuring the inhibition of fast mitochondria transport induced by the disruption of microtubules with the drug nocodazole in both hippocampal and cortical neurons. This work lays the foundation for future large-scale screens designed to identify compounds that modulate mitochondrial motility.

• Publisher: Frontiers Research Foundation,Frontiers Media S.A
• Subject: Algorithms / Automation / Axonal transport / Bioinformatics / Cortex / Datasets / drug screening in neurons / fast axonal transport / Hippocampus / Laboratory animals / Mental disorders / Microtubules / Mitochondria / motion tracking / Neurological diseases / Neuroscience / Nocodazole / Penicillin / Robotics