4.7 Article

gACSON software for automated segmentation and morphology analyses of myelinated axons in 3D electron microscopy

Journal

Publisher

ELSEVIER IRELAND LTD
DOI: 10.1016/j.cmpb.2022.106802

Keywords

Myelinated axons; Electron microscopy; Segmentation; Brain; Morphology; Axon morphology; Myelin morphology; Gray matter; Axon segmentation; Myelin segmentation

Funding

  1. Academy of Finland [316258, 323385]
  2. European Social Fund project [S21770]
  3. Biocenter Finland
  4. University of Helsinki
  5. Academy of Finland (AKA) [316258, 323385, 323385, 316258] Funding Source: Academy of Finland (AKA)

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This study introduces a Matlab-based software called gACSON for analyzing myelinated axons in 3D electron microscopy (EM) imaging of brain tissue samples. The software features a graphical user interface, automatic segmentation of axonal space and myelin sheaths, and manual segmentation and interactive correction. The results suggest a decrease in axonal diameter after traumatic brain injury.
Background and Objective: Advances in electron microscopy (EM) now allow three-dimensional (3D) imaging of hundreds of micrometers of tissue with nanometer-scale resolution, providing new opportunities to study the ultrastructure of the brain. In this work, we introduce a freely available Matlab-based gACSON software for visualization, segmentation, assessment, and morphology analysis of myelinated axons in 3D-EM volumes of brain tissue samples. Methods: The software is equipped with a graphical user interface (GUI). It automatically segments the intra-axonal space of myelinated axons and their corresponding myelin sheaths and allows manual segmentation, proofreading, and interactive correction of the segmented components. gACSON analyzes the morphology of myelinated axons, such as axonal diameter, axonal eccentricity, myelin thickness, or gratio. Results: We illustrate the use of the software by segmenting and analyzing myelinated axons in six 3DEM volumes of rat somatosensory cortex after sham surgery or traumatic brain injury (TBI). Our results suggest that the equivalent diameter of myelinated axons in somatosensory cortex was decreased in TBI animals five months after the injury. Conclusion: Our results indicate that gACSON is a valuable tool for visualization, segmentation, assessment, and morphology analysis of myelinated axons in 3D-EM volumes. It is freely available at https://github.com/AndreaBehan/g-ACSON under the MIT license. (c) 2022 The Author(s). Published by Elsevier B.V. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ )

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