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An open-source pipeline for analysing changes in microglial morphology

Authors :
Devin Clarke
Hans S. Crombag
Catherine N. Hall
Source :
Open Biology, Vol 11, Iss 8 (2021)
Publication Year :
2021
Publisher :
The Royal Society, 2021.

Abstract

Changes in microglial morphology are powerful indicators of the inflammatory state of the brain. Here, we provide an open-source microglia morphology analysis pipeline that first cleans and registers images of microglia, before extracting 62 parameters describing microglial morphology. It then compares control and ‘inflammation’ training data and uses dimensionality reduction to generate a single metric of morphological change (an ‘inflammation index’). This index can then be calculated for test data to assess inflammation, as we demonstrate by investigating the effect of short-term high-fat diet consumption in heterozygous Cx3CR1-GFP mice, finding no significant effects of diet. Our pipeline represents the first open-source microglia morphology pipeline combining semi-automated image processing and dimensionality reduction. It uses free software (ImageJ and R) and can be applied to a wide variety of experimental paradigms. We anticipate it will enable others to more easily take advantage of the powerful insights microglial morphology analysis provides.

Details

Language :
English
ISSN :
20462441
Volume :
11
Issue :
8
Database :
Directory of Open Access Journals
Journal :
Open Biology
Publication Type :
Academic Journal
Accession number :
edsdoj.988f50a2e9a54ca085f73628e5567b49
Document Type :
article
Full Text :
https://doi.org/10.1098/rsob.210045