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An automated approach to improve the quantification of pericytes and microglia in whole mouse brain sections

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Courtney, J-M ORCID: 0000-0003-4461-4197, Morris, GP, Cleary, EM, Howells, DW ORCID: 0000-0002-2512-7724 and Sutherland, BA ORCID: 0000-0002-0791-0950 2021 , 'An automated approach to improve the quantification of pericytes and microglia in whole mouse brain sections' , eNeuro, vol. 8, no. 6 , pp. 1-11 , doi: 10.1523/ENEURO.0177-21.2021.

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Abstract

Whole slide scanning technology has enabled the generation of high-resolution images from complete tissue sections. However, commonly used analysis software is often unable to handle the large data files produced. Here, we present a method using the open-source software QuPath to detect, classify and quantify fluorescently-labeled cells (microglia and pericytes) in whole coronal brain tissue sections. Whole-brain sections from both male and female NG2DsRed x CX3CR1+/GFP mice were analyzed. Small regions of interest were selected and manual counts were compared with counts generated from an automated approach, across a range of detection parameters. The optimal parameters for detecting cells and classifying them as microglia or pericytes in each brain region were determined and applied to annotations corresponding to the entire somatosensory and motor cortices, hippocampus, thalamus, and hypothalamus in each section. 3.74% of all detected cells were classified as pericytes; however, this proportion was significantly higher in the thalamus (6.20%) than in other regions. In contrast, microglia (4.51% of total cells) were more abundant in the cortex (5.54%). No differences were detected between male and female mice. In conclusion, QuPath offers a user-friendly solution to whole-slide image analysis which could lead to important new discoveries in both health and disease.

Item Type: Article
Authors/Creators:Courtney, J-M and Morris, GP and Cleary, EM and Howells, DW and Sutherland, BA
Keywords: pericyte, microglia, brain, mouse, QuPath, image processing, fluorescence microscopy
Journal or Publication Title: eNeuro
Publisher: Society for Neuroscience
ISSN: 2373-2822
DOI / ID Number: 10.1523/ENEURO.0177-21.2021
Copyright Information:

Copyright © 2021 by the Society for Neuroscience.

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