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An open-source pipeline for analysing changes in microglial morphology
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 compa...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8354754/ https://www.ncbi.nlm.nih.gov/pubmed/34375551 http://dx.doi.org/10.1098/rsob.210045 |
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author | Clarke, Devin Crombag, Hans S. Hall, Catherine N. |
author_facet | Clarke, Devin Crombag, Hans S. Hall, Catherine N. |
author_sort | Clarke, Devin |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8354754 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-83547542021-12-14 An open-source pipeline for analysing changes in microglial morphology Clarke, Devin Crombag, Hans S. Hall, Catherine N. Open Biol Methods and Techniques 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. The Royal Society 2021-08-11 /pmc/articles/PMC8354754/ /pubmed/34375551 http://dx.doi.org/10.1098/rsob.210045 Text en © 2021 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Methods and Techniques Clarke, Devin Crombag, Hans S. Hall, Catherine N. An open-source pipeline for analysing changes in microglial morphology |
title | An open-source pipeline for analysing changes in microglial morphology |
title_full | An open-source pipeline for analysing changes in microglial morphology |
title_fullStr | An open-source pipeline for analysing changes in microglial morphology |
title_full_unstemmed | An open-source pipeline for analysing changes in microglial morphology |
title_short | An open-source pipeline for analysing changes in microglial morphology |
title_sort | open-source pipeline for analysing changes in microglial morphology |
topic | Methods and Techniques |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8354754/ https://www.ncbi.nlm.nih.gov/pubmed/34375551 http://dx.doi.org/10.1098/rsob.210045 |
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