Cargando…
Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis
It is known that microglia morphology and function are closely related, but only few studies have objectively described different morphological subtypes. To address this issue, morphological parameters of microglial cells were analyzed in a rat model of aseptic neuroinflammation. After the injection...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5550745/ https://www.ncbi.nlm.nih.gov/pubmed/28848398 http://dx.doi.org/10.3389/fncel.2017.00235 |
_version_ | 1783256176435134464 |
---|---|
author | Fernández-Arjona, María del Mar Grondona, Jesús M. Granados-Durán, Pablo Fernández-Llebrez, Pedro López-Ávalos, María D. |
author_facet | Fernández-Arjona, María del Mar Grondona, Jesús M. Granados-Durán, Pablo Fernández-Llebrez, Pedro López-Ávalos, María D. |
author_sort | Fernández-Arjona, María del Mar |
collection | PubMed |
description | It is known that microglia morphology and function are closely related, but only few studies have objectively described different morphological subtypes. To address this issue, morphological parameters of microglial cells were analyzed in a rat model of aseptic neuroinflammation. After the injection of a single dose of the enzyme neuraminidase (NA) within the lateral ventricle (LV) an acute inflammatory process occurs. Sections from NA-injected animals and sham controls were immunolabeled with the microglial marker IBA1, which highlights ramifications and features of the cell shape. Using images obtained by section scanning, individual microglial cells were sampled from various regions (septofimbrial nucleus, hippocampus and hypothalamus) at different times post-injection (2, 4 and 12 h). Each cell yielded a set of 15 morphological parameters by means of image analysis software. Five initial parameters (including fractal measures) were statistically different in cells from NA-injected rats (most of them IL-1β positive, i.e., M1-state) compared to those from control animals (none of them IL-1β positive, i.e., surveillant state). However, additional multimodal parameters were revealed more suitable for hierarchical cluster analysis (HCA). This method pointed out the classification of microglia population in four clusters. Furthermore, a linear discriminant analysis (LDA) suggested three specific parameters to objectively classify any microglia by a decision tree. In addition, a principal components analysis (PCA) revealed two extra valuable variables that allowed to further classifying microglia in a total of eight sub-clusters or types. The spatio-temporal distribution of these different morphotypes in our rat inflammation model allowed to relate specific morphotypes with microglial activation status and brain location. An objective method for microglia classification based on morphological parameters is proposed. Main points: Microglia undergo a quantifiable morphological change upon neuraminidase induced inflammation. Hierarchical cluster and principal components analysis allow morphological classification of microglia. Brain location of microglia is a relevant factor. |
format | Online Article Text |
id | pubmed-5550745 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-55507452017-08-28 Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis Fernández-Arjona, María del Mar Grondona, Jesús M. Granados-Durán, Pablo Fernández-Llebrez, Pedro López-Ávalos, María D. Front Cell Neurosci Neuroscience It is known that microglia morphology and function are closely related, but only few studies have objectively described different morphological subtypes. To address this issue, morphological parameters of microglial cells were analyzed in a rat model of aseptic neuroinflammation. After the injection of a single dose of the enzyme neuraminidase (NA) within the lateral ventricle (LV) an acute inflammatory process occurs. Sections from NA-injected animals and sham controls were immunolabeled with the microglial marker IBA1, which highlights ramifications and features of the cell shape. Using images obtained by section scanning, individual microglial cells were sampled from various regions (septofimbrial nucleus, hippocampus and hypothalamus) at different times post-injection (2, 4 and 12 h). Each cell yielded a set of 15 morphological parameters by means of image analysis software. Five initial parameters (including fractal measures) were statistically different in cells from NA-injected rats (most of them IL-1β positive, i.e., M1-state) compared to those from control animals (none of them IL-1β positive, i.e., surveillant state). However, additional multimodal parameters were revealed more suitable for hierarchical cluster analysis (HCA). This method pointed out the classification of microglia population in four clusters. Furthermore, a linear discriminant analysis (LDA) suggested three specific parameters to objectively classify any microglia by a decision tree. In addition, a principal components analysis (PCA) revealed two extra valuable variables that allowed to further classifying microglia in a total of eight sub-clusters or types. The spatio-temporal distribution of these different morphotypes in our rat inflammation model allowed to relate specific morphotypes with microglial activation status and brain location. An objective method for microglia classification based on morphological parameters is proposed. Main points: Microglia undergo a quantifiable morphological change upon neuraminidase induced inflammation. Hierarchical cluster and principal components analysis allow morphological classification of microglia. Brain location of microglia is a relevant factor. Frontiers Media S.A. 2017-08-08 /pmc/articles/PMC5550745/ /pubmed/28848398 http://dx.doi.org/10.3389/fncel.2017.00235 Text en Copyright © 2017 Fernández-Arjona, Grondona, Granados-Durán, Fernández-Llebrez and López-Ávalos. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Fernández-Arjona, María del Mar Grondona, Jesús M. Granados-Durán, Pablo Fernández-Llebrez, Pedro López-Ávalos, María D. Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis |
title | Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis |
title_full | Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis |
title_fullStr | Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis |
title_full_unstemmed | Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis |
title_short | Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis |
title_sort | microglia morphological categorization in a rat model of neuroinflammation by hierarchical cluster and principal components analysis |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5550745/ https://www.ncbi.nlm.nih.gov/pubmed/28848398 http://dx.doi.org/10.3389/fncel.2017.00235 |
work_keys_str_mv | AT fernandezarjonamariadelmar microgliamorphologicalcategorizationinaratmodelofneuroinflammationbyhierarchicalclusterandprincipalcomponentsanalysis AT grondonajesusm microgliamorphologicalcategorizationinaratmodelofneuroinflammationbyhierarchicalclusterandprincipalcomponentsanalysis AT granadosduranpablo microgliamorphologicalcategorizationinaratmodelofneuroinflammationbyhierarchicalclusterandprincipalcomponentsanalysis AT fernandezllebrezpedro microgliamorphologicalcategorizationinaratmodelofneuroinflammationbyhierarchicalclusterandprincipalcomponentsanalysis AT lopezavalosmariad microgliamorphologicalcategorizationinaratmodelofneuroinflammationbyhierarchicalclusterandprincipalcomponentsanalysis |