Cargando…

Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis

Neuronal morphology is characterized by salient features such as complex axonal and dendritic arbors. In the mammalian brain, variations in dendritic morphology among cell classes, brain regions, and animal species are thought to underlie known differences in neuronal function. In this work, we obta...

Descripción completa

Detalles Bibliográficos
Autores principales: Khalil, Reem, Farhat, Ahmad, Dłotko, Paweł
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8200563/
https://www.ncbi.nlm.nih.gov/pubmed/34135746
http://dx.doi.org/10.3389/fncom.2021.667696
_version_ 1783707633378656256
author Khalil, Reem
Farhat, Ahmad
Dłotko, Paweł
author_facet Khalil, Reem
Farhat, Ahmad
Dłotko, Paweł
author_sort Khalil, Reem
collection PubMed
description Neuronal morphology is characterized by salient features such as complex axonal and dendritic arbors. In the mammalian brain, variations in dendritic morphology among cell classes, brain regions, and animal species are thought to underlie known differences in neuronal function. In this work, we obtained a large dataset from http://neuromorpho.org/ comprising layer III pyramidal cells in different cortical areas of the ventral visual pathway (V1, V2, V4, TEO, and TE) of the macaque monkey at different developmental stages. We performed an in depth quantitative analysis of pyramidal cell morphology throughout development in an effort to determine which aspects mature early in development and which features require a protracted period of maturation. We were also interested in establishing if developmental changes in morphological features occur simultaneously or hierarchically in multiple visual cortical areas. We addressed these questions by performing principal component analysis (PCA) and hierarchical clustering analysis on relevant morphological features. Our analysis indicates that the maturation of pyramidal cell morphology is largely based on early development of topological features in most visual cortical areas. Moreover, the maturation of pyramidal cell morphology in V1, V2, V4, TEO, and TE is characterized by unique developmental trajectories.
format Online
Article
Text
id pubmed-8200563
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-82005632021-06-15 Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis Khalil, Reem Farhat, Ahmad Dłotko, Paweł Front Comput Neurosci Computational Neuroscience Neuronal morphology is characterized by salient features such as complex axonal and dendritic arbors. In the mammalian brain, variations in dendritic morphology among cell classes, brain regions, and animal species are thought to underlie known differences in neuronal function. In this work, we obtained a large dataset from http://neuromorpho.org/ comprising layer III pyramidal cells in different cortical areas of the ventral visual pathway (V1, V2, V4, TEO, and TE) of the macaque monkey at different developmental stages. We performed an in depth quantitative analysis of pyramidal cell morphology throughout development in an effort to determine which aspects mature early in development and which features require a protracted period of maturation. We were also interested in establishing if developmental changes in morphological features occur simultaneously or hierarchically in multiple visual cortical areas. We addressed these questions by performing principal component analysis (PCA) and hierarchical clustering analysis on relevant morphological features. Our analysis indicates that the maturation of pyramidal cell morphology is largely based on early development of topological features in most visual cortical areas. Moreover, the maturation of pyramidal cell morphology in V1, V2, V4, TEO, and TE is characterized by unique developmental trajectories. Frontiers Media S.A. 2021-05-31 /pmc/articles/PMC8200563/ /pubmed/34135746 http://dx.doi.org/10.3389/fncom.2021.667696 Text en Copyright © 2021 Khalil, Farhat and Dłotko. https://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) and the copyright owner(s) 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 Computational Neuroscience
Khalil, Reem
Farhat, Ahmad
Dłotko, Paweł
Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis
title Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis
title_full Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis
title_fullStr Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis
title_full_unstemmed Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis
title_short Developmental Changes in Pyramidal Cell Morphology in Multiple Visual Cortical Areas Using Cluster Analysis
title_sort developmental changes in pyramidal cell morphology in multiple visual cortical areas using cluster analysis
topic Computational Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8200563/
https://www.ncbi.nlm.nih.gov/pubmed/34135746
http://dx.doi.org/10.3389/fncom.2021.667696
work_keys_str_mv AT khalilreem developmentalchangesinpyramidalcellmorphologyinmultiplevisualcorticalareasusingclusteranalysis
AT farhatahmad developmentalchangesinpyramidalcellmorphologyinmultiplevisualcorticalareasusingclusteranalysis
AT dłotkopaweł developmentalchangesinpyramidalcellmorphologyinmultiplevisualcorticalareasusingclusteranalysis