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A Transcriptome Community-and-Module Approach of the Human Mesoconnectome

Graph analysis allows exploring transcriptome compartments such as communities and modules for brain mesostructures. In this work, we proposed a bottom-up model of a gene regulatory network to brain-wise connectome workflow. We estimated the gene communities across all brain regions from the Allen B...

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Autores principales: Paredes, Omar, López, Jhonatan B., Covantes-Osuna, César, Ocegueda-Hernández, Vladimir, Romo-Vázquez, Rebeca, Morales, J. Alejandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8393183/
https://www.ncbi.nlm.nih.gov/pubmed/34441171
http://dx.doi.org/10.3390/e23081031
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author Paredes, Omar
López, Jhonatan B.
Covantes-Osuna, César
Ocegueda-Hernández, Vladimir
Romo-Vázquez, Rebeca
Morales, J. Alejandro
author_facet Paredes, Omar
López, Jhonatan B.
Covantes-Osuna, César
Ocegueda-Hernández, Vladimir
Romo-Vázquez, Rebeca
Morales, J. Alejandro
author_sort Paredes, Omar
collection PubMed
description Graph analysis allows exploring transcriptome compartments such as communities and modules for brain mesostructures. In this work, we proposed a bottom-up model of a gene regulatory network to brain-wise connectome workflow. We estimated the gene communities across all brain regions from the Allen Brain Atlas transcriptome database. We selected the communities method to yield the highest number of functional mesostructures in the network hierarchy organization, which allowed us to identify specific brain cell functions (e.g., neuroplasticity, axonogenesis and dendritogenesis communities). With these communities, we built brain-wise region modules that represent the connectome. Our findings match with previously described anatomical and functional brain circuits, such the default mode network and the default visual network, supporting the notion that the brain dynamics that carry out low- and higher-order functions originate from the modular composition of a GRN complex network
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spelling pubmed-83931832021-08-28 A Transcriptome Community-and-Module Approach of the Human Mesoconnectome Paredes, Omar López, Jhonatan B. Covantes-Osuna, César Ocegueda-Hernández, Vladimir Romo-Vázquez, Rebeca Morales, J. Alejandro Entropy (Basel) Article Graph analysis allows exploring transcriptome compartments such as communities and modules for brain mesostructures. In this work, we proposed a bottom-up model of a gene regulatory network to brain-wise connectome workflow. We estimated the gene communities across all brain regions from the Allen Brain Atlas transcriptome database. We selected the communities method to yield the highest number of functional mesostructures in the network hierarchy organization, which allowed us to identify specific brain cell functions (e.g., neuroplasticity, axonogenesis and dendritogenesis communities). With these communities, we built brain-wise region modules that represent the connectome. Our findings match with previously described anatomical and functional brain circuits, such the default mode network and the default visual network, supporting the notion that the brain dynamics that carry out low- and higher-order functions originate from the modular composition of a GRN complex network MDPI 2021-08-11 /pmc/articles/PMC8393183/ /pubmed/34441171 http://dx.doi.org/10.3390/e23081031 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Paredes, Omar
López, Jhonatan B.
Covantes-Osuna, César
Ocegueda-Hernández, Vladimir
Romo-Vázquez, Rebeca
Morales, J. Alejandro
A Transcriptome Community-and-Module Approach of the Human Mesoconnectome
title A Transcriptome Community-and-Module Approach of the Human Mesoconnectome
title_full A Transcriptome Community-and-Module Approach of the Human Mesoconnectome
title_fullStr A Transcriptome Community-and-Module Approach of the Human Mesoconnectome
title_full_unstemmed A Transcriptome Community-and-Module Approach of the Human Mesoconnectome
title_short A Transcriptome Community-and-Module Approach of the Human Mesoconnectome
title_sort transcriptome community-and-module approach of the human mesoconnectome
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8393183/
https://www.ncbi.nlm.nih.gov/pubmed/34441171
http://dx.doi.org/10.3390/e23081031
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