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Topological gene expression networks recapitulate brain anatomy and function

Understanding how gene expression translates to and affects human behavior is one of the ultimate goals of neuroscience. In this paper, we present a pipeline based on Mapper, a topological simplification tool, to analyze gene co-expression data. We first validate the method by reproducing key result...

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Autores principales: Patania, Alice, Selvaggi, Pierluigi, Veronese, Mattia, Dipasquale, Ottavia, Expert, Paul, Petri, Giovanni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MIT Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6663211/
https://www.ncbi.nlm.nih.gov/pubmed/31410377
http://dx.doi.org/10.1162/netn_a_00094
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author Patania, Alice
Selvaggi, Pierluigi
Veronese, Mattia
Dipasquale, Ottavia
Expert, Paul
Petri, Giovanni
author_facet Patania, Alice
Selvaggi, Pierluigi
Veronese, Mattia
Dipasquale, Ottavia
Expert, Paul
Petri, Giovanni
author_sort Patania, Alice
collection PubMed
description Understanding how gene expression translates to and affects human behavior is one of the ultimate goals of neuroscience. In this paper, we present a pipeline based on Mapper, a topological simplification tool, to analyze gene co-expression data. We first validate the method by reproducing key results from the literature on the Allen Human Brain Atlas and the correlations between resting-state fMRI and gene co-expression maps. We then analyze a dopamine-related gene set and find that co-expression networks produced by Mapper return a structure that matches the well-known anatomy of the dopaminergic pathway. Our results suggest that network based descriptions can be a powerful tool to explore the relationships between genetic pathways and their association with brain function and its perturbation due to illness and/or pharmacological challenges.
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spelling pubmed-66632112019-08-13 Topological gene expression networks recapitulate brain anatomy and function Patania, Alice Selvaggi, Pierluigi Veronese, Mattia Dipasquale, Ottavia Expert, Paul Petri, Giovanni Netw Neurosci Research Articles Understanding how gene expression translates to and affects human behavior is one of the ultimate goals of neuroscience. In this paper, we present a pipeline based on Mapper, a topological simplification tool, to analyze gene co-expression data. We first validate the method by reproducing key results from the literature on the Allen Human Brain Atlas and the correlations between resting-state fMRI and gene co-expression maps. We then analyze a dopamine-related gene set and find that co-expression networks produced by Mapper return a structure that matches the well-known anatomy of the dopaminergic pathway. Our results suggest that network based descriptions can be a powerful tool to explore the relationships between genetic pathways and their association with brain function and its perturbation due to illness and/or pharmacological challenges. MIT Press 2019-07-01 /pmc/articles/PMC6663211/ /pubmed/31410377 http://dx.doi.org/10.1162/netn_a_00094 Text en © 2019 Massachusetts Institute of Technology This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. For a full description of the license, please visit https://creativecommons.org/licenses/by/4.0/legalcode.
spellingShingle Research Articles
Patania, Alice
Selvaggi, Pierluigi
Veronese, Mattia
Dipasquale, Ottavia
Expert, Paul
Petri, Giovanni
Topological gene expression networks recapitulate brain anatomy and function
title Topological gene expression networks recapitulate brain anatomy and function
title_full Topological gene expression networks recapitulate brain anatomy and function
title_fullStr Topological gene expression networks recapitulate brain anatomy and function
title_full_unstemmed Topological gene expression networks recapitulate brain anatomy and function
title_short Topological gene expression networks recapitulate brain anatomy and function
title_sort topological gene expression networks recapitulate brain anatomy and function
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6663211/
https://www.ncbi.nlm.nih.gov/pubmed/31410377
http://dx.doi.org/10.1162/netn_a_00094
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