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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MIT Press
2019
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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. |
format | Online Article Text |
id | pubmed-6663211 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MIT Press |
record_format | MEDLINE/PubMed |
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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