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Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity

The putative link between gene expression of brain regions and their neural connectivity patterns is a fundamental question in neuroscience. Here this question is addressed in the first large scale study of a prototypical mammalian rodent brain, using a combination of rat brain regional connectivity...

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Autores principales: Wolf, Lior, Goldberg, Chen, Manor, Nathan, Sharan, Roded, Ruppin, Eytan
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3088660/
https://www.ncbi.nlm.nih.gov/pubmed/21573208
http://dx.doi.org/10.1371/journal.pcbi.1002040
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author Wolf, Lior
Goldberg, Chen
Manor, Nathan
Sharan, Roded
Ruppin, Eytan
author_facet Wolf, Lior
Goldberg, Chen
Manor, Nathan
Sharan, Roded
Ruppin, Eytan
author_sort Wolf, Lior
collection PubMed
description The putative link between gene expression of brain regions and their neural connectivity patterns is a fundamental question in neuroscience. Here this question is addressed in the first large scale study of a prototypical mammalian rodent brain, using a combination of rat brain regional connectivity data with gene expression of the mouse brain. Remarkably, even though this study uses data from two different rodent species (due to the data limitations), we still find that the connectivity of the majority of brain regions is highly predictable from their gene expression levels–the outgoing (incoming) connectivity is successfully predicted for 73% (56%) of brain regions, with an overall fairly marked accuracy level of 0.79 (0.83). Many genes are found to play a part in predicting both the incoming and outgoing connectivity (241 out of the 500 top selected genes, p-value<1e-5). Reassuringly, the genes previously known from the literature to be involved in axon guidance do carry significant information about regional brain connectivity. Surveying the genes known to be associated with the pathogenesis of several brain disorders, we find that those associated with schizophrenia, autism and attention deficit disorder are the most highly enriched in the connectivity-related genes identified here. Finally, we find that the profile of functional annotation groups that are associated with regional connectivity in the rodent is significantly correlated with the annotation profile of genes previously found to determine neural connectivity in C. elegans (Pearson correlation of 0.24, p<1e-6 for the outgoing connections and 0.27, p<1e-5 for the incoming). Overall, the association between connectivity and gene expression in a specific extant rodent species' brain is likely to be even stronger than found here, given the limitations of current data.
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spelling pubmed-30886602011-05-13 Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity Wolf, Lior Goldberg, Chen Manor, Nathan Sharan, Roded Ruppin, Eytan PLoS Comput Biol Research Article The putative link between gene expression of brain regions and their neural connectivity patterns is a fundamental question in neuroscience. Here this question is addressed in the first large scale study of a prototypical mammalian rodent brain, using a combination of rat brain regional connectivity data with gene expression of the mouse brain. Remarkably, even though this study uses data from two different rodent species (due to the data limitations), we still find that the connectivity of the majority of brain regions is highly predictable from their gene expression levels–the outgoing (incoming) connectivity is successfully predicted for 73% (56%) of brain regions, with an overall fairly marked accuracy level of 0.79 (0.83). Many genes are found to play a part in predicting both the incoming and outgoing connectivity (241 out of the 500 top selected genes, p-value<1e-5). Reassuringly, the genes previously known from the literature to be involved in axon guidance do carry significant information about regional brain connectivity. Surveying the genes known to be associated with the pathogenesis of several brain disorders, we find that those associated with schizophrenia, autism and attention deficit disorder are the most highly enriched in the connectivity-related genes identified here. Finally, we find that the profile of functional annotation groups that are associated with regional connectivity in the rodent is significantly correlated with the annotation profile of genes previously found to determine neural connectivity in C. elegans (Pearson correlation of 0.24, p<1e-6 for the outgoing connections and 0.27, p<1e-5 for the incoming). Overall, the association between connectivity and gene expression in a specific extant rodent species' brain is likely to be even stronger than found here, given the limitations of current data. Public Library of Science 2011-05-05 /pmc/articles/PMC3088660/ /pubmed/21573208 http://dx.doi.org/10.1371/journal.pcbi.1002040 Text en Wolf et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Wolf, Lior
Goldberg, Chen
Manor, Nathan
Sharan, Roded
Ruppin, Eytan
Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity
title Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity
title_full Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity
title_fullStr Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity
title_full_unstemmed Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity
title_short Gene Expression in the Rodent Brain is Associated with Its Regional Connectivity
title_sort gene expression in the rodent brain is associated with its regional connectivity
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3088660/
https://www.ncbi.nlm.nih.gov/pubmed/21573208
http://dx.doi.org/10.1371/journal.pcbi.1002040
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