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Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain

Two cliques of genes identified computationally for their high co-expression in the mouse brain according to the Allen Brain Atlas, and for their enrichment in genes related to autism spectrum disorder (ASD), have recently been shown to be highly co-expressed in the cerebellar cortex, compared to wh...

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Autores principales: Grange, Pascal, Menashe, Idan, Hawrylycz, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4448060/
https://www.ncbi.nlm.nih.gov/pubmed/26074809
http://dx.doi.org/10.3389/fncom.2015.00055
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author Grange, Pascal
Menashe, Idan
Hawrylycz, Michael
author_facet Grange, Pascal
Menashe, Idan
Hawrylycz, Michael
author_sort Grange, Pascal
collection PubMed
description Two cliques of genes identified computationally for their high co-expression in the mouse brain according to the Allen Brain Atlas, and for their enrichment in genes related to autism spectrum disorder (ASD), have recently been shown to be highly co-expressed in the cerebellar cortex, compared to what could be expected by chance. Moreover, the expression of these cliques of genes is not homogeneous across the cerebellar cortex, and it has been noted that their expression pattern seems to highlight the granular layer. However, this observation was only made by eye, and recent advances in computational neuroanatomy allow to rank cell types in the mouse brain (characterized by their transcriptome profiles) according to the similarity between their spatial density profiles and the spatial expression profiles of the cliques. We establish by Monte Carlo simulation that with probability at least 99%, the expression profiles of the two cliques are more similar to the density profile of granule cells than 99% of the expression of cliques containing the same number of genes (Purkinje cells also score above 99% in one of the cliques). Thresholding the expression profiles shows that the signal is more intense in the granular layer. Finally, we work out pairs of cell types whose combined expression profiles are more similar to the expression profiles of the cliques than any single cell type. These pairs predominantly consist of one cortical pyramidal cell and one cerebellar cell (which can be either a granule cell or a Purkinje cell).
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spelling pubmed-44480602015-06-12 Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain Grange, Pascal Menashe, Idan Hawrylycz, Michael Front Comput Neurosci Neuroscience Two cliques of genes identified computationally for their high co-expression in the mouse brain according to the Allen Brain Atlas, and for their enrichment in genes related to autism spectrum disorder (ASD), have recently been shown to be highly co-expressed in the cerebellar cortex, compared to what could be expected by chance. Moreover, the expression of these cliques of genes is not homogeneous across the cerebellar cortex, and it has been noted that their expression pattern seems to highlight the granular layer. However, this observation was only made by eye, and recent advances in computational neuroanatomy allow to rank cell types in the mouse brain (characterized by their transcriptome profiles) according to the similarity between their spatial density profiles and the spatial expression profiles of the cliques. We establish by Monte Carlo simulation that with probability at least 99%, the expression profiles of the two cliques are more similar to the density profile of granule cells than 99% of the expression of cliques containing the same number of genes (Purkinje cells also score above 99% in one of the cliques). Thresholding the expression profiles shows that the signal is more intense in the granular layer. Finally, we work out pairs of cell types whose combined expression profiles are more similar to the expression profiles of the cliques than any single cell type. These pairs predominantly consist of one cortical pyramidal cell and one cerebellar cell (which can be either a granule cell or a Purkinje cell). Frontiers Media S.A. 2015-05-29 /pmc/articles/PMC4448060/ /pubmed/26074809 http://dx.doi.org/10.3389/fncom.2015.00055 Text en Copyright © 2015 Grange, Menashe and Hawrylycz. http://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) or licensor 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 Neuroscience
Grange, Pascal
Menashe, Idan
Hawrylycz, Michael
Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
title Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
title_full Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
title_fullStr Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
title_full_unstemmed Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
title_short Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
title_sort cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4448060/
https://www.ncbi.nlm.nih.gov/pubmed/26074809
http://dx.doi.org/10.3389/fncom.2015.00055
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