Cargando…

Associating transcription factors and conserved RNA structures with gene regulation in the human brain

Anatomical subdivisions of the human brain can be associated with different neuronal functions. This functional diversification is reflected by differences in gene expression. By analyzing post-mortem gene expression data from the Allen Brain Atlas, we investigated the impact of transcription factor...

Descripción completa

Detalles Bibliográficos
Autores principales: Hecker, Nikolai, Seemann, Stefan E., Silahtaroglu, Asli, Ruzzo, Walter L., Gorodkin, Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516038/
https://www.ncbi.nlm.nih.gov/pubmed/28720872
http://dx.doi.org/10.1038/s41598-017-06200-4
_version_ 1783251086283374592
author Hecker, Nikolai
Seemann, Stefan E.
Silahtaroglu, Asli
Ruzzo, Walter L.
Gorodkin, Jan
author_facet Hecker, Nikolai
Seemann, Stefan E.
Silahtaroglu, Asli
Ruzzo, Walter L.
Gorodkin, Jan
author_sort Hecker, Nikolai
collection PubMed
description Anatomical subdivisions of the human brain can be associated with different neuronal functions. This functional diversification is reflected by differences in gene expression. By analyzing post-mortem gene expression data from the Allen Brain Atlas, we investigated the impact of transcription factors (TF) and RNA secondary structures on the regulation of gene expression in the human brain. First, we modeled the expression of a gene as a linear combination of the expression of TFs. We devised an approach to select robust TF-gene interactions and to determine localized contributions to gene expression of TFs. Among the TFs with the most localized contributions, we identified EZH2 in the cerebellum, NR3C1 in the cerebral cortex and SRF in the basal forebrain. Our results suggest that EZH2 is involved in regulating ZIC2 and SHANK1 which have been linked to neurological diseases such as autism spectrum disorder. Second, we associated enriched regulatory elements inside differentially expressed mRNAs with RNA secondary structure motifs. We found a group of purine-uracil repeat RNA secondary structure motifs plus other motifs in neuron related genes such as ACSL4 and ERLIN2.
format Online
Article
Text
id pubmed-5516038
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-55160382017-07-19 Associating transcription factors and conserved RNA structures with gene regulation in the human brain Hecker, Nikolai Seemann, Stefan E. Silahtaroglu, Asli Ruzzo, Walter L. Gorodkin, Jan Sci Rep Article Anatomical subdivisions of the human brain can be associated with different neuronal functions. This functional diversification is reflected by differences in gene expression. By analyzing post-mortem gene expression data from the Allen Brain Atlas, we investigated the impact of transcription factors (TF) and RNA secondary structures on the regulation of gene expression in the human brain. First, we modeled the expression of a gene as a linear combination of the expression of TFs. We devised an approach to select robust TF-gene interactions and to determine localized contributions to gene expression of TFs. Among the TFs with the most localized contributions, we identified EZH2 in the cerebellum, NR3C1 in the cerebral cortex and SRF in the basal forebrain. Our results suggest that EZH2 is involved in regulating ZIC2 and SHANK1 which have been linked to neurological diseases such as autism spectrum disorder. Second, we associated enriched regulatory elements inside differentially expressed mRNAs with RNA secondary structure motifs. We found a group of purine-uracil repeat RNA secondary structure motifs plus other motifs in neuron related genes such as ACSL4 and ERLIN2. Nature Publishing Group UK 2017-07-18 /pmc/articles/PMC5516038/ /pubmed/28720872 http://dx.doi.org/10.1038/s41598-017-06200-4 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Hecker, Nikolai
Seemann, Stefan E.
Silahtaroglu, Asli
Ruzzo, Walter L.
Gorodkin, Jan
Associating transcription factors and conserved RNA structures with gene regulation in the human brain
title Associating transcription factors and conserved RNA structures with gene regulation in the human brain
title_full Associating transcription factors and conserved RNA structures with gene regulation in the human brain
title_fullStr Associating transcription factors and conserved RNA structures with gene regulation in the human brain
title_full_unstemmed Associating transcription factors and conserved RNA structures with gene regulation in the human brain
title_short Associating transcription factors and conserved RNA structures with gene regulation in the human brain
title_sort associating transcription factors and conserved rna structures with gene regulation in the human brain
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516038/
https://www.ncbi.nlm.nih.gov/pubmed/28720872
http://dx.doi.org/10.1038/s41598-017-06200-4
work_keys_str_mv AT heckernikolai associatingtranscriptionfactorsandconservedrnastructureswithgeneregulationinthehumanbrain
AT seemannstefane associatingtranscriptionfactorsandconservedrnastructureswithgeneregulationinthehumanbrain
AT silahtarogluasli associatingtranscriptionfactorsandconservedrnastructureswithgeneregulationinthehumanbrain
AT ruzzowalterl associatingtranscriptionfactorsandconservedrnastructureswithgeneregulationinthehumanbrain
AT gorodkinjan associatingtranscriptionfactorsandconservedrnastructureswithgeneregulationinthehumanbrain