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

Abstract 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 transcripti...

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Main Authors: Nikolai Hecker, Stefan E. Seemann, Asli Silahtaroglu, Walter L. Ruzzo, Jan Gorodkin
Format: Article
Language:English
Published: Nature Publishing Group 2017-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-06200-4
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spelling doaj-83d500d9e1854594a7000a1f6d2170092020-12-08T03:07:35ZengNature Publishing GroupScientific Reports2045-23222017-07-017111610.1038/s41598-017-06200-4Associating transcription factors and conserved RNA structures with gene regulation in the human brainNikolai Hecker0Stefan E. Seemann1Asli Silahtaroglu2Walter L. Ruzzo3Jan Gorodkin4Center for non-coding RNA in Technology and Health, University of CopenhagenCenter for non-coding RNA in Technology and Health, University of CopenhagenCenter for non-coding RNA in Technology and Health, University of CopenhagenCenter for non-coding RNA in Technology and Health, University of CopenhagenCenter for non-coding RNA in Technology and Health, University of CopenhagenAbstract 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.https://doi.org/10.1038/s41598-017-06200-4
collection DOAJ
language English
format Article
sources DOAJ
author Nikolai Hecker
Stefan E. Seemann
Asli Silahtaroglu
Walter L. Ruzzo
Jan Gorodkin
spellingShingle Nikolai Hecker
Stefan E. Seemann
Asli Silahtaroglu
Walter L. Ruzzo
Jan Gorodkin
Associating transcription factors and conserved RNA structures with gene regulation in the human brain
Scientific Reports
author_facet Nikolai Hecker
Stefan E. Seemann
Asli Silahtaroglu
Walter L. Ruzzo
Jan Gorodkin
author_sort Nikolai Hecker
title 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_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_sort associating transcription factors and conserved rna structures with gene regulation in the human brain
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2017-07-01
description Abstract 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.
url https://doi.org/10.1038/s41598-017-06200-4
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