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Spatial clustering and common regulatory elements correlate with coordinated gene expression
Many cellular responses to surrounding cues require temporally concerted transcriptional regulation of multiple genes. In prokaryotic cells, a single-input-module motif with one transcription factor regulating multiple target genes can generate coordinated gene expression. In eukaryotic cells, trans...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6415868/ https://www.ncbi.nlm.nih.gov/pubmed/30822341 http://dx.doi.org/10.1371/journal.pcbi.1006786 |
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author | Zhang, Jingyu Chen, Hengyu Li, Ruoyan Taft, David A. Yao, Guang Bai, Fan Xing, Jianhua |
author_facet | Zhang, Jingyu Chen, Hengyu Li, Ruoyan Taft, David A. Yao, Guang Bai, Fan Xing, Jianhua |
author_sort | Zhang, Jingyu |
collection | PubMed |
description | Many cellular responses to surrounding cues require temporally concerted transcriptional regulation of multiple genes. In prokaryotic cells, a single-input-module motif with one transcription factor regulating multiple target genes can generate coordinated gene expression. In eukaryotic cells, transcriptional activity of a gene is affected by not only transcription factors but also the epigenetic modifications and three-dimensional chromosome structure of the gene. To examine how local gene environment and transcription factor regulation are coupled, we performed a combined analysis of time-course RNA-seq data of TGF-β treated MCF10A cells and related epigenomic and Hi-C data. Using Dynamic Regulatory Events Miner (DREM), we clustered differentially expressed genes based on gene expression profiles and associated transcription factors. Genes in each class have similar temporal gene expression patterns and share common transcription factors. Next, we defined a set of linear and radial distribution functions, as used in statistical physics, to measure the distributions of genes within a class both spatially and linearly along the genomic sequence. Remarkably, genes within the same class despite sometimes being separated by tens of million bases (Mb) along genomic sequence show a significantly higher tendency to be spatially close despite sometimes being separated by tens of Mb along the genomic sequence than those belonging to different classes do. Analyses extended to the process of mouse nervous system development arrived at similar conclusions. Future studies will be able to test whether this spatial organization of chromosomes contributes to concerted gene expression. |
format | Online Article Text |
id | pubmed-6415868 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64158682019-04-01 Spatial clustering and common regulatory elements correlate with coordinated gene expression Zhang, Jingyu Chen, Hengyu Li, Ruoyan Taft, David A. Yao, Guang Bai, Fan Xing, Jianhua PLoS Comput Biol Research Article Many cellular responses to surrounding cues require temporally concerted transcriptional regulation of multiple genes. In prokaryotic cells, a single-input-module motif with one transcription factor regulating multiple target genes can generate coordinated gene expression. In eukaryotic cells, transcriptional activity of a gene is affected by not only transcription factors but also the epigenetic modifications and three-dimensional chromosome structure of the gene. To examine how local gene environment and transcription factor regulation are coupled, we performed a combined analysis of time-course RNA-seq data of TGF-β treated MCF10A cells and related epigenomic and Hi-C data. Using Dynamic Regulatory Events Miner (DREM), we clustered differentially expressed genes based on gene expression profiles and associated transcription factors. Genes in each class have similar temporal gene expression patterns and share common transcription factors. Next, we defined a set of linear and radial distribution functions, as used in statistical physics, to measure the distributions of genes within a class both spatially and linearly along the genomic sequence. Remarkably, genes within the same class despite sometimes being separated by tens of million bases (Mb) along genomic sequence show a significantly higher tendency to be spatially close despite sometimes being separated by tens of Mb along the genomic sequence than those belonging to different classes do. Analyses extended to the process of mouse nervous system development arrived at similar conclusions. Future studies will be able to test whether this spatial organization of chromosomes contributes to concerted gene expression. Public Library of Science 2019-03-01 /pmc/articles/PMC6415868/ /pubmed/30822341 http://dx.doi.org/10.1371/journal.pcbi.1006786 Text en © 2019 Zhang 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Zhang, Jingyu Chen, Hengyu Li, Ruoyan Taft, David A. Yao, Guang Bai, Fan Xing, Jianhua Spatial clustering and common regulatory elements correlate with coordinated gene expression |
title | Spatial clustering and common regulatory elements correlate with coordinated gene expression |
title_full | Spatial clustering and common regulatory elements correlate with coordinated gene expression |
title_fullStr | Spatial clustering and common regulatory elements correlate with coordinated gene expression |
title_full_unstemmed | Spatial clustering and common regulatory elements correlate with coordinated gene expression |
title_short | Spatial clustering and common regulatory elements correlate with coordinated gene expression |
title_sort | spatial clustering and common regulatory elements correlate with coordinated gene expression |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6415868/ https://www.ncbi.nlm.nih.gov/pubmed/30822341 http://dx.doi.org/10.1371/journal.pcbi.1006786 |
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