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Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis
Deciphering gene regulatory networks requires identification of gene expression modules. We describe a novel bottom-up approach to identify gene modules regulated by cis-regulatory motifs from a human gene co-expression network. Target genes of a cis-regulatory motif were identified from the network...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5514134/ https://www.ncbi.nlm.nih.gov/pubmed/28717181 http://dx.doi.org/10.1038/s41598-017-05705-2 |
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author | Ma, Shisong Snyder, Michael Dinesh-Kumar, Savithramma P. |
author_facet | Ma, Shisong Snyder, Michael Dinesh-Kumar, Savithramma P. |
author_sort | Ma, Shisong |
collection | PubMed |
description | Deciphering gene regulatory networks requires identification of gene expression modules. We describe a novel bottom-up approach to identify gene modules regulated by cis-regulatory motifs from a human gene co-expression network. Target genes of a cis-regulatory motif were identified from the network via the motif’s enrichment or biased distribution towards transcription start sites in the promoters of co-expressed genes. A gene sub-network containing the target genes was extracted and used to derive gene modules. The analysis revealed known and novel gene modules regulated by the NF-Y motif. The binding of NF-Y proteins to these modules’ gene promoters were verified using ENCODE ChIP-Seq data. The analyses also identified 8,048 Sp1 motif target genes, interestingly many of which were not detected by ENCODE ChIP-Seq. These target genes assemble into house-keeping, tissues-specific developmental, and immune response modules. Integration of Sp1 modules with genomic and epigenomic data indicates epigenetic control of Sp1 targets’ expression in a cell/tissue specific manner. Finally, known and novel target genes and modules regulated by the YY1, RFX1, IRF1, and 34 other motifs were also identified. The study described here provides a valuable resource to understand transcriptional regulation of various human developmental, disease, or immunity pathways. |
format | Online Article Text |
id | pubmed-5514134 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55141342017-07-19 Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis Ma, Shisong Snyder, Michael Dinesh-Kumar, Savithramma P. Sci Rep Article Deciphering gene regulatory networks requires identification of gene expression modules. We describe a novel bottom-up approach to identify gene modules regulated by cis-regulatory motifs from a human gene co-expression network. Target genes of a cis-regulatory motif were identified from the network via the motif’s enrichment or biased distribution towards transcription start sites in the promoters of co-expressed genes. A gene sub-network containing the target genes was extracted and used to derive gene modules. The analysis revealed known and novel gene modules regulated by the NF-Y motif. The binding of NF-Y proteins to these modules’ gene promoters were verified using ENCODE ChIP-Seq data. The analyses also identified 8,048 Sp1 motif target genes, interestingly many of which were not detected by ENCODE ChIP-Seq. These target genes assemble into house-keeping, tissues-specific developmental, and immune response modules. Integration of Sp1 modules with genomic and epigenomic data indicates epigenetic control of Sp1 targets’ expression in a cell/tissue specific manner. Finally, known and novel target genes and modules regulated by the YY1, RFX1, IRF1, and 34 other motifs were also identified. The study described here provides a valuable resource to understand transcriptional regulation of various human developmental, disease, or immunity pathways. Nature Publishing Group UK 2017-07-17 /pmc/articles/PMC5514134/ /pubmed/28717181 http://dx.doi.org/10.1038/s41598-017-05705-2 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 Ma, Shisong Snyder, Michael Dinesh-Kumar, Savithramma P. Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis |
title | Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis |
title_full | Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis |
title_fullStr | Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis |
title_full_unstemmed | Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis |
title_short | Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis |
title_sort | discovery of novel human gene regulatory modules from gene co-expression and promoter motif analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5514134/ https://www.ncbi.nlm.nih.gov/pubmed/28717181 http://dx.doi.org/10.1038/s41598-017-05705-2 |
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