Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis

Abstract 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 th...

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Main Authors: Shisong Ma, Michael Snyder, Savithramma P. Dinesh-Kumar
Format: Article
Language:English
Published: Nature Publishing Group 2017-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-05705-2
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spelling doaj-28d98b6695fd4ff6827580ddae4e90a92020-12-08T01:57:33ZengNature Publishing GroupScientific Reports2045-23222017-07-017111610.1038/s41598-017-05705-2Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif AnalysisShisong Ma0Michael Snyder1Savithramma P. Dinesh-Kumar2School of Life Sciences, University of Science and Technology of ChinaDepartment of Genetics, Stanford UniversityDepartment of Plant Biology and the Genome Center, College of Biological Sciences, University of CaliforniaAbstract 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.https://doi.org/10.1038/s41598-017-05705-2
collection DOAJ
language English
format Article
sources DOAJ
author Shisong Ma
Michael Snyder
Savithramma P. Dinesh-Kumar
spellingShingle Shisong Ma
Michael Snyder
Savithramma P. Dinesh-Kumar
Discovery of Novel Human Gene Regulatory Modules from Gene Co-expression and Promoter Motif Analysis
Scientific Reports
author_facet Shisong Ma
Michael Snyder
Savithramma P. Dinesh-Kumar
author_sort Shisong Ma
title 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_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_sort discovery of novel human gene regulatory modules from gene co-expression and promoter motif analysis
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2017-07-01
description Abstract 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.
url https://doi.org/10.1038/s41598-017-05705-2
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