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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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 |
work_keys_str_mv |
AT shisongma discoveryofnovelhumangeneregulatorymodulesfromgenecoexpressionandpromotermotifanalysis AT michaelsnyder discoveryofnovelhumangeneregulatorymodulesfromgenecoexpressionandpromotermotifanalysis AT savithrammapdineshkumar discoveryofnovelhumangeneregulatorymodulesfromgenecoexpressionandpromotermotifanalysis |
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