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- Publisher Website: 10.1016/j.omtn.2019.11.019
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Article: Identification of Regulatory Modules That Stratify Lupus Disease Mechanism through Integrating Multi-Omics Data
Title | Identification of Regulatory Modules That Stratify Lupus Disease Mechanism through Integrating Multi-Omics Data |
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Authors | |
Keywords | systemic lupus erythematosus integrative analysis gene expression protein-protein interactions transcription factor |
Issue Date | 2020 |
Publisher | Elsevier (Cell Press): OAJ. The Journal's web site is located at http://www.cell.com/molecular-therapy-family/nucleic-acids/latest-content |
Citation | Molecular Therapy - Nucleic Acids, 2020, v. 19, p. 318-329 How to Cite? |
Abstract | Although recent advances in genetic studies have shed light on systemic lupus erythematosus (SLE), its detailed mechanisms remain elusive. In this study, using datasets on SLE transcriptomic profiles, we identified 750 differentially expressed genes (DEGs) in T and B lymphocytes and peripheral blood cells. Using transcription factor (TF) binding data derived from chromatin immunoprecipitation sequencing (ChIP-seq) experiments from the Encyclopedia of DNA Elements (ENCODE) project, we inferred networks of co-regulated genes (NcRGs) based on binding profiles of the upregulated DEGs by significantly enriched TFs. Modularization analysis of NcRGs identified co-regulatory modules among the DEGs and master TFs vital for each module. Remarkably, the co-regulatory modules stratified the common SLE interferon (IFN) signature and revealed SLE pathogenesis pathways, including the complement cascade, cell cycle regulation, NETosis, and epigenetic regulation. By integrative analyses of disease-associated genes (DAGs), DEGs, and enriched TFs, as well as proteins interacting with them, we identified a hierarchical regulatory cascade with TFs regulated by DAGs, which in turn regulates gene expression. Integrative analysis of multi-omics data provided valuable molecular insights into the molecular mechanisms of SLE. |
Persistent Identifier | http://hdl.handle.net/10722/285310 |
ISSN | 2023 Impact Factor: 6.5 2023 SCImago Journal Rankings: 1.849 |
PubMed Central ID | |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | WANG, TY | - |
dc.contributor.author | Wang, YF | - |
dc.contributor.author | Zhang, Y | - |
dc.contributor.author | SHEN, JJ | - |
dc.contributor.author | GUO, M | - |
dc.contributor.author | Yang, J | - |
dc.contributor.author | Lau, YL | - |
dc.contributor.author | Yang, W | - |
dc.date.accessioned | 2020-08-18T03:52:18Z | - |
dc.date.available | 2020-08-18T03:52:18Z | - |
dc.date.issued | 2020 | - |
dc.identifier.citation | Molecular Therapy - Nucleic Acids, 2020, v. 19, p. 318-329 | - |
dc.identifier.issn | 2162-2531 | - |
dc.identifier.uri | http://hdl.handle.net/10722/285310 | - |
dc.description.abstract | Although recent advances in genetic studies have shed light on systemic lupus erythematosus (SLE), its detailed mechanisms remain elusive. In this study, using datasets on SLE transcriptomic profiles, we identified 750 differentially expressed genes (DEGs) in T and B lymphocytes and peripheral blood cells. Using transcription factor (TF) binding data derived from chromatin immunoprecipitation sequencing (ChIP-seq) experiments from the Encyclopedia of DNA Elements (ENCODE) project, we inferred networks of co-regulated genes (NcRGs) based on binding profiles of the upregulated DEGs by significantly enriched TFs. Modularization analysis of NcRGs identified co-regulatory modules among the DEGs and master TFs vital for each module. Remarkably, the co-regulatory modules stratified the common SLE interferon (IFN) signature and revealed SLE pathogenesis pathways, including the complement cascade, cell cycle regulation, NETosis, and epigenetic regulation. By integrative analyses of disease-associated genes (DAGs), DEGs, and enriched TFs, as well as proteins interacting with them, we identified a hierarchical regulatory cascade with TFs regulated by DAGs, which in turn regulates gene expression. Integrative analysis of multi-omics data provided valuable molecular insights into the molecular mechanisms of SLE. | - |
dc.language | eng | - |
dc.publisher | Elsevier (Cell Press): OAJ. The Journal's web site is located at http://www.cell.com/molecular-therapy-family/nucleic-acids/latest-content | - |
dc.relation.ispartof | Molecular Therapy - Nucleic Acids | - |
dc.rights | This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. | - |
dc.subject | systemic lupus erythematosus | - |
dc.subject | integrative analysis | - |
dc.subject | gene expression | - |
dc.subject | protein-protein interactions | - |
dc.subject | transcription factor | - |
dc.title | Identification of Regulatory Modules That Stratify Lupus Disease Mechanism through Integrating Multi-Omics Data | - |
dc.type | Article | - |
dc.identifier.email | Wang, YF: yfwangbm@connect.hku.hk | - |
dc.identifier.email | Yang, J: jingy09@hku.hk | - |
dc.identifier.email | Lau, YL: lauylung@hku.hk | - |
dc.identifier.email | Yang, W: yangwl@hku.hk | - |
dc.identifier.authority | Lau, YL=rp00361 | - |
dc.identifier.authority | Yang, W=rp00524 | - |
dc.description.nature | published_or_final_version | - |
dc.identifier.doi | 10.1016/j.omtn.2019.11.019 | - |
dc.identifier.pmid | 31877408 | - |
dc.identifier.pmcid | PMC6938958 | - |
dc.identifier.scopus | eid_2-s2.0-85076706746 | - |
dc.identifier.hkuros | 312930 | - |
dc.identifier.volume | 19 | - |
dc.identifier.spage | 318 | - |
dc.identifier.epage | 329 | - |
dc.identifier.isi | WOS:000519557700028 | - |
dc.publisher.place | United Kingdom | - |
dc.identifier.issnl | 2162-2531 | - |