1
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Hoegenauer K, An S, Axford J, Benander C, Bergsdorf C, Botsch J, Chau S, Fernández C, Gleim S, Hassiepen U, Hunziker J, Joly E, Keller A, Lopez Romero S, Maher R, Mangold AS, Mickanin C, Mihalic M, Neuner P, Patterson AW, Perruccio F, Roggo S, Scesa J, Schröder M, Shkoza D, Thai B, Vulpetti A, Renatus M, Reece-Hoyes JS. Discovery of Ligands for TRIM58, a Novel Tissue-Selective E3 Ligase. ACS Med Chem Lett 2023; 14:1631-1639. [PMID: 38116426 PMCID: PMC10726445 DOI: 10.1021/acsmedchemlett.3c00259] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 09/06/2023] [Indexed: 12/21/2023] Open
Abstract
Redirecting E3 ligases to neo-substrates, leading to their proteasomal disassembly, known as targeted protein degradation (TPD), has emerged as a promising alternative to traditional, occupancy-driven pharmacology. Although the field has expanded tremendously over the past years, the choice of E3 ligases remains limited, with an almost exclusive focus on CRBN and VHL. Here, we report the discovery of novel ligands to the PRY-SPRY domain of TRIM58, a RING ligase that is specifically expressed in erythroid precursor cells. A DSF screen, followed by validation using additional biophysical methods, led to the identification of TRIM58 ligand TRIM-473. A basic SAR around the chemotype was established by utilizing a competitive binding assay employing a short FP peptide probe derived from an endogenous TRIM58 substrate. The X-ray co-crystal structure of TRIM58 in complex with TRIM-473 gave insights into the binding mode and potential exit vectors for bifunctional degrader design.
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Affiliation(s)
- Klemens Hoegenauer
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Shaojian An
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Jake Axford
- Global Discovery
Chemistry, Novartis Institutes for BioMedical
Research, Cambridge, Massachusetts 02139, United States
| | - Christina Benander
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Christian Bergsdorf
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Josephine Botsch
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Suzanne Chau
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - César Fernández
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Scott Gleim
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Ulrich Hassiepen
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Juerg Hunziker
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Emilie Joly
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Aramis Keller
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Sandra Lopez Romero
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Robert Maher
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Anne-Sophie Mangold
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Craig Mickanin
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Manuel Mihalic
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Philippe Neuner
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Andrew W. Patterson
- Global Discovery
Chemistry, Novartis Institutes for BioMedical
Research, Cambridge, Massachusetts 02139, United States
| | - Francesca Perruccio
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Silvio Roggo
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Julien Scesa
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Martin Schröder
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Dojna Shkoza
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Binh Thai
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Anna Vulpetti
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Martin Renatus
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - John S. Reece-Hoyes
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
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2
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Dinda B, Dinda M, Dinda S, De UC. An overview of anti-SARS-CoV-2 and anti-inflammatory potential of baicalein and its metabolite baicalin: Insights into molecular mechanisms. Eur J Med Chem 2023; 258:115629. [PMID: 37437351 DOI: 10.1016/j.ejmech.2023.115629] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 06/26/2023] [Accepted: 07/06/2023] [Indexed: 07/14/2023]
Abstract
The current Coronavirus Disease 2019 (COVID-19) pandemic, caused by the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), is highly contagious infection that breaks the healthcare systems of several countries worldwide. Till to date, no effective antiviral drugs against COVID-19 infection have reached the market, and some repurposed drugs and vaccines are prescribed for the treatment and prevention of this disease. The currently prescribed COVID-19 vaccines are less effective against the newly emergent variants of concern of SARS-CoV-2 due to several mutations in viral spike protein and obviously there is an urgency to develop new antiviral drugs against this disease. In this review article, we systematically discussed the anti-SARS-CoV-2 and anti-inflammatory efficacy of two flavonoids, baicalein and its 7-O-glucuronide, baicalin, isolated from Scutellaria baicalensis, Oroxylum indicum, and other plants as well as their pharmacokinetics and oral bioavailability, for development of safe and effective drugs for COVID-19 treatment. Both baicalein and baicalin target the activities of viral S-, 3CL-, PL-, RdRp- and nsp13-proteins, and host mitochondrial OXPHOS for suppression of viral infection. Moreover, these compounds prevent sepsis-related inflammation and organ injury by modulation of host innate immune responses. Several nanoformulated and inclusion complexes of baicalein and baicalin have been reported to increase oral bioavailability, but their safety and efficacy in SARS-CoV-2-infected transgenic animals are not yet evaluated. Future studies on these compounds are required for use in clinical trials of COVID-19 patients.
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Affiliation(s)
- Biswanath Dinda
- Department of Chemistry, Tripura University, Suryamaninagar, Agartala, Tripura, India.
| | - Manikarna Dinda
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, USA
| | - Subhajit Dinda
- Department of Chemistry, Government Degree College, Kamalpur, Dhalai, Tripura, India
| | - Utpal Chandra De
- Department of Chemistry, Tripura University, Suryamaninagar, Agartala, Tripura, India
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3
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Burge K, Eckert J, Wilson A, Trammell M, Lueschow SR, McElroy SJ, Dyer D, Chaaban H. Hyaluronic Acid 35 kDa Protects against a Hyperosmotic, Formula Feeding Model of Necrotizing Enterocolitis. Nutrients 2022; 14:nu14091779. [PMID: 35565748 PMCID: PMC9105773 DOI: 10.3390/nu14091779] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 04/20/2022] [Accepted: 04/22/2022] [Indexed: 12/23/2022] Open
Abstract
Necrotizing enterocolitis (NEC), an inflammatory disease of the intestine, is a common gastrointestinal emergency among preterm infants. Intestinal barrier dysfunction, hyperactivation of the premature immune system, and dysbiosis are thought to play major roles in the disease. Human milk (HM) is protective, but the mechanisms underpinning formula feeding as a risk factor in the development of NEC are incompletely understood. Hyaluronic acid 35 kDa (HA35), a bioactive glycosaminoglycan of HM, accelerates intestinal development in murine pups during homeostasis. In addition, HA35 prevents inflammation-induced tissue damage in pups subjected to murine NEC, incorporating Paneth cell dysfunction and dysbiosis. We hypothesized HA35 treatment would reduce histological injury and mortality in a secondary mouse model of NEC incorporating formula feeding. NEC-like injury was induced in 14-day mice by dithizone-induced disruption of Paneth cells and oral gavage of rodent milk substitute. Mortality and histological injury, serum and tissue cytokine levels, stool bacterial sequencing, and bulk RNA-Seq comparisons were analyzed. HA35 significantly reduced the severity of illness in this model, with a trend toward reduced mortality, while RNA-Seq analysis demonstrated HA35 upregulated genes associated with goblet cell function and innate immunity. Activation of these critical protective and reparative mechanisms of the small intestine likely play a role in the reduced pathology and enhanced survival trends of HA-treated pups subjected to intestinal inflammation in this secondary model of NEC, providing potentially interesting translational targets for the human preterm disease.
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Affiliation(s)
- Kathryn Burge
- Department of Pediatrics, Division of Neonatology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA; (K.B.); (J.E.); (A.W.)
| | - Jeffrey Eckert
- Department of Pediatrics, Division of Neonatology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA; (K.B.); (J.E.); (A.W.)
| | - Adam Wilson
- Department of Pediatrics, Division of Neonatology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA; (K.B.); (J.E.); (A.W.)
| | - MaJoi Trammell
- Department of Microbiology and Immunology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA; (M.T.); (D.D.)
| | - Shiloh R. Lueschow
- Department of Microbiology and Immunology, Stead Family Department of Pediatrics, University of Iowa, Iowa City, IA 52242, USA;
| | - Steven J. McElroy
- Department of Pediatrics, University of California Davis, Sacramento, CA 95817, USA;
| | - David Dyer
- Department of Microbiology and Immunology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA; (M.T.); (D.D.)
| | - Hala Chaaban
- Department of Pediatrics, Division of Neonatology, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA; (K.B.); (J.E.); (A.W.)
- Correspondence:
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4
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Chen R, Tie Y, Lu J, Li L, Zeng Z, Chen M, Zhang S. Tripartite motif family proteins in inflammatory bowel disease: Mechanisms and potential for interventions. Cell Prolif 2022; 55:e13222. [PMID: 35373402 PMCID: PMC9136508 DOI: 10.1111/cpr.13222] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 03/04/2022] [Indexed: 11/29/2022] Open
Abstract
Inflammatory bowel disease (IBD) is a chronic recurrent gastrointestinal inflammatory disease that poses a heavy burden to the global healthcare system. However, the current paucity of mechanistic understanding of IBD pathogenesis hampers the development of aetiology‐directed therapies. Novel therapeutic options based on IBD pathogenesis are urgently needed for attaining better long‐term prognosis for IBD patients. The tripartite motif (TRIM) family is a large protein family including more than 70 structurally conservative members, typically characterized by their RBCC structure, which primarily function as E3 ubiquitin ligases in post‐translational modification. They have emerged as regulators of a broad range of cellular mechanisms, including proliferation, differentiation, transcription and immune regulation. TRIM family proteins are involved in multiple diseases, such as viral infection, cancer and autoimmune disorders, including inflammatory bowel disease. This review provides a comprehensive perspective on TRIM proteins' involvement in the pathophysiology and progression of IBD, in particular, on intestinal mucosal barriers, gene susceptibility and opportunistic infections, thus providing novel therapeutic targets for this complicated disease. However, the exact mechanisms of TRIM proteins in IBD pathogenesis and IBD‐related carcinogenesis are still unknown, and more studies are warranted to explore potential therapeutic targets of TRIM proteins in IBD.
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Affiliation(s)
- Rirong Chen
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Yizhe Tie
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.,Department of Clinical Medicine, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
| | - Jinyu Lu
- Department of Clinical Medicine, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China.,Reproductive Medicine Center, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Li Li
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Zhirong Zeng
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Minhu Chen
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Shenghong Zhang
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
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5
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Ruan J, Schlüter D, Naumann M, Waisman A, Wang X. Ubiquitin-modifying enzymes as regulators of colitis. Trends Mol Med 2022; 28:304-318. [PMID: 35177326 DOI: 10.1016/j.molmed.2022.01.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 01/24/2022] [Accepted: 01/24/2022] [Indexed: 12/18/2022]
Abstract
Inflammatory bowel disease (IBD), including Crohn's disease (CD) and ulcerative colitis (UC), is a chronic inflammatory disorder of the gastrointestinal tract. Although the pathophysiology of IBD is multifaceted, ubiquitination, a post-translational modification, has been shown to have essential roles in its pathogenesis and development. Ubiquitin-modifying enzymes (UMEs) work in synergy to orchestrate the optimal ubiquitination of target proteins, thereby maintaining intestinal homeostasis. Genome-wide association studies (GWAS) have identified multiple UME genes as IBD susceptibility loci, implying the importance of UMEs in IBD. Furthermore, accumulative evidence demonstrates that UMEs affect intestinal inflammation by regulating various aspects, such as intestinal barrier functions and immune responses. Considering the significant functions of UMEs in IBD, targeting UMEs could become a favorable therapeutic approach for IBD.
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Affiliation(s)
- Jing Ruan
- Department of Pathology, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Dirk Schlüter
- Institute of Medical Microbiology and Hospital Epidemiology, Hannover Medical School, Hannover, Germany; Cluster of Excellence RESIST (EXC 2155), Hannover Medical School, Hannover, Germany
| | - Michael Naumann
- Institute of Experimental Internal Medicine, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Ari Waisman
- Institute for Molecular Medicine, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Xu Wang
- School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, China; Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Wenzhou, China; Institute of Medical Microbiology and Hospital Epidemiology, Hannover Medical School, Hannover, Germany.
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6
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SHI M, YIN P, GUO X, LI Q, SUN L, CAO X. Baicalein regulates NEDD4L-mediated TLR2 ubiquitination to relieve Mycobacterium tuberculosis-induced pneumonia in mice. FOOD SCIENCE AND TECHNOLOGY 2022. [DOI: 10.1590/fst.54321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Affiliation(s)
- Min SHI
- Xi'an Peihua University Medical School, China
| | | | | | - Qian LI
- Xi'an Peihua University Medical School, China
| | - Lin SUN
- Xi'an Peihua University Medical School, China
| | - Xiaohua CAO
- People's Hospital of Yanliang District, China
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7
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Zou M, Zeng QS, Nie J, Yang JH, Luo ZY, Gan HT. The Role of E3 Ubiquitin Ligases and Deubiquitinases in Inflammatory Bowel Disease: Friend or Foe? Front Immunol 2021; 12:769167. [PMID: 34956195 PMCID: PMC8692584 DOI: 10.3389/fimmu.2021.769167] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 11/17/2021] [Indexed: 02/05/2023] Open
Abstract
Inflammatory bowel disease (IBD), which include Crohn’s disease (CD) and ulcerative colitis (UC), exhibits a complex multifactorial pathogenesis involving genetic susceptibility, imbalance of gut microbiota, mucosal immune disorder and environmental factors. Recent studies reported associations between ubiquitination and deubiquitination and the occurrence and development of inflammatory bowel disease. Ubiquitination modification, one of the most important types of post-translational modifications, is a multi-step enzymatic process involved in the regulation of various physiological processes of cells, including cell cycle progression, cell differentiation, apoptosis, and innate and adaptive immune responses. Alterations in ubiquitination and deubiquitination can lead to various diseases, including IBD. Here, we review the role of E3 ubiquitin ligases and deubiquitinases (DUBs) and their mediated ubiquitination and deubiquitination modifications in the pathogenesis of IBD. We highlight the importance of this type of posttranslational modification in the development of inflammation, and provide guidance for the future development of targeted therapeutics in IBD.
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Affiliation(s)
- Min Zou
- Department of Gastroenterology and the Center of Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China.,Lab of Inflammatory Bowel Disease, Clinical Institute of Inflammation and Immunology, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Qi-Shan Zeng
- Department of Gastroenterology and the Center of Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China.,Lab of Inflammatory Bowel Disease, Clinical Institute of Inflammation and Immunology, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Jiao Nie
- Lab of Inflammatory Bowel Disease, Clinical Institute of Inflammation and Immunology, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China.,Department of Geriatrics and National Clinical Research Center for Geriatric, West China Hospital, Sichuan University, Chengdu, China
| | - Jia-Hui Yang
- Lab of Inflammatory Bowel Disease, Clinical Institute of Inflammation and Immunology, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China.,Department of Geriatrics and National Clinical Research Center for Geriatric, West China Hospital, Sichuan University, Chengdu, China
| | - Zhen-Yi Luo
- Lab of Inflammatory Bowel Disease, Clinical Institute of Inflammation and Immunology, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China.,Department of Geriatrics and National Clinical Research Center for Geriatric, West China Hospital, Sichuan University, Chengdu, China
| | - Hua-Tian Gan
- Department of Gastroenterology and the Center of Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China.,Lab of Inflammatory Bowel Disease, Clinical Institute of Inflammation and Immunology, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, China.,Department of Geriatrics and National Clinical Research Center for Geriatric, West China Hospital, Sichuan University, Chengdu, China
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8
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Application of Weighted Gene Coexpression Network Analysis to Identify Key Modules and Hub Genes in Systemic Juvenile Idiopathic Arthritis. BIOMED RESEARCH INTERNATIONAL 2021; 2021:9957569. [PMID: 34435051 PMCID: PMC8382540 DOI: 10.1155/2021/9957569] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 07/22/2021] [Indexed: 12/14/2022]
Abstract
Systemic juvenile idiopathic arthritis (sJIA) is a severe autoinflammatory disorder with a still not clearly defined molecular mechanism. To better understand the disease, we used scattered datasets from public domains and performed a weighted gene coexpression network analysis (WGCNA) to identify key modules and hub genes underlying sJIA pathogenesis. Two gene expression datasets, GSE7753 and GSE13501, were used to construct the WGCNA. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were applied to the genes and hub genes in the sJIA modules. Cytoscape was used to screen and visualize the hub genes. We further compared the hub genes with the genome-wide association study (GWAS) genes and used a consensus WGCNA to verify that our conclusions were conservative and reproducible across multiple independent datasets. A total of 5,414 genes were obtained for WGCNA, from which highly correlated genes were divided into 17 modules. The red module demonstrated the highest correlation with the sJIA module (r = 0.8, p = 3e−29), whereas the green-yellow module was found to be closely related to the non-sJIA module (r = 0.62, p = 1e−14). Functional enrichment analysis demonstrated that the red module was mostly enriched in the activation of immune responses, infection, nucleosomes, and erythrocytes, and the green-yellow module was mostly enriched in immune responses and inflammation. Additionally, the hub genes in the red module were highly enriched in erythrocyte differentiation, including ALAS2, AHSP, TRIM10, TRIM58, and KLF1. The hub genes from the green-yellow module were mainly associated with immune responses, as exemplified by the genes KLRB1, KLRF1, CD160, and KIRs. We identified sJIA-related modules and several hub genes that might be associated with the development of sJIA. Particularly, the modules may help understand the mechanisms of sJIA, and the hub genes may become biomarkers and therapeutic targets of sJIA in the future.
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