Identification of key chondrocyte apoptosis-related genes in osteoarthritis based on weighted gene co-expression network analysis and experimental verification
{"title":"Identification of key chondrocyte apoptosis-related genes in osteoarthritis based on weighted gene co-expression network analysis and experimental verification","authors":"Wei Wang, Junyi Hong, Tianyi Cao, Fusheng Ye, Junwei Gao, Shumei Qin","doi":"10.1615/critrevimmunol.2024051935","DOIUrl":null,"url":null,"abstract":"Objective: Osteoarthritis (OA) is the primary cause of disability worldwide. Chondrocyte apoptosis has important implications for OA onset and progression. This work was designed to explore the mechanisms of chondrocyte apoptosis in OA and identify key chondrocyte apoptosis-related genes (CARGs).\nMethods: GSE32317 and GSE55235 datasets were acquired from the Gene Expression Omnibus (GEO) database. OA-associated module genes were determined via weighted gene co-expression network analysis (WGCNA) in GSE32317. CARGs were acquired from public databases. ClusterProfiler was employed for GO and KEGG analyses. Protein-protein interaction (PPI) network establishment was realized via STRING database and Cytoscape, and the hub genes were screened by MCC, MNC, and DMNC algorithms of cytoHubba. The diagnostic values of the hub CARGs in OA in GSE55235 was verified via receiver operating characteristic (ROC) curve analysis. C28/I2 cells were stimulated with IL-1β to establish the in vitro OA model.\nResults: WGCNA identified 9,141 OA-related genes and 248 CARGs, resulting in 75 CARGs in OA. GO and KEGG analyses demonstrated that the 75 CARGs were primarily enriched in response to lipopolysaccharide, transcription regulator complex, DNA-binding transcription factor binding, along with NF-kappa B and TNF signaling pathways. NFKB1 and ICAM1 were identified as the hub CARGs in OA through the three algorithms, which showed favorable prognostic values for OA. Notably, both bioinformatics analysis and in vitro assays revealed upregulated NFKB1 and ICAM1 expression in OA.\nConclusions: NFKB1 and ICAM1 were the hub CARGs in OA, which might serve as the diagnostic signatures and therapeutic","PeriodicalId":55205,"journal":{"name":"Critical Reviews in Immunology","volume":"28 1","pages":""},"PeriodicalIF":0.8000,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Critical Reviews in Immunology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1615/critrevimmunol.2024051935","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: Osteoarthritis (OA) is the primary cause of disability worldwide. Chondrocyte apoptosis has important implications for OA onset and progression. This work was designed to explore the mechanisms of chondrocyte apoptosis in OA and identify key chondrocyte apoptosis-related genes (CARGs).
Methods: GSE32317 and GSE55235 datasets were acquired from the Gene Expression Omnibus (GEO) database. OA-associated module genes were determined via weighted gene co-expression network analysis (WGCNA) in GSE32317. CARGs were acquired from public databases. ClusterProfiler was employed for GO and KEGG analyses. Protein-protein interaction (PPI) network establishment was realized via STRING database and Cytoscape, and the hub genes were screened by MCC, MNC, and DMNC algorithms of cytoHubba. The diagnostic values of the hub CARGs in OA in GSE55235 was verified via receiver operating characteristic (ROC) curve analysis. C28/I2 cells were stimulated with IL-1β to establish the in vitro OA model.
Results: WGCNA identified 9,141 OA-related genes and 248 CARGs, resulting in 75 CARGs in OA. GO and KEGG analyses demonstrated that the 75 CARGs were primarily enriched in response to lipopolysaccharide, transcription regulator complex, DNA-binding transcription factor binding, along with NF-kappa B and TNF signaling pathways. NFKB1 and ICAM1 were identified as the hub CARGs in OA through the three algorithms, which showed favorable prognostic values for OA. Notably, both bioinformatics analysis and in vitro assays revealed upregulated NFKB1 and ICAM1 expression in OA.
Conclusions: NFKB1 and ICAM1 were the hub CARGs in OA, which might serve as the diagnostic signatures and therapeutic
期刊介绍:
Immunology covers a broad spectrum of investigations at the genes, molecular, cellular, organ and system levels to reveal defense mechanisms against pathogens as well as protection against tumors and autoimmune diseases. The great advances in immunology in recent years make this field one of the most dynamic and rapidly growing in medical sciences. Critical ReviewsTM in Immunology (CRI) seeks to present a balanced overview of contemporary adaptive and innate immune responses related to autoimmunity, tumor, microbe, transplantation, neuroimmunology, immune regulation and immunotherapy from basic to translational aspects in health and disease. The articles that appear in CRI are mostly obtained by invitations to active investigators. But the journal will also consider proposals from the scientific community. Interested investigators should send their inquiries to the editor before submitting a manuscript.