{"title":"基于加权基因共表达网络分析和实验验证的骨关节炎软骨细胞凋亡相关关键基因的鉴定","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":"{\"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}","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
摘要
目的:骨关节炎(OA)是导致全球残疾的主要原因。软骨细胞凋亡对 OA 的发生和发展具有重要影响。本研究旨在探索 OA 中软骨细胞凋亡的机制,并鉴定关键的软骨细胞凋亡相关基因(CARGs):GSE32317和GSE55235数据集来自基因表达总库(GEO)数据库。通过加权基因共表达网络分析(WGCNA)确定 GSE32317 中与 OA 相关的模块基因。CARGs来自公共数据库。ClusterProfiler 用于 GO 和 KEGG 分析。通过 STRING 数据库和 Cytoscape 建立了蛋白质-蛋白质相互作用(PPI)网络,并利用 cytoHubba 的 MCC、MNC 和 DMNC 算法筛选了中心基因。通过接收者操作特征曲线(ROC)分析验证了GSE55235中的中枢CARGs在OA中的诊断价值。用 IL-1β 刺激 C28/I2 细胞,建立体外 OA 模型:WGCNA鉴定了9141个OA相关基因和248个CARGs,其中75个CARGs与OA有关。GO和KEGG分析表明,这75个CARGs主要富集在对脂多糖、转录调节因子复合体、DNA结合转录因子结合以及NF-kappa B和TNF信号通路的反应中。通过这三种算法,NFKB1 和 ICAM1 被确定为 OA 中的枢纽 CARGs,这两种 CARGs 对 OA 有良好的预后价值。值得注意的是,生物信息学分析和体外实验均显示,NFKB1和ICAM1在OA中表达上调:结论:NFKB1和ICAM1是OA的枢纽CARG,可作为诊断特征和治疗手段。
Identification of key chondrocyte apoptosis-related genes in osteoarthritis based on weighted gene co-expression network analysis and experimental verification
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.