Zhang Feng, Cui Di, Wang Kangkang, Cheng Huimin, Zhai Yunlei, Jiao Wei, Wang Zhaodong, Cui Xilong, Yu Haiyang
Department of Orthopedics, Affiliated Fuyang People's Hospital of Anhui Medical University, Fuyang, Anhui, China.
Clinical Research Center for Spinal Deformity of Anhui Province, Fuyang, Anhui, China.
Front Genet. 2023 Feb 22;14:1133615. doi: 10.3389/fgene.2023.1133615. eCollection 2023.
Ferroptosis and immune infiltration play an important role in the pathogenesis of intervertebral disc degeneration (IDD). However, there is still a lack of comprehensive analysis on the interaction between ferroptosis-related genes (FRGs) and immune microenvironment in IDD patients. Therefore, this study aims to explore the correlation between FRGs characteristics and immune infiltration in the progression of IDD. The expression profiles (GSE56081 and GSE70362) and FRGs were downloaded from the comprehensive gene expression omnibus (GEO) and FerrDb database, respectively, and the differences were analyzed using R. The intersection of IDD related differential genes (DEGs) and FRGs was taken as differentially expressed FRGs (DE-FRGs) and GO and KEGG enrichment analysis was conducted. Then, we used least absolute shrinkage and selection operator (LASSO) regression algorithm and support vector machine (SVM) algorithm to screen feature genes and draw ROC curve judge the diagnostic value of key DE-FRGs. Then CIBERSORT algorithm is used to evaluate the infiltration of immune cells and analyze the correlation between key DE-FRGs and immune infiltration. Based on the analysis results, we conducted single gene GSEA analysis on key DE-FRGs. RT-PCR and immunohistochemistry further verified the clinical value of the results of biochemical analysis and screening. Seven key DE-FRGs were screened, including the upregulated genes NOX4 and PIR, and the downregulated genes TIMM9, ATF3, ENPP2, FADS2 and TFAP2A. Single gene GSEA analysis further elucidates the role of DE-FRGs in IDD associated with ferroptosis. Correlation analysis showed that seven key DE-FRGs were closely related to immune infiltration in the development of IDD. Finally, RT-PCR and immunohistochemical staining showed that NOX4, ENPP2, FADS2 and TFAP2A were statistically significant differences. In this study, we explored the connection between ferroptosis related characteristics and immune infiltration in IDD, and confirmed that NOX4, ENPP2, FADS2, and TFAP2A may become biomarkers and potential therapeutic targets for IDD.
铁死亡和免疫浸润在椎间盘退变(IDD)的发病机制中起重要作用。然而,目前仍缺乏对IDD患者中铁死亡相关基因(FRGs)与免疫微环境之间相互作用的全面分析。因此,本研究旨在探讨FRGs特征与IDD进展中免疫浸润之间的相关性。分别从综合基因表达数据库(GEO)和FerrDb数据库下载表达谱(GSE56081和GSE70362)及FRGs,并使用R软件分析差异。将IDD相关差异基因(DEGs)与FRGs的交集作为差异表达的FRGs(DE-FRGs),并进行GO和KEGG富集分析。然后,我们使用最小绝对收缩和选择算子(LASSO)回归算法和支持向量机(SVM)算法筛选特征基因,并绘制ROC曲线判断关键DE-FRGs的诊断价值。接着使用CIBERSORT算法评估免疫细胞浸润情况,并分析关键DE-FRGs与免疫浸润之间的相关性。基于分析结果,我们对关键DE-FRGs进行单基因基因集富集分析(GSEA)。逆转录-聚合酶链反应(RT-PCR)和免疫组化进一步验证了生化分析和筛选结果的临床价值。筛选出7个关键DE-FRGs,包括上调基因NOX4和PIR,以及下调基因TIMM9、ATF3、ENPP2、FADS2和TFAP2A。单基因GSEA分析进一步阐明了DE-FRGs在与铁死亡相关的IDD中的作用。相关性分析表明,7个关键DE-FRGs与IDD发展过程中的免疫浸润密切相关。最后,RT-PCR和免疫组化染色显示NOX4、ENPP2、FADS2和TFAP2A有统计学显著差异。在本研究中,我们探索了IDD中铁死亡相关特征与免疫浸润之间的联系,并证实NOX4、ENPP2、FADS2和TFAP2A可能成为IDD的生物标志物和潜在治疗靶点。