Identification and Verification of Endoplasmic Reticulum Stress-Related Genes as Novel Signatures for Osteoarthritis Diagnosis and Therapy: A Bioinformatics Analysis-Oriented Pilot Study.

IF 2.1 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
Biochemical Genetics Pub Date : 2025-06-01 Epub Date: 2024-05-11 DOI:10.1007/s10528-024-10818-1
Jia Lv, Nannan Kou, Yunxuan Li, Kejia Qiu, Xiang Guo, Li Zhang, Zhichao Zhang, Shaoxuan He, Yong Yuan
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引用次数: 0

Abstract

Background and purpose: Endoplasmic reticulum stress (ERS) has been reported to be closely associated with the development of osteoarthritis (OA), but the underlying mechanisms are not fully delineated. The present study was designed to investigate the involvement of ERS-related genes in regulating OA progression.

Methods: The expression profiles of OA patients and normal people were downloaded from the gene expression omnibus (GEO) database. The differentially expressed genes (DEGs) in datasets GSE55457 and GSE55235 were screened and identified by R software with the construction of the protein-protein interaction (PPI) networks. Through the STRING and Venn diagram analysis, hub ERS-related genes were obtained. Gene ontology (GO) and kyoto encyclopedia of genes and genomes (KEGG) enrichment analyses were performed. Biomarkers with high diagnostic values of osteoarthritis (OA) were studied. The hematoxylin and eosin (H&E) staining and micro-CT were applied to evaluate the establishment of the OA model. The expression levels of biomarkers were validated with the use of reverse transcription‑quantitative polymerase chain reaction (RT-qPCR) and western blot. Finally, we evaluated the correlations of hub ERS-related genes with the immune infiltration cells via the CIBERSORT algorithm.

Results: A total of 60 downregulated and 52 upregulated DEGs were identified, and the following GO and KEGG pathway analyses verified that those DEGs were mainly enriched in biological process (BP), cellular component (CC), molecular function (MF), and inflammation-associated signal pathways. Interestingly, among all the DEGs, six ER stress-associated genes, including activating transcription factor 3 (ATF3), DEAD-Box Helicase 3 X-Linked (DDX3X), AP-1 transcription factor subunit (JUN), eukaryotic initiation factor 4 (EIF4A1), KDEL endoplasmic reticulum protein retention receptor 3 (KDELR3), and vascular endothelial growth factor A (VEGFA), were found to be closely associated with OA progression, and the following RT-qPCR and Western Blot analysis confirmed that DDX3X, JUN, and VEGFA were upregulated, whereas KDELR3, EIF4A1, and ATF3 were downregulated in OA rats tissues compared to the normal tissues, which were in accordance with our bioinformatics findings. Furthermore, our receiver operating characteristic (ROC) curve analysis verified that the above six ER stress-associated genes could be used as ideal biomarkers for OA diagnosis and those genes also potentially regulated immune responses by influencing the biological functions of mast cells and macrophages.

Conclusion: Collectively, the present study firstly identified six ER stress-associated genes (ATF3, DDX3X, JUN, EIF4A1, KDELR3, and VEGFA) that may play critical role in regulating the progression of OA.

Abstract Image

鉴定和验证内质网应激相关基因,作为骨关节炎诊断和治疗的新特征:一项以生物信息学分析为导向的试点研究
背景和目的:据报道,内质网应激(ERS)与骨关节炎(OA)的发生密切相关,但其潜在机制尚未完全阐明。本研究旨在探讨ERS相关基因参与调控OA的进展:方法:从基因表达总库(GEO)中下载 OA 患者和正常人的表达谱。方法:从基因表达总库(GEO)数据库中下载 OA 患者和正常人的表达谱,用 R 软件筛选和识别 GSE55457 和 GSE55235 数据集中的差异表达基因(DEGs),并构建蛋白相互作用(PPI)网络。通过 STRING 和 Venn 图分析,得到了 ERS 相关的枢纽基因。还进行了基因本体(GO)和京都基因与基因组百科全书(KEGG)富集分析。研究了对骨关节炎(OA)具有较高诊断价值的生物标志物。应用苏木精和伊红(H&E)染色和显微 CT 评估 OA 模型的建立。利用逆转录-定量聚合酶链反应(RT-qPCR)和免疫印迹法验证了生物标志物的表达水平。最后,我们通过 CIBERSORT 算法评估了枢纽 ERS 相关基因与免疫浸润细胞的相关性:结果:共发现了 60 个下调 DEGs 和 52 个上调 DEGs,随后的 GO 和 KEGG 通路分析证实,这些 DEGs 主要富集在生物过程(BP)、细胞组分(CC)、分子功能(MF)和炎症相关信号通路中。有趣的是,在所有 DEGs 中,有 6 个与 ER 应激相关的基因,包括活化转录因子 3(ATF3)、DEAD-Box Helicase 3 X-Linked(DDX3X)、AP-1 转录因子亚基(JUN)、真核启动因子 4(EIF4A1)、KDEL 内质网蛋白潴留受体 3(KDELR3)和血管内皮生长因子 A(VEGFA)、随后的 RT-qPCR 和 Western Blot 分析证实,与正常组织相比,OA 大鼠组织中的 DDX3X、JUN 和 VEGFA 上调,而 KDELR3、EIF4A1 和 ATF3 下调,这与我们的生物信息学研究结果一致。此外,我们的接收操作特征曲线(ROC)分析证实,上述六个ER应激相关基因可作为诊断OA的理想生物标志物,这些基因还可能通过影响肥大细胞和巨噬细胞的生物功能来调控免疫反应:总之,本研究首次发现了六个ER应激相关基因(ATF3、DDX3X、JUN、EIF4A1、KDELR3和VEGFA),它们可能在调控OA进展中发挥关键作用。
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来源期刊
Biochemical Genetics
Biochemical Genetics 生物-生化与分子生物学
CiteScore
3.90
自引率
0.00%
发文量
133
审稿时长
4.8 months
期刊介绍: Biochemical Genetics welcomes original manuscripts that address and test clear scientific hypotheses, are directed to a broad scientific audience, and clearly contribute to the advancement of the field through the use of sound sampling or experimental design, reliable analytical methodologies and robust statistical analyses. Although studies focusing on particular regions and target organisms are welcome, it is not the journal’s goal to publish essentially descriptive studies that provide results with narrow applicability, or are based on very small samples or pseudoreplication. Rather, Biochemical Genetics welcomes review articles that go beyond summarizing previous publications and create added value through the systematic analysis and critique of the current state of knowledge or by conducting meta-analyses. Methodological articles are also within the scope of Biological Genetics, particularly when new laboratory techniques or computational approaches are fully described and thoroughly compared with the existing benchmark methods. Biochemical Genetics welcomes articles on the following topics: Genomics; Proteomics; Population genetics; Phylogenetics; Metagenomics; Microbial genetics; Genetics and evolution of wild and cultivated plants; Animal genetics and evolution; Human genetics and evolution; Genetic disorders; Genetic markers of diseases; Gene technology and therapy; Experimental and analytical methods; Statistical and computational methods.
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