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基于生物信息学方法的与椎间盘退变中氧化应激和免疫浸润相关的新型生物标志物

Novel biomarkers associated with oxidative stress and immune infiltration in intervertebral disc degeneration based on bioinformatics approaches.

作者信息

Xiang Min, Lai Yue, Shen Jianlin, Wei Bo, Liu Huan, Huang Wenhua

机构信息

Department of Orthopedics, Affiliated Hospital of Guangdong Medical University, ZhanJiang 524001, China.

Department of Orthopedics, Affiliated Hospital of Putian University, Putian, China; Central Laboratory, Affiliated Hospital of Putian University, Putian, China.

出版信息

Comput Biol Chem. 2024 Oct;112:108181. doi: 10.1016/j.compbiolchem.2024.108181. Epub 2024 Aug 23.

Abstract

BACKGROUND

The etiology of intervertebral disc degeneration (IVDD), a prevalent degenerative disease in the elderly, remains to be fully elucidated. The objective of this study was to identify immune infiltration and oxidative stress (OS) biomarkers in IVDD, aiming to provide further insights into the intricate pathogenesis of IVDD.

METHODS

The Gene Expression microarrays were obtained from the Gene Expression Omnibus (GEO) database. We conducted enrichment analysis of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) terms. Subsequently, the R language packages CIBERSORT, MCPcounter, and WGCNA were employed to compare immune infiltration levels between IVDD samples and control samples. A protein-protein interaction (PPI) network was constructed using the Search Tools for the Retrieval of Interacting Genes (STRING) database to identify significant gene clusters. To identify hub genes, we employed Cytoscape's Molecular Complex Detection (MCODE) plug-in. The mRNA levels of hub genes in the cell model were validated by qPCR, while Western blotting was used to validate their protein levels.

RESULTS

The GSE70362 dataset from the GEO database identified a total of 1799 genes that were differentially expressed. Among these, 43 genes were found to be differentially expressed and also associated with OS. The differentially expressed genes associated with OS and the immune-related module genes identified through WGCNA were further intersected, resulting in the identification of 10 key genes that were differentially expressed and played crucial roles in both immune response and OS. Subsequently, we validated four diagnostic markers (PPIA, MAP3K5, PXN, and JAK2) using the GSE122429 external dataset. In a cellular model of OS in NP cells, we have identified the upregulation of PPIA and PXN genes, which could serve as novel markers for IVDD.

CONCLUSION

The study successfully identified and validated differentially expressed genes associated with oxidative stress and immune infiltration in IVDD samples compared to normal ones. Notably, the newly discovered biomarkers PPIA and PXN have not been previously reported in IVDD-related research.

摘要

背景

椎间盘退变(IVDD)是老年人中一种常见的退行性疾病,其病因仍有待充分阐明。本研究的目的是确定IVDD中的免疫浸润和氧化应激(OS)生物标志物,旨在为IVDD复杂的发病机制提供进一步的见解。

方法

从基因表达综合数据库(GEO)获得基因表达微阵列。我们进行了基因本体论(GO)和京都基因与基因组百科全书(KEGG)术语的富集分析。随后,使用R语言包CIBERSORT、MCPcounter和WGCNA比较IVDD样本和对照样本之间的免疫浸润水平。使用搜索相互作用基因的工具(STRING)数据库构建蛋白质-蛋白质相互作用(PPI)网络,以识别显著的基因簇。为了识别枢纽基因,我们使用了Cytoscape的分子复合物检测(MCODE)插件。通过qPCR验证细胞模型中枢纽基因的mRNA水平,同时使用蛋白质印迹法验证其蛋白质水平。

结果

来自GEO数据库的GSE70362数据集共鉴定出1799个差异表达基因。其中,发现43个基因差异表达且与OS相关。将与OS相关的差异表达基因和通过WGCNA鉴定的免疫相关模块基因进一步交叉,从而鉴定出10个差异表达且在免疫反应和OS中均起关键作用的关键基因。随后,我们使用GSE122429外部数据集验证了四个诊断标志物(PPIA、MAP3K5、PXN和JAK2)。在NP细胞的OS细胞模型中,我们确定了PPIA和PXN基因的上调,它们可作为IVDD的新标志物。

结论

该研究成功鉴定并验证了与正常样本相比,IVDD样本中与氧化应激和免疫浸润相关的差异表达基因。值得注意的是,新发现的生物标志物PPIA和PXN此前在IVDD相关研究中尚未见报道。

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