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基于生物信息学分析鉴定脊髓损伤中与焦亡和炎症相关的基因。

Identifying pyroptosis- and inflammation-related genes in spinal cord injury based on bioinformatics analysis.

作者信息

Li Kai-Xuan, Li Qiu-Wei, Wu Zuo-Meng, Guo Ruo-Cheng, Shen Cai-Liang

机构信息

Department of Orthopedics, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.

出版信息

Sci Rep. 2025 Jul 14;15(1):25424. doi: 10.1038/s41598-025-10541-w.

Abstract

Spinal cord injury (SCI) is a common traumatic central nervous system disorder characterized by a complex microenvironment after injury, leading to severe neurological dysfunction. Increasing attention has been paid to the role of inflammatory cells in SCI. Pyroptosis, a form of programmed inflammatory cell death, plays a significant role in SCI; however, its underlying mechanisms remain unclear. This study utilized bioinformatics methods to identify pyroptosis-related genes (PRGs) and investigate their roles in inflammatory responses. Additionally, we explored the potential interactions between differentially expressed PRGs (DEPRGs) and miRNAs(microRNAs), lncRNAs(Long non-coding RNAs), and circRNAs(Circular RNAs). RNA expression profiles, including mRNA(Messenger RNA), miRNA, lncRNA, and circRNA, were obtained from the Gene Expression Omnibus (GEO) database. A total of 78 PRGs were identified through a literature search in PubMed. DEPRGs, miRNAs, lncRNAs, and circRNAs were screened using R software. Functional enrichment analyses of DEPRGs were performed, and a protein-protein interaction (PPI) network was constructed. Weighted Gene Co-expression Network Analysis (WGCNA) was conducted, and external validation was performed using an independent dataset to identify hub genes and their correlations with immune cells. Western blotting was used to validate hub gene expression. Finally, a competing endogenous RNA (ceRNA) network was constructed based on differentially expressed miRNAs (DEmiRNAs), lncRNAs (DElncRNAs), and circRNAs (DEcircRNAs). Eleven DEPRGs were identified in SCI, including ten upregulated and one downregulated gene. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses showed that DEPRGs were mainly enriched in processes such as the regulation of interleukin-1 beta production, NLRP3 inflammasome complex, and NOD-like receptor signaling pathway. Two hub genes, IL18 and GSDMD, were identified using Cytoscape and WGCNA. External dataset validation revealed significant differences in hub gene expression between SCI and control groups (P < 0.05), with AUC(Area Under Curve) values > 0.75. Immune infiltration analysis indicated significant positive correlations between hub genes and M1 macrophages, CD8 + T cells, and resting dendritic cells. Four downregulated DEmiRNAs were identified as potential regulators of hub genes. Additionally, 29 DEmiRNAs, 55 upregulated DElncRNAs, and 2 upregulated DEcircRNAs were identified and used to construct the ceRNA network. Bioinformatics analyses revealed a strong association between pyroptosis and SCI, identifying two potential hub genes, IL18 and GSDMD, linked to pyroptosis and immune cell infiltration. These findings provide insights into the potential mechanisms of pyroptosis in SCI and offer a basis for further studies.

摘要

脊髓损伤(SCI)是一种常见的创伤性中枢神经系统疾病,其特征是损伤后存在复杂的微环境,导致严重的神经功能障碍。炎症细胞在SCI中的作用日益受到关注。细胞焦亡是一种程序性炎症细胞死亡形式,在SCI中起重要作用;然而,其潜在机制仍不清楚。本研究利用生物信息学方法鉴定细胞焦亡相关基因(PRGs),并研究它们在炎症反应中的作用。此外,我们还探讨了差异表达的PRGs(DEPRGs)与miRNAs(微小RNA)、lncRNAs(长链非编码RNA)和circRNAs(环状RNA)之间的潜在相互作用。从基因表达综合数据库(GEO)中获取包括mRNA(信使RNA)、miRNA、lncRNA和circRNA在内的RNA表达谱。通过在PubMed中进行文献检索,共鉴定出78个PRGs。使用R软件筛选DEPRGs、miRNAs、lncRNAs和circRNAs。对DEPRGs进行功能富集分析,并构建蛋白质-蛋白质相互作用(PPI)网络。进行加权基因共表达网络分析(WGCNA),并使用独立数据集进行外部验证,以鉴定枢纽基因及其与免疫细胞的相关性。采用蛋白质印迹法验证枢纽基因的表达。最后,基于差异表达的miRNAs(DEmiRNAs)、lncRNAs(DElncRNAs)和circRNAs(DEcircRNAs)构建竞争性内源RNA(ceRNA)网络。在SCI中鉴定出11个DEPRGs,包括10个上调基因和1个下调基因。基因本体论(GO)和京都基因与基因组百科全书(KEGG)富集分析表明,DEPRGs主要富集于白细胞介素-1β产生的调节、NLRP3炎性小体复合物和NOD样受体信号通路等过程。使用Cytoscape和WGCNA鉴定出两个枢纽基因IL18和GSDMD。外部数据集验证显示,SCI组和对照组之间枢纽基因表达存在显著差异(P < 0.05),曲线下面积(AUC)值>0.75。免疫浸润分析表明,枢纽基因与M1巨噬细胞、CD8+T细胞和静息树突状细胞之间存在显著正相关。鉴定出4个下调的DEmiRNAs作为枢纽基因的潜在调节因子。此外,还鉴定出29个DEmiRNAs、55个上调的DElncRNAs和2个上调的DEcircRNAs,并用于构建ceRNA网络。生物信息学分析揭示了细胞焦亡与SCI之间的密切关联,鉴定出两个与细胞焦亡和免疫细胞浸润相关的潜在枢纽基因IL18和GSDMD。这些发现为SCI中细胞焦亡的潜在机制提供了见解,并为进一步研究提供了基础。

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