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癫痫中与铁死亡相关的基因特征:诊断及免疫方面的见解

Ferroptosis-Related Gene Signatures in Epilepsy: Diagnostic and Immune Insights.

作者信息

Li Xueying, Wu Lei, Sun Linlin, Liu Han, Qiao Xuezhu, Mi Na, Yan Shi, Zhang Xinyu, Wang Kun, Quan Pusheng, Yang Fan, Yao Lifen

机构信息

Department of Neurology, The First Affiliated Hospital, Harbin Medical University, Harbin, 150081, China.

Department of Neurology, Chifeng Municipal Hospital, Chifeng, 024000, Inner Mongolia Autonomous Region, China.

出版信息

Mol Neurobiol. 2025 Feb;62(2):1998-2011. doi: 10.1007/s12035-024-04385-0. Epub 2024 Jul 25.

Abstract

Epilepsy is characterized by a multifaceted aetiology. Ferroptosis has recently been implicated in seizure pathophysiology, although its mechanistic role in epilepsy remains obscure. We examined the roles of ferroptosis-related genes (FRGs) in epilepsy cohorts from the GSE143272 dataset. We investigated the associations between gene expression and the immune response by performing CIBERSORT and MCP-counter analyses. By employing unsupervised consensus clustering and weighted gene coexpression network analysis (WGCNA), we delineated robust gene clusters across cohorts. Single-cell RNA sequencing data from the GSE201048 dataset provided insights into the interactions between pivotal ferroptosis-related genes and immune cells. Additionally, we employed qRT‒PCR technology to measure the levels of these central genes in the tissues of epileptic patients and mice. Our findings revealed seven pivotal genes (TFRC, POR, PTGS2, RELA, PGD, TRIM21, and QSOX1) at the forefront in epilepsy specimens. A diagnostic model harnessing these genes exhibited substantial efficacy (AUC = 0.913). Similarly, the qRT‒PCR analysis of samples from epileptic patients and mouse epileptic brain tissues substantiated these findings. Stratification of 91 patients with epilepsy via WGCNA, based on gene expression, revealed distinct immunological profiles. The scRNA-seq data further indicated increased expression of central genes in macrophages and microglia. Notably, these cells and those with elevated ferroptosis scores were significantly enriched in inflammation-related pathways. These findings support the strong involvement of FRGs in the pathogenesis of epilepsy, particularly neuroinflammation. These central genes hold promise as novel diagnostic biomarkers for epilepsy.

摘要

癫痫具有多方面的病因。尽管铁死亡在癫痫病理生理学中的机制作用仍不明确,但最近它已被认为与癫痫发作有关。我们研究了来自GSE143272数据集的癫痫队列中铁死亡相关基因(FRGs)的作用。我们通过进行CIBERSORT和MCP-counter分析来研究基因表达与免疫反应之间的关联。通过采用无监督一致性聚类和加权基因共表达网络分析(WGCNA),我们在各队列中描绘出了稳健的基因簇。来自GSE201048数据集的单细胞RNA测序数据为关键铁死亡相关基因与免疫细胞之间的相互作用提供了见解。此外,我们采用qRT-PCR技术来测量这些核心基因在癫痫患者和小鼠组织中的水平。我们的研究结果揭示了癫痫标本中七个关键基因(TFRC、POR、PTGS2、RELA、PGD、TRIM21和QSOX1)处于前沿位置。利用这些基因的诊断模型显示出显著的功效(AUC = 0.913)。同样,对癫痫患者和小鼠癫痫脑组织样本的qRT-PCR分析证实了这些发现。基于基因表达通过WGCNA对91例癫痫患者进行分层,揭示了不同的免疫谱。scRNA-seq数据进一步表明巨噬细胞和小胶质细胞中核心基因的表达增加。值得注意的是,这些细胞以及铁死亡评分升高的细胞在炎症相关途径中显著富集。这些发现支持FRGs在癫痫发病机制中,特别是神经炎症中发挥重要作用。这些核心基因有望成为癫痫的新型诊断生物标志物。

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