Identification and verification of autophagy-related gene signatures and their association with immune infiltration and drug responsiveness in epilepsy.

IF 2.8 3区 医学 Q2 CLINICAL NEUROLOGY Frontiers in Neurology Pub Date : 2025-01-22 eCollection Date: 2024-01-01 DOI:10.3389/fneur.2024.1503632
Han-Han He, Xiao-Ge Zhang, Fen-Fang Chen
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Abstract

Background: Epilepsy, a common neurological disorder, is characterized by susceptibility to recurrent seizures. Increasing evidence suggests that autophagy plays a crucial role in the initiation and progression of epilepsy. However, the precise mechanisms by which autophagy deficiencies involved in epileptogenesis are still not fully understood.

Methods: Two datasets of epilepsy (GSE143272 and GSE256068) were downloaded from the Gene Expression Omnibus (GEO) database. Differential expression genes (DEGs) analysis and weighted gene co-expression network analysis (WGCNA) were employed to screen for autophagy related differential expression genes (ARDEGs) in GSE143272 database. Subsequently, protein-protein interaction, transcription factors and miRNAs networks were constructed. Additionally, the functional enrichment analysis of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were applied. The hub ARDEGs were identified through CytoHubba, followed by the LASSO analysis. The Immune Cell Abundance Identifier (ImmuCellAI) was used to estimate peripheral immune cells abundance of epilepsy. Furthermore, the expression level of hub ARDEGs were detected in patients treated with different epilepsy monotherapies to explore the role of autophagy in the responsiveness of antiepileptic drug therapy. Finally, the expression level of hub ARDEGs were further validated in hippocampus of GSE256068 to enhance the reliability of the results.

Results: Twenty ARDEGs in epilepsy were screened out by integrating DEGs and WGCNA analysis. KEGG enrichment analysis showed that the ARDEGs in epilepsy were not only involved in the autophagy, but also apoptosis, the NOD-like receptor signaling pathway, the neurotrophin signaling pathway, etc. Four hub ARDEGs (PIK3R1, TRIM21, TRIM22, and ITPR3) were screened through integrating CytoHubba plug and LASSO analysis. The immune infiltration analysis showed that there was a significantly increased abundance of macrophages and a decreased abundance of CD4 and CD8 T cells, including Tr1, nTreg, Tfh, CD8 naïve, cytotoxic T cells and effector memory T cells in the epilepsy group. Furthermore, the hub ARDEGs were significantly correlated with the abundance of differential immune cells. In expression level validation and anti-epileptic drug responsiveness analysis, PIK3R1 and ITPR3 had significant differences in the hippocampus of patients with epilepsy. PIK3R1 expression level was found to be related with carbamazepine resistance.

Conclusion: This study elucidated the autophagy-related gene signatures in epilepsy and clarified their association with immune infiltration and anti-epileptic drug responsiveness, providing a novel target for future therapeutic interventions and disease markers in epilepsy.

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癫痫患者自噬相关基因特征的鉴定和验证及其与免疫浸润和药物反应性的关系。
背景:癫痫是一种常见的神经系统疾病,其特点是易发生反复发作。越来越多的证据表明,自噬在癫痫的发生和发展中起着至关重要的作用。然而,自噬缺陷参与癫痫发生的确切机制尚不完全清楚。方法:从Gene Expression Omnibus (GEO)数据库下载两个癫痫数据集(GSE143272和GSE256068)。采用差异表达基因(Differential expression genes, DEGs)分析和加权基因共表达网络分析(weighted gene co-expression network analysis, WGCNA)筛选GSE143272数据库中与自噬相关的差异表达基因(Differential expression genes, ARDEGs)。随后,构建蛋白-蛋白相互作用、转录因子和miRNAs网络。此外,应用基因本体(GO)和京都基因与基因组百科全书(KEGG)的功能富集分析。通过CytoHubba鉴定枢纽ardeg,然后进行LASSO分析。免疫细胞丰度识别器(ImmuCellAI)用于估计癫痫患者的外周免疫细胞丰度。此外,我们还检测了不同癫痫单一疗法患者中枢ARDEGs的表达水平,以探讨自噬在抗癫痫药物治疗反应性中的作用。最后,进一步验证GSE256068海马中hub ARDEGs的表达水平,以提高结果的可靠性。结果:综合deg和WGCNA分析,筛选出20例癫痫ardeg。KEGG富集分析表明癫痫ARDEGs不仅参与自噬,还参与细胞凋亡、nod样受体信号通路、神经营养因子信号通路等。通过整合CytoHubba plug和LASSO分析筛选4个枢纽ARDEGs (PIK3R1、TRIM21、TRIM22和ITPR3)。免疫浸润分析显示,癫痫组巨噬细胞丰度显著升高,CD4和CD8 T细胞丰度显著降低,包括Tr1、nTreg、Tfh、CD8 naïve、细胞毒性T细胞和效应记忆T细胞。此外,中枢ARDEGs与差异免疫细胞的丰度显著相关。在表达水平验证和抗癫痫药物反应性分析中,PIK3R1和ITPR3在癫痫患者海马中存在显著差异。发现PIK3R1表达水平与卡马西平耐药有关。结论:本研究阐明了癫痫自噬相关基因特征,并阐明了其与免疫浸润和抗癫痫药物反应性的关系,为未来癫痫治疗干预和疾病标志物提供了新的靶点。
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来源期刊
Frontiers in Neurology
Frontiers in Neurology CLINICAL NEUROLOGYNEUROSCIENCES -NEUROSCIENCES
CiteScore
4.90
自引率
8.80%
发文量
2792
审稿时长
14 weeks
期刊介绍: The section Stroke aims to quickly and accurately publish important experimental, translational and clinical studies, and reviews that contribute to the knowledge of stroke, its causes, manifestations, diagnosis, and management.
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