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孟德尔随机化结合趋化因子、趋化因子受体及与癫痫相关的关键基因和分子机制的单细胞测序数据分析

Mendelian randomization combined with single-cell sequencing data analysis of chemokines and chemokine receptors and key genes and molecular mechanisms associated with epilepsy.

作者信息

Zhang Lin-Ming, Zeng Tao, Zhang Bing-Ran, Zhang Qiu-Juan, Gao Shu-Ji, Zhu Yan-Lin, Liu Ming-Wei

机构信息

Department of Neurology, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.

Department of Neurology, The Pearl River Hospital Affiliated to Southern Medical University, Guangzhou, Guangdong, China.

出版信息

Neuroreport. 2025 Jun 4;36(9):467-486. doi: 10.1097/WNR.0000000000002168. Epub 2025 Apr 29.

Abstract

OBJECTIVE

To explore the functions and potential regulatory mechanisms of chemokine and chemokine receptor (CCR)-related genes in epilepsy.

METHODS

CCRs were identified as candidate genes and their causal relationship with epilepsy was rigorously evaluated via Mendelian randomization analysis. Subsequently, single-cell RNA sequencing (scRNA-seq) data were analyzed to identify and classify cell clusters into distinct types based on cellular annotation. Differential expression analysis was conducted to pinpoint key genes by overlapping the candidate gene set with differentially expressed genes (DEGs). Furthermore, potential therapeutic drugs for epilepsy were predicted, offering novel avenues for disease management and treatment.

RESULTS

In total, 6395 DEGs were identified across the six cell clusters. After their intersection, CCRL2, XCL2, CXCR5, CXCL1, and CX3CR1 were pinpointed as key genes. Microglia, T cells, B cells, and macrophages have been emerged as critical cells. Furthermore, CXCL1 was regulated by hsa-miR-570-3p and hsa-miR-532-5p. Notably, CXCR5, CXCL1, and CX3CR1 were associated with 27 drug compounds. This comprehensive study leveraged scRNA-seq and transcriptomic data to elucidate the roles of CCR-related genes in epilepsy. Notably, CCRL2, XCL2, CXCR5, CXCL1,and CX3CR1 were identified as key genes implicated in epilepsy, whereas microglia, T cells, B cells, and macrophages were recognized as critical contributors to the development of epilepsy.

CONCLUSIONS

Regulating the expression of CCRL2, XCL2, CXCR5, CXCL1, and CX3CR1, along with the activity of these immune cells may offer therapeutic potential for the alleviation of epilepsy.

摘要

目的

探讨趋化因子及趋化因子受体(CCR)相关基因在癫痫中的作用及潜在调控机制。

方法

将CCR确定为候选基因,并通过孟德尔随机化分析严格评估其与癫痫的因果关系。随后,分析单细胞RNA测序(scRNA-seq)数据,根据细胞注释将细胞簇识别并分类为不同类型。通过将候选基因集与差异表达基因(DEG)重叠进行差异表达分析,以确定关键基因。此外,预测了癫痫的潜在治疗药物,为疾病管理和治疗提供了新途径。

结果

在六个细胞簇中总共鉴定出6395个DEG。经过交集分析,确定CCRL2、XCL2、CXCR5、CXCL1和CX3CR1为关键基因。小胶质细胞、T细胞、B细胞和巨噬细胞已成为关键细胞。此外,CXCL1受hsa-miR-570-3p和hsa-miR-532-5p调控。值得注意的是,CXCR5、CXCL1和CX3CR1与27种药物化合物相关。这项综合研究利用scRNA-seq和转录组数据阐明了CCR相关基因在癫痫中的作用。值得注意的是,CCRL2、XCL2、CXCR5、CXCL1和CX3CR1被确定为与癫痫相关的关键基因,而小胶质细胞、T细胞、B细胞和巨噬细胞被认为是癫痫发展的关键因素。

结论

调节CCRL2、XCL2、CXCR5、CXCL1和CX3CR1的表达以及这些免疫细胞的活性可能为缓解癫痫提供治疗潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/16e1/12080367/6532609fc389/nr-36-467-g001.jpg

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