Comprehensive Analysis and In Vitro Verification of Endothelial-Mesenchymal Transition-Related Genes in Moyamoya Disease.

IF 4.6 2区 医学 Q1 NEUROSCIENCES
Molecular Neurobiology Pub Date : 2025-02-01 Epub Date: 2024-08-12 DOI:10.1007/s12035-024-04423-x
Junsheng Li, Qiheng He, Zhiyao Zheng, Chenglong Liu, Bojian Zhang, Siqi Mou, Chaofan Zeng, Wei Sun, Wei Liu, Peicong Ge, Dong Zhang, Jizong Zhao
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引用次数: 0

Abstract

Moyamoya disease (MMD) is a rare, chronic, and progressive cerebrovascular disorder with unclear underlying causes and mechanisms. Previous studies suggest a potential involvement of endothelial-mesenchymal transition (EndMT) in the pathogenesis of MMD. This study aimed to explore the contribution of EndMT-related genes (ERGs) in MMD. Two datasets, GSE141022 and GSE157628, were integrated as the training set after batch effects removal. Differentially expressed ERGs were identified between MMD and control groups. Functional enrichment analysis and immune infiltration analysis were further performed. LASSO regression was used for hub MMD-related ERG selection. Consensus clustering was used for MMD subtype classification based on these hub MMD-related ERGs. Molecular characteristics between MMD subtypes were analyzed using WGCNA. PPI network was used to illuminate the genetic relationship. The hub MMD-related ERGs were validated in an independent testing set, GSE189993. The nomogram model was constructed and evaluated using ROC curves and calibration plots. Additionally, CCK-8, EdU, wound healing, and western blot were performed to confirm the function of the hub MMD-related ERGs. A total of 107 DE-ERGs were identified. Functional enrichment analysis showed these genes were associated with EndMT and immune response. The infiltrating levels of immune cells were commonly higher in the MMD group. LASSO regression identified 12 hub MMD-related ERGs, leading to the identification of two MMD subtypes. Four ERGs emerged as the final hub MMD-related ERGs after validation in the testing set, including CCL21, CEBPA, KRT18, and TNFRSF11A. The nomogram model exhibited excellent discrimination ability. In vitro experiments showed that CCL21, CEBPA, KRT18, and TNFRSF11A could promote proliferation, migration, and EndMT. This study investigated the potential role of EndMT in MMD and identified four hub MMD-related ERGs, providing potential therapeutic targets for MMD treatment.

Abstract Image

全面分析和体外验证莫亚莫亚病的内皮-间质转化相关基因
莫亚莫亚病(MMD)是一种罕见的慢性进行性脑血管疾病,其发病原因和机制尚不清楚。以往的研究表明,内皮-间质转化(EndMT)可能参与了MMD的发病机制。本研究旨在探讨内皮细胞间充质转化相关基因(ERGs)在MMD中的贡献。在去除批量效应后,将 GSE141022 和 GSE157628 这两个数据集整合为训练集。在 MMD 组和对照组之间发现了差异表达的 ERG。进一步进行了功能富集分析和免疫浸润分析。LASSO 回归用于选择与枢纽型 MMD 相关的 ERG。根据这些与MMD相关的中枢ERG,采用共识聚类法进行MMD亚型分类。利用WGCNA分析了MMD亚型之间的分子特征。PPI网络用于阐明遗传关系。在独立测试集 GSE189993 中验证了与枢纽型 MMD 相关的 ERGs。利用 ROC 曲线和校准图构建并评估了提名图模型。此外,还进行了CCK-8、EdU、伤口愈合和Western blot等实验,以确认中枢MMD相关ERGs的功能。共鉴定出107个DE-ERG。功能富集分析表明,这些基因与内胚层发育和免疫反应有关。MMD组的免疫细胞浸润水平普遍较高。LASSO回归确定了12个与MMD相关的枢纽ERG,从而确定了两个MMD亚型。经测试集验证后,4个ERG成为与MMD相关的最终中心ERG,包括CCL21、CEBPA、KRT18和TNFRSF11A。提名图模型表现出了卓越的辨别能力。体外实验表明,CCL21、CEBPA、KRT18 和 TNFRSF11A 可促进增殖、迁移和 EndMT。本研究探讨了内膜移植在MMD中的潜在作用,并确定了与MMD相关的四个枢纽ERG,为MMD的治疗提供了潜在的治疗靶点。
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来源期刊
Molecular Neurobiology
Molecular Neurobiology 医学-神经科学
CiteScore
9.00
自引率
2.00%
发文量
480
审稿时长
1 months
期刊介绍: Molecular Neurobiology is an exciting journal for neuroscientists needing to stay in close touch with progress at the forefront of molecular brain research today. It is an especially important periodical for graduate students and "postdocs," specifically designed to synthesize and critically assess research trends for all neuroscientists hoping to stay active at the cutting edge of this dramatically developing area. This journal has proven to be crucial in departmental libraries, serving as essential reading for every committed neuroscientist who is striving to keep abreast of all rapid developments in a forefront field. Most recent significant advances in experimental and clinical neuroscience have been occurring at the molecular level. Until now, there has been no journal devoted to looking closely at this fragmented literature in a critical, coherent fashion. Each submission is thoroughly analyzed by scientists and clinicians internationally renowned for their special competence in the areas treated.
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