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与阿尔茨海默病中铁死亡相关的遗传标记

Genetic markers associated with ferroptosis in Alzheimer's disease.

作者信息

Sun Yuting, Xiao Yu, Tang Qin, Chen Wei, Lin Lu

机构信息

Department of Clinical Laboratory, The Fourth People's Hospital of Chengdu, Chengdu, China.

Department of Clinical Laboratory, The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu, China.

出版信息

Front Aging Neurosci. 2024 Apr 22;16:1364605. doi: 10.3389/fnagi.2024.1364605. eCollection 2024.

Abstract

OBJECTIVE

Ferroptosis is implicated in the pathogenesis of neurodegenerative disorders such as Alzheimer's disease, Parkinson's disease, and vascular dementia, implying that it may have a regulatory effect on the progression of these diseases. However, the specific role of ferroptosis-related genes (FRGs) in Alzheimer's disease (AD) is not yet fully understood. The aim of the study was to detect ferroptosis related genes with regulatory functions in the disease and explore potential mechanisms in AD.

METHODS

Hub FRGs were obtained through multiple algorithms based on the GSE5281 dataset. The screening process was implemented by R packages including limma, WGCNA, glm and SVM-RFE. Gene Ontology classification and pathway enrichment analysis were performed based on FRGs. Biological processes involved with hub FRGs were investigated through GSVA and GSEA methods. Immune infiltration analysis was performed by the R package CIBERSORT. Receiver operating characteristic curve (ROC) was utilized to validate the accuracy of hub FRGs. The CeRNA network attempted to find non-coding RNA transcripts which may play a role in disease progression.

RESULTS

DDIT4, MUC1, KLHL24, CD44, and RB1 were identified as hub FRGs. As later revealed by enrichment analysis, the hub FRGs had important effects on AD through involvement in diverse AD pathogenesis-related pathways such as autophagy and glutathione metabolism. The immune microenvironment in AD shows increased numbers of resting NK cells, macrophages, and mast cells, with decreased levels of CD8 T cells when compared to healthy samples. Regulatory T cells were positively correlated with MUC1, KLHL24, and DDIT4 expression, while RB1 showed negative correlations with eosinophils and CD8 T cells, suggesting potential roles in modulating the immune environment in AD.

CONCLUSION

Our research has identified five hub FRGs in AD. We concluded that ferroptosis may be involved in the disease.

摘要

目的

铁死亡与阿尔茨海默病、帕金森病和血管性痴呆等神经退行性疾病的发病机制有关,这意味着它可能对这些疾病的进展具有调节作用。然而,铁死亡相关基因(FRGs)在阿尔茨海默病(AD)中的具体作用尚未完全明确。本研究旨在检测在该疾病中具有调节功能的铁死亡相关基因,并探索AD中的潜在机制。

方法

基于GSE5281数据集,通过多种算法获得枢纽FRGs。筛选过程由R包(包括limma、WGCNA、glm和SVM-RFE)实现。基于FRGs进行基因本体分类和通路富集分析。通过GSVA和GSEA方法研究与枢纽FRGs相关的生物学过程。使用R包CIBERSORT进行免疫浸润分析。利用受试者工作特征曲线(ROC)验证枢纽FRGs的准确性。竞争性内源RNA(CeRNA)网络试图寻找可能在疾病进展中发挥作用的非编码RNA转录本。

结果

DDIT4、MUC1、KLHL24、CD44和RB1被鉴定为枢纽FRGs。富集分析后来表明,枢纽FRGs通过参与自噬和谷胱甘肽代谢等多种与AD发病机制相关的通路,对AD具有重要影响。与健康样本相比,AD中的免疫微环境显示静息自然杀伤细胞、巨噬细胞和肥大细胞数量增加,而CD8 T细胞水平降低。调节性T细胞与MUC1、KLHL24和DDIT4表达呈正相关,而RB1与嗜酸性粒细胞和CD8 T细胞呈负相关,提示其在调节AD免疫环境中的潜在作用。

结论

我们的研究在AD中鉴定出五个枢纽FRGs。我们得出结论,铁死亡可能参与该疾病。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da25/11073811/501cc6e45b6a/fnagi-16-1364605-g001.jpg

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