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综合分析的新见解:铜死亡和外周免疫浸润在阿尔茨海默病中的作用。

Novel insights from comprehensive analysis: The role of cuproptosis and peripheral immune infiltration in Alzheimer's disease.

作者信息

Wang Jing, Yu Zi-Wen, Liu Qi, Wu Jing-Xun, Zhang Yi-Dan, Wan Hui-Juan, Bi Min, Xiao Nai-An, Zheng Kun-Mu, Jiang Bin

机构信息

Department of Neurology and Department of Neuroscience, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian, China.

Xiamen Key Laboratory of Brain Center, Xiamen, Fujian, China.

出版信息

PLoS One. 2025 Jun 25;20(6):e0325799. doi: 10.1371/journal.pone.0325799. eCollection 2025.

Abstract

BACKGROUND

Cuproptosis is increasingly recognized as an essential factor in the pathological process of Alzheimer's disease (AD). However, the specific role of cuproptosis-related genes in AD remains poorly understood.

METHODS

Our first step was to obtain gene expression data from the GEO database and identify differentially expressed cuproptosis-associated genes (DECAGs) in AD. GO, KEGG, and GSEA analyses were then conducted on these genes. Subsequently, we attempted to classify AD patients by unsupervised clustering. Then, four machine-learning models were used to screen hub-genes from the DECAGs. We also explored the immune features of these genes and predicted target drugs. Molecular docking analysis was then performed on the predicted drugs and their corresponding hub-gene related proteins. Candidate markers were then validated by single-cell analysis and intracellular communication was investigated in a GEO scRNA-seq dataset. Lastly, we examined the expression levels of the hub-genes in peripheral blood cells using real-time quantitative PCR.

RESULTS

19 DECAGs were found in AD and the key biological processes and molecular functions associated with AD were further determined. Two subtypes of peripheral blood cells showed significant alternations in AD: Cluster1 and Cluster2. Five hub-genes including FDX1, GLS, PDK1, MAP2K1, and SOD1 were then screened out from the machine-learning study. All of the five hub-genes were significantly correlated with various immunocytes. We discovered compounds targeting hub-gene related proteins and forecasted multiple strong hydrogen bonding interactions between the picked predicted drugs and the target proteins by molecular docking analysis. Subsequently, in the single-cell analysis of AD peripheral blood, all hub-genes except SOD1 were found to be up-regulated in B cells, NK cells, and CD4+ T cells, possibly acting on the MIF pathway. Finally, we discovered that the levels of PDK1 expression in AD patients were remarkably upregulated, while FDX1 and GLS were significantly decreased using qPCR.

CONCLUSION

This study examined changes in intercellular communication between immune cells in the peripheral blood and identified five novel feature genes associated with cuproptosis in AD patients. These results facilitated a deeper understanding of the molecular mechanisms of AD and suggested novel therapeutic targets.

摘要

背景

铜死亡日益被认为是阿尔茨海默病(AD)病理过程中的一个重要因素。然而,铜死亡相关基因在AD中的具体作用仍知之甚少。

方法

我们的第一步是从GEO数据库获取基因表达数据,并鉴定AD中差异表达的铜死亡相关基因(DECAGs)。然后对这些基因进行GO、KEGG和GSEA分析。随后,我们尝试通过无监督聚类对AD患者进行分类。然后,使用四种机器学习模型从DECAGs中筛选枢纽基因。我们还探索了这些基因的免疫特征并预测了靶向药物。然后对预测药物及其相应的枢纽基因相关蛋白进行分子对接分析。然后通过单细胞分析验证候选标志物,并在GEO scRNA-seq数据集中研究细胞内通讯。最后,我们使用实时定量PCR检测了外周血细胞中枢纽基因的表达水平。

结果

在AD中发现了19个DECAGs,并进一步确定了与AD相关的关键生物学过程和分子功能。外周血细胞的两种亚型在AD中表现出显著变化:Cluster1和Cluster2。然后从机器学习研究中筛选出包括FDX1、GLS、PDK1、MAP2K1和SOD1在内的五个枢纽基因。所有这五个枢纽基因均与各种免疫细胞显著相关。我们发现了靶向枢纽基因相关蛋白的化合物,并通过分子对接分析预测了所选预测药物与靶蛋白之间的多种强氢键相互作用。随后,在AD外周血的单细胞分析中,发现除SOD1外的所有枢纽基因在B细胞、NK细胞和CD4+ T细胞中均上调,可能作用于MIF途径。最后,我们发现AD患者中PDK1的表达水平显著上调,而FDX1和GLS则显著降低。

结论

本研究检测了外周血免疫细胞间通讯的变化,并鉴定了AD患者中与铜死亡相关的五个新特征基因。这些结果有助于更深入地了解AD的分子机制,并提出了新的治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2a1e/12194219/8eb55b75ef15/pone.0325799.g001.jpg

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