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阿尔茨海默病中星形胶质细胞亚型的功能特异性:通过对整合的单核多组学数据进行基于网络的分析来解码疾病机制

Functional Specificity of Astrocyte Subtypes in Alzheimer's Disease: Decoding Disease Mechanisms Through Network-based Analysis of Integrated Single-Nuclei Multi-Omic Data.

作者信息

İlgün Atılay, Çakır Tunahan

机构信息

Department of Bioengineering, Gebze Technical University, Kocaeli, Turkey.

出版信息

Mol Neurobiol. 2025 Apr 29. doi: 10.1007/s12035-025-04965-8.

Abstract

Alzheimer's disease (AD) is the most common cause of dementia. Recent studies have revealed incontrovertible roles of astrocytes in the pathology of AD. Considering the conflicting behaviours of astrocytes in AD brain, they have been proposed to have subtypes. In this study, astrocytes from two publicly available single-nuclei transcriptome datasets were integrated to provide in-depth characterization of astrocyte subtypes in AD. Differentially expressed genes within each astrocyte subtype were analyzed by mapping them onto a human protein-protein interaction network to discover subnetworks with biologically relevant genes. Integrating single-nuclei datasets and using network-based analysis approach led to higher sensitivity in capturing AD-related genes compared to traditional approaches. One of the identified subtypes was highly representative of neurotoxic reactive astrocytes in AD. The results show that A1 reactive astrocytes could have an enhancing role for the amyloid beta and neurofibrillary tangle accumulation through MAPK10, MAPT, and TMED10, which were all found to be differentially expressed in this subtype during AD in our analysis. Moreover, single-nuclei ATAC-Seq data from the same tissue was re-analyzed to evaluate astrocyte subtypes at multi-omic level. It was found that astrocyte subtypes underwent epigenetic reprogramming during AD. Potential transcription factors were also identified for the regulation of the genes that exhibited alterations in both promoter accessibility and gene expression in AD. Comparative analysis of single-nuclei RNA-Seq and ATAC-Seq datasets showed that PTN gene, which was reported to be important for AD pathology, is likely regulated by ATF3 transcription factor in subtype-specific manner in astrocytes.

摘要

阿尔茨海默病(AD)是痴呆最常见的病因。最近的研究揭示了星形胶质细胞在AD病理过程中无可争议的作用。鉴于AD大脑中星形胶质细胞的行为相互矛盾,有人提出它们存在亚型。在本研究中,整合了来自两个公开的单核转录组数据集的星形胶质细胞,以深入表征AD中的星形胶质细胞亚型。通过将每个星形胶质细胞亚型内的差异表达基因映射到人类蛋白质-蛋白质相互作用网络上进行分析,以发现具有生物学相关基因的子网。与传统方法相比,整合单核数据集并使用基于网络的分析方法在捕获AD相关基因方面具有更高的灵敏度。所鉴定的亚型之一高度代表了AD中的神经毒性反应性星形胶质细胞。结果表明,A1反应性星形胶质细胞可能通过MAPK10、MAPT和TMED10对淀粉样β蛋白和神经原纤维缠结的积累起增强作用,在我们的分析中发现这些基因在AD期间在该亚型中均有差异表达。此外,对来自同一组织的单核ATAC-Seq数据进行了重新分析,以在多组学水平评估星形胶质细胞亚型。研究发现,星形胶质细胞亚型在AD期间经历了表观遗传重编程。还鉴定了潜在的转录因子,用于调控在AD中启动子可及性和基因表达均发生改变的基因。单核RNA-Seq和ATAC-Seq数据集的比较分析表明,据报道对AD病理很重要的PTN基因可能在星形胶质细胞中以亚型特异性方式受ATF3转录因子调控。

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