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单细胞转录组学揭示帕金森病的细胞异质性、机制及治疗靶点

Single-Cell Transcriptomics Uncovers Cellular Heterogeneity, Mechanisms, and Therapeutic Targets for Parkinson's Disease.

作者信息

Huang Jianjun, Liu Li, Qin Lingling, Huang Hehua, Li Xue

机构信息

Department of Neurology, Youjiang Medical University for Nationalities, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China.

Department of Cardiology, Youjiang Medical University for Nationalities, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China.

出版信息

Front Genet. 2022 May 4;13:686739. doi: 10.3389/fgene.2022.686739. eCollection 2022.

Abstract

This study aimed to exploit cellular heterogeneity for revealing mechanisms and identifying therapeutic targets for Parkinson's disease (PD) single-cell transcriptomics. Single-cell RNA sequencing (scRNA-seq) data on midbrain specimens from PD and healthy individuals were obtained from the GSE157783 dataset. After quality control and preprocessing, the principal component analysis (PCA) was presented. Cells were clustered with the Seurat package. Cell clusters were labeled by matching marker genes and annotations of the brain in the CellMarker database. The ligand-receptor networks were established, and the core cell cluster was selected. Biological functions of differentially expressed genes in core cell clusters were analyzed. Upregulated marker genes were identified between PD and healthy individuals, which were measured in 18 PD patients' and 18 healthy individuals' blood specimens through RT-qPCR and Western blotting. The first nine PCs were determined, which can better represent the overall change. Five cell clusters were identified, including oligodendrocytes, astrocytes, neurons, microglial cells, and endothelial cells. Among them, endothelial cells were the core cell cluster in the ligand-receptor network. Marker genes of endothelial cells possessed various biological functions. Among them, five marker genes (, , , , and ) were upregulated in PD patients' than in healthy individuals' endothelial cells, which were confirmed in PD patients' than in healthy individuals' blood specimens. Our findings revealed that the cellular heterogeneity of PD and endothelial cells could play a major role in cell-to-cell communications. Five upregulated marker genes of endothelial cells could be underlying therapeutic targets of PD, which deserve more in-depth clinical research.

摘要

本研究旨在利用细胞异质性来揭示帕金森病(PD)单细胞转录组学的机制并确定治疗靶点。从GSE157783数据集中获取了来自PD患者和健康个体的中脑标本的单细胞RNA测序(scRNA-seq)数据。经过质量控制和预处理后,进行了主成分分析(PCA)。使用Seurat软件包对细胞进行聚类。通过匹配CellMarker数据库中大脑的标记基因和注释对细胞簇进行标记。建立配体-受体网络,并选择核心细胞簇。分析核心细胞簇中差异表达基因的生物学功能。确定了PD患者和健康个体之间上调的标记基因,并通过RT-qPCR和蛋白质免疫印迹法在18例PD患者和18例健康个体的血液标本中进行了检测。确定了前九个主成分,它们可以更好地代表整体变化。鉴定出五个细胞簇,包括少突胶质细胞、星形胶质细胞、神经元、小胶质细胞和内皮细胞。其中,内皮细胞是配体-受体网络中的核心细胞簇。内皮细胞的标记基因具有多种生物学功能。其中,五个标记基因(,,,,和)在PD患者的内皮细胞中比在健康个体的内皮细胞中上调,并在PD患者的血液标本中得到证实。我们的研究结果表明,PD和内皮细胞的细胞异质性可能在细胞间通讯中起主要作用。内皮细胞的五个上调标记基因可能是PD潜在的治疗靶点,值得更深入的临床研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/322c/9114673/b2e9cc903918/fgene-13-686739-g001.jpg

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