Single-Cell RNA Sequencing Reveals Transcriptional Signatures and Cell-Cell Communication in Diabetic Retinopathy

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-06-21 DOI:10.2174/0118715303286652240214110511
Muye Li, Yueling Peng, Lin Pang, Lin Wang, Junhong Li
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Abstract

Background:: Diabetic retinopathy (DR) is a major cause of vision loss in workingage individuals worldwide. Cell-to-cell communication between retinal cells and retinal pigment epithelial cells (RPEs) in DR is still unclear, so this study aimed to generate a single-cell atlas and identify receptor‒ligand communication between retinal cells and RPEs. Methods:: A mouse single-cell RNA sequencing (scRNA-seq) dataset was retrieved from the GEO database (GSE178121) and was further analyzed with the R package Seurat. Cell cluster annotation was performed to further analyze cell‒cell communication. The differentially expressed genes (DEGs) in RPEs were explored through pathway enrichment analysis and the protein‒ protein interaction (PPI) network. Core genes in the PPI were verified by quantitative PCR in ARPE-19 cells. Results:: We observed an increased proportion of RPEs in STZ mice. Although some overall intercellular communication pathways did not differ significantly in the STZ and control groups, RPEs relayed significantly more signals in the STZ group. In addition, THBS1, ITGB1, COL9A3, ITGB8, VTN, TIMP2, and FBN1 were found to be the core DEGs of the PPI network in RPEs. qPCR results showed that the expression of ITGB1, COL9A3, ITGB8, VTN, TIMP2, and FBN1 was higher and consistent with scRNA-seq results in ARPE-19 cells under hyperglycemic conditions. Conclusion:: Our study, for the first time, investigated how signals that RPEs relay to and from other cells underly the progression of DR based on scRNA-seq. These signaling pathways and hub genes may provide new insights into DR mechanisms and therapeutic targets.
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单细胞 RNA 测序揭示糖尿病视网膜病变的转录特征和细胞间通信
背景::糖尿病视网膜病变(DR)是导致全球劳动适龄人口视力丧失的主要原因。DR中视网膜细胞和视网膜色素上皮细胞(RPE)之间的细胞间通讯尚不清楚,因此本研究旨在生成单细胞图谱,并确定视网膜细胞和RPE之间的受体配体通讯。研究方法从 GEO 数据库(GSE178121)中获取了小鼠单细胞 RNA 测序(scRNA-seq)数据集,并使用 R 软件包 Seurat 对其进行了进一步分析。为了进一步分析细胞-细胞间的通讯,对细胞簇进行了注释。通过通路富集分析和蛋白质-蛋白质相互作用(PPI)网络探索了 RPE 中的差异表达基因(DEGs)。在 ARPE-19 细胞中通过定量 PCR 验证了 PPI 中的核心基因。结果我们观察到 STZ 小鼠中 RPE 的比例增加。虽然 STZ 组和对照组的某些细胞间通讯途径没有显著差异,但 STZ 组的 RPE 发出的信号明显更多。qPCR 结果显示,在高血糖条件下,ARPE-19 细胞中 ITGB1、COL9A3、ITGB8、VTN、TIMP2 和 FBN1 的表达量更高,与 scRNA-seq 结果一致。结论我们的研究首次基于 scRNA-seq 研究了 RPE 与其他细胞之间的信号传递如何影响 DR 的进展。这些信号通路和枢纽基因可能会为 DR 机制和治疗靶点提供新的见解。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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