State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China.
Guangzhou Regenerative Medicine and Health Guangdong Laboratory, Guangzhou, China.
Invest Ophthalmol Vis Sci. 2023 Mar 1;64(3):30. doi: 10.1167/iovs.64.3.30.
Corneal epithelial homeostasis is maintained by coordinated gene expression across distinct cell populations, but the gene regulatory programs underlying this cellular diversity remain to be characterized. Here we applied single-cell multi-omics analysis to delineate the gene regulatory profile of mouse corneal epithelial cells under normal homeostasis.
Single cells isolated from the cornea epithelium (with marginal conjunctiva) of adult mice were subjected to scRNA-seq and scATAC-seq using the 10×Genomics platform. Cell types were clustered by the graph-based visualization method uniform manifold approximation and projection and unbiased computational informatics analysis. The scRNA-seq and scATAC-seq datasets were integrated following the integration pipeline described in ArchR and Seurat.
We characterized diverse corneal epithelial cell types based on gene expression signatures and chromatin accessibility. We found that cell type-specific accessibility regions were mainly located at distal regions, suggesting essential roles of distal regulatory elements in determining corneal epithelial cell diversity. Trajectory analyses revealed a continuum of cell state transition and higher coordination between transcription factor (TF) motif accessibility and gene expression during corneal epithelial cell differentiation. By integrating transcriptomic and chromatin accessibility analysis, we identified cell type-specific and shared gene regulation programs. We also uncovered critical TFs driving corneal epithelial cell differentiation, such as nuclear factor I (NFI) family members, Rarg, Elf3. We found that nuclear factor-κB (NF-κB) family members were positive TFs in limbal cells and some superficial cells, but they were involved in regulating distinct biological processes.
Our study presents a comprehensive gene regulatory landscape of mouse cornea epithelial cells, and provides valuable foundations for future investigation of corneal epithelial homeostasis in the context of cornea pathologies and regenerative medicine.
角膜上皮细胞的稳态由不同细胞群体之间协调的基因表达维持,但这种细胞多样性的基因调控程序仍有待研究。在这里,我们应用单细胞多组学分析来描绘正常稳态下小鼠角膜上皮细胞的基因调控特征。
使用 10× Genomics 平台,从成年小鼠角膜上皮(带有边缘结膜)中分离的单细胞进行 scRNA-seq 和 scATAC-seq。使用基于图的可视化方法均匀流形逼近和投影以及无偏计算信息学分析对细胞类型进行聚类。scRNA-seq 和 scATAC-seq 数据集按照 ArchR 和 Seurat 中描述的整合管道进行整合。
我们根据基因表达特征和染色质可及性来描述不同的角膜上皮细胞类型。我们发现,细胞类型特异性可及性区域主要位于远端,这表明远端调控元件在决定角膜上皮细胞多样性方面具有重要作用。轨迹分析显示,在角膜上皮细胞分化过程中,细胞状态的转变具有连续性,并且转录因子(TF)基序可及性和基因表达之间的协调程度更高。通过整合转录组和染色质可及性分析,我们确定了细胞类型特异性和共享的基因调控程序。我们还发现了一些关键的 TF 驱动角膜上皮细胞分化,如核因子 I(NFI)家族成员、Rarg 和 Elf3。我们发现,核因子-κB(NF-κB)家族成员在角膜缘细胞和一些浅层细胞中是阳性 TF,但它们参与调节不同的生物学过程。
我们的研究展示了小鼠角膜上皮细胞的综合基因调控图谱,为未来在角膜病理和再生医学背景下研究角膜上皮稳态提供了有价值的基础。