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Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells
PURPOSE: 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 pro...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Association for Research in Vision and Ophthalmology
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10043503/ https://www.ncbi.nlm.nih.gov/pubmed/36943152 http://dx.doi.org/10.1167/iovs.64.3.30 |
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author | Lu, Zhao-Jing Ye, Jin-Guo Wang, Dong-Liang Li, Meng-Ke Zhang, Qi-Kai Liu, Zhong Huang, Yan-Jing Pan, Cai-Neng Lin, Yu-Heng Shi, Zhuo-Xing Zheng, Ying-Feng |
author_facet | Lu, Zhao-Jing Ye, Jin-Guo Wang, Dong-Liang Li, Meng-Ke Zhang, Qi-Kai Liu, Zhong Huang, Yan-Jing Pan, Cai-Neng Lin, Yu-Heng Shi, Zhuo-Xing Zheng, Ying-Feng |
author_sort | Lu, Zhao-Jing |
collection | PubMed |
description | PURPOSE: 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. METHODS: 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. RESULTS: 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. CONCLUSIONS: 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. |
format | Online Article Text |
id | pubmed-10043503 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The Association for Research in Vision and Ophthalmology |
record_format | MEDLINE/PubMed |
spelling | pubmed-100435032023-03-29 Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells Lu, Zhao-Jing Ye, Jin-Guo Wang, Dong-Liang Li, Meng-Ke Zhang, Qi-Kai Liu, Zhong Huang, Yan-Jing Pan, Cai-Neng Lin, Yu-Heng Shi, Zhuo-Xing Zheng, Ying-Feng Invest Ophthalmol Vis Sci Cornea PURPOSE: 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. METHODS: 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. RESULTS: 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. CONCLUSIONS: 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. The Association for Research in Vision and Ophthalmology 2023-03-21 /pmc/articles/PMC10043503/ /pubmed/36943152 http://dx.doi.org/10.1167/iovs.64.3.30 Text en Copyright 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. |
spellingShingle | Cornea Lu, Zhao-Jing Ye, Jin-Guo Wang, Dong-Liang Li, Meng-Ke Zhang, Qi-Kai Liu, Zhong Huang, Yan-Jing Pan, Cai-Neng Lin, Yu-Heng Shi, Zhuo-Xing Zheng, Ying-Feng Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells |
title | Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells |
title_full | Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells |
title_fullStr | Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells |
title_full_unstemmed | Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells |
title_short | Integrative Single-Cell RNA-Seq and ATAC-Seq Analysis of Mouse Corneal Epithelial Cells |
title_sort | integrative single-cell rna-seq and atac-seq analysis of mouse corneal epithelial cells |
topic | Cornea |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10043503/ https://www.ncbi.nlm.nih.gov/pubmed/36943152 http://dx.doi.org/10.1167/iovs.64.3.30 |
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