ArticleThe ocular surface2021
A single cell atlas of human cornea that defines its development, limbal progenitor cells and their interactions with the immune cells.
Article in The ocular surface, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 138 papers.
What it found
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Who cites it
138 citing papers in PubMed, 202 citations in OpenAlex.
- Long-Read Single-Cell RNA Sequencing Reveals Dynamic Isoform Changes During Corneal Epithelial Wound Healing in Cynomolgus Monkeys.Investigative ophthalmology & visual science · 2026Article
- RNA delivery to the corneal endothelium using charge-altering releasable transporters.Science advances · 2026Article
- Single-Cell Annotation and Localization via Integrating Spatial Transcriptomics Maps the Mouse Ocular Atlas and RAO Dynamics.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Article
- The human limbus functions as an instructive epithelial transition zone.Research square · 2026Article
- Ocular Surface Inflammation as a Driver of Cornea Limbal Stem Cell Deficiency: Mechanisms and Implications.International journal of molecular sciences · 2026Review
- Chiglitazar Activates PPAR-α/γ to Suppress Oxidative Stress and Angiogenesis in Corneal Neovascularization.Antioxidants (Basel, Switzerland) · 2026Article
- "Eye-Conic" Spatial Transcriptomics Reveals the Layer-Specific Molecular Alterations in Corneas of Patients With Keratoconus.Investigative ophthalmology & visual science · 2026Article
- In situ spatial transcriptomics reveals novel markers of the limbal stem cell niche and ocular surface epithelia.Stem cell reports · 2026Article
- Single cell RNA-seq characterization of non-fibrotic stromal wound repopulation in the rabbit.Experimental eye research · 2026Article
- Article
- PAX6 Deficiency Compromises the Ability of Limbal Epithelial Stem Cells to Properly Differentiate Into Mature Corneal Epithelial Cells.Investigative ophthalmology & visual science · 2026Article
- Losartan Alleviates Chemical Burn-Induced Limbal Stem Cell Deficiency: Repurposing a Venerable Anti-Hypertension Drug.Investigative ophthalmology & visual science · 2026Article
- Age-related lncRNA alterations of SDHAP2_miR-17-5p/miR-20b-5p_RAB11FIP1 ceRNA network in donor-derived human limbal epithelial cells.Frontiers in cell and developmental biology · 2026Article
- Novel hypoxia-immune biomarkers predict response to neoadjuvant chemotherapy in patients with laryngo-hypopharyngeal cancer.European journal of medical research · 2025Article
- hECA v2.0: an AI-ready ensemble cell atlas of single-cell RNA and ATAC sequencing data.Scientific data · 2025Article
- Chronic Restraint Stress Misaligns Corneal Clock via β-Adrenergic and Glucocorticoid Signaling, Altering Epithelial, Neural, Immune, Metabolic States.Investigative ophthalmology & visual science · 2025Article
- Aqueous Humor Exosomal Membrane Proteins: Decoding Pathogenic Molecular Signatures in Retinitis Pigmentosa.Translational vision science & technology · 2025Article
- Molecular and Functional Insights into Thyrostimulin and Its Subunits-GPA2/GPB5.International journal of molecular sciences · 2025Review
- Atacformer: A transformer-based foundation model for analysis and interpretation of ATAC-seq data.bioRxiv : the preprint server for biology · 2025Article
78 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
23 authors at 6 institutions in 2 countries.
Funding
Abstract
purposeSingle cell (sc) analyses of key embryonic, fetal and adult stages were performed to generate a comprehensive single cell atlas of all the corneal and adjacent conjunctival cell types from development to adulthood.
methodsFour human adult and seventeen embryonic and fetal corneas from 10 to 21 post conception week (PCW) specimens were dissociated to single cells and subjected to scRNA- and/or ATAC-Seq using the 10x Genomics platform. These were embedded using Uniform Manifold Approximation and Projection (UMAP) and clustered using Seurat graph-based clustering. Cluster identification was performed based on marker gene expression, bioinformatic data mining and immunofluorescence (IF) analysis. RNA interference, IF, colony forming efficiency and clonal assays were performed on cultured limbal epithelial cells (LECs).
resultsscRNA-Seq analysis of 21,343 cells from four adult human corneas and adjacent conjunctivas revealed the presence of 21 cell clusters, representing the progenitor and differentiated cells in all layers of cornea and conjunctiva as well as immune cells, melanocytes, fibroblasts, and blood/lymphatic vessels. A small cell cluster with high expression of limbal progenitor cell (LPC) markers was identified and shown via pseudotime analysis to give rise to five other cell types representing all the subtypes of differentiated limbal and corneal epithelial cells. A novel putative LPCs surface marker, GPHA2, expressed on the surface of 0.41% ± 0.21 of the cultured LECs, was identified, based on predominant expression in the limbal crypts of adult and developing cornea and RNAi validation in cultured LECs. Combining scRNA- and ATAC-Seq analyses, we identified multiple upstream regulators for LPCs and demonstrated a close interaction between the immune cells and limbal progenitor cells. RNA-Seq analysis indicated the loss of GPHA2 expression and acquisition of proliferative limbal basal epithelial cell markers during ex vivo LEC expansion, independently of the culture method used. Extending the single cell analyses to keratoconus, we were able to reveal activation of collagenase in the corneal stroma and a reduced pool of limbal suprabasal cells as two key changes underlying the disease phenotype. Single cell RNA-Seq of 89,897 cells obtained from embryonic and fetal cornea indicated that during development, the conjunctival epithelium is the first to be specified from the ocular surface epithelium, followed by the corneal epithelium and the establishment of LPCs, which predate the formation of limbal niche by a few weeks.
conclusionsOur scRNA-and ATAC-Seq data of developing and adult cornea in steady state and disease conditions provide a unique resource for defining genes/pathways that can lead to improvement in ex vivo LPCs expansion, stem cell differentiation methods and better understanding and treatment of ocular surface disorders.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.