ArticleCell discovery2022
Single-cell atlas of keratoconus corneas revealed aberrant transcriptional signatures and implicated mechanical stretch as a trigger for keratoconus pathogenesis.
Article in Cell discovery, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 63 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
63 citing papers in PubMed, 2 syntheses or guidelines pooled it, 86 citations in OpenAlex.
- Mendelian randomization and genetic analyses reveal causal roles of immune cells and inflammatory proteins in keratoconus.Scientific reports · 2025Pooled it
- The candidate proteins associated with keratoconus: A meta-analysis and bioinformatic analysis.PloS one · 2024Pooled it
- Corneal macrophages and limbal stem cells: emerging roles in ocular surface regeneration.Annals of medicine · 2026Review
- Disulfidptosis: molecular mechanisms and therapeutic targets.Signal transduction and targeted therapy · 2026Review
- Long-Read Single-Cell RNA Sequencing Reveals Dynamic Isoform Changes During Corneal Epithelial Wound Healing in Cynomolgus Monkeys.Investigative ophthalmology & visual science · 2026Article
- The Matricellular Protein CCN1 Induces Corneal Stromal Cells Senescence and Inflammation to Trigger Extracellular Matrix Remodeling in Keratoconus.Investigative ophthalmology & visual science · 2026Article
- Deletion of ARPKD-associated Pkhd1 gene in mice results in decreased Tfap2b expression and eye abnormalities.Nature communications · 2026Article
- Iron overload triggers pathological remodeling of corneal stroma through ferroptosis and senescence-associated secretory phenotype in keratoconus.Redox biology · 2026Article
- N, S Co-Doped Carbon Quantum Dots-Riboflavin Composite Photosensitizers for Enhanced Iontophoresis-Assisted Corneal Cross-Linking.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- NEDD8 Promotes the Progression and Inflammation of Keratoconus by Increasing the Expression of YAP1.Investigative ophthalmology & visual science · 2026Article
- Machine learning-based transcriptomic analysis of differentially expressed genes in the epithelium and stroma of keratoconus.Human genomics · 2026Article
- Microneedle technology in the treatment of ocular diseases: Advances and applications.Asian journal of pharmaceutical sciences · 2026Review
- "Eye-Conic" Spatial Transcriptomics Reveals the Layer-Specific Molecular Alterations in Corneas of Patients With Keratoconus.Investigative ophthalmology & visual science · 2026Article
- Single cell RNA-seq characterization of non-fibrotic stromal wound repopulation in the rabbit.Experimental eye research · 2026Article
- Studies of mice with a large deletion of the ARPKD-associatedbioRxiv : the preprint server for biology · 2026Article
- Tear MicroRNA-Based Molecular Signature for Keratoconus Stratification: A Cross-Cohort Integration Study.Bioinformatics and biology insights · 2026Article
- Advancements in CRISPR-based therapies for ocular pathologies: from disease mechanisms to intervention strategies.Theranostics · 2026Review
- Transcriptomic profiling reveals neural-immune-stromal dysregulation and risk-associated gene signatures in advanced keratoconus.Scientific reports · 2025Article
- Halo sign in keratoconus: a case report.BMC ophthalmology · 2025Article
- Inter-Eye Molecular Discrepancies in the Corneal Epithelium Point to TFRC in the Keratoconus Severity Signature and Mechanism of Cone Formation.Investigative ophthalmology & visual science · 2025Article
3 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
14 authors at 2 institutions in 1 country.
Funding
Abstract
Keratoconus is a common ectatic corneal disorder in adolescents and young adults that can lead to progressive visual impairment or even legal blindness. Despite the high prevalence, its etiology is not fully understood. In this study, we performed single-cell RNA sequencing (scRNA-Seq) analysis on 39,214 cells from central corneas of patients with keratoconus and healthy individuals, to define the involvement of each cell type during disease progression. We confirmed the central role of corneal stromal cells in this disease, where dysregulation of collagen and extracellular matrix (ECM) occurred. Differential gene expression and histological analyses revealed two potential novel markers for keratoconus stromal cells, namely CTSD and CTSK. Intriguingly, we detected elevated levels of YAP1 and TEAD1, the master regulators of biomechanical homeostasis, in keratoconus stromal cells. Cyclical mechanical experiments implicated the mechanical stretch in prompting protease production in corneal stromal cells during keratoconus progression. In the epithelial cells of keratoconus corneas, we observed reduced basal cells and abnormally differentiated superficial cells, unraveling the corneal epithelial lesions that were usually neglected in clinical diagnosis. In addition, several elevated cytokines in immune cells of keratoconus samples supported the involvement of inflammatory response in the progression of keratoconus. Finally, we revealed the dysregulated cell-cell communications in keratoconus, and found that only few ligand-receptor interactions were gained but a large fraction of interactional pairs was erased in keratoconus, especially for those related to protease inhibition and anti-inflammatory process. Taken together, this study facilitates the understanding of molecular mechanisms underlying keratoconus pathogenesis, providing insights into keratoconus diagnosis and potential interventions.
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.