An Integrative Bioinformatics Framework Nominates Candidate Limbal Stem-Cell Exosome Cargo for Keratoconus by Coupling Corneal Transcriptomics, Disease-Gene Evidence and Extracellular-Vesicle Repositories
Background: Keratoconus is a progressive corneal ectasia characterised by extracellular matrix (ECM) loss and an emerging inflammatory component, for which no disease-modifying molecular therapy exists. Exosomes derived from limbal and mesenchymal stem cells are an attractive cell-free therapeutic modality, but the cargo that should be delivered is undefined, and no curated limbal stem-cell (LSC) exosome cargo dataset currently exists. Methods: We reanalysed a public keratoconus corneal RNA-sequencing dataset (GEO: GSE77938; discovery and replication cohorts) with DESeq2, defined a replicated differentially expressed gene (DEG) set, and performed Gene Ontology, KEGG and Reactome enrichment. A high-confidence protein–protein interaction (PPI) network (STRING) identified hub genes. We integrated keratoconus disease-gene evidence (Open Targets Platform) and documented extracellular-vesicle cargo (ExoCarta, Vesiclepedia) and computed a transparent Cargo Prioritization Score (CPS) to nominate candidate LSC-exosome therapeutic cargo. Results: A total of 1677 DEGs were detected in discovery (152 up, 1525 down) and 1380 were replicated. Enrichment was dominated by extracellular matrix organisation; adaptive immune response; and mononuclear cell differentiation. Network analysis nominated ECM and immune hub genes. The CPS prioritised COL1A1, FN1, COL4A1, COL3A1, COL5A1, MMP1 as leading restoration-cargo candidates, all documented as EV cargo and present in the mesenchymal stem-cell EV reference proteome. Conclusions: This fully reproducible, real-data framework provides a ranked, evidence-traceable shortlist of candidate LSC-exosome cargo for keratoconus and an explicit account of current data gaps to guide experimental validation.
Authors
- Bo-Xiang Zhang (ORCID: https://orcid.org/0000-0003-3806-9719)
- Chien-Yi Tu
- Chun‐Chieh Chao (ORCID: https://orcid.org/0000-0001-5527-690X)
- Ting-Hsuan Chao
- Chen‐Hsin Tsai
- Hsieh-Tsung Ethan Shen
Institutions
- Berkeley College (US)
- Health Sciences University of Hokkaido (JP)
- Taipei Medical University Hospital (TW)
- Development Center for Biotechnology (TW)
- Molecular Sciences Institute (US)
- Taipei Medical University (TW)
- University of California, Berkeley (US)
Publication Details
- Journal
- Bioengineering
- Published
- 2026-07-24
- DOI
- https://doi.org/10.3390/bioengineering13080853
- Primary Topic
- Corneal surgery and disorders
- Type
- article
- Field-Weighted Citation Impact
- 0.00