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PMID: 42649743 已发表 · epublish 英语

An Integrative Bioinformatics Framework Nominates Candidate Limbal Stem-Cell Exosome Cargo for Keratoconus by Coupling Corneal Transcriptomics, Disease-Gene Evidence and Extracellular-Vesicle Repositories.

Bioengineering (Basel, Switzerland) ·第 13 卷 ·第 8 期 ·2026-07-24

Chao CC, Shen HE, Zhang BB, Chao TH, Tu CY, Tsai CH

摘要

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. 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. 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. 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.

关键词
cargo prioritisation corneal regeneration differential expression exosomes extracellular vesicles keratoconus limbal stem cells protein–protein interaction network reproducible bioinformatics transcriptomics
文献信息
期刊
Bioengineering (Basel, Switzerland)
期刊简称
Bioengineering (Basel)
ISSN
2306-5354
发表日期
2026-07-24
语言
英语
国家/地区
Switzerland
NLM ID
101676056
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