Evidence map›Paper›PMID 42649743›Full record

ArticleBioengineering (Basel, Switzerland)2026

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

Chun-Chieh Chao, Hsieh-Tsung Ethan Shen, Bo-Xiang Benjamin Zhang, Ting-Hsuan Chao, Chien-Yi Tu, Chen-Hsin Tsai

Abstract read
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Article in Bioengineering (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Chun-Chieh ChaoGraduate Institute of Injury Prevention and Control, College of Public Health, Taipei Medical University, Taipei 11031, Taiwan.ORCID 0000-0001-5527-690X
Hsieh-Tsung Ethan ShenYD Bio Limited, Taipei 115603, Taiwan.
Bo-Xiang Benjamin ZhangYD Bio Limited, Taipei 115603, Taiwan.ORCID 0000-0003-3806-9719
Ting-Hsuan ChaoDepartment of Molecular and Cell Biology, College of Letter and Science, University of California, Berkeley, CA 94720, USA.ORCID 0009-0007-4840-7714
Chien-Yi TuExecutive Master Program of Business Administration in Biotechnology, Taipei Medical University, Taipei 11031, Taiwan.
Chen-Hsin TsaiDepartment of Ophthalmology, Taipei Medical University Hospital, Taipei 110301, Taiwan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundKeratoconus 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.

methodsWe 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.

resultsA 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.

conclusionsThis 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.

Indexed as

cargo prioritisationcorneal regenerationdifferential expressionexosomesextracellular vesicleskeratoconuslimbal stem cellsprotein–protein interaction networkreproducible bioinformaticstranscriptomics

Identifiers

PMID42649743
PMCPMC13510167

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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 OpenQuestion graph.