Evidence map›Paper›PMID 42018539›Full record

ArticlePloS one2026

Comprehensive analysis of immune-related genes reveals diagnostic biomarkers and molecular subtypes in diabetic retinopathy.

Lin Mu, Zhe Wang, Yaojiani Cao, Xuejun Wang, Xingtao Zhou

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Article in PloS one, 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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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Lin MuEye and ENT Hospital of Fudan University, Shanghai, China.ORCID https://orcid.org/0000-0002-9639-6972
Zhe WangThe First Affiliated Hospital of Naval Medical University, Shanghai, China.
Yaojiani CaoEye and ENT Hospital of Fudan University, Shanghai, China.
Xuejun WangEye and ENT Hospital of Fudan University, Shanghai, China.
Xingtao ZhouEye and ENT Hospital of Fudan University, Shanghai, China.ORCID https://orcid.org/0000-0002-3465-1579

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diabetic retinopathy (DR) is a common microvascular complication of diabetes and one of the primary causes of vision loss; however, its pathogenic mechanisms remain largely unresolved. In recent years, immune dysregulation has been increasingly recognized to be closely associated with DR progression. In the present study, we integrated two GEO datasets to identify immune-related differentially expressed genes (DEGs) associated with DR. After batch effect correction and differential expression analysis, a total of 123 immune-related DEGs were identified. Functional enrichment analysis demonstrated that these genes are primarily associated with immune activation pathways, such as T-cell receptor signaling, natural killer cell-mediated cytotoxicity, and IL-17 signaling. Using least absolute shrinkage and selection operator (LASSO) regression, five key genes (IL10RA, PLAUR, PLAU, VTN, and VGF) were identified and used to construct a diagnostic model with excellent predictive performance. Protein-protein interaction and immune infiltration analyses revealed that these genes are closely associated with immune cell activity, particularly the increased infiltration of resting CD4 memory T cells and M2 macrophages in the DR retina. To validate these findings, an STZ-induced diabetic mouse model was used, with key genes further validated at the protein level via Western blot. In addition, consensus clustering was used to stratify patients with DR into two molecular subtypes with distinct immune characteristics and pathway enrichment patterns. Overall, our study elucidates the immune-related mechanisms underlying DR and highlights PLAUR, PLAU, and VGF as potential immune-associated biomarkers, providing a theoretical basis for precision diagnosis and development of targeted immunotherapeutic strategies for DR.

Indexed as

Diabetic RetinopathyAnimalsBiomarkersDiabetes Mellitus, ExperimentalGene Expression ProfilingGene Expression RegulationHumansMaleMiceBiomarkers

Identifiers

PMID42018539
PMCPMC13102194

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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.