Evidence map›Paper›PMID 38504565›Full record

ArticleEndocrine, metabolic & immune disorders drug targets2025

Identification of PDGFA as a Neutrophil-related Biomarker Linked to the Advancement of Diabetic Retinopathy through Integrated Bioinformatics Analysis.

Anran Liang, Tingting Feng, Xiang Gao, Bowen Zhao, Song Chen

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Article in Endocrine, metabolic & immune disorders drug targets, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
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2citing papers in PubMed
–field-weighted citation impact, top 93% of its field
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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2 citing papers in PubMed, 0 citations in OpenAlex.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors at 4 institutions in 1 country.

Anran LiangClinical College of Ophthalmology, Tianjin Medical University, Tianjin, China.
Tingting FengClinical College of Ophthalmology, Tianjin Medical University, Tianjin, China.
Xiang GaoAnyang Eye Hospital, Anyang, Henan, China.
Bowen ZhaoClinical College of Ophthalmology, Tianjin Medical University, Tianjin, China.
Song ChenClinical College of Ophthalmology, Tianjin Medical University, Tianjin, China.
Tianjin Medical University Eye Hospital · CNAnyang Eye Hospital · CNJining First People's Hospital · CNTianjin Medical University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe dysregulation of the innate immune system plays a crucial role in the development of Diabetic Retinopathy (DR). To gain an insight into the underlying mechanism of DR, it is essential to identify specific biomarkers associated with immune cell infiltration.

methodsIn this study, we retrieved the GSE94019 and GSE60436 datasets from the Gene Expression Omnibus (GEO) database. By utilizing CIBERSORT, MCPcounter, and xCell algorithms, we conducted a comprehensive analysis of the immune cell infiltration landscape in DR. The limma package was employed to identify Differentially Expressed Necroptosis-related Genes (DENRGs). Subsequently, enrichment analysis was performed to investigate the potential functions of the DENRGs. To identify the core DENRGs, the CytoHubba plug-in in Cytoscape software was utilized. The expression levels of these core DENRGs were verified in an independent dataset.

resultsOur analysis identified 213 DENRGs, and among them, Platelet-derived Growth Factor subunit A (PDGFA) was identified as a core DENRG. Notably, the expression of PDGFA was found to be upregulated in DR, and this finding was further validated in the GSE102485 dataset. Additionally, the results of GSVA and GSEA revealed that in the high PDGFA group, there was activation of pathways related to inflammation and the immune system. Moreover, analysis of immune infiltration demonstrated a significant association between PDGFA gene expression and the infiltration levels of specific immune cells, including basophils, macrophages M1, macrophages, neutrophils, monocytes, NK cells, and B cells.

conclusionThe involvement of neutrophils in the development and progression of DR is suggested. PDGFA has emerged as a potential marker and is linked to the infiltration of immune cells in DR. These findings shed new light on the underlying mechanisms of DR.

Indexed as

Computational BiologyDiabetic RetinopathyNeutrophilsPlatelet-Derived Growth FactorBiomarkersDatabases, GeneticDisease ProgressionGene Expression ProfilingHumansBiomarkersPlatelet-Derived Growth Factorplatelet-derived growth factor ADENRGS.Diabetic retinopathyimmune cell infiltrationinflammatory responseneutrophilsPDGRA

Identifiers

PMID38504565
OpenAlexW4393010772

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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.