Evidence map›Paper›PMID 41898639›Full record

ArticleInternational journal of molecular sciences2026

Stage-Associated Cellular and Molecular Signatures in Diabetic Retinopathy Identified Through Integrated Bulk and Single-Cell Transcriptomic Analysis.

Ying Li, Lian Liu, Yuan Zhang, Lingyi Ouyang, Xiaomin Chen, Jingqiu Huang, Min Ke

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Ying LiDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.
Lian LiuDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.
Yuan ZhangDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.
Lingyi OuyangDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.ORCID 0000-0001-8259-9683
Xiaomin ChenDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.ORCID 0000-0003-0584-4803
Jingqiu HuangDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.
Min KeDepartment of Ophthalmology, Zhongnan Hospital, Wuhan University, Wuhan 430071, China.

Funding

Jingqiu Huang 82201186Min Ke 82271088
6 · The paper itself

Abstract

Diabetic retinopathy (DR) is one of the most common microvascular complications of diabetes and can lead to severe visual impairment. Based on disease severity, DR is classified into no clinically apparent diabetic retinopathy (NDR), non-proliferative diabetic retinopathy (NPDR), and proliferative diabetic retinopathy (PDR). Although nearly all retinal cell types are involved in DR progression, the dominant cell populations and their pathophysiological changes at each stage remain unclear. By integrating bulk and single-cell transcriptomic data from human and mouse retinas, this study revealed the following: (1) In the NDR stage, photoreceptors exhibit significant changes in ribosomal pathways. (2) In the NPDR stage, endothelial cells and pericytes show marked transcriptional alterations, accompanied by enhanced LAMININ signaling in cell-cell communication. (3) At the PDR stage, neural and glial cells are extensively involved in disease progression, with notable changes in ANGPTL signaling. Additionally, this study observed DR-specific subtypes of endothelial cells and pericytes and potentially identifies gene signatures in macroglia cells that correlate with disease duration. The altered expression of several key genes in early diabetic retina was confirmed by qPCR. These findings may offer a comprehensive view of the cellular and molecular landscape underlying DR and may suggest potential targets.

Indexed as

Diabetic RetinopathyGene Expression ProfilingSingle-Cell AnalysisTranscriptomeAnimalsEndothelial CellsHumansMicePericytesRetinaSingle-Cell Gene Expression AnalysisANGPTLdiabetic retinopathydiabetic retinopathy stagingretinal cellssingle-cell transcriptomics

Identifiers

PMID41898639
PMCPMC13026524

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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.