Evidence map›Paper›PMID 35722432›Full record

ArticleAnnals of translational medicine2022

Single-cell transcriptomic analysis revealing changes in retinal cell subpopulation levels and the pathways involved in diabetic retinopathy.

Rui Zhang, Chengyu Huang, Yixuan Chen, Ting Li, Long Pang

Abstract read
In one paragraph

Article in Annals of translational medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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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

22 citing papers in PubMed.

  1. Article
  2. Bibliometric analysis and visualization of inflammation in the field of diabetic retinopathy research (2006-2025).Graefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie · 2026
    Article
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  4. Article
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  7. Article
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  9. Diabetic retinopathy and Alzheimer's disease: Convergence of the unfolded protein response in neurodegeneration.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Review
  10. Article
  11. Review
  12. Review
  13. Article
  14. Frontiers in pharmacology · 2025
    Review
  15. Article
  16. Review
  17. Article
  18. Macrophage activation contributes to diabetic retinopathy.Journal of molecular medicine (Berlin, Germany) · 2024
    Review
  19. Multi-omics in exploring the pathophysiology of diabetic retinopathy.Frontiers in cell and developmental biology · 2024
    Review
  20. Review
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

5 authors.

Rui ZhangDepartment of Ophthalmology, The Second Clinical College of Guangzhou University of Chinese Medicine, Guangzhou, China.
Chengyu HuangYuan Dong International Academy of Life Sciences, Nanning, China.
Yixuan ChenYuan Dong International Academy of Life Sciences, Nanning, China.
Ting LiYuan Dong International Academy of Life Sciences, Nanning, China.
Long PangDepartment of Ophthalmology, Guangdong Provincial Hospital of Chinese Medicine (The Second Affiliated of Guangzhou University of Chinese Medicine), Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Diabetic retinopathy (DR) is a common microvascular complication of diabetes and one of the most common causes of visual impairment and blindness. However, it is not yet known how abnormal retinal cell subpopulations contribute to disease progression. Methods: In this study, we used the Gene Expression Omnibus database to construct a single-cell atlas of DR and healthy samples to explore changes in the abundance of different cell subpopulations, and identify the molecular pathways potentially involved in DR. Results: Our results showed that DR was associated with significantly reduced numbers of bipolar cells, Müller glia, retinal pigment epithelial cells, and cone photoreceptors, but was also associated with significantly greater numbers of pericytes, rod photoreceptors, anaplastic cells, and microglia. Our results suggest that subpopulations of Müller glia, microglia, endothelial cells, and bipolar cells in DR tissues may be involved in various oxidative stress- and inflammation-related pathways. Conclusions: In summary, we showed that Müller glia, endothelial cells, microglia, and bipolar cells in DR tissues are involved in oxidative stress- and inflammation-related pathways, which may contribute to the progression of the disease and ultimately lead to visual impairment and blindness. This study will provide a theoretical basis for further exploring the specific mechanism of DR.

Indexed as

Diabetic retinopathy (DR)inflammationoxidative stressretinal cells

Identifiers

PMID35722432
PMCPMC9201190

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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.