ArticleActa diabetologica2024
Retinal age gap as a predictive biomarker for future risk of clinically significant diabetic retinopathy.
Article in Acta diabetologica, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 17 citations in OpenAlex.
- Modifiable risk factors associated with increased retinal age gap in an Australian population.GeroScience · 2026Article
- Diabetic retinopathy: why some eyes suffer more - a focus on retina-specific risk factors and metabolic memory.Journal of translational medicine · 2026Review
- The Role of Endothelial Senescence in the Pathogenesis of Diabetic Retinopathy.International journal of molecular sciences · 2025Review
- Sleep onset time as a mediator in the association between screen exposure and aging: a cross-sectional study.GeroScience · 2025Article
- Retinal biomarkers in schizophrenia spectrum disorders: evidence and implications for the neurodevelopmental and neurodegenerative models.Frontiers in medicine · 2025Review
- Association between gamma-glutamyl transferase levels and the retinal age gap.Frontiers in physiology · 2025Article
- Construction of a nomogram for predicting the risk of all-cause mortality in patients with diabetic retinopathy.Frontiers in endocrinology · 2025Article
- Estimating biological age from retinal imaging: a scoping review.BMJ open ophthalmology · 2024Article
- Association between biological aging and diabetic retinopathy.Scientific reports · 2024Article
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Authors and funding
7 authors at 2 institutions in 2 countries.
Funding
Abstract
aimsRetinal age derived from fundus images has been verified as a novel ageing biomarker. We aim to explore the association between retinal age gap (retinal age minus chronological age) and incident diabetic retinopathy (DR).
methodsRetinal age prediction was performed by a deep learning model, trained and validated based on 19,200 fundus images of 11,052 disease-free participants. Retinal age gaps were determined for 2311 patients with diabetes who had no history of diabetic retinopathy at baseline. DR events were ascertained by data linkage to hospital admissions. Cox proportional hazards regression models were performed to evaluate the association between retinal age gaps and incident DR.
resultsDuring the median follow-up period of 11.0 (interquartile range: 10.8-11.1) years, 183 of 2311 participants with diabetes developed incident DR. Each additional year of the retinal age gap was associated with a 7% increase in the risk of incident DR (hazard ratio [HR] = 1.07, 95% confidence interval [CI] 1.02-1.12, P = 0.004), after adjusting for confounding factors. Participants with retinal age gaps in the fourth quartile had a significantly higher DR risk compared to participants with retinal age gaps in the lowest quartile (HR = 2.88, 95% CI 1.61-5.15, P < 0.001).
conclusionsWe found that higher retinal age gap was associated with an increased risk of incident DR. As an easy and non-invasive biomarker, the retinal age gap may serve as an informative tool to facilitate the individualized risk assessment and personalized screening protocol for DR.
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