ArticleDiabetologia2021
Retinal arteriolar tortuosity and fractal dimension are associated with long-term cardiovascular outcomes in people with type 2 diabetes.
Article in Diabetologia, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 3 of them syntheses that pooled 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.
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.
Who cites it
22 citing papers in PubMed, 3 syntheses or guidelines pooled it, 40 citations in OpenAlex.
- Fractal analysis of retinal microvasculature and cardiovascular outcome: a systematic review and meta-analysis.BMC ophthalmology · 2025Pooled it
- Retinal imaging for the assessment of stroke risk: a systematic review.Journal of neurology · 2024Pooled it
- Comprehensive Factors for Predicting the Complications of DiabetesMellitus: A Systematic Review.Current diabetes reviews · 2024Pooled it
- Retinal Vessel Traits and the Risk of Stroke: The Canadian Longitudinal Study on Aging.Ophthalmology science · 2026Article
- Interocular asymmetry of fundus characteristics in patients with unilateral severe carotid artery stenosis.Graefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie · 2026Article
- Carotid intima-media thickness in relation to primary open-angle glaucoma: epidemiological and structural evidence from a cross-sectional study.BMJ open ophthalmology · 2026Article
- Article
- Artificial intelligence in retinal image analysis for hypertensive retinopathy diagnosis: a comprehensive review and perspective.Visual computing for industry, biomedicine, and art · 2025Review
- Retinal Microvascular Profile of Patients with Coronary Artery Disease.Medicina (Kaunas, Lithuania) · 2025Article
- Real-world feasibility, accuracy and acceptability of automated retinal photography and AI-based cardiovascular disease risk assessment in Australian primary care settings: a pragmatic trial.NPJ digital medicine · 2025Article
- Deep-learning prediction of cardiovascular outcomes from routine retinal images in individuals with type 2 diabetes.Cardiovascular diabetology · 2025Article
- Artificial intelligence in stroke risk assessment and management via retinal imaging.Frontiers in computational neuroscience · 2025Review
- Atherosclerotic burden and cerebral small vessel disease: exploring the link through microvascular aging and cerebral microhemorrhages.GeroScience · 2024Review
- View on Metformin: Antidiabetic and Pleiotropic Effects, Pharmacokinetics, Side Effects, and Sex-Related Differences.Pharmaceuticals (Basel, Switzerland) · 2024Review
- Retinal Vascular Measurements and Mortality Risk: Evidence From the UK Biobank Study.Translational vision science & technology · 2024Article
- Analysis and comparison of retinal vascular parameters under different glucose metabolic status based on deep learning.International journal of ophthalmology · 2024Article
- Diabetic vascular diseases: molecular mechanisms and therapeutic strategies.Signal transduction and targeted therapy · 2023Review
- Integrating oculomics with genomics reveals imaging biomarkers for preventive and personalized prediction of arterial aneurysms.The EPMA journal · 2023Article
- Digital solution for detection of undiagnosed diabetes using machine learning-based retinal image analysis.BMJ open diabetes research & care · 2022Article
- Retinal age gap as a predictive biomarker of stroke risk.BMC medicine · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 5 institutions in 2 countries.
Funding
Abstract
aims/hypothesisOur aim was to determine whether quantitative retinal traits in people with type 2 diabetes are independently associated with incident major cardiovascular events including CHD and stroke.
methodsA total of 1066 men and women with type 2 diabetes, aged 65-74 years, were followed up over 8 years in the population-based Edinburgh Type 2 Diabetes Study. Using retinal photographs taken at baseline and specialist software, a number of quantitative retinal traits were measured, including arteriolar and venular widths and tortuosity as well as fractal dimension (a measure of the branching pattern complexity of the retinal vasculature network). Incident CHD events occurring during follow-up included fatal and non-fatal myocardial infarction, first episodes of angina and coronary interventions for CHD. Incident cerebrovascular events included fatal and non-fatal stroke or transient ischaemic attack. Cox proportional hazard regression analyses were performed to identify the association of the retinal traits with cardiovascular events in the population with retinal data available (n = 1028).
resultsA total of 200 participants had an incident cardiovascular event (139 CHD and 61 cerebrovascular events). Following adjustment for age and sex, arteriolar tortuosity and fractal dimension were associated with cerebrovascular events (HR 1.27 [95% CI 1.02, 1.58] and HR 0.74 [95% CI 0.57, 0.95], respectively), including with stroke alone (HR 1.30 [95% CI 1.01, 1.66] and HR 0.73 [95% CI 0.56, 0.97], respectively). These associations persisted after further adjustment for established cardiovascular risk factors (HR 1.26 [95% CI 1.01, 1.58] and HR 0.73 [95% CI 0.56, 0.94], respectively). Associations generally reduced in strength after a final adjustment for the presence of diabetic retinopathy, but the association of fractal dimension with incident cerebrovascular events and stroke retained statistical significance (HR 0.73 [95% CI 0.57, 0.95] and HR 0.72 [95% CI 0.54, 0.97], respectively). Associations of retinal traits with CHD were generally weak and showed no evidence of statistical significance. CONCLUSIONS/
interpretationArteriolar tortuosity and fractal dimension were associated with incident cerebrovascular events, independent of a wide range of traditional cardiovascular risk factors including diabetic retinopathy. These findings suggest potential for measurements of early retinal vasculature change to aid in the identification of people with type 2 diabetes who are at increased risk from stroke.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.