ArticleScientific reports2021
Distribution of diabetic retinopathy in diabetes mellitus patients and its association rules with other eye diseases.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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11 citing papers in PubMed, 22 citations in OpenAlex.
- Causal Association Between Commonly Used Medicines and Diabetes-Related Eye Diseases: Univariable and Multivariable Mendelian Randomization Study.Journal of diabetes research · 2026Article
- Automated retinal disease classification using deep learning and AlexNet with statistical models analysis.PloS one · 2026Article
- Capilliposide A attenuates diabetic nephropathy via modulation of NF-κB/TLR4 and apoptotic pathways.Scientific reports · 2025Article
- Apolipoprotein and menopausal status are significant influencing factors for diabetic retinopathy in type II diabetes mellitus women.Scientific reports · 2025Article
- Vulnerable parafoveal microcirculation quadrant in patients with type 2 diabetes mellitus.Scientific reports · 2025Observational
- Detection and diagnosis of diabetic eye diseases using two phase transfer learning approach.PeerJ. Computer science · 2024Article
- Efficacy of deep learning-based artificial intelligence models in screening and referring patients with diabetic retinopathy and glaucoma.Indian journal of ophthalmology · 2023Observational
- Risk of cataract and glaucoma among older persons with diabetes in India: a cross-sectional study based on LASI, Wave-1.Scientific reports · 2023Article
- Relationship between renal and liver function with diabetic retinopathy in patients with type 2 diabetes mellitus: a study based on cross-sectional data.Scientific reports · 2022Article
- Gene Biomarkers Related to Th17 Cells in Macular Edema of Diabetic Retinopathy: Cutting-Edge Comprehensive Bioinformatics Analysis andFrontiers in immunology · 2022Article
- Prevalence and Factors Associated with Diabetic Retinopathy among Adult Diabetes Patients in Southeast Ethiopia: A Hospital-Based Cross-Sectional Study.Clinical ophthalmology (Auckland, N.Z.) · 2022Article
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8 authors at 4 institutions in 1 country.
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Abstract
The study aims to explore the distribution characteristics and influencing factors of diabetic retinopathy (DR) in diabetes mellitus (DM) patients and association rules of eye diseases in these patients. Data were obtained from 1284 DM patients at Henan Provincial People's Hospital. Association rules were employed to calculate the probability of the common occurrence of eye-related diseases in DM patients. A web visualization network diagram was used to display the association rules of the eye-related diseases in DM patients. DR prevalence in people aged < 40 years (≥ 58.5%) was higher than that in those aged 50-60 years (≤ 43.7%). Patients with DM in rural areas were more likely to have DR than those in urban areas (56.2% vs. 35.6%, P < 0.001). DR prevalence in Pingdingshan City (68.4%) was significantly higher than in other cities. The prevalence of DR in patients who had DM for ≥ 5 years was higher than in other groups (P < 0.001). About 33.07% of DM patients had both diabetic maculopathy and DR, and 36.02% had both diabetic maculopathy and cataracts. The number of strong rules in patients ≥ 60 years old was more than those in people under 60 in age, and those in rural areas had more strong rules than those in urban areas. DM patients with one or more eye diseases are at higher risks of other eye diseases than general DM patients. These association rules are affected by factors such as age, region, disease duration, and DR severity.
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