ArticleDiabetes & metabolism journal2025
The Causal Relationship and Association between Biomarkers, Dietary Intake, and Diabetic Retinopathy: Insights from Mendelian Randomization and Cross-Sectional Study.
Article in Diabetes & metabolism journal, 2025. 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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Who cites it
11 citing papers in PubMed.
- Associations between dietary nutrient intake and the risk of multiple age-related ocular diseases: evidence from longitudinal analysis.The journal of nutrition, health & aging · 2026Article
- Article
- Comprehensive multi-method analysis of blood heavy metals and nutrient intake in myopia and high myopia.Journal of translational medicine · 2026Article
- Antioxidant vitamin index and risk of age-related macular degeneration: multicenter validation and clinical translation.npj aging · 2026Article
- Integrative Proteogenomic Analysis Identifies Genetically Supported Plasma Proteins, Metabolites, and Pathways in Glaucoma.Investigative ophthalmology & visual science · 2026Article
- Cathepsin H drives hypoxia-associated inflammatory and angiogenic programs in diabetic retinopathy and represents a potential therapeutic target.International journal of biological sciences · 2026Article
- Non-linear association between Life's Essential 8 and diabetic retinopathy: mediating role of depression in US adults with diabetes.BMC public health · 2025Article
- Hypertriglyceridemic waist phenotype in relation to diabetes mellitus and cardiovascular diseases in the Indonesian and Korean populations: evidence from two national surveys.Diabetology & metabolic syndrome · 2025Article
- Association between endothelial activation and stress index and diabetic retinopathy in patients with diabetic kidney disease: a cross-sectional study based on NHANES database.BMC endocrine disorders · 2025Article
- Exploring the impact of diet, sleep, and metabolomic pathways on Glaucoma subtypes: insights from Mendelian randomization and cross-sectional analyses.Nutrition & metabolism · 2025Article
- Association between weight-adjusted-waist index and retinopathy among American adults: a cross-sectional study and mediation analysis.Frontiers in nutrition · 2025Article
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Authors and funding
4 authors.
Funding
Abstract
backgruoundDiabetic retinopathy (DR) is a major cause of vision loss, linked to hyperglycemia, oxidative stress, and inflammation. Despite advancements in DR treatments, approximately 40% of patients do not respond effectively, underscoring the need for novel, noninvasive biomarkers to predict DR risk and progression. This study investigates causal relationships between specific biomarkers, dietary factors, and DR development using Mendelian randomization (MR) and cross-sectional data.
methodsWe conducted a two-phase analysis combining MR and cross-sectional methods. First, MR analysis examined causal associations between 35 biomarkers, 226 dietary factors, and DR progression using data from the UK Biobank and Genome-Wide Association Study (GWAS) datasets. Second, a cross-sectional study with National Health and Nutrition Examination Survey (NHANES) and a clinical cohort from Tianjin Medical University Eye Hospital validated findings and explored biomarkers' predictive capabilities through a nomogram-based prediction model.
resultsMR analysis identified eight biomarkers (e.g., glycosylated hemoglobin [HbA1c], high-density lipoprotein cholesterol [HDL-C]) with significant causal links to DR. Inflammatory markers and metabolic factors, such as high glucose and HDL-C levels, were strongly associated with DR risk and progression. Specific dietary factors, like cheese intake, exhibited protective roles, while alcohol intake increased DR risk. Validation within NHANES and Tianjin cohorts supported these causal associations.
conclusionThis study elucidates causal relationships between biomarkers, dietary habits, and DR progression, emphasizing the potential for personalized dietary interventions to prevent or manage DR. Findings support the use of HDL-C, HbA1c, and dietary factors as biomarkers or therapeutics in DR, though further studies are needed for broader applicability.
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