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Relations between Cardiac and Visual Phenotypes in Diabetes: A Multivariate Approach
Bárbara Oliveiros1,2, Mafalda Sanches3, Bruno Quendera3
1Laboratory of Biostatistics and Medical Informatics, Faculty of Medicine, University of Coimbra, Coimbra, Portugal.
Insights
Cardiovascular disease and diabetic retinopathy are linked in type 2 diabetes patients. Retinal structural and functional changes correlate with heart dysfunction, even without advanced eye disease.
Area of Science:
- Ophthalmology and Cardiology
- Diabetology
Background:
- Cardiovascular disease is a leading cause of death in type 2 diabetes patients.
- Diabetic retinopathy causes significant visual impairment and blindness.
- The interplay between cardiovascular disease and diabetic retinopathy is not fully understood.
Purpose of the Study:
- To investigate the relationship between cardiovascular disease and diabetic retinopathy in type 2 diabetes patients.
- To explore these connections in individuals without overt heart disease or advanced retinopathy.
Main Methods:
- Studied 47 type 2 diabetes patients and 50 controls (aged 45-65).
- Collected 36 visual measures and 11 left ventricle function measures.
- Used discriminant analysis (DA) and logistic regression (LR) for data reduction and analysis, adjusting for age, gender, BMI, and hypertension.
Main Results:
- Found moderate to strong correlations between left ventricle function and retinal structural/functional measures.
- Maximum correlation observed with neural retina volume density (DA: 0.786; LR: 0.788).
- Retinal volume density and nerve fiber layer thickness were most correlated with left ventricle function, controlling for other visual factors.
Conclusions:
- Visual structural and functional changes in type 2 diabetes are associated with cardiac dysfunction.
- These findings reveal a genuine link between cardiac and retinal diabetic phenotypes.
- Highlights the importance of considering both cardiac and retinal health in diabetes management.
Abstract:
Cardiovascular disease and diabetes represent a major public health concern. The former is the most frequent cause of death and disability in patients with type 2 diabetes, where left ventricular dysfunction is highly prevalent. Moreover, diabetic retinopathy is becoming a dominant cause of visual impairment and blindness. The complex relation between cardiovascular disease and diabetic retinopathy as a function of ageing, obesity and hypertension remains to be clarified. Here, we investigated such relations in patients with diabetes type 2, in subjects with neither overt heart disease nor advanced proliferative diabetic retinopathy. We studied 47 patients and 50 controls, aged between 45 and 65 years, equally distributed according to gender. From the 36 measures regarding visual structure and function, and the 11 measures concerning left ventricle function, we performed data reduction to obtain eight new derived variables, seven of which related to the eye, adjusted for age, gender, body mass index and high blood pressure using both discriminant analysis (DA) and logistic regression (LR). We found moderate to strong correlation between left ventricle function and the eye constructs: minimum correlation was found for psychophysical motion thresholds (DA: 0.734; LR: 0.666), while the maximum correlation was achieved with structural volume density in the neural retina (DA: 0.786; LR: 0.788). Controlling the effect of pairwise correlated visual constructs, the parameters that were most correlated to left ventricle function were volume density in retina and thickness of the retinal nerve fiber layers (adjusted multiple R2 is 0.819 and 0.730 for DA and LR), with additional contribution of psychophysical loss in achromatic contrast discrimination. We conclude that visual structural and functional changes in type 2 diabetes are related to heart dysfunction, when the effects of clinical, demographic and associated risk factors are taken into account, revealing a genuine relation between cardiac and retinal diabetic phenotypes.
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