Early Diagnosis of Diabetic Retinopathy in OCTA Images Based on Local Analysis of Retinal Blood Vessels and Foveal Avascular Zone

Author(s):  
Nabila Eladawi ◽  
Mohammed Elmogy ◽  
Luay Fraiwan ◽  
Francesco Pichi ◽  
Mohammed Ghazal ◽  
...  
2020 ◽  
Author(s):  
Anurag Vaidya ◽  
Joshua Stough

Diabetic retinopathy (DR)— a leading cause of blindness— is a diabetes complication whichcauses damage to retinal blood vessels. DR can be treated non-invasively if diagnosed early enough.However, early diagnosis requires a medical examination, which may not be possible in some demographicalregions. Much previous work has largely focused on determining the presence of DR and not the severity.Thus, the goal of this study was to develop a single neural network that could 1) detect presence or absence of DR2) perform early detection of DR 3) perform multi-class classification on DR severity.


2019 ◽  
Vol 30 (6) ◽  
pp. 1418-1423 ◽  
Author(s):  
Claudio Furino ◽  
Grazia Montrone ◽  
Maria Vittoria Cicinelli ◽  
Stefania Balestra ◽  
Maria Oliva Grassi ◽  
...  

Purpose: To investigate a subset of diabetic patients without diabetic retinopathy with optical coherence tomography angiography, assessing the differences in macular perfusion between diseased eyes and healthy controls. Methods: Monocentric cross-sectional study, including 86 eyes from 43 diabetic patients with no clinical signs of diabetic retinopathy and 78 eyes from 39 controls. Patients underwent 3.0 × 3.0 mm and 4.5 × 4.5 mm swept-source optical coherence tomography angiography. Vessel density (%), foveal avascular zone area (mm2), and avascular density (%) were provided for the superficial capillary plexus and the deep capillary plexus. Results: The foveal avascular zone area at the superficial capillary plexus was larger in the study group compared to controls, irrespective of the area of the slab considered. A meaningful difference was found in the vessel density at the deep capillary plexus of the 3.0 × 3.0 mm slab (p = 0.03). Almost all the variables considered in the study showed a significant within-subject effect. Age significantly correlated with vessel density of superficial capillary plexus on 4.5 × 4.5 mm in both control and diabetic eyes. Conclusion: Diabetic patients with subclinical diabetic retinopathy feature a larger foveal avascular zone at the superficial capillary plexus compared with controls, as well as relative reduction of the vessel density at the deep capillary plexus. These findings might serve as the basis for screening between normal and diabetic subjects.


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