Abstract

The conjunctiva is a densely vascularized mucus membrane covering the sclera of the eye with a unique advantage of accessibility for direct visualization and non-invasive imaging. The purpose of this study is to apply an automated quantitative method for discrimination of different stages of diabetic retinopathy (DR) using conjunctival microvasculature images. Fine structural analysis of conjunctival microvasculature images was performed by ordinary least square regression and Fisher linear discriminant analysis. Conjunctival images between groups of non-diabetic and diabetic subjects at different stages of DR were discriminated. The automated method's discriminate rates were higher than those determined by human observers. The method allowed sensitive and rapid discrimination by assessment of conjunctival microvasculature images and can be potentially useful for DR screening and monitoring.

Highlights

  • Diabetic retinopathy (DR) is a major cause of vision loss in working age adults [1]

  • We present application of a method [32] for fine structure analysis of conjunctival microvasculature images for discriminating subjects at progressive stages of DR

  • We demonstrated application of an automated method for discrimination of conjunctival microvasculature images according to stages of DR

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Summary

Introduction

Diabetic retinopathy (DR) is a major cause of vision loss in working age adults [1]. DR is considered a microvascular disease and the earliest signs of microvasculopathies occur at the level of the small blood vessels or capillaries. Retinal tissue ischemia due to capillary non-perfusion and macular edema due to increased vascular permeability cause vision loss in DR. Clinical fluorescein angiography allows visualization of retinal vascular perfusion and leakage, and optical coherence tomography provides quantitative assessment of retinal thickening due to macular edema. Optical coherence tomography angiography has become available for imaging of the retinal microvasculature [11,12]. Application of this technology to DR subjects has demonstrated alterations in the retinal microvasculature, including capillary non-perfusion, microaneurysms, and pre-retinal neovascularization [13,14,15]

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