Targeting vision-threatening disease in EyeArt-based diabetic retinopathy screening

Guedes et al. demonstrate excellent agreement between EyeArt and ophthalmologist grading for any diabetic retinopathy (DR) within a regional screening program, with near-perfect binocular sensitivity and high specificity. Building on these findings, this letter argues that screening programs are primarily justified by the prevention of vision-threatening DR (vtDR), and that performance metrics should therefore prioritize vtDR rather than any DR as the primary endpoint. The letter highlights how the current operating point, optimized for any DR, may not reflect an optimal balance between sensitivity, specificity, and downstream referral burden in real-world workflows. It also discusses how the study’s OCT-based risk factors support the development of multimodal and risk-integrated AI systems that combine fundus imaging, OCT, and clinical variables to triage vtDR more efficiently and personalize screening intervals.

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Publication Details

Journal
International Journal of Retina and Vitreous
Published
2026-01-27
DOI
https://doi.org/10.1186/s40942-025-00787-x
Primary Topic
Retinal Imaging and Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

Targeting vision-threatening disease in EyeArt-based diabetic retinopathy screening

Henry Bair
International Journal of Retina and Vitreous
Retinal Imaging and Analysis
article

Targeting vision-threatening disease in EyeArt-based diabetic retinopathy screening

Henry Bair
article en

Abstract

Guedes et al. demonstrate excellent agreement between EyeArt and ophthalmologist grading for any diabetic retinopathy (DR) within a regional screening program, with near-perfect binocular sensitivity and high specificity. Building on these findings, this letter argues that screening programs are primarily justified by the prevention of vision-threatening DR (vtDR), and that performance metrics should therefore prioritize vtDR rather than any DR as the primary endpoint. The letter highlights how the current operating point, optimized for any DR, may not reflect an optimal balance between sensitivity, specificity, and downstream referral burden in real-world workflows. It also discusses how the study’s OCT-based risk factors support the development of multimodal and risk-integrated AI systems that combine fundus imaging, OCT, and clinical variables to triage vtDR more efficiently and personalize screening intervals.

International Journal of Retina and VitreousVol. 12(1)
Wills Eye Hospital (US)
Openalex Percentile: Top 79%
Retinal Imaging and Analysis
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Targeting vision-threatening disease in EyeArt-based diabetic retinopathy screening — Henry Bair · International Journal of Retina and Vitreous (2026) | TGRS Research Map | TGRS