Genotype Prediction from Retinal Fundus Images Using Deep Learning in Eyes with Age-Related Macular Degeneration

Genotype Prediction from Retinal Fundus Images Using Deep Learning in Eyes with Age-Related Macular Degeneration

Purpose: To employ deep learning models to predict high-risk genetic variants associated with age-related macular degeneration (AMD) from retinal fundus photographs of patients with this condition. Design: Deep learning algorithm development to classify single-nucleotide polymorphism in the compleme...

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Bibliographic Details
Main Authors: Avishai Halev, PhD, Denis Huang, MD, Shahbaz Rezaei, PhD, Sean Banks, BS, John D. McPherson, PhD, Suma P. Shankar, MD, PhD, Xin Liu, PhD, Glenn Yiu, MD, PhD
Format: Article
Language:English
Published: Elsevier 2025-11-01
Series:Ophthalmology Science
Subjects:
Age-related macular degeneration
AMD
Deep learning
Genotype prediction
Machine learning
Online Access:http://www.sciencedirect.com/science/article/pii/S2666914525001344
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