Article

Deep-learning-based Prediction of Late Age-Related Macular Degeneration Progression

2019-09-16

Abstract excerpt

<h4>ABSTRACT</h4> Both genetic and environmental factors influence the etiology of age-related macular degeneration (AMD), a leading cause of blindness. AMD severity is primarily measured by fundus images and recently developed machine learning methods can successfully predict AMD progression using image data. However, none of these methods have utilized both genetic and image data for predicting AMD progression....

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: a20a15a3-6463-5683-904f-0627a4792d0d
DOI: 10.1101/19006171

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep-learning-based Prediction of Late Age-Related Macular Degeneration ProgressionDOI 10.1101/19006171Read

GWAS-based Machine Learning for Prediction of Age-Related Macular Degeneration RiskSemantic proximity Read

Predicting Age-Related Macular Degeneration Progression with Contrastive Attention and Time-Aware LSTMSemantic proximity Read

AMD Genetics: Methods and Analyses for Association, Progression, and Prediction.Semantic proximity Read

Deep learning of fundus and optical coherence tomography images enables identification of diverse genetic and environmental factors associated with eye agingSemantic proximity Read

Deep learning aging marker from retinal images unveils sex-specific clinical and genetic signaturesSemantic proximity Read

Suitability of Machine Learning for Atrophy and Fibrosis Development in Neovascular Age-Related Macular DegenerationSemantic proximity Read

Predictive Performance of an Updated Polygenic Risk Score for Age-Related Macular Degeneration.Semantic proximity Read

Toward Personalized Diabetic Retinopathy Screening: Deep Learning Fundus Image Analysis and Clinical Risk FactorsSemantic proximity Read

Prediction of causative genes in inherited retinal disorder from fundus photography and autofluorescence imaging using deep learning techniquesSemantic proximity Read

Predicting mild familial exudative vitreoretinopathy with autosomal dominant inheritance using deep learning.Semantic proximity Read

Bivariate Analysis of Age-Related Macular Degeneration Progression Using Genetic Risk Scores.Semantic proximity Read

Autoencoder-based phenotyping of ophthalmic images highlights genetic loci influencing retinal morphology and provides informative biomarkersSemantic proximity Read