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

Motivation Genome-wide association studies (GWAS) have been remarkably successful in identifying associations between genetic variants and imaging-derived phenotypes. To date, the main focus of these analyses has been on established, clinically-used imaging features. We sought to investigate if deep...

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Vydané v:	Bioinformatics (Oxford, England) Ročník 41; číslo 1
Hlavní autori:	Sergouniotis, Panagiotis I, Diakite, Adam, Gaurav, Kumar, Birney, Ewan, Fitzgerald, Tomas
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	England Oxford University Press 26.12.2024
Predmet:	Autoencoder Biomarkers Deep Learning Genetic Loci Genome-Wide Association Study Humans Male Original Paper Phenotype Retina - diagnostic imaging Tomography, Optical Coherence
ISSN:	1367-4811, 1367-4803, 1367-4811
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