Shunming Tang results 9
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Genomic determinants of biological age estimated by deep learning applied to retinal imagesNARA Subscribed
With the development of deep learning (DL) techniques, there has been a successful application of this approach to determine biological age from latent information contained in retinal images. Retinal age gap (RAG) defined as the difference between chronological age and predicted retinal age has been established previously to predict the age-related disease. In this study, we performed discovery genome-wide association analysi...
Integrating oculomics with genomics reveals imaging biomarkers for preventive and personalized prediction of arterial aneurysmsNARA Subscribed
Objective Arterial aneurysms are life-threatening but usually asymptomatic before requiring hospitalization. Oculomics of retinal vascular features (RVFs) extracted from retinal fundus images can reflect systemic vascular properties and therefore were hypothesized to provide valuable information on detecting the risk of aneurysms. By integrating oculomics with genomics, this study aimed to (i) identify predictive RVFs as imagi...
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