Deep Learning of the Retina Enables Phenome- and Genome-Wide Analyses of the Microvasculature

Deep Learning of the Retina Enables Phenome- and Genome-Wide Analyses of the Microvasculature

Background: The microvasculature, the smallest blood vessels in the body, has key roles in maintenance of organ health and tumorigenesis. The retinal fundus is a window for human in vivo noninvasive assessment of the microvasculature. Large-scale complementary machine learning-based assessment of th...

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Main Authors: Adelman, R.A (Author), Del Priore, L. (Author), Ellinor, P.T (Author), Elze, T. (Author), Haidermota, S. (Author), Honigberg, M.C (Author), Koyama, S. (Author), Martone, J. (Author), Natarajan, P. (Author), O'Regan, D.P (Author), Pampana, A. (Author), Raghu, V.K (Author), Segrè, A.V (Author), Trinder, M. (Author), Urbut, S. (Author), Wang, J.C (Author), Wiggs, J.L (Author), Ye, Y. (Author), Yu, Z. (Author), Zebardast, N. (Author), Zekavat, S.M (Author), Zhao, H. (Author)
Format: Article
Language:English
Published: Lippincott Williams and Wilkins 2022
Subjects:
deep learning
Deep Learning
epidemiology
female
Female
genome-wide association study
Genome-Wide Association Study
genomics
Genomics
human
Humans
male
Male
mendelian randomization analysis
Mendelian randomization analysis
Mendelian Randomization Analysis
metabolism
microvasculature
microvessels
Microvessels
middle aged
Middle Aged
pathology
procedures
retina
Retina
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