Unknown

Dataset Information

0

Artificial Intelligence in Predicting Systemic Parameters and Diseases From Ophthalmic Imaging.


ABSTRACT: Artificial Intelligence (AI) analytics has been used to predict, classify, and aid clinical management of multiple eye diseases. Its robust performances have prompted researchers to expand the use of AI into predicting systemic, non-ocular diseases and parameters based on ocular images. Herein, we discuss the reasons why the eye is well-suited for systemic applications, and review the applications of deep learning on ophthalmic images in the prediction of demographic parameters, body composition factors, and diseases of the cardiovascular, hematological, neurodegenerative, metabolic, renal, and hepatobiliary systems. Three main imaging modalities are included-retinal fundus photographs, optical coherence tomographs and external ophthalmic images. We examine the range of systemic factors studied from ophthalmic imaging in current literature and discuss areas of future research, while acknowledging current limitations of AI systems based on ophthalmic images.

SUBMITTER: Betzler BK 

PROVIDER: S-EPMC9190759 | biostudies-literature | 2022

REPOSITORIES: biostudies-literature

altmetric image

Publications

Artificial Intelligence in Predicting Systemic Parameters and Diseases From Ophthalmic Imaging.

Betzler Bjorn Kaijun BK   Rim Tyler Hyungtaek TH   Sabanayagam Charumathi C   Cheng Ching-Yu CY  

Frontiers in digital health 20220526


Artificial Intelligence (AI) analytics has been used to predict, classify, and aid clinical management of multiple eye diseases. Its robust performances have prompted researchers to expand the use of AI into predicting systemic, non-ocular diseases and parameters based on ocular images. Herein, we discuss the reasons why the eye is well-suited for systemic applications, and review the applications of deep learning on ophthalmic images in the prediction of demographic parameters, body composition  ...[more]

Similar Datasets

| S-EPMC10197476 | biostudies-literature
| S-EPMC8444092 | biostudies-literature
| S-EPMC9357186 | biostudies-literature
| S-EPMC9515047 | biostudies-literature
| S-EPMC8246206 | biostudies-literature
| S-EPMC9369900 | biostudies-literature
| S-EPMC6550247 | biostudies-literature
| S-EPMC7489388 | biostudies-literature
| S-EPMC8726033 | biostudies-literature
| S-EPMC9741582 | biostudies-literature