Pathologic myopia: advances in imaging and the potential role of artificial intelligence

被引:33
作者
Li, Yong [1 ,2 ]
Foo, Li-Lian [1 ,2 ]
Wong, Chee Wai [1 ,2 ]
Li, Jonathan [1 ]
Hoang, Quan, V [1 ,2 ,3 ,4 ]
Schmetterer, Leopold [1 ,2 ,5 ,6 ,7 ,8 ,9 ]
Ting, Daniel S. W. [1 ,2 ]
Ang, Marcus [1 ,2 ]
机构
[1] Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore
[2] Duke NUS Med Sch, Ophthalmol & Visual Sci Dept, Singapore, Singapore
[3] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Ophthalmol, Singapore, Singapore
[4] Columbia Univ, Dept Ophthalmol, New York, NY 10027 USA
[5] SERI NTU Adv Ocular Engn STANCE, Singapore, Singapore
[6] Nanyang Technol Univ, Sch Chem & Biol Engn, Singapore, Singapore
[7] Med Univ Vienna, Dept Clin Pharmacol, Vienna, Austria
[8] Med Univ Vienna, Ctr Med Phys & Biomed Engn, Vienna, Austria
[9] Inst Mol & Clin Ophthalmol, Basel, Switzerland
关键词
imaging; retina; macula; OPTICAL COHERENCE TOMOGRAPHY; DEEP-LEARNING-SYSTEM; QUALITY-OF-LIFE; CHOROIDAL NEOVASCULARIZATION; POSTERIOR STAPHYLOMAS; RISK-FACTORS; TRACTION MACULOPATHY; VISUAL IMPAIRMENT; PREVALENCE; EYES;
D O I
10.1136/bjophthalmol-2021-320926
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Pathologic myopia is a severe form of myopia that can lead to permanent visual impairment. The recent global increase in the prevalence of myopia has been projected to lead to a higher incidence of pathologic myopia in the future. Thus, imaging myopic eyes to detect early pathological changes, or predict myopia progression to allow for early intervention, has become a key priority. Recent advances in optical coherence tomography (OCT) have contributed to the new grading system for myopic maculopathy and myopic traction maculopathy, which may improve phenotyping and thus, clinical management. Widefield fundus and OCT imaging has improved the detection of posterior staphyloma. Non-invasive OCT angiography has enabled depth-resolved imaging for myopic choroidal neovascularisation. Artificial intelligence (AI) has shown great performance in detecting pathologic myopia and the identification of myopia-associated complications. These advances in imaging with adjunctive AI analysis may lead to improvements in monitoring disease progression or guiding treatments. In this review, we provide an update on the classification of pathologic myopia, how imaging has improved clinical evaluation and management of myopia-associated complications, and the recent development of AI algorithms to aid the detection and classification of pathologic myopia.
引用
收藏
页码:600 / 606
页数:7
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