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Deep Learning-Enabled Vasculometry Depicts Phased Lesion Patterns in High Myopia Progression.
- Source :
-
Asia-Pacific journal of ophthalmology (Philadelphia, Pa.) [Asia Pac J Ophthalmol (Phila)] 2024 Jul-Aug; Vol. 13 (4), pp. 100086. Date of Electronic Publication: 2024 Jul 23. - Publication Year :
- 2024
-
Abstract
- Purpose: To investigate the potential phases in myopic retinal vascular alterations for further elucidating the mechanisms underlying the progression of high myopia (HM).<br />Methods: For this retrospective study, participants diagnosed with high myopia at Beijing Tongren Hospital were recruited. Based on bionic mechanisms of human vision, an intelligent image processing model was developed and utilized to extract and quantify the morphological characteristics of retinal vasculatures in different regions measured by papilla-diameter (PD), including vascular caliber, arteriole-to-venule ratio (AVR), tortuosity, the angle of the vascular arch (AVA), the distance of the vascular arch (DVA), density, fractal dimension, and venular length. In addition, the optic disc and the area of peripapillary atrophy (PPA) were also quantified. The characteristics of the overall population, as well as patients aged less than 25 years old, were compared by different genders. Univariate and multiple linear regression analyses were conducted to investigate the correlation of retinal vasculature parameters with PPA width, and detailed trends of the vascular indicators were analyzed to explore the potential existence of staged morphological changes.<br />Findings: The study included 14,066 fundus photographs of 5775 patients (aged 41.2 ± 18.6 years), of whom 7379 (61.2 %) were female. The study included 12,067 fundus photographs of 5320 patients (aged 41.2 ± 18.6 years). Significant variations in the morphological parameters of retinal vessels were observed between males and females. After adjusting for age and sex, multiple linear regression analysis showed that an increased PPA width ratio was associated with lower AVA (1PD), DVA (1PD), vascular caliber (0.5-1.0 PD), tortuosity (0.5-1.0 PD), density and fractal dimension (all P < 0.001, Spearman's ρ < 0). Overall, the changes in retinal vascular morphology showed two phases: tortuosity (0.5-1.0PD) and AVA (1PD) decreased rapidly in the first stage but significantly more slowly in the second stage, while vascular density and fractal dimension showed a completely opposite trend with an initial slow decline followed by a rapid decrease.<br />Conclusions: This study identified two distinct phases of retinal vascular morphological changes during the progression of HM. Traction lesions were predominant in the initial stage, while atrophic lesions were predominant in the later stage. These findings provide further insight into the development mechanism of HM from the perspective of retinal vasculature.<br /> (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)
- Subjects :
- Humans
Female
Male
Retrospective Studies
Adult
Middle Aged
Young Adult
Optic Disk blood supply
Optic Disk pathology
Aged
Adolescent
Tomography, Optical Coherence methods
Retinal Vessels pathology
Retinal Vessels diagnostic imaging
Deep Learning
Disease Progression
Myopia, Degenerative physiopathology
Subjects
Details
- Language :
- English
- ISSN :
- 2162-0989
- Volume :
- 13
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Asia-Pacific journal of ophthalmology (Philadelphia, Pa.)
- Publication Type :
- Academic Journal
- Accession number :
- 39053733
- Full Text :
- https://doi.org/10.1016/j.apjo.2024.100086