Framework for quantitative three-dimensional choroidal vasculature analysis using optical coherence tomography

被引:10
|
作者
Saxena, Ashish [1 ,2 ]
Yao, Xinwen [1 ,2 ,3 ]
Wong, Damon [1 ,2 ,3 ]
Chua, Jacqueline [1 ,2 ,4 ]
Ang, Marcus [1 ,4 ]
Hoang, Quan, V [1 ,4 ,5 ,6 ]
Agrawal, Rupesh [1 ,4 ,7 ,8 ]
Girard, Michael [1 ,4 ,12 ]
Cheung, Gemmy [1 ,3 ]
Schmetterer, Leopold [1 ,2 ,3 ,4 ,9 ,10 ,11 ,12 ]
Tan, Bingyao [1 ,2 ,3 ]
机构
[1] Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore
[2] SERI NTU Adv Ocular Engn STANCE, Singapore, Singapore
[3] NTU Inst Hlth Technol, Singapore, Singapore
[4] Duke NUS Med Sch, Dept Ophthalmol, Singapore, Singapore
[5] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Ophthalmol, Singapore, Singapore
[6] Columbia Univ Coll Phys & Surg, Dept Ophthalmol, 630 W 168th St, New York, NY 10032 USA
[7] Tan Tock Seng Hosp, Singapore, Singapore
[8] Nanyang Technol Univ, Lee Kong Chian Sch Med, Singapore, Singapore
[9] Nanyang Technol Univ, Sch Chem & Biomed Engn, Singapore, Singapore
[10] Med Univ Vienna, Dept Clin Pharmacol, Vienna, Austria
[11] Med Univ Vienna, Ctr Med Phys & Biomed Engn, Vienna, Austria
[12] Inst Mol & Clin Ophthalmol, CH-4031 Basel, Switzerland
来源
BIOMEDICAL OPTICS EXPRESS | 2021年 / 12卷 / 08期
基金
英国医学研究理事会; 新加坡国家研究基金会;
关键词
VESSEL SEGMENTATION; AUTOMATED SEGMENTATION; MACULAR DEGENERATION; AXIAL LENGTH; THICKNESS; IMAGES; CHORIOCAPILLARIS; ENHANCEMENT; REMOVAL; ADULTS;
D O I
10.1364/BOE.426093
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Choroidal vasculature plays an important role in the pathogenesis of retinal diseases, such asmyopic maculopathy, age-related macular degeneration, diabetic retinopathy, central serous chorioretinopathy, and ocular inflammatory diseases. Current optical coherence tomography (OCT) technology provides three-dimensional visualization of the choroidal angioarchitecture; however, quantitative measures remain challenging. Here, we propose and validate a framework to segment and quantify the choroidal vasculature from a prototype swept-source OCT (PLEX Elite 9000, Carl Zeiss Meditec, USA) using a 3x3 mm scan protocol centered on the macula. Enface images referenced from the retinal pigment epithelium were reconstructed from the volumetric data. The boundaries of the choroidal volume were automatically identified by tracking the choroidal vessel feature structure over the depth, and a selective sliding window was applied for segmenting the vessels adaptively from attenuation-corrected enface images. We achieved a segmentation accuracy of 96% +/- 1% as compared with manual annotation, and a dice coefficient of 0.83 +/- 0.04 for repeatability. Using this framework on both control (0.00 D to -2.00 D) and highly myopic (-8.00 D to -11.00 D) eyes, we report a decrease in choroidal vessel volume (p<0.001) in eyes with high myopia. (C) 2021 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
引用
收藏
页码:4982 / 4996
页数:15
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