Choroidal vascular changes in early-stage myopic maculopathy from deep learning choroidal analysis: a hospital-based SS-OCT study.

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-08-06 DOI:10.1186/s40662-024-00398-x
Yan Li, Haoer Li, Xue Rui, Yuan Wang, Shenju Zhu, Mengge Huang, Jianqiang Liang, Yangfeifei Zhu, Jiajia Shi, Le Yu, Shenghai Huang, Chun Yang, Mengmeng Dong, Hebei Gao, Meixiao Shen, Hao Wu, Xiangtian Zhou
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Abstract

Background: The objective of this study is to illustrate the changes in the choroidal vasculature in individuals with diffuse chorioretinal atrophy (DCA, early-stage myopic maculopathy) and investigate the association between them.

Methods: This study included 1418 highly myopic eyes from 720 participants aged 18 - 60 years from the Wenzhou High Myopia Cohort Study. These participants underwent comprehensive ophthalmic assessments. Myopic maculopathy classification followed the Meta-PM system, with pathological myopia defined as myopic maculopathy of DCA or severer. Eyes with myopic maculopathy categorized as no macular lesions (C0), tessellated fundus (C1), and DCA (C2) were enrolled in the analysis. Choroidal images were obtained from swept-source optical coherence tomography (SS-OCT), and the images were processed with a deep learning-based automatic segmentation algorithm and the Niblack auto-local threshold algorithm.

Results: DCA was detected in 247 eyes (17.4%). In comparison to eyes with C0, those with C2 exhibited significant reductions in choroidal thickness (ChT), luminal area (LA), and stromal area (SA) across all evaluated regions (all P < 0.001). An increase in choroidal vascular index (CVI) was observed in all regions, except for the nasal perifoveal (N2) and inferior perifoveal (I2) regions (all P < 0.01). Multivariable logistic regression analysis revealed a negative association between the presence of DCA and increases in choroidal LA and SA (odds ratio ≤ 0.099, P < 0.001). Multivariable linear regression analysis showed that the mean deviation of the visual field test was positively associated with LA and SA at the vertical meridian (B = 1.512, P < 0.001 for LA; B = 1.956, P < 0.001 for SA). Furthermore, the receiver operating characteristic curve analyses showed the optimal ChT to diagnose pathological myopia was 82.4 µm in the N2 region, the LA was 0.076 mm2 and the SA was 0.049 mm2, with area under the curves of 0.916, 0.908, and 0.895, respectively.

Conclusions: The results of this study indicated that both the presence of DCA and visual function impairment were associated with reductions in choroidal perfusion and stromal components. Moreover, we established threshold values for choroidal parameters in diagnosing pathological myopia, offering valuable references for clinical diagnosis and management.

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从深度学习脉络膜分析看早期近视性黄斑病变的脉络膜血管变化:一项基于医院的 SS-OCT 研究。
研究背景本研究旨在说明弥漫性脉络膜视网膜萎缩(DCA,早期近视性黄斑病变)患者脉络膜血管的变化,并探讨两者之间的关联:本研究纳入了温州高度近视队列研究中720名18-60岁参与者的1418只高度近视眼。这些参与者接受了全面的眼科评估。近视黄斑病变分类采用 Meta-PM 系统,病理性近视定义为 DCA 或更严重的近视黄斑病变。近视性黄斑病变分为无黄斑病变(C0)、网状眼底(C1)和DCA(C2)。脉络膜图像由扫源光学相干断层扫描(SS-OCT)获得,图像采用基于深度学习的自动分割算法和尼布拉克自动局部阈值算法进行处理:247只眼睛(17.4%)检测出DCA。与 C0 眼相比,C2 眼在所有评估区域的脉络膜厚度(ChT)、管腔面积(LA)和基质面积(SA)均显著减少(均为 P 2,SA 为 0.049 mm2,曲线下面积分别为 0.916、0.908 和 0.895):本研究结果表明,DCA的存在和视觉功能损害与脉络膜灌注和基质成分的减少有关。此外,我们还确定了诊断病理性近视的脉络膜参数阈值,为临床诊断和管理提供了有价值的参考。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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