Eye Institute of Shandong First Medical University, Qingdao Eye Hospital of Shandong First Medical University, 5 Yanerdao Road, Qingdao, 266071, China.
State Key Laboratory Cultivation Base, Shandong Provincial Key Laboratory of Ophthalmology, Qingdao, China.
Sci Rep. 2024 Nov 18;14(1):28399. doi: 10.1038/s41598-024-80090-1.
This study aims to quantify fundus tessellated (FT) density and optic disc (OD) morphology using deep learning (DL) techniques and to investigate the correlations between these fundus characteristics and refractive function in young patients with myopia. We constructed two DL-based segmentation models to delineate the FT, OD, peripapillary atrophy (PPA), and macula at a pixel-level resolution. The study sought to identify differences in fundus characteristics between eyes categorized as having high myopia versus mild or moderate myopia. Furthermore, the correlation between fundus measurements and various ocular parameters was statistically analyzed. Correlation analysis indicated that the spherical equivalent and axial length were significantly associated with all fundus measurements (p < 0.001). Additionally, corneal curvature (K1, K2), lens thickness, and foveal thickness exhibited significant correlations with some of the fundus measurements at a 0.01 significance level. Using DL algorithms, it is feasible to automatically quantify FT and OD characteristics in young myopic patients. The study findings suggest that both FT and OD characteristics are highly correlated with the severity of myopia, particularly as it progresses from mild or moderate to high levels. Moreover, a significant relationship exists between most of these fundus characteristics and a spectrum of refractive function parameters.
本研究旨在利用深度学习(DL)技术量化眼底格子状(FT)密度和视盘(OD)形态,并探讨这些眼底特征与近视年轻患者屈光功能之间的相关性。我们构建了两个基于 DL 的分割模型,以在像素级分辨率下描绘 FT、OD、视盘旁萎缩(PPA)和黄斑。本研究旨在比较高度近视与轻度或中度近视患者的眼底特征差异。此外,还对眼底测量值与各种眼部参数之间的相关性进行了统计学分析。相关性分析表明,球镜等效和眼轴与所有眼底测量值均显著相关(p<0.001)。此外,角膜曲率(K1、K2)、晶状体厚度和黄斑中心凹厚度在 0.01 显著性水平与一些眼底测量值显著相关。使用 DL 算法,可以自动量化年轻近视患者的 FT 和 OD 特征。研究结果表明,FT 和 OD 特征与近视的严重程度高度相关,尤其是从轻度或中度进展到高度近视时。此外,这些眼底特征与大多数屈光功能参数之间存在显著关系。