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Clinical-Evolutionary Staging System of Primary Open-Angle Glaucoma Using Optical Coherence Tomography

机译:光学相干断层扫描技术在原发性开角型青光眼的临床进化分期系统中的应用

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摘要

Background: Primary open-angle glaucoma (POAG) is considered one of the main causes of blindness. Detection of POAG at early stages and classification into evolutionary stages is crucial to blindness prevention. Methods: 1001 patients were enrolled, of whom 766 were healthy subjects and 235 were ocular hypertensive or glaucomatous patients in different stages of the disease. Spectral domain optical coherence tomography (SD-OCT) was used to determine Bruch’s membrane opening-minimum rim width (BMO-MRW) and the thicknesses of peripapillary retinal nerve fibre layer (RNFL) rings with diameters of 3.0, 4.1 and 4.7 mm centred on the optic nerve. The BMO-MRW rim and RNFL rings were divided into seven sectors (G-T-TS-TI-N-NS-NI). The k-means algorithm and linear discriminant analysis were used to classify patients into disease stages. Results: We defined four glaucoma stages and provided a new model for classifying eyes into these stages, with an overall accuracy greater than 92% (88% when including healthy eyes). An online application was also implemented to predict the probability of glaucoma stage for any given eye. Conclusions: We propose a new objective algorithm for classifying POAG into clinical-evolutionary stages using SD-OCT.
机译:背景:原发性开角型青光眼(POAG)被认为是失明的主要原因之一。在早期阶段检测POAG并将其分类为进化阶段对于预防失明至关重要。方法:招募了1001名患者,其中766名健康受试者和235名不同疾病阶段的眼压或青光眼患者。光谱域光学相干断层扫描(SD-OCT)用于确定Bruch的膜开口最小边缘宽度(BMO-MRW)以及直径3.0、4.1和4.7 mm的视神经乳头周围视网膜神经纤维层(RNFL)环的厚度视神经。 BMO-MRW轮圈和RNFL环分为七个扇区(G-T-TS-TI-N-NS-NI)。使用k均值算法和线性判别分析将患者分为疾病阶段。结果:我们定义了青光眼的四个阶段,并提供了一种将眼睛分类为这些阶段的新模型,其总准确率大于92%(包括健康的眼睛为88%)。还实施了在线应用程序以预测任何给定眼睛的青光眼分期可能性。结论:我们提出了一种新的客观算法,使用SD-OCT将POAG分为临床进化阶段。

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