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光学相干断层扫描血管造影术对糖尿病性视网膜病变的浅层视网膜毛细血管和大血管的自动量化。

Automated quantification of superficial retinal capillaries and large vessels for diabetic retinopathy on optical coherence tomographic angiography.

机构信息

The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, PR China.

Bioinspired Engineering and Biomechanics Center (BEBC), Xi'an Jiaotong University, Xi'an, PR China.

出版信息

J Biophotonics. 2019 Nov;12(11):e201900103. doi: 10.1002/jbio.201900103. Epub 2019 Jul 29.

DOI:10.1002/jbio.201900103
PMID:31309729
Abstract

Optical coherence tomography angiography (OCTA) is a relatively new technique with capillary-level resolution, which has shown great potential for the diagnosis of diabetic retinopathy (DR). A fully automatic algorithm for the quantitative measurement of microcirculatory changes in sight-threatening DR is presented. The foveal avascular zone (FAZ) segmentation was improved with a graph-theoretic method and the large vessels and capillaries were separately identified and analyzed. The method was evaluated in healthy and diabetic eyes with various stages of retinopathy. Results showed that, compared with the healthy group, the diabetic group showed a significantly larger large vessel density, but a significantly smaller capillary density (P < .001). Circularity of FAZ was significantly smaller while nonperfusion area was significantly larger in the diabetic group. The combined variable of all image metrics reached an area under the ROC of 0.853 (95% CI, 0.784-0.923) for mild to moderate nonproliferative DR and 0.950 (95% CI, 0.922-0.979) for proliferative DR. Microvascular and FAZ changes with various DR stages can be accurately delineated using the developed automatic program. Quantitative metrics on OCTA serve as potential biomarkers for the staging of DR.

摘要

光学相干断层扫描血管造影术(OCTA)是一种具有毛细血管分辨率的新技术,在糖尿病视网膜病变(DR)的诊断中具有很大的潜力。本文提出了一种全自动算法,用于定量测量威胁视力的 DR 的微循环变化。使用图论方法改进了中心凹无血管区(FAZ)的分割,并且分别对大血管和毛细血管进行了识别和分析。该方法在具有不同视网膜病变阶段的健康和糖尿病眼中进行了评估。结果表明,与健康组相比,糖尿病组的大血管密度显著增加,但毛细血管密度显著降低(P<0.001)。糖尿病组的 FAZ 圆形度显著减小,无灌注面积显著增大。所有图像指标的组合变量对轻度至中度非增殖性 DR 的 ROC 曲线下面积为 0.853(95%CI,0.784-0.923),对增殖性 DR 的面积为 0.950(95%CI,0.922-0.979)。使用开发的自动程序可以准确描绘出各种 DR 阶段的微血管和 FAZ 变化。OCTA 的定量指标可作为 DR 分期的潜在生物标志物。

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引用本文的文献

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Progress in clinical research and applications of retinal vessel quantification technology based on fundus imaging.基于眼底成像的视网膜血管量化技术的临床研究与应用进展
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A Reliable Criterion for the Correct Delimitation of the Foveal Avascular Zone in Diabetic Patients.
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