Quantitative assessment of textural features in the early detection of diabetic retinopathy with optical coherence tomography angiography*

被引:4
|
作者
Gao, Wei [1 ]
Lin, Pengyao [2 ]
Li, Bo [2 ]
Shi, Yan [2 ]
Chen, Siming [2 ]
Ruan, Yimeng [2 ]
Zakharov, Valery P. [3 ]
Bratchenko, Ivan [3 ]
机构
[1] Ningbo Univ Technol, Sch Comp Sci, Ningbo, Peoples R China
[2] Ningbo First Hosp, Dept Ophthalmol, Ningbo, Peoples R China
[3] Samara Natl Res Univ, Dept Laser & Biotech Syst, Samara, Russia
关键词
Optical coherence tomography angiography; Texture; Correlation; Fractal dimension; Diabetic retinopathy; Aging; FOVEAL AVASCULAR ZONE; FLUORESCEIN ANGIOGRAPHY; FRACTAL ANALYSIS; EYES; SEVERITY;
D O I
10.1016/j.pdpdt.2022.103214
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The diagnostic power of the textural features and fractal dimension (FD) for early detection of diabetic reti-nopathy (DR) were quantitatively evaluated with optical coherence tomography angiography (OCTA). 41 normal healthy OD eyes (age: 46.41 +/- 13.69), and 10 diabetic OD eyes (age: 60.90 +/- 13.46) in the early stages of DR (mild or moderate non-proliferative diabetic retinopathy (NPDR)) were employed. Four retinal vascular plexuses including nerve fiber layer vascular plexus (NFLVP), superficial vascular plexus (SVP), intermediate capillary plexus (ICP) and deep capillary plexus (DCP) were generated by using OCTA. The FD and the five textural features including contrast, correlation, entropy, energy, and homogeneity in four parafoveal sectors were extracted from OCTA images. The factor of aging on textural features and FD was evaluated based on the comparisons among five normal healthy subgroups. Our results showed that FD in superior sector of NFLVP and in nasal sector of ICP had the significant decreases when comparing the older healthy subgroup (age range: 60-69) with the younger healthy subgroup (age range: 20-29). Our results also indicated that the correlation did not show the significant differences in all sectors of the four retinal sublayers among the normal healthy sub-groups except in the temporal sector in NFLVP. Furthermore, our results indicated that the correlation in nasal and inferior sectors in SVP can effectively differentiate diabetic patients in early stages of DR from normal healthy subjects with the highest AUROC values. In our study, the specific textural feature -correlation can effectively stage the early DR, which may contribute to the diagnosis of DR in clinic practice.
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页数:7
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