Retinal vascular geometry detection as a biomarker in diabetes mellitus

摘要

Objective: To compare the vessel geometry characteristics of color fundus photographs in normal control and diabetes mellitus (DM) patients and to find potential biomarkers for early diabetic retinopathy (DR) based on a neural network vessel segmentation system and automated vascular geometry parameter analysis software. Methods: A total of 102 consecutive patients with type 2 DM (T2DM) and 132 healthy controls were recruited. All participants underwent general ophthalmic examinations, and retinal fundus photographs were taken with a digital fundus camera without mydriasis. Color fundus photographs were input into a dense-block generative adversarial network (D-GAN)-assisted retinal vascular segmentation system (http://www.gdcerc.cn:808I/#/login) to obtain binary images. These images were then analyzed by customized software (ocular microvascular analysis system V2.9.1) for automatic processing of vessel geometry parameters, including the monofractal dimension (D-bo(x)), multifractal dimension (D-0), vessel area ratio (R), max vessel diameter (d(max)), average vessel diameter (d(ave)), arc-chord ratio (A/C), and tortuosity (tau(n)). Geometric differences between the healthy subjects and DM patients were analyzed. Then, regression analysis and receiver operating characteristic (ROC) curve analysis were performed to evaluate the diagnostic efficiency of the vascular geometry parameters. Results: No significant differences were observed between the baseline characteristics of each group. DM patients had lower D-box, and D-0 values (1.330 +/- 0.041; 1.347 +/- 0.038) than healthy subjects (1.343 +/- 0.048, p < 0.05; 1.362 +/- 0.042, p < 0.05) and showed increasing values of d(max), d(ave), A/C, and tau(n) compared with normal controls, although only the differences in d ave and tau(n) between the groups were statistically significant. In the regression analysis, d(ave) and tau(n), showed a good correlation with diabetes (d(ave), OR 1.765, 95% CI 1.319-2.362, p < 0.001 ; tau(n), OR 9.323, 95% CI 1.492-58.262, p < 0.05). Conclusions: We demonstrated the relationship between retinal vascular geometry and the process in DM patients, showing that D-box, D-0, d(ave), and tau(n) may be indicators of morphological changes in retinal vessels in DM patients and can be early biomarkers of DR.