Quantitative artery-vein analysis in optical coherence tomography angiography of diabetic retinopathy

被引:4
|
作者
Alam, Minhaj
Son, Taeyoon [1 ]
Toslak, Devrim [1 ]
Lim, Jennifer I. [2 ]
Yao, Xincheng [1 ,2 ]
机构
[1] Univ Illinois, Dept Bioengn, Chicago, IL 60607 USA
[2] Univ Illinois, Dept Ophthalmol & Visual Sci, Chicago, IL 60607 USA
来源
OPHTHALMIC TECHNOLOGIES XXIX | 2019年 / 10858卷
关键词
Artery-vein classification; retinal imaging; optical coherence tomography angiography; diabetic retinopathy; RETINAL VESSEL DIAMETERS; SICKLE-CELL RETINOPATHY; CLASSIFICATION; HYPERTENSION; RISK;
D O I
10.1117/12.2510213
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Diabetic retinopathy (DR) and other eye diseases can affect artery and vein differently. Therefore, differential artery-vein analysis can improve disease detection and treatment assessment. This study aims to establish color fundus image analysis guided artery-vein differentiation in OCTA, and to verify that differential artery-vein analysis can improve the sensitivity of OCTA detection and classification of DR. Briefly, optical density ratio (ODR) analysis and blood vessel tracking were combined to identify artery-vein in color fundus images. The fundus artery-vein map was used to register arteries and veins in corresponding OCTA images. Based on the fundus image guided artery-vein differentiation, quantitative analysis of arteries and veins in control and NPDR OCTA images were performed. The sensitivities of traditional mean blood vessel caliber (m-BVC) and artery-vein ratio of BVC (AVR-BVC) were quantitatively compared for DR classification. One way, multi-label analysis of variance (ANOVA) with Bonferroni's test and Student t-test was employed for evaluating classification performance. Images from 20 eyes of 18 control subjects and 48 eyes of 35 NPDR patients (18 mild, 16 moderate and 14 severe NPDR) were used for this study. Compared to m-BVC, AVR-BVC provided enhanced sensitivity in differentiating NPDR stages. AVR-BVC was able to differentiate among control and three different NPDR groups. AVR-BVC could also differentiate control from mild NPDR, promising a unique OCTA biomarker for detecting early onset of NPDR.
引用
收藏
页数:7
相关论文
共 50 条
  • [41] Optical Coherence Tomography Angiography of Diabetic Retinopathy in Human Subjects
    Matsunaga, Douglas R.
    Yi, Jack J.
    De Koo, Lisa Olmos
    Ameri, Hossein
    Puliafito, Carmen A.
    Kashani, Amir H.
    OPHTHALMIC SURGERY LASERS & IMAGING RETINA, 2015, 46 (08): : 796 - 805
  • [42] Optical Coherence Tomography Angiography Findings in Proliferative Diabetic Retinopathy
    Kilani, Adnan
    Werner, Jens U.
    Lang, Gerhard K.
    Lang, Gabriele E.
    OPHTHALMOLOGICA, 2021, 244 (03) : 258 - 264
  • [43] Optical coherence tomography angiography in diabetic retinopathy: A major review
    Nouri, Hosein
    Abtahi, Seyed-Hossein
    Mazloumi, Mehdi
    Samadikhadem, Sanam
    Ahmadieh, Hamid
    Arevalo, Fernando
    SURVEY OF OPHTHALMOLOGY, 2024, 69 (04) : 558 - 574
  • [44] Optical Coherence Tomography Angiography of Foveal Neovascularization in Diabetic Retinopathy
    Andreanos, Konstantinos
    Rotsos, Tryfon
    Kymionis, George
    Koutsandrea, Chryssanthi
    Kotsolis, Athanasios
    Ladas, Ioannis
    CASE REPORTS IN OPHTHALMOLOGY, 2018, 9 (01): : 93 - 97
  • [45] Monitoring proliferative diabetic retinopathy with optical coherence tomography angiography
    Hwang, Thomas S.
    You, Qisheng
    Guo, Yukun
    Flaxel, Christina J.
    Bailey, Steven
    Huang, David
    Jia, Yali
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2021, 62 (08)
  • [46] Optical Coherence Tomography Angiography as a Diagnostic Tool for Diabetic Retinopathy
    Wijesingha, Naomi
    Tsai, Wei-Shan
    Keskin, Ayse Merve
    Holmes, Christopher
    Kazantzis, Dimitrios
    Chandak, Swati
    Kubravi, Heena
    Sivaprasad, Sobha
    DIAGNOSTICS, 2024, 14 (03)
  • [47] Optical coherence tomography angiography in diabetic retinopathy: an updated review
    Zihan Sun
    Dawei Yang
    Ziqi Tang
    Danny S. Ng
    Carol Y. Cheung
    Eye, 2021, 35 : 149 - 161
  • [48] Risk factors of internal carotid artery stenosis in patients with proliferative diabetic retinopathy: an analysis using optical coherence tomography and optical coherence tomography angiography
    Lee, Chae Yoon
    Park, Jung Min
    Yeom, Myeong In
    BMC OPHTHALMOLOGY, 2024, 24 (01)
  • [49] The use of optical coherence tomography angiography and optical coherence tomography to predict visual acuity in diabetic retinopathy
    DaCosta, Joanna
    Bhatia, Devangna
    Talks, James
    EYE, 2020, 34 (05) : 942 - 947
  • [50] Utilisation of optical coherence tomography and optical coherence tomography angiography to assess retinal neovascularisation in diabetic retinopathy
    Joanna DaCosta
    Devangna Bhatia
    Oonagh Crothers
    James Talks
    Eye, 2022, 36 : 827 - 834