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
  • [1] Color Fundus Image Guided Artery-Vein Differentiation in Optical Coherence Tomography Angiography
    Alam, Minhaj
    Toslak, Devrim
    Lim, Jennifer I.
    Yao, Xincheng
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2018, 59 (12) : 4953 - 4962
  • [2] Quantitative analysis of optical coherence tomography angiography metrics in diabetic retinopathy
    Safi, Hamid
    Anvari, Pasha
    Naseri, Dariush
    Shenazandi, Hamideh
    Kazemi, Pegah
    Farsi, Pirouzeh
    Jafari, Sanaz
    Sedaghat, Ahad
    Yaseri, Mehdi
    Falavarjani, Khalil Ghasemi
    THERAPEUTIC ADVANCES IN OPHTHALMOLOGY, 2020, 12
  • [3] Deep learning for artery-vein classification in optical coherence tomography angiography
    Le, David
    Abtahi, Mansour
    Adejumo, Tobiloba
    Ebrahimi, Behrouz
    Dadzie, Albert
    Son, Taeyoon
    Yao, Xincheng
    EXPERIMENTAL BIOLOGY AND MEDICINE, 2023, 248 (09) : 747 - 761
  • [4] Quantitative analysis of early diabetic retinopathy based on optical coherence tomography angiography biological image
    Shi, Yan
    Lin, Peng-Yao
    Ruan, Yi-Meng
    Lin, Cheng-Fei
    Hua, Shan-Shan
    Li, Bo
    WORLD JOURNAL OF CLINICAL CASES, 2021, 9 (25) : 7365 - 7371
  • [5] 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
  • [6] Widefield optical coherence tomography angiography in diabetic retinopathy
    Mastropasqua, Rodolfo
    D'Aloisio, Rossella
    Di Antonio, Luca
    Erroi, Emanuele
    Borrelli, Enrico
    Evangelista, Federica
    D'Onofrio, Giada
    Di Nicola, Marta
    Di Martino, Giuseppe
    Toto, Lisa
    ACTA DIABETOLOGICA, 2019, 56 (12) : 1293 - 1303
  • [7] An Update on Optical Coherence Tomography Angiography in Diabetic Retinopathy
    Khadamy, Joobin
    Aghdam, Kaveh Abri
    Falavarjani, Khalil Ghasemi
    JOURNAL OF OPHTHALMIC & VISION RESEARCH, 2018, 13 (04) : 487 - 497
  • [8] VASCULAR COMPLEXITY ANALYSIS IN OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY OF DIABETIC RETINOPATHY
    Alam, Minhaj
    Le, David
    Lim, Jennifer, I
    Yao, Xincheng
    RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2021, 41 (03): : 538 - 545
  • [9] VALUE OF FRACTAL ANALYSIS OF OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY IN VARIOUS STAGES OF DIABETIC RETINOPATHY
    Bhardwaj, Suruchi
    Tsui, Edmund
    Zahid, Sarwar
    Young, Emma
    Mehta, Nitish
    Agemy, Steven
    Garcia, Patricia
    Rosen, Richard B.
    Young, Joshua A.
    RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2018, 38 (09): : 1816 - 1823
  • [10] Quantitative assessment of vascular density in diabetic retinopathy subtypes with optical coherence tomography angiography
    Ghassemi, Fariba
    Fadakar, Kaveh
    Berijani, Sahar
    Babeli, Ameneh
    Gholizadeh, Alireza
    Sabour, Siamak
    BMC OPHTHALMOLOGY, 2021, 21 (01)