Automated Quantification of Nonperfusion in Three Retinal Plexuses Using Projection-Resolved Optical Coherence Tomography Angiography in Diabetic Retinopathy

被引:104
作者
Zhang, Miao [1 ]
Hwang, Thomas S. [1 ]
Dongye, Changlei [1 ,2 ]
Wilson, David J. [1 ]
Huang, David [1 ]
Jia, Yali [1 ]
机构
[1] Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
[2] Shandong Univ Sci & Technol, Coll Informat Sci & Engn, Qingdao, Peoples R China
基金
美国国家卫生研究院;
关键词
optical coherence tomography angiography; diabetic retinopathy; avascular area; FOVEAL AVASCULAR ZONE; AMPLITUDE-DECORRELATION ANGIOGRAPHY; MICRO-ANGIOGRAPHY; MOTION CORRECTION; MICROVASCULATURE; ABNORMALITIES; ALGORITHM; MONKEY;
D O I
10.1167/iovs.16-19776
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
PURPOSE. The purpose of this study was to evaluate an automated algorithm for detecting avascular area (AA) in optical coherence tomography angiograms (OCTAs) separated into three individual plexuses using a projection-resolved technique. METHODS. A 3 x 3 mm macular OCTA was obtained in 13 healthy and 13 mild nonproliferative diabetic retinopathy (NPDR) participants. A projection-resolved algorithm segmented OCTA into three vascular plexuses: superficial, intermediate, and deep. An automated algorithm detected AA in each of the three plexuses that were segmented and in the combined innerretinal angiograms. We assessed the diagnostic accuracy of extrafoveal and total AA using segmented and combined angiograms, the agreement between automated and manual detection of AA, and the within-visit repeatability. RESULTS. The sum of extrafoveal AA from the segmented angiograms was larger in the NPDR group by 0.17 mm(2) (P < 0.001) and detected NPDR with 94.6% sensitivity (area under the receiver operating characteristic curve [AROC] = 0.99). In the combined inner-retinal angiograms, the extrafoveal AA was larger in the NPDR group by 0.01 mm(2) (P = 0.168) and detected NPDR with 26.9% sensitivity (AROC = 0.62). The total AA, inclusive of the foveal avascular zone, in the segmented and combined angiograms, detected NPDR with 23.1% and 7.7% sensitivity, respectively. The agreement between the manual and automated detection of AA had a Jaccard index of > 0.8. The pooled SDs of AA were small compared with the difference in mean for control and NPDR groups. CONCLUSIONS. An algorithm to detect AA in OCTA separated into three individual plexuses using a projection-resolved algorithm accurately distinguishes mild NPDR from control eyes. Automatically detected AA agrees with manual delineation and is highly repeatable.
引用
收藏
页码:5101 / 5106
页数:6
相关论文
共 41 条
  • [1] [Anonymous], 1991, OPHTHALMOLOGY, V98, P807
  • [2] [Anonymous], 1991, OPHTHALMOLOGY, V98, P834
  • [3] Mechanisms of Disease Diabetic Retinopathy
    Antonetti, David A.
    Klein, Ronald
    Gardner, Thomas W.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2012, 366 (13) : 1227 - 1239
  • [4] BRESNICK GH, 1984, ARCH OPHTHALMOL-CHIC, V102, P1286
  • [5] Quantitative Morphometry of Perifoveal Capillary Networks in the Human Retina
    Chan, Geoffrey
    Balaratnasingam, Chandrakumar
    Yu, Paula K.
    Morgan, William H.
    McAllister, Ian L.
    Cringle, Stephen J.
    Yu, Dao-Yi
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2012, 53 (09) : 5502 - 5514
  • [6] Congdon N, 2004, ARCH OPHTHALMOL-CHIC, V122, P477
  • [7] Frangi AF, 1998, LECT NOTES COMPUT SC, V1496, P130, DOI 10.1007/BFb0056195
  • [8] Blood vessel segmentation methodologies in retinal images - A survey
    Fraz, M. M.
    Remagnino, P.
    Hoppe, A.
    Uyyanonvara, B.
    Rudnicka, A. R.
    Owen, C. G.
    Barman, S. A.
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2012, 108 (01) : 407 - 433
  • [9] Optimization of the split-spectrum amplitude-decorrelation angiography algorithm on a spectral optical coherence tomography system
    Gao, Simon S.
    Liu, Gangjun
    Huang, David
    Jia, Yali
    [J]. OPTICS LETTERS, 2015, 40 (10) : 2305 - 2308
  • [10] GARIANO RF, 1994, INVEST OPHTH VIS SCI, V35, P3442