Automated Quantification of Nonperfusion in Three Retinal Plexuses Using Projection-Resolved Optical Coherence Tomography Angiography in Diabetic Retinopathy
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作者:
Zhang, Miao
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机构:
Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USAOregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
Zhang, Miao
[1
]
Hwang, Thomas S.
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Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USAOregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
Hwang, Thomas S.
[1
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Dongye, Changlei
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机构:
Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
Shandong Univ Sci & Technol, Coll Informat Sci & Engn, Qingdao, Peoples R ChinaOregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
Dongye, Changlei
[1
,2
]
Wilson, David J.
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Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USAOregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
Wilson, David J.
[1
]
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机构:
Huang, David
[1
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Jia, Yali
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Oregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USAOregon Hlth & Sci Univ, Casey Eye Inst, Portland, OR 97239 USA
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
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.
机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USA
New York Eye & Ear Infirm Mt Sinai, Ophthalmol, New York, NY USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA
Krawitz, Brian D.
Phillips, Erika
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Med Coll Wisconsin, Ophthalmol & Visual Sci, Milwaukee, WI 53226 USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA
Phillips, Erika
Bavier, Richard D.
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机构:
New York Eye & Ear Infirm Mt Sinai, Ophthalmol, New York, NY USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA
Bavier, Richard D.
Mo, Shelley
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机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USA
New York Eye & Ear Infirm Mt Sinai, Ophthalmol, New York, NY USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA
Mo, Shelley
Carroll, Joseph
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机构:
Med Coll Wisconsin, Ophthalmol & Visual Sci, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Biophys, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Cell Biol Neurobiol & Anat, Milwaukee, WI 53226 USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA
Carroll, Joseph
Rosen, Richard B.
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机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USA
New York Eye & Ear Infirm Mt Sinai, Ophthalmol, New York, NY USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA
Rosen, Richard B.
Chui, Toco Y. P.
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机构:
Icahn Sch Med Mt Sinai, New York, NY 10029 USA
New York Eye & Ear Infirm Mt Sinai, Ophthalmol, New York, NY USAIcahn Sch Med Mt Sinai, New York, NY 10029 USA