Automated quantitative characterisation of retinal vascular leakage and microaneurysms in ultra-widefield fluorescein angiography

被引:57
作者
Ehlers, Justis P. [1 ]
Wang, Kevin [1 ,2 ]
Vasanji, Amit [3 ]
Hu, Ming [1 ,4 ]
Srivastava, Sunil K. [1 ]
机构
[1] Cleveland Clin, Cole Eye Inst, Ophthalm Imaging Ctr, 9500 Euclid Ave I32, Cleveland, OH 44195 USA
[2] Case Western Reserve Univ, Sch Med, Cleveland, OH USA
[3] ImageIQ, Cleveland, OH USA
[4] Cleveland Clin, Dept Quantitat Hlth Sci, Cleveland, OH 44106 USA
关键词
LASER;
D O I
10.1136/bjophthalmol-2016-310047
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Ultra-widefield fluorescein angiography (UWFA) is an emerging imaging modality used to characterise pathology in the retinal vasculature such as microaneurysms (MAs) and vascular leakage. Despite its potential value for diagnosis and disease surveillance, objective quantitative assessment of retinal pathology by UWFA is currently limited because it requires laborious manual segmentation by trained human graders. In this report, we describe a novel fully automated software platform, which segments MAs and leakage areas in native and dewarped UWFA images with retinal vascular disease. Comparison of the algorithm with human grader-generated gold standards demonstrated significant strong correlations for MA and leakage areas (intraclass correlation coefficient (ICC)=0.78-0.87 and ICC=0.70-0.86, respectively, p=2.1x10(-7) to 3.5x10(-10) and p=7.8x10(-6) to 1.3x10(-9), respectively). These results suggest the algorithm performs similarly to human graders in MA and leakage segmentation and may be of significant utility in clinical and research settings.
引用
收藏
页码:696 / 699
页数:4
相关论文
共 13 条
[1]  
[Anonymous], 1981, OPHTHALMOLOGY, V88, P583
[2]  
[Anonymous], 1985, JAMA, V254, P3086
[3]  
[Anonymous], 1991, Ophthalmology, V98, P786
[4]  
[Anonymous], ARCH OPHTHALMOL
[5]   Precise Montaging and Metric Quantification of Retinal Surface Area From Ultra-Widefield Fundus Photography and Fluorescein Angiography [J].
Croft, Daniel E. ;
van Hemert, Jano ;
Wykoff, Charles C. ;
Clifton, David ;
Verhoek, Michael ;
Fleming, Alan ;
Brown, David M. .
OPHTHALMIC SURGERY LASERS & IMAGING RETINA, 2014, 45 (04) :312-317
[6]   Randomized Trial Evaluating Ranibizumab Plus Prompt or Deferred Laser or Triamcinolone Plus Prompt Laser for Diabetic Macular Edema [J].
Elman, Michael J. ;
Aiello, Lloyd Paul ;
Beck, Roy W. ;
Bressler, Neil M. ;
Bressler, Susan B. ;
Edwards, Allison R. ;
Ferris, Frederick L., III ;
Friedman, Scott M. ;
Glassman, Adam R. ;
Miller, Kellee M. ;
Scott, Ingrid U. ;
Stockdale, Cynthia R. ;
Sun, Jennifer K. .
OPHTHALMOLOGY, 2010, 117 (06) :1064-U65
[7]   PHOTOCOAGULATION FOR DIABETIC-RETINOPATHY [J].
FERRIS, FL .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1991, 266 (09) :1263-1265
[8]   Ultra-wide-field fluorescein angiography of the ocular fundus [J].
Manivannan, A ;
Plskova, J ;
Farrow, A ;
Mckay, S ;
Sharp, PF ;
Forrester, JV .
AMERICAN JOURNAL OF OPHTHALMOLOGY, 2005, 140 (03) :525-527
[9]   The RESTORE Study Ranibizumab Monotherapy or Combined with Laser versus Laser Monotherapy for Diabetic Macular Edema [J].
Mitchell, Paul ;
Bandello, Francesco ;
Schmidt-Erfurth, Ursula ;
Lang, Gabriele E. ;
Massin, Pascale ;
Schlingemann, Reinier O. ;
Sutter, Florian ;
Simader, Christian ;
Burian, Gabriela ;
Gerstner, Ortrud ;
Weichselberger, Andreas .
OPHTHALMOLOGY, 2011, 118 (04) :615-625
[10]   Fully Automatic Segmentation of Fluorescein Leakage in Subjects With Diabetic Macular Edema [J].
Rabbani, Hossein ;
Allingham, Michael J. ;
Mettu, Priyatham S. ;
Cousins, Scott W. ;
Farsiu, Sina .
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2015, 56 (03) :1482-1492