Quantification of choroidal neovascularization vessel length using optical coherence tomography angiography

Abstract. Quantification of choroidal neovascularization (CNV) as visualized by optical coherence tomography angiography (OCTA) may have importance clinically when diagnosing or tracking disease. Here, we present an automated algorithm to quantify the vessel skeleton of CNV as vessel length. Initial segmentation of the CNV on en face angiograms was achieved using saliency-based detection and thresholding. A level set method was then used to refine vessel edges. Finally, a skeleton algorithm was applied to identify vessel centerlines. The algorithm was tested on nine OCTA scans from participants with CNV and comparisons of the algorithm’s output to manual delineation showed good agreement.

[1]  Jay S Duker,et al.  Spectral-domain optical coherence tomography angiography of choroidal neovascularization. , 2015, Ophthalmology.

[2]  Tony F. Chan,et al.  Active contours without edges , 2001, IEEE Trans. Image Process..

[3]  Chunming Li,et al.  A Level Set Method for Image Segmentation in the Presence of Intensity Inhomogeneities With Application to MRI , 2011, IEEE Transactions on Image Processing.

[4]  Chunming Li,et al.  Level set evolution without re-initialization: a new variational formulation , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[5]  J. Duker,et al.  CHARACTERIZING THE EFFECT OF ANTI-VASCULAR ENDOTHELIAL GROWTH FACTOR THERAPY ON TREATMENT-NAIVE CHOROIDAL NEOVASCULARIZATION USING OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY , 2015, Retina.

[6]  I. Melnikova Wet age-related macular degeneration , 2005, Nature reviews. Drug discovery.

[7]  David Huang,et al.  OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY OF TIME COURSE OF CHOROIDAL NEOVASCULARIZATION IN RESPONSE TO ANTI-ANGIOGENIC TREATMENT , 2015, Retina.

[8]  R. Spaide Optical Coherence Tomography Angiography Signs of Vascular Abnormalization With Antiangiogenic Therapy for Choroidal Neovascularization. , 2015, American journal of ophthalmology.

[9]  Gangjun Liu,et al.  Optimization of the split-spectrum amplitude-decorrelation angiography algorithm on a spectral optical coherence tomography system. , 2015, Optics letters.

[10]  David Huang,et al.  DETECTION OF NONEXUDATIVE CHOROIDAL NEOVASCULARIZATION IN AGE-RELATED MACULAR DEGENERATION WITH OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY , 2015, Retina.

[11]  David J. Wilson,et al.  Quantitative optical coherence tomography angiography of vascular abnormalities in the living human eye , 2015, Proceedings of the National Academy of Sciences.

[12]  A D Négrel,et al.  2002 Global update of available data on visual impairment: a compilation of population-based prevalence studies , 2004, Ophthalmic epidemiology.

[13]  Mayank Bansal,et al.  Optical Coherence Tomography Angiography of Type 1 Neovascularization in Age-Related Macular Degeneration. , 2015, American journal of ophthalmology.

[14]  Ching Y. Suen,et al.  A fast parallel algorithm for thinning digital patterns , 1984, CACM.

[15]  Rufino Silva,et al.  Sequential Morphological Changes in the CNV Net after Intravitreal Anti-VEGF Evaluated with OCT Angiography , 2016, Ophthalmic Research.

[16]  James G. Fujimoto,et al.  Quantitative 3D-OCT motion correction with tilt and illumination correction, robust similarity measure and regularization , 2014, Biomedical optics express.

[17]  M. Rispoli,et al.  LONGITUDINAL OPTICAL COHERENCE TOMOGRAPHY–ANGIOGRAPHY STUDY OF TYPE 2 NAIVE CHOROIDAL NEOVASCULARIZATION EARLY RESPONSE AFTER TREATMENT , 2015, Retina.

[18]  David Huang,et al.  Advanced image processing for optical coherence tomographic angiography of macular diseases. , 2015, Biomedical optics express.

[19]  Simon S. Gao,et al.  Automated choroidal neovascularization detection algorithm for optical coherence tomography angiography. , 2015, Biomedical optics express.

[20]  Martin F. Kraus,et al.  Quantitative optical coherence tomography angiography of choroidal neovascularization in age-related macular degeneration. , 2014, Ophthalmology.

[21]  Martin F. Kraus,et al.  Split-spectrum amplitude-decorrelation angiography with optical coherence tomography , 2012, Optics express.

[22]  Chunming Li,et al.  Implicit Active Contours Driven by Local Binary Fitting Energy , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.