Automated registration and enhanced processing of clinical optical coherence tomography angiography

被引:35
作者
Camino, Acner [1 ]
Zhang, Miao [1 ]
Dongye, Changlei [1 ,2 ]
Pechauer, Alex D. [1 ]
Hwang, Thomas S. [1 ]
Bailey, Steven T. [1 ]
Lujan, Brandon [1 ]
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 266590, Peoples R China
基金
美国国家卫生研究院;
关键词
Optical coherence tomography angiography (OCTA); motion; artifacts; AMPLITUDE-DECORRELATION ANGIOGRAPHY; HUMAN EYE; QUANTIFICATION;
D O I
10.21037/qims.2016.07.02
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Background: Motion artifacts degrade the quality of optical coherence tomography angiography (OCTA). Orthogonal registration can eliminate the majority of these artifacts, but some artifacts persist in most clinical images. We evaluate an automated registration algorithm with selective merging and filtering to remove remaining artifacts and improve the quality of images. Methods: A 70 kHz commercial spectral domain OCT was used to obtain 3 mm x 3 mm OCTA in 10 healthy, 5 age-related macular degeneration (AMD), and 31 diabetic retinopathy (DR) participants. Projection artifacts were removed and images were segmented into 3 inner retinal plexuses. Amplitude thresholding identified lines containing a residual artifact and correlation between neighboring lines identified distorted stripes. Then the angiograms were registered and the lines selectively merged. A vesselness filter was applied to the resulting images. The images were evaluated for signal-to-noise ratio (SNR), image entropy, vessel connectivity and vessel density. Results: Registration and selective merging (RSM) algorithm improved the SNR (P<0.02) compared to orthogonal registration alone. RSM with vesselness filter increased the image entropy (P<10(-8)) and reduced inter-subject variability (standard error <= 3%, n=10) in healthy eyes. The method improved vessel details and connectivity in OCTA of healthy, DR and neovascular AMD eyes. Conclusions: This automated registration method eliminates residual motion artifacts and enhances the visualization of vessels in OCTA.
引用
收藏
页码:391 / 401
页数:11
相关论文
共 19 条
[1]  
Frangi AF, 1998, LECT NOTES COMPUT SC, V1496, P130, DOI 10.1007/BFb0056195
[2]   Quantification of Vessel Density in Retinal Optical Coherence Tomography Angiography Images Using Local Fractal Dimension [J].
Gadde, Santosh G. K. ;
Anegondi, Neha ;
Bhanushali, Devanshi ;
Chidambara, Lavanya ;
Yadav, Naresh Kumar ;
Khurana, Aruj ;
Roy, Abhijit Sinha .
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2016, 57 (01) :246-252
[3]   Optimization of the split-spectrum amplitude-decorrelation angiography algorithm on a spectral optical coherence tomography system [J].
Gao, Simon S. ;
Liu, Gangjun ;
Huang, David ;
Jia, Yali .
OPTICS LETTERS, 2015, 40 (10) :2305-2308
[4]   Automated non-rigid registration and mosaicing for robust imaging of distinct retinal capillary beds using speckle variance optical coherence tomography [J].
Hendargo, Hansford C. ;
Estrada, Rolando ;
Chiu, Stephanie J. ;
Tomasi, Carlo ;
Farsiu, Sina ;
Izatt, Joseph A. .
BIOMEDICAL OPTICS EXPRESS, 2013, 4 (06) :803-821
[5]   Automated Quantification of Capillary Nonperfusion Using Optical Coherence Tomography Angiography in Diabetic Retinopathy [J].
Hwang, Thomas S. ;
Gao, Simon S. ;
Liu, Liang ;
Lauer, Andreas K. ;
Bailey, Steven T. ;
Flaxel, Christina J. ;
Wilson, David J. ;
Huang, David ;
Jia, Yali .
JAMA OPHTHALMOLOGY, 2016, 134 (04) :367-373
[6]   Quantitative OCT angiography of optic nerve head blood flow [J].
Jia, Yali ;
Morrison, John C. ;
Tokayer, Jason ;
Tan, Ou ;
Lombardi, Lorinna ;
Baumann, Bernhard ;
Lu, Chen D. ;
Choi, WooJhon ;
Fujimoto, James G. ;
Huang, David .
BIOMEDICAL OPTICS EXPRESS, 2012, 3 (12) :3127-3137
[7]   Quantitative optical coherence tomography angiography of vascular abnormalities in the living human eye [J].
Jia, Yali ;
Bailey, Steven T. ;
Hwang, Thomas S. ;
McClintic, Scott M. ;
Gao, Simon S. ;
Pennesi, Mark E. ;
Flaxel, Christina J. ;
Lauer, Andreas K. ;
Wilson, David J. ;
Hornegger, Joachim ;
Fujimoto, James G. ;
Huang, David .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (18) :E2395-E2402
[8]   Quantitative Optical Coherence Tomography Angiography of Choroidal Neovascularization in Age-Related Macular Degeneration [J].
Jia, Yali ;
Bailey, Steven T. ;
Wilson, David J. ;
Tan, Ou ;
Klein, Michael L. ;
Flaxel, Christina J. ;
Potsaid, Benjamin ;
Liu, Jonathan J. ;
Lu, Chen D. ;
Kraus, Martin F. ;
Fujimoto, James G. ;
Huang, David .
OPHTHALMOLOGY, 2014, 121 (07) :1435-1444
[9]   Split-spectrum amplitude-decorrelation angiography with optical coherence tomography [J].
Jia, Yali ;
Tan, Ou ;
Tokayer, Jason ;
Potsaid, Benjamin ;
Wang, Yimin ;
Liu, Jonathan J. ;
Kraus, Martin F. ;
Subhash, Hrebesh ;
Fujimoto, James G. ;
Hornegger, Joachim ;
Huang, David .
OPTICS EXPRESS, 2012, 20 (04) :4710-4725
[10]   Motion correction in optical coherence tomography volumes on a per A-scan basis using orthogonal scan patterns [J].
Kraus, Martin F. ;
Potsaid, Benjamin ;
Mayer, Markus A. ;
Bock, Ruediger ;
Baumann, Bernhard ;
Liu, Jonathan J. ;
Hornegger, Joachim ;
Fujimoto, James G. .
BIOMEDICAL OPTICS EXPRESS, 2012, 3 (06) :1182-1199