Validation of Optical Coherence Tomography Retinal Segmentation in Neurodegenerative Disease

被引:15
|
作者
Wong, Bryan M. [1 ,2 ]
Cheng, Richard W. [1 ]
Mandelcorn, Efrem D. [3 ,4 ]
Margolin, Edward [3 ,4 ]
El-Defrawy, Sherif [3 ,4 ]
Yan, Peng [3 ,4 ]
Santiago, Anna T. [5 ]
Leontieva, Elena [1 ]
Lou, Wendy [6 ]
Hatch, Wendy [3 ,4 ]
Hudso, Christopher [1 ,3 ]
Bartha, Robert [7 ]
Black, Sandra E. [8 ]
Borrie, Michael [9 ]
Corbett, Dale [10 ]
Finger, Elizabeth [9 ]
Freedman, Morris [11 ]
Greenberg, Barry [12 ]
Grimes, David A. [13 ]
Hegele, Robert A. [14 ]
Hudson, Christopher [1 ]
Lang, Anthony E. [15 ]
Masellis, Mario [16 ]
McIlroy, William E. [17 ]
McLaughlin, Paula M. [14 ]
Montero-Odasso, Manuel [9 ]
Munoz, David G. [18 ]
Munoz, Douglas P. [19 ]
Orange, J. B. [20 ]
Strong, Michael J. [21 ]
Strother, Stephen C. [11 ]
Swartz, Richard H. [16 ]
Symons, Sean [8 ]
Tartaglia, Maria Carmela [15 ]
Troyer, Angela [11 ]
Zinman, Lorne [8 ]
机构
[1] Univ Waterloo, Sch Optometry & Vis Sci, Optometry Bldg,Room 335,200 Columbia St W, Waterloo, ON N2L 3G1, Canada
[2] Univ Toronto, Fac Med, Toronto, ON, Canada
[3] Univ Toronto, Dept Ophthalmol & Vis Sci, Toronto, ON, Canada
[4] Kensington Eye Inst, Toronto, ON, Canada
[5] Rotman Res Inst, Baycrest, Toronto, ON, Canada
[6] Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
[7] Western Univ, Robarts Res Inst, London, ON, Canada
[8] Sunnybrook Hlth Sci Ctr, Toronto, ON, Canada
[9] St Josephs Hlth Care London, London, ON, Canada
[10] Univ Ottawa, Ottawa, ON, Canada
[11] Baycrest Hosp, Toronto, ON, Canada
[12] Johns Hopkins Univ, Baltimore, MD USA
[13] Ottawa Hosp, Ottawa, ON, Canada
[14] Western Univ, London, ON, Canada
[15] Univ Toronto, Toronto Western Hosp, Univ Hlth Network, Toronto, ON, Canada
[16] Univ Toronto, Dept Med Neurol, Sunnybrook HSC, Toronto, ON, Canada
[17] Univ Waterloo, Dept Kinesiol, Waterloo, ON, Canada
[18] St Michaels Hosp, Toronto, ON, Canada
[19] Queens Univ, Ctr Neurosci Studies, Kingston, ON, Canada
[20] Western Univ, Sch Commun Sci & Disorders, London, ON, Canada
[21] Western Univ, Schulich Sch Med & Dent, London, ON, Canada
来源
TRANSLATIONAL VISION SCIENCE & TECHNOLOGY | 2019年 / 8卷 / 05期
关键词
optical coherence tomography; retinal thickness; retinal nerve fibre layer; automated segmentation; Parkinson's disease; MILD COGNITIVE IMPAIRMENT; FIBER LAYER THICKNESS; ALZHEIMERS-DISEASE; OCT;
D O I
10.1167/tvst.8.5.6
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Purpose: This study assessed agreement between an automated spectral-domain optical coherence tomography (SD-OCT) retinal segmentation software and manually corrected segmentation to validate its use in a prospective clinical study of neurodegenerative diseases (NDD). Methods: The sample comprised 30 subjects with NDD, including vascular cognitive impairment, frontotemporal dementia, Parkinson's disease, and Alzheimer's disease. Macular SD-OCT scans were acquired and segmented using Heidelberg Spectralis. For the central foveal B scan of each eye, eight segmentation lines were examined to determine the proportion of each line that the software erroneously delineated. Errors in four lines were manually corrected in all B scans spanning a 6-mm circle centered on the foveola. Mean volume and thickness measurements for four retinal layers (total retina, retinal nerve fiber layer [RNFL], inner retinal layers, and outer retinal layers) were obtained before and after correction. Results: The outer plexiform layer line had one of the lowest mean error ratios (2%), while RNFL had the highest (23%). Agreement between automated software and trained observer was excellent (ICC > 0.98) for retinal thickness and volume of all layers. Mean volume differences between software and observers for the four layers ranged from- 0.003 to 0.006 mm(3). Mean thickness differences ranged from -1.855 to 1.859 mu m. Conclusions: Despite occasional small errors in software-generated retinal sublayer segmentation, agreement was excellent between software-derived and observer-corrected mean volume and thickness sublayer measurements. Translational Relevance: Automated SD-OCT segmentation software generates valid measurements of retinal layer volume and thickness in NDD subjects, thereby avoiding the need to manually correct nonobvious delineation errors.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Thickness Profiles of Retinal Layers by Optical Coherence Tomography Image Segmentation
    Bagci, Ahmet Murat
    Shahidi, Mahnaz
    Ansari, Rashid
    Blair, Michael
    Blair, Norman Paul
    Zelkha, Ruth
    AMERICAN JOURNAL OF OPHTHALMOLOGY, 2008, 146 (05) : 679 - 687
  • [22] A Study on Automated Segmentation of Retinal Layers in Optical Coherence Tomography Images
    Ngo, Lua
    Yih, Geown
    Ji, Seungbae
    Han, Jae-Ho
    2016 4TH INTERNATIONAL WINTER CONFERENCE ON BRAIN-COMPUTER INTERFACE (BCI), 2016,
  • [23] Intra-retinal layer segmentation in optical coherence tomography images
    Mishra, Akshaya
    Wong, Alexander
    Bizheva, Kostadinka
    Clausi, David A.
    OPTICS EXPRESS, 2009, 17 (26): : 23719 - 23728
  • [24] Segmentation of the retinal pigment epithelium by polarization sensitive optical coherence tomography
    Hitzenberger, Christoph K.
    Goetzinger, Erich
    Pircher, Michael
    Baumann, Bernhard
    Michels, Stephan
    Geitzenauer, Wolfgang
    Schmidt-Erfurth, Ursula
    COHERENCE DOMAIN OPTICAL METHODS AND OPTICAL COHERENCE TOMOGRAPHY IN BIOMEDICINE XII, 2008, 6847
  • [25] Retinal pigment epithelium segmentation by polarization sensitive optical coherence tomography
    Goetzinger, Erich
    Pircher, Michael
    Geitzenauer, Wolfgang
    Ahlers, Christian
    Baumann, Bernhard
    Michels, Stephan
    Schmidt-Erfurth, Ursula
    Hitzenberger, Christoph K.
    OPTICS EXPRESS, 2008, 16 (21) : 16410 - 16422
  • [26] Automatic segmentation of the posterior vitreous boundary in retinal optical coherence tomography
    Montuoro, Alessio
    Waldstein, Sebastian M.
    Glodan, Ana-Maria
    Podkowinski, Dominika
    Gerendas, Bianca S.
    Langs, Georg
    Simader, Christian
    Schmidt-Erfurth, Ursula
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2015, 56 (07)
  • [27] Automated Volumetric Segmentation of Retinal Fluid using Optical Coherence Tomography
    Wang, Jie
    Pechauer, Alex David
    Zhang, Miao
    Liu, Liang
    Hwang, Thomas S.
    Flaxel, Christina J.
    Lauer, Andreas
    Wilson, David J.
    Li, Dengwang
    Jia, Yali
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2016, 57 (12)
  • [28] A method for detection of retinal layers by optical coherence tomography image segmentation
    Bagci, Ahmet M.
    Ansari, Rashid
    Shahidi, Malmaz
    2007 IEEE/NIH LIFE SCIENCE SYSTEMS AND APPLICATIONS WORKSHOP, 2007, : 144 - +
  • [29] Dense Segmentation in Selected Dimensions: Application to Retinal Optical Coherence Tomography
    Liefers, Bart
    Gonzalez-Gonzalo, Cristina
    Klaver, Caroline
    van Ginneken, Bram
    Sanchez, Clara I.
    INTERNATIONAL CONFERENCE ON MEDICAL IMAGING WITH DEEP LEARNING, VOL 102, 2019, 102 : 337 - 346
  • [30] Optical coherence tomography segmentation of retinal fluids using deep learning
    Lu, Huanxiang
    Maunz, Andreas
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2023, 64 (08)