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Kleerekooper I, Verschueren D, Trip S, Plant G, Petzold A. Ellipsoid Zone Reflectivity: Exploring its Potential as a Novel Non-Invasive Biomarker for Assessing Mitochondrial Function. Neuroophthalmology 2024; 48:417-428. [PMID: 39583018 PMCID: PMC11581146 DOI: 10.1080/01658107.2024.2341769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 03/09/2024] [Accepted: 04/08/2024] [Indexed: 11/26/2024] Open
Abstract
The ellipsoid zone (EZ) on macular optical coherence tomography (OCT) scans exhibits high intensity due to a high density of light-scattering mitochondria, making its reflectivity a potential marker for mitochondrial function. Here, we developed a reliable analysis tool for extracting relative EZ reflectivity and explore its potential as a biomarker in various diseases. We analysed OCT scans of patients with optic neuritis (ON), primary progressive optic neuropathy (PPON), chronic progressive external ophthalmoplegia (CPEO), dominant optic atrophy (DOA), and healthy controls. EZ reflectivity (normalised to the retina pigment epithelium (RPE) and outer nuclear layer (ONL)) was evaluated. Reliability was assessed using intraclass correlation coefficients (ICC), and group differences were analysed through multivariable linear regression, adjusting for relevant confounders. In total, 12 controls, 23 ON patients, 7 CPEO patients, 13 DOA patients, and 13 PPON patients were included. EZ/RPE20% and EZ/ONL ratios demonstrated good test-retest reliability with ICCs of 0.76 (p < .001) and 0.63 (p = .013), respectively. Multivariable regression analysis revealed that median EZ/RPE20% and EZ/ONL ratios were lower in CPEO (r = -0.12, p = .036, and r = -0.59, p = .011), DOA (r = -0.16, p = .049, and r = -0.55, p = .082), PPON (r = -0.17, p = .014, and r = -0.57, p = .037), and ON (r = -0.11, p = .013, and r = -0.42, p = .006) compared to controls, respectively. These data show that EZ reflectivity can be reliably determined from OCT scans and appears to be reduced in neuroinflammatory and mitochondrial disorders. Further validation in larger prospective cohorts is warranted, but our findings suggest that EZ reflectivity might serve as a non-invasive in-vivo biomarker for mitochondrial health.
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Affiliation(s)
- I. Kleerekooper
- Department of Brain Repair and Rehabilitation, Moorfields Eye Hospital NHS Foundation Trust, UCL, London, UK
- Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Department of Neurology, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - D.V. Verschueren
- Department of Brain Repair and Rehabilitation, Moorfields Eye Hospital NHS Foundation Trust, UCL, London, UK
- Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Department of Neurology, Amsterdam University Medical Center, Amsterdam, Netherlands
- Biomedical Research Centre, National Institute for Health Research (NIHR), University College London Hospitals (UCLH), London, UK
- Department of Brain Repair and Rehabilitation, University College London, London, UK
- Dutch Expertise Centre for Neuro-Ophthalmology, MS Centre, Departments of Neurology & Ophthalmology, Amsterdam UMC, Amsterdam, The Netherlands
| | - S.A. Trip
- Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Biomedical Research Centre, National Institute for Health Research (NIHR), University College London Hospitals (UCLH), London, UK
| | - G.T. Plant
- Department of Brain Repair and Rehabilitation, University College London, London, UK
| | - A. Petzold
- Department of Brain Repair and Rehabilitation, Moorfields Eye Hospital NHS Foundation Trust, UCL, London, UK
- Queen Square MS Centre, Department of Neuroinflammation, UCL Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- Department of Neurology, Amsterdam University Medical Center, Amsterdam, Netherlands
- Dutch Expertise Centre for Neuro-Ophthalmology, MS Centre, Departments of Neurology & Ophthalmology, Amsterdam UMC, Amsterdam, The Netherlands
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Zhang F, Du Z, Zhang X, Wang Y, Chen Y, Wu G, Liang Y, Cao D, Zhao J, Fang Y, Ma J, Yu H, Hu Y. Alterations of outer retinal reflectivity in diabetic patients without clinically detectable retinopathy. Graefes Arch Clin Exp Ophthalmol 2024; 262:61-72. [PMID: 37740747 DOI: 10.1007/s00417-023-06238-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 08/19/2023] [Accepted: 09/08/2023] [Indexed: 09/25/2023] Open
Abstract
PURPOSE This study aimed to investigate alterations of outer retinal reflectivity on spectral-domain optical coherence tomography (OCT) in diabetic patients without clinically detectable retinopathy (NDR). METHODS In this retrospective study, 64 NDR patients and 71 controls were included. Relative reflectivity (RR) of the ellipsoid zone (EZ), photoreceptor outer segment (OS) and inner segment (IS), and outer nuclear layer (ONL) at the foveola and at 500 μm, 1000 μm, and 2000 μm nasal (N), temporal (T), superior (S), and inferior (I) to the foveola was measured by cross-line OCT and ImageJ. Retinal vessel densities (VD) in fovea, parafovea, and perifovea areas were detected by OCT angiography (OCTA). RESULTS EZ RR in most retinal locations was significantly lower in NDR eyes compared to controls (all P < 0.05), except the foveola. Compared with controls, NDR eyes also displayed lower RR at N2000, T2000, S1000, and I1000 of OS, at S500 and I500 of IS, and at I500 of ONL (all P < 0.05). Negative correlations could be observed between retinal RR and diabetes duration, HbA1c, and best-corrected visual acuity (BCVA) (r = - 0.303 to - 0.452). Compared to controls, EZ, OS, and IS RR of the NDR eyes showed lower correlation coefficients with whole image SCP and DCP VD of parafovea and perifovea regions. CONCLUSION Outer retinal reflectivity, along with the coefficients between retinal reflectivity and VD, is reduced in NDR patients and is correlated with diabetes duration, HbA1c, and BCVA. The reduction of outer retinal reflectivity may be a potential biomarker of early retinal alterations in diabetic patients.
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Affiliation(s)
- Feng Zhang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
- Department of Ophthalmology, Linyi People's Hospital, Linyi, 276003, Shandong, China
| | - Zijing Du
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Xiayin Zhang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Yaxin Wang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Yesheng Chen
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Guanrong Wu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Yingying Liang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Dan Cao
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Jun Zhao
- Department of Ophthalmology, Linyi People's Hospital, Linyi, 276003, Shandong, China
| | - Ying Fang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Jianhua Ma
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China
| | - Honghua Yu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China.
- Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou, 510080, China.
| | - Yijun Hu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, 106, Zhongshan 2Nd Road, Guangzhou, 510080, China.
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Cheung R, Ly A, Wang H, Kalloniatis M, Nivison-Smith L. Evaluating the clinical relevance and reliability of outer retinal band length on optical coherence tomography in retinal disease: a cross-sectional study. BMJ Open 2023; 13:e077874. [PMID: 38086596 PMCID: PMC10729289 DOI: 10.1136/bmjopen-2023-077874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 11/24/2023] [Indexed: 12/18/2023] Open
Abstract
OBJECTIVES Hyper-reflective outer retinal band (HORB) disruptions are reported across a range of retinal disease, yet a reliable, easily implemented assessment method and thorough evaluation of their association to retinal disease is lacking. The purpose of the study was to assess the reliability of using magnitude estimation to evaluate HORB length and determine its association to visual acuity and retinal disease. DESIGN Cross-sectional, retrospective study. SETTING Patients attending a secondary eye care clinic in Sydney, Australia. PARTICIPANTS 2039 unique consecutive patients were screened for inclusion between 2 November and 18 January 2021, and 600 were included in the study population. Patients were included if they were referred from primary care, presented for an initial, comprehensive eye examination during the study period, imaged with optical coherence tomography during their visit and over 18 years of age. PRIMARY OUTCOME Reliability of HORB length estimations and associations to clinical outcomes. RESULTS Intragrader (intraclass correlation coefficient, ICCfovea=0.81; ICCworst=0.91) and intergrader (ICCfovea=0.78-0.79; ICCworst=0.75-0.88) agreement of HORB length was good to excellent. HORB length was significantly associated with age (p<0.001, β=-0.22 to -0.24) and refractive error (p<0.001, β=0.12-0.16) at all B-scan locations. Visual acuity (p=0.001, β=-0.13) was associated with the primary outcome for foveal B-scans and eccentricity (p=0.002, β=-0.13) and device type (p=0.002, β=0.13) for non-foveal B-scans. Glaucoma was associated with HORB length on univariate analysis (p=0.05-0.06, β=-0.08); however, multivariate analysis revealed no significant association between HORB length and retinal disease. CONCLUSION HORB length is reliably assessed using magnitude estimation and may be useful as a surrogate biomarker of visual acuity. Several factors affect HORB length estimations, which may contribute to the lack of association to retinal disease and highlights the need for covariable adjustment when examining HORB disruptions.
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Affiliation(s)
- Rene Cheung
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
- Centre for Eye Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Angelica Ly
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
| | - Henrietta Wang
- Centre for Eye Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Michael Kalloniatis
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
- Deakin University, Waurn Ponds, Victoria, Australia
| | - Lisa Nivison-Smith
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
- Centre for Eye Health, University of New South Wales, Sydney, New South Wales, Australia
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Tong J, Phu J, Alonso‐Caneiro D, Khuu SK, Kalloniatis M. High sampling resolution optical coherence tomography reveals potential concurrent reductions in ganglion cell-inner plexiform and inner nuclear layer thickness but not in outer retinal thickness in glaucoma. Ophthalmic Physiol Opt 2023; 43:46-63. [PMID: 36416369 PMCID: PMC10947055 DOI: 10.1111/opo.13065] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 10/28/2022] [Accepted: 10/30/2022] [Indexed: 11/24/2022]
Abstract
PURPOSE To analyse optical coherence tomography (OCT)-derived inner nuclear layer (INL) and outer retinal complex (ORC) measurements relative to ganglion cell-inner plexiform layer (GCIPL) measurements in glaucoma. METHODS Glaucoma participants (n = 271) were categorised by 10-2 visual field defect type. Differences in GCIPL, INL and ORC thickness were calculated between glaucoma and matched healthy eyes (n = 548). Hierarchical cluster algorithms were applied to generate topographic patterns of retinal thickness change, with agreement between layers assessed using Cohen's kappa (κ). Differences in GCIPL, INL and ORC thickness within and outside GCIPL regions showing the greatest reductions and Spearman's correlations between layer pairs were compared with 10-2 mean deviation (MD) and pattern standard deviation (PSD) to determine trends with glaucoma severity. RESULTS Glaucoma participants with inferior and superior defects presented with concordant GCIPL and INL defects demonstrating mostly fair-to-moderate agreement (κ = 0.145-0.540), which was not observed in eyes with no or ring defects (κ = -0.067-0.230). Correlations (r) with MD and PSD were moderate and weak in GCIPL and INL thickness differences, respectively (GCIPL vs. MD r = 0.479, GCIPL vs. PSD r = -0.583, INL vs. MD r = 0.259, INL vs. PSD r = -0.187, p = <0.0001-0.002), and weak in GCIPL-INL correlations (MD r = 0.175, p = 0.004 and PSD r = 0.154, p = 0.01). No consistent patterns in ORC thickness or correlations were observed. CONCLUSIONS In glaucoma, concordant reductions in macular INL and GCIPL thickness can be observed, but reductions in ORC thickness appear unlikely. These findings suggest that trans-synaptic retrograde degeneration may occur in glaucoma and could indicate the usefulness of INL thickness in evaluating glaucomatous damage.
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Affiliation(s)
- Janelle Tong
- Centre for Eye HealthUniversity of New South WalesNew South WalesSydneyAustralia
- School of Optometry and Vision ScienceUniversity of New South WalesNew South WalesSydneyAustralia
| | - Jack Phu
- Centre for Eye HealthUniversity of New South WalesNew South WalesSydneyAustralia
- School of Optometry and Vision ScienceUniversity of New South WalesNew South WalesSydneyAustralia
- Faculty of MedicineUniversity of SydneySydneyNew South WalesAustralia
| | - David Alonso‐Caneiro
- Contact Lens and Visual Optics Laboratory, Centre for Vision and Eye Research, School of Optometry and Vision ScienceQueensland University of TechnologyBrisbaneQueenslandAustralia
| | - Sieu K. Khuu
- School of Optometry and Vision ScienceUniversity of New South WalesNew South WalesSydneyAustralia
| | - Michael Kalloniatis
- School of Optometry and Vision ScienceUniversity of New South WalesNew South WalesSydneyAustralia
- School of Medicine (Optometry)Deakin UniversityWaurn PondsVictoriaAustralia
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Yoshikawa Y, Shoji T, Kanno J, Ishii H, Chino M, Igawa Y, Shinoda K, Miyake Y. Relationship Between Deep Retinal Macular Vessel Density and Bipolar Cell Function in Glaucomatous Eyes. Transl Vis Sci Technol 2022; 11:4. [PMID: 36180028 PMCID: PMC9547355 DOI: 10.1167/tvst.11.10.4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To evaluate the correlation between macular retinal function and the changes in the macular retinal vascular structure in glaucomatous eyes. Methods The study included patients with glaucoma who visited Saitama Medical University and underwent optical coherence tomography angiography, and multifocal electroretinographic examinations at the same time between February 2020 and April 2021. Correlations among the ocular parameters, macular vessel density, and multifocal electroretinographic parameters were evaluated using a mixed model. Results Forty-one eyes (mean deviation, −12.4 ± 7.8 dB) of 24 subjects (mean age, 75.2 ± 8.3 years) were included in the analysis. There were no significant correlations for macular vessel density in the superficial retinal layer. However, macular vessel density in the deep retinal layer showed a significant positive correlation with P1–N1 amplitude (coefficient = 0.724; P = 0.001). There were no significant correlations between the optical coherence tomography parameters and any of the multifocal electroretinographic parameters. Conclusions A decrease in N1–P1 amplitude was observed in glaucomatous eyes in relation to a reduction in macular vessel density in the deep retinal layer, which suggests that ischemia-induced bipolar cell dysfunction may be involved in the intermediate retinal dysfunction associated with glaucoma. Translational Relevance Intermediate retinal dysfunction in glaucoma is related to the changes in deep retinal microvasculature.
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Affiliation(s)
- Yuji Yoshikawa
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
| | - Takuhei Shoji
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
| | - Junji Kanno
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
| | - Hirokazu Ishii
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
| | - Minami Chino
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
| | - Yuro Igawa
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Saitama Medical University, Saitama, Japan
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Park SA, Rhodes J, Iwabe S, Ying GS, Pan W, Huang J, Komáromy AM. Quantitative and qualitative characterization of retinal dystrophies in canine models of inherited retinal diseases using spectral domain optical coherence tomography (SD-OCT). Exp Eye Res 2022; 220:109106. [PMID: 35588783 PMCID: PMC9789526 DOI: 10.1016/j.exer.2022.109106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 04/19/2022] [Accepted: 05/06/2022] [Indexed: 12/26/2022]
Abstract
The purpose of this study was to establish spectral domain optical coherence tomography (SD-OCT) assessment data in well-established canine models of inherited retinal dystrophies: PDE6B-rod-cone dysplasia 1 (RCD1: early onset retinitis pigmentosa), PRCD-progressive rod-cone degeneration (PRCD: late onset retinitis pigmentosa), CNGB3-achromatopsia, and RPE65-Leber congenital amaurosis (LCA). High resolution SD-OCT images of the retina were acquired from both eyes in 5 planes: temporal; superotemporal; superior; nasal; and inferior in adult dogs with: RCD1 (n = 4 dogs, median age: 1.5 yrs); PRCD (n = 2, 4.3 yrs); LCA (n = 3, 5.2 yrs); achromatopsia (n = 3, 4.2 yrs); and wild types (wt, n = 6, 5.5 yrs). Total, inner and outer retinal thicknesses and ellipsoid zone were analyzed. In selected animals, histomorphometric evaluations were performed. In dogs with RCD1, PRCD, and LCA, the thickness of the outer retina was, compared to wt, significantly decreased (p ≤ 0.02) in all OCT imaging planes, and in superotemporal and inferior imaging planes in dogs with achromatopsia. No significant thinning was observed in inner retina thickness in any disease model except in the inferior imaging plane in dogs with RCD1. Dogs with RCD1, PRCD, and LCA had significantly more areas with disrupted ellipsoid zone in the presumed area centralis than wt (p ≤ 0.001). OCT findings provide baseline information for research of retinal dystrophies using these canine models.
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Affiliation(s)
- Shin Ae Park
- Department of Small Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA; Department of Clinical Sciences, College of Veterinary Medicine, Purdue University, West Lafayette, IN, USA.
| | - Jamie Rhodes
- Department of Clinical Sciences & Advanced Medicine, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Simone Iwabe
- Department of Clinical Sciences & Advanced Medicine, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gui-Shuang Ying
- Department of Ophthalmology, School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Wei Pan
- Department of Ophthalmology, School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jiayan Huang
- Department of Ophthalmology, School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - András M Komáromy
- Department of Small Animal Clinical Sciences, College of Veterinary Medicine, Michigan State University, East Lansing, MI, USA; Department of Clinical Sciences & Advanced Medicine, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA, USA.
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Rosa RH, Xie W, Zhao M, Tsai SH, Roddy GW, Su MG, Potts LB, Hein TW, Kuo L. Intravitreal Administration of Stanniocalcin-1 Rescues Photoreceptor Degeneration with Reduced Oxidative Stress and Inflammation in a Porcine Model of Retinitis Pigmentosa. Am J Ophthalmol 2022; 239:230-243. [PMID: 35307380 DOI: 10.1016/j.ajo.2022.03.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 03/09/2022] [Accepted: 03/12/2022] [Indexed: 12/01/2022]
Abstract
PURPOSE To investigate the effect of stanniocalcin-1 (STC-1), a secreted polypeptide exhibiting multiple functions in cell survival and death, on photoreceptor degeneration in a porcine model of retinitis pigmentosa (RP). METHODS P23H transgenic pigs (TG P23H) and wild-type hybrid littermates were obtained from the National Swine Resource and Research Center. Human recombinant STC-1 was injected intravitreally every 2 weeks from postnatal day 15 (P15) to P75. The contralateral eye was injected with balanced salt solution as a control. Electroretinography (ERG) and spectral domain optical coherence tomography (SD-OCT) were performed to evaluate retinal function and morphology in vivo at P90. Retinal tissue was collected for histologic analysis and molecular assays to evaluate the antioxidative and anti-inflammatory mechanisms by which STC-1 may rescue photoreceptor degeneration. RESULTS Intravitreal injection of STC-1 improved retinal function in TG P23H pigs with increased photopic and flicker ERG a- and b-wave amplitudes. Greater integrity of the ellipsoid zone (EZ) band on SD-OCT and morphologic rescue with preservation of cone photoreceptors were observed in STC-1-treated TG P23H pigs. STC-1 altered gene expression in TG P23H pig retina on microarray analysis and increased photoreceptor specific gene expression by reverse transcription-polymerase chain reaction analysis. STC-1 significantly decreased oxidative stress and the expressions of NLRP3 inflammasome, cleaved caspase-1, and IL-1β in TG P23H pig retina. CONCLUSIONS Intravitreal administration of STC-1 enhances cone photoreceptor function, improves EZ integrity, and reduces retinal degeneration through antioxidative and anti-inflammatory effects in a large animal (pig) model of the most common form of autosomal dominant RP in the United States.
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Affiliation(s)
- Robert H Rosa
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK); Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK).
| | - Wankun Xie
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK); Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK)
| | - Min Zhao
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK); Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK)
| | - Shu-Huai Tsai
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK)
| | - Gavin W Roddy
- Department of Ophthalmology, Mayo Clinic, Rochester, MN (GR)
| | - Maxwell G Su
- Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK)
| | - Luke B Potts
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK); Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK)
| | - Travis W Hein
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK); Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK)
| | - Lih Kuo
- Department of Medical Physiology, Texas A&M University Health Science Center, Bryan, TX, USA (RR, WX, MZ, ST, LP, TH, LK); Department of Ophthalmology, Baylor Scott & White Eye Institute, Temple, TX, USA (RR, WX, MZ, MS, LP, TH, LK)
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Mehta P, Petersen CA, Wen JC, Banitt MR, Chen PP, Bojikian KD, Egan C, Lee SI, Balazinska M, Lee AY, Rokem A. Automated Detection of Glaucoma With Interpretable Machine Learning Using Clinical Data and Multimodal Retinal Images. Am J Ophthalmol 2021; 231:154-169. [PMID: 33945818 DOI: 10.1016/j.ajo.2021.04.021] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 04/18/2021] [Accepted: 04/19/2021] [Indexed: 01/17/2023]
Abstract
PURPOSE To develop a multimodal model to automate glaucoma detection DESIGN: Development of a machine-learning glaucoma detection model METHODS: We selected a study cohort from the UK Biobank data set with 1193 eyes of 863 healthy subjects and 1283 eyes of 771 subjects with glaucoma. We trained a multimodal model that combines multiple deep neural nets, trained on macular optical coherence tomography volumes and color fundus photographs, with demographic and clinical data. We performed an interpretability analysis to identify features the model relied on to detect glaucoma. We determined the importance of different features in detecting glaucoma using interpretable machine learning methods. We also evaluated the model on subjects who did not have a diagnosis of glaucoma on the day of imaging but were later diagnosed (progress-to-glaucoma [PTG]). RESULTS Results show that a multimodal model that combines imaging with demographic and clinical features is highly accurate (area under the curve 0.97). Interpretation of this model highlights biological features known to be related to the disease, such as age, intraocular pressure, and optic disc morphology. Our model also points to previously unknown or disputed features, such as pulmonary function and retinal outer layers. Accurate prediction in PTG highlights variables that change with progression to glaucoma-age and pulmonary function. CONCLUSIONS The accuracy of our model suggests distinct sources of information in each imaging modality and in the different clinical and demographic variables. Interpretable machine learning methods elucidate subject-level prediction and help uncover the factors that lead to accurate predictions, pointing to potential disease mechanisms or variables related to the disease.
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Affiliation(s)
- Parmita Mehta
- From the Paul G. Allen School of Computer Science and Engineering, Seattle, Washington, USA (PM, S-IL, MB)
| | - Christine A Petersen
- Department of Ophthalmology, Seattle, Washington, USA (CAP, JCW, MRB, PPC, KDB, AYL)
| | - Joanne C Wen
- Department of Ophthalmology, Seattle, Washington, USA (CAP, JCW, MRB, PPC, KDB, AYL)
| | - Michael R Banitt
- Department of Ophthalmology, Seattle, Washington, USA (CAP, JCW, MRB, PPC, KDB, AYL)
| | - Philip P Chen
- Department of Ophthalmology, Seattle, Washington, USA (CAP, JCW, MRB, PPC, KDB, AYL)
| | - Karine D Bojikian
- Department of Ophthalmology, Seattle, Washington, USA (CAP, JCW, MRB, PPC, KDB, AYL)
| | | | - Su-In Lee
- From the Paul G. Allen School of Computer Science and Engineering, Seattle, Washington, USA (PM, S-IL, MB)
| | - Magdalena Balazinska
- From the Paul G. Allen School of Computer Science and Engineering, Seattle, Washington, USA (PM, S-IL, MB); eScience Institute, Seattle, Washington, USA (MB, AR)
| | - Aaron Y Lee
- Department of Ophthalmology, Seattle, Washington, USA (CAP, JCW, MRB, PPC, KDB, AYL)
| | - Ariel Rokem
- eScience Institute, Seattle, Washington, USA (MB, AR); Department of Psychology, Seattle, Washington, USA (AR).
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9
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Lee KE, Heitkotter H, Carroll J. Challenges Associated With Ellipsoid Zone Intensity Measurements Using Optical Coherence Tomography. Transl Vis Sci Technol 2021; 10:27. [PMID: 34665233 PMCID: PMC8543396 DOI: 10.1167/tvst.10.12.27] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 09/16/2021] [Indexed: 12/11/2022] Open
Abstract
Translational Relevance Qualitative evaluation of the ellipsoid zone band on optical coherence tomography is a valuable clinical tool for assessing photoreceptor structure, though more quantitative metrics are emerging. Awareness of the challenges involved in interpreting quantitative metrics is important for their clinical translation.
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Affiliation(s)
- Karen E. Lee
- Medical College of Wisconsin, Milwaukee, WI, USA
| | - Heather Heitkotter
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Joseph Carroll
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, Milwaukee, WI, USA
- Ophthalmology & Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
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10
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Thiele S, Isselmann B, Pfau M, Holz FG, Schmitz-Valckenberg S, Wu Z, Guymer RH, Luu CD. Validation of an Automated Quantification of Relative Ellipsoid Zone Reflectivity on Spectral Domain-Optical Coherence Tomography Images. Transl Vis Sci Technol 2020; 9:17. [PMID: 33133775 PMCID: PMC7581490 DOI: 10.1167/tvst.9.11.17] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 09/24/2020] [Indexed: 11/24/2022] Open
Abstract
Purpose Relative ellipsoid zone reflectivity (rEZR) represents a potential biomarker of photoreceptor health on spectral-domain optical coherence tomography (SD-OCT). Because manual quantification of rEZR is laborious and lacks of spatial resolution, automated quantification of the rEZR would be beneficial. The purpose of this study was to evaluate the reliability and reproducibility of an automated rEZR quantification method. Methods The rEZR was acquired using a manual and an automated approach in eyes with age-related macular degeneration (AMD) and healthy controls. The rEZR obtained from both methods was compared and the agreement between the methods and their reproducibility assessed. Results Forty eyes of 40 participants with a mean (± standard deviation) age of 65.2 ± 7.8 years were included. Both the manual and automated method showed that control eyes exhibit a greater rEZR than AMD eyes (P < 0.001). Overall, the limits of agreement between the manual and automated method were -7.5 to 7.3 arbitrary units (AU) and 95% of the data points had a difference in the rEZR between the methods of ±8.2%. An expected perfect reproducibility was observed for the automated method, whereas the manual method had a coefficient of repeatability of 6.3 arbitrary units. Conclusions The automated quantification of rEZR method is reliable and reproducible. Further studies of the rEZR as a novel biomarker for AMD severity and progression are warranted. Translational Relevance Automated quantification of SD-OCT-based rEZR allows for its comprehensive and longitudinal characterization evaluating its relevance as an in vivo biomarker of photoreceptor function and its prognostic value for AMD progression.
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Affiliation(s)
- Sarah Thiele
- Department of Ophthalmology, University of Bonn, Bonn, Germany.,GRADE Reading Center, University of Bonn, Bonn, Germany
| | - Ben Isselmann
- Department of Ophthalmology, University of Bonn, Bonn, Germany
| | - Maximilian Pfau
- Department of Ophthalmology, University of Bonn, Bonn, Germany.,GRADE Reading Center, University of Bonn, Bonn, Germany.,Department of Biomedical Data Science, Stanford University, Stanford, California, USA
| | - Frank G Holz
- Department of Ophthalmology, University of Bonn, Bonn, Germany.,GRADE Reading Center, University of Bonn, Bonn, Germany
| | - Steffen Schmitz-Valckenberg
- Department of Ophthalmology, University of Bonn, Bonn, Germany.,GRADE Reading Center, University of Bonn, Bonn, Germany
| | - Zhichao Wu
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Australia.,Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Australia
| | - Robyn H Guymer
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Australia.,Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Australia
| | - Chi D Luu
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Australia.,Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Australia
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11
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Ha A, Kim YK, Lee J, Bak E, Han YS, Kim YW, Jeoung JW, Park KH. Interdigitation Zone Change According to Glaucoma-Stage Advancement. Invest Ophthalmol Vis Sci 2020; 61:20. [PMID: 32301971 PMCID: PMC7401448 DOI: 10.1167/iovs.61.4.20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Purpose To compare the macular interdigitation zone (IZ) of normal eyes with eyes showing different normal-tension glaucoma (NTG) stages. Methods Forty-two normal eyes (age, 56 ± 5.4 years), 45 pre-perimetric eyes (age, 59 ± 6.9 years), 51 mild-to-moderate glaucoma eyes (age, 58 ± 7.2 years; mean deviation [MD], –5.5 ± 3.0 dB), and 50 severe glaucoma eyes (age, 59 ± 6.9 years; MD, –15.1 ± 5.4 dB) were enrolled. All of the subjects underwent high-resolution spectral-domain optical coherence tomography (SD-OCT) to obtain 19 horizontal and 19 vertical macular B-scans 9 mm in length. The en face image of the scan area was divided into 589 rectangular boxes (side length of 375 µm). The IZ locations were marked on the corresponding image boxes. The IZ area was then quantified according to the number of boxes showing IZs among the 589 total boxes. Results The IZ area in the severe glaucoma eyes was significantly smaller than in the mild-to-moderate glaucoma eyes (28.99 ± 7.88 mm2 vs. 40.79 ± 7.46 mm2; P < 0.001), was smaller in the mild-to-moderate glaucoma eyes than in the pre-perimetric glaucoma eyes (40.79 ± 7.46 mm2 vs. 49.92 ± 8.10 mm2; P < 0.001), and was smaller still in the pre-perimetric glaucoma eyes than in the normal eyes (49.92 ± 8.10 mm2 vs. 56.85 ± 7.94 mm2; P < 0.001). In the 146 NTG eyes, a statistically significant correlation was found between IZ area and MD (r = 0.64; P < 0.001). Conclusions SD-OCT revealed a reduction in IZ area in NTG eyes, and the extent of the reduction was positively associated with glaucoma severity. These findings suggest, though tentatively, that changes in the outer retinal layer can occur in the course of glaucoma progression.
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12
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Yoshikawa Y, Shoji T, Kanno J, Ibuki H, Weinreb RN, Araie M, Shinoda K. Glaucomatous vertical vessel density asymmetry of the temporal raphe detected with optical coherence tomography angiography. Sci Rep 2020; 10:6845. [PMID: 32322012 PMCID: PMC7176726 DOI: 10.1038/s41598-020-63931-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Accepted: 04/08/2020] [Indexed: 11/21/2022] Open
Abstract
Changes in retinal vasculature and ocular circulation may play an important role in the glaucoma development and progression. We evaluated the vertical asymmetry across the temporal raphe of the deep retinal layer vessel density, using swept-source optical coherence tomography angiography (SS-OCTA), and its relationship with the central visual field (VF) loss. Thirty-four eyes of 27 patients with open-angle glaucoma were included. SS-OCTA macular scanning was performed within a 3 × 3 mm (300 × 300 pixels) volume, centred on the fovea. The relationships between the vertical asymmetrical deep retinal vessel density reduction (ADRVD) across the temporal raphe and various ocular parameters were analysed. Twenty-two glaucomatous eyes with ADRVDs had central VF loss. Contrarily, ADRVDs were not found in any of the 12 eyes without central VF loss. Thirteen eyes (59.1%) with central VF loss had ADRVDs topographically corresponding to the central VF loss and macular ganglion cell complex thinning. The glaucomatous eyes with ADRVDs exhibited inferior rather than superior central VF loss (P = 0.032). Thus, ADRVD specifically indicates the glaucomatous central visual loss. Further analysis of ADRVD may improve our understanding on glaucoma pathogenesis, offering new treatment insights.
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Affiliation(s)
- Yuji Yoshikawa
- Saitama Medical University, Department of Ophthalmology, Saitima, Japan
| | - Takuhei Shoji
- Saitama Medical University, Department of Ophthalmology, Saitima, Japan.
| | - Junji Kanno
- Saitama Medical University, Department of Ophthalmology, Saitima, Japan
| | - Hisashi Ibuki
- Saitama Medical University, Department of Ophthalmology, Saitima, Japan
| | - Robert N Weinreb
- Hamilton Glaucoma Center, Shiley Eye Institute, and Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, CA, USA
| | - Makoto Araie
- Saitama Medical University, Department of Ophthalmology, Saitima, Japan.,Kanto Central Hospital of Mutual Aid Association of Public School Teachers, Tokyo, Japan
| | - Kei Shinoda
- Saitama Medical University, Department of Ophthalmology, Saitima, Japan
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13
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Automated Quantification of Macular Ellipsoid Zone Intensity in Glaucoma Patients: the Method and its Comparison with Manual Quantification. Sci Rep 2019; 9:19771. [PMID: 31875050 PMCID: PMC6930206 DOI: 10.1038/s41598-019-56337-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 12/05/2019] [Indexed: 11/08/2022] Open
Abstract
The macular ellipsoid zone intensity (mEZi) is a known marker of disease severity in a number of diverse ocular diseases. The purpose of this study was to establish an automated method (AM) for mEZi quantification and to compare the method's performance with that of a manual method (MM) for glaucoma patients and healthy controls. Seventy-one (71) mild-to-moderate glaucoma patients, 71 severe-glaucoma patients, and 51 controls were enrolled. Both calibration (n = 160) and validation (n = 33) image sets were compiled. The correlation of AM to MM quantification was assessed by Deming regression for the calibration set, and a compensation formula was generated. Then, for each image in the validation set, the compensated AM quantification was compared with the mean of five repetitive MM quantifications. The AM quantification of the calibration set was found to be linearly correlated with MM in the normal-to-severe-stage glaucoma patients (R2 = 0.914). The validation set's compensated AM quantification produced R2 = 0.991, and the relationship between the 2 quantifications was AM = 1.004(MM) + 0.139. In the validation set, the compensated AM quantification fell within MM quantification's 95% confidence interval in 96.9% of the images. An AM for mEZi quantification was calibrated and validated relative to MM quantification for both glaucoma patients and healthy controls.
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14
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Ouchi J, Kunikata H, Omodaka K, Sato H, Sato H, Ito A, Aizawa N, Tanaka Y, Ichikawa K, Nakazawa T. Color visual acuity in preperimetric glaucoma and open-angle glaucoma. PLoS One 2019; 14:e0215290. [PMID: 30995280 PMCID: PMC6469804 DOI: 10.1371/journal.pone.0215290] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Accepted: 03/31/2019] [Indexed: 12/26/2022] Open
Abstract
Purpose To investigate the clinical significance of color visual acuity (CVA) in preperimetric glaucoma (PPG) and open-angle glaucoma (OAG). Methods A total of 123 eyes of 73 subjects (22 normal eyes, 14 PPG eyes, and 87 OAG eyes; mean age: 44.9 ± 10.1 years, age range: 21–64 years) were enrolled. CVA was tested for red, green-yellow, blue-green and blue-purple with a newly developed test. Results There was no statistical difference in clinical background factors, including age, sex, intraocular pressure, or spherical equivalent between the three groups. Red VA and blue-green VA were significantly worse in the OAG eyes than in the normal eyes (P = 0.008 and P = 0.015, respectively), although green-yellow VA and blue-purple VA were not significantly worse. Furthermore, red VA and blue-green VA were significantly correlated with MD in a group of eyes with either PPG or OAG (r = -0.23, P = 0.023; r = -0.25, P = 0.012, respectively), but green-yellow VA and blue-purple VA were not. Conclusion Red VA and blue-green VA were detectably worse in eyes with OAG, in close association with the degree of functional loss. This suggests that measuring CVA with the new color test described here may be a promising supplement to existing methods of detecting glaucoma and evaluating its severity.
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Affiliation(s)
- Junko Ouchi
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hiroshi Kunikata
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
- Department of Retinal Disease Control, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Kazuko Omodaka
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
- Department of Ophthalmic Imaging and Information Analytics, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Haruka Sato
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hiroyuki Sato
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Azusa Ito
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Naoko Aizawa
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | | | | | - Toru Nakazawa
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
- Department of Retinal Disease Control, Tohoku University Graduate School of Medicine, Sendai, Japan
- Department of Ophthalmic Imaging and Information Analytics, Tohoku University Graduate School of Medicine, Sendai, Japan
- Department of Advanced Ophthalmic Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
- * E-mail:
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15
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Mahroo OA, Khawaja AP, Keane PA. Ellipsoid Zone Change According to Glaucoma-Stage Advancement. Am J Ophthalmol 2019; 197:183. [PMID: 30297219 DOI: 10.1016/j.ajo.2018.08.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2018] [Accepted: 08/10/2018] [Indexed: 11/29/2022]
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