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Bowd C, Belghith A, Rezapour J, Jonas JB, Hyman L, Weinreb RN, Zangwill LM. Wide-Field Optical Coherence Tomography Imaging Improves Rate of Change Detection in Progressing Glaucomatous Eyes Compared With Standard-Field Imaging. Invest Ophthalmol Vis Sci 2024; 65:18. [PMID: 38980269 PMCID: PMC11235143 DOI: 10.1167/iovs.65.8.18] [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: 10/31/2023] [Accepted: 06/11/2024] [Indexed: 07/10/2024] Open
Abstract
Purpose To compare rates of retinal nerve fiber layer change over time in healthy, eyes with nonprogressing glaucoma and eyes with progressing glaucoma using single wide-field (SWF) and optic nerve head (ONH) cube scan optical coherence tomography (OCT) images. Methods Forty-five eyes of 25 healthy individuals and 263 eyes of 161 glaucoma patients from the Diagnostic Innovations in Glaucoma Study were included. All eyes underwent 24-2 visual field testing and OCT (Spectralis SD-OCT) ONH and macular imaging. SWF images (up to 43° × 28°) were created by stitching together ONH cube scans centered on the optic disc and macular cube scans centered on the fovea. Visual field progression was defined as guided progression analysis likely progression and/or a significant (P < 0.01) mean deviation slope of less than -1.0 dB/year. Mixed effects models were used to compare rates of change. Highly myopic eyes were included. Results Thirty glaucomatous eyes were classified as progressing. In eyes with glaucoma, mean global rate of change was -1.22 µm/year (P < 0.001) using SWF images and -0.83 µm/year (P = 0.003) using ONH cube scans. Rate of change was significantly greater in eyes with progressing glaucoma compared with eyes with nonprogressing glaucoma (-1.51 µm/year vs. -1.24 µm/year; P = 0.002) using SWF images and was similar using ONH cube scans (P = 0.27). Conclusions In this cohort that includes eyes with and without high axial myopia, the mean rate of retinal nerve fiber layer thinning measured using SWF images was faster in eyes with progressing glaucoma than in eyes with nonprogressing glaucoma. Wide-field OCT images including the ONH and macula can be effective for monitoring glaucomatous progression in patients with and without high myopia.
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Affiliation(s)
- Christopher Bowd
- Hamilton Glaucoma Center, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, United States
| | - Akram Belghith
- Hamilton Glaucoma Center, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, United States
| | - Jasmin Rezapour
- Department of Ophthalmology, University Medical Center Mainz, Mainz, Germany
| | - Jost B. Jonas
- Institute of Molecular and Clinical Ophthalmology IOB Basel, Switzerland
| | - Leslie Hyman
- Wills Eye Hospital, Thomas Jefferson University, Philadelphia, Pennsylvania, United States
| | - Robert N. Weinreb
- Hamilton Glaucoma Center, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, United States
| | - Linda M. Zangwill
- Hamilton Glaucoma Center, Shiley Eye Institute, The Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, United States
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Rezapour J, Walker E, Belghith A, Bowd C, Fazio MA, Jiravarnsirikul A, Hyman L, Jonas JB, Weinreb RN, Zangwill LM. Diagnostic Accuracy of Optic Nerve Head and Macula OCT Parameters for Detecting Glaucoma in Eyes With and Without High Axial Myopia. Am J Ophthalmol 2024; 266:77-91. [PMID: 38754801 DOI: 10.1016/j.ajo.2024.04.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 04/11/2024] [Accepted: 04/22/2024] [Indexed: 05/18/2024]
Abstract
PURPOSE To characterize structural differences and assess the diagnostic accuracy of optic nerve head (ONH) and macula optical coherence tomography (OCT) parameters to detect glaucoma in eyes with and without high axial myopia. DESIGN Cross-sectional study. METHODS Three hundred sixty-eight glaucoma and 411 healthy eyes with no axial myopia, 393 glaucoma and 271 healthy eyes with mild axial myopia and 124 glaucoma and 85 healthy eyes with high axial myopia were included. Global and sectoral peripapillary retinal nerve fiber layer thickness (pRNFLT), Bruch's membrane opening minimum rim width (BMO-MRW), ganglion cell inner plexiform layer thickness (GCIPLT), and macula RNFLT (mRNFLT) were compared and the diagnostic accuracy for glaucoma detection was evaluated using the adjusted area under the receiver operating characteristic curve (AUC). RESULTS Diagnostic accuracy for ONH and macula parameters to detect glaucoma was generally high and differed by myopia group. For ONH parameters the diagnostic accuracy was highest for global (AUC = 0.95) and inferotemporal (AUC = 0.91) pRNFLT for high myopes and global BMO-MRW for nonmyopes (AUC = 1.0) and mild myopes (AUC = 0.97). For macula parameters, the diagnostic accuracy was higher in high myopes with 6 of the 11 GCIPLT global/sectors having adjusted AUCs > 0.90 compared to nonhigh myopes with no AUCs > 0.90. In all myopia groups, mRNFLT had lower AUCs than GCIPLT. CONCLUSIONS The diagnostic accuracy for pRNFL and GCIPL was high for high axial myopic eyes and shows promise for glaucoma detection in high myopes. Further analysis is needed to determine whether the high diagnostic accuracy can be confirmed in other populations.
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Affiliation(s)
- Jasmin Rezapour
- From the Department of Ophthalmology (J.R.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany; Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA
| | - Evan Walker
- Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA
| | - Akram Belghith
- Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA
| | - Christopher Bowd
- Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA
| | - Massimo A Fazio
- Department of Ophthalmology and Vision Science (M.A.F.), The Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA; Department of Biomedical Engineering (M.A.F.), School of Engineering, The University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Anuwat Jiravarnsirikul
- Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA; Department of Ophthalmology (A.J.), Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Leslie Hyman
- Wills Eye Hospital, Thomas Jefferson University (L.H.), Philadelphia, Pennsylvania, USA
| | - Jost B Jonas
- Department of Ophthalmology, Medical Faculty Mannheim (J.B.J.), Heidelberg University, Mannheim, Germany; Institute of Molecular and Clinical Ophthalmology Basel (J.B.J.), Basel, Switzerland
| | - Robert N Weinreb
- Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA
| | - Linda M Zangwill
- Viterbi Family Department of Ophthalmology (J.R., E.W., A.B., C.B., A.J., R.N.W., L.M.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, UC San Diego, La Jolla, California, USA.
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Jiravarnsirikul A, Yang H, Jeoung JW, Hong SW, Rezapour J, Gardiner S, Fortune B, Girard MJA, Nicolela M, Zangwill LM, Chauhan BC, Burgoyne CF. OCT Optic Nerve Head Morphology in Myopia IV: Neural Canal Scleral Flange Remodeling in Highly Myopic Eyes. Am J Ophthalmol 2024; 261:141-164. [PMID: 38311154 PMCID: PMC11031338 DOI: 10.1016/j.ajo.2024.01.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 01/16/2024] [Accepted: 01/21/2024] [Indexed: 02/10/2024]
Abstract
PURPOSE To compare the prevalence, location and magnitude of optic nerve head (ONH) OCT-detected, exposed neural canal (ENC), externally oblique choroidal border tissue (EOCBT) and exposed scleral flange (ESF) regions in 122 highly myopic (Hi-Myo) versus 362 nonhighly myopic healthy (Non-Hi-Myo-Healthy) eyes. DESIGN Cross-sectional study. METHODS After OCT radial B-scan, ONH imaging, Bruch's membrane opening (BMO), the anterior scleral canal opening (ASCO), and the scleral flange opening (SFO) were manually segmented in each B-scan and projected to BMO reference plane. The direction and magnitude of BMO/ASCO offset and BMO/SFO offset as well as the location and magnitude of ENC, EOCBT and ESF regions, perineural canal (pNC) retinal nerve fiber layer thickness (RNFLT) and pNC choroidal thickness (CT) were calculated within 30° sectors relative to the Foveal-BMO (FoBMO) axis. Hi-ESF eyes were defined to be those with an ESF region ≥100 µms in at least 1 sector. RESULTS Hi-Myo eyes more frequently demonstrated Hi-ESF regions (87/122) than Non-Hi-myo-Healthy eyes (73/362) and contained significantly larger ENC, EOCBT, and ESF regions (P < .001) which were greatest in magnitude and prevalence within the inferior-temporal FoBMO sectors where Hi-Myo pNC-RNFLT and pNCCT were thinnest. BMO/ASCO offset and the BMO/SFO offset were both significantly increased (P < .001) in the Hi-Myo eyes, with the latter demonstrating a greater increase. CONCLUSIONS ENC region tissue remodeling that includes the scleral flange is enhanced in Hi-Myo compared to Non-Hi-Myo-Healthy eyes. Longitudinal studies are necessary to determine whether the presence of an ENC region influences ONH susceptibility to aging and/or glaucoma.
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Affiliation(s)
- Anuwat Jiravarnsirikul
- From the Devers Eye Institute, Optic Nerve Head Research Laboratory (A.J., H.Y., C.F.B.), Legacy Research Institute, Portland, Oregon, USA; Department of Ophthalmology (A.J.), Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Hongli Yang
- From the Devers Eye Institute, Optic Nerve Head Research Laboratory (A.J., H.Y., C.F.B.), Legacy Research Institute, Portland, Oregon, USA
| | - Jin Wook Jeoung
- Department of Ophthalmology (J.W.J.), Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | | | - Jasmin Rezapour
- Viterbi Family Department of Ophthalmology (J.R., L.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, California, USA; Department of Ophthalmology (J.R.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Stuart Gardiner
- Devers Eye Institute, Discoveries in Sight Research Laboratories (S.G., B.F.), Legacy Research Institute, Portland, Oregon, USA
| | - Brad Fortune
- Devers Eye Institute, Discoveries in Sight Research Laboratories (S.G., B.F.), Legacy Research Institute, Portland, Oregon, USA
| | - Michaël J A Girard
- Department of Biomedical Engineering (M.J.A.G.), Ophthalmic Engineering & Innovation Laboratory, National University of Singapore, Singapore, Singapore
| | - Marcelo Nicolela
- Ophthalmology and Visual Sciences (M.N., B.C.C.), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Linda M Zangwill
- Viterbi Family Department of Ophthalmology (J.R., L.Z.), Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, California, USA
| | - Balwantray C Chauhan
- Ophthalmology and Visual Sciences (M.N., B.C.C.), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Claude F Burgoyne
- From the Devers Eye Institute, Optic Nerve Head Research Laboratory (A.J., H.Y., C.F.B.), Legacy Research Institute, Portland, Oregon, USA.
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Chen X, Chen X, Chen J, Li Z, Huang S, Shen X, Xiao Y, Wu Z, Zhu Y, Lu L, Zhuo Y. Quantitative Assessment of Fundus Tessellated Density in Highly Myopic Glaucoma Using Deep Learning. Transl Vis Sci Technol 2024; 13:17. [PMID: 38591943 PMCID: PMC11008756 DOI: 10.1167/tvst.13.4.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 01/12/2024] [Indexed: 04/10/2024] Open
Abstract
Purpose To characterize the fundus tessellated density (FTD) in highly myopic glaucoma (HMG) and high myopia (HM) for discovering early signs and diagnostic markers. Methods This retrospective cross-sectional study included hospital in-patients with HM (133 eyes) and HMG (73 eyes) with an axial length ≥26 mm at Zhongshan Ophthalmic Center. Using deep learning, FTD was quantified as the average exposed choroid area per unit area on fundus photographs in the global, macular, and disc regions. FTD-associated factors were assessed using partial correlation. Diagnostic efficacy was analyzed using the area under the curve (AUC). Results HMG patients had lower global (0.20 ± 0.12 versus 0.36 ± 0.09) and macular FTD (0.25 ± 0.14 vs. 0.40 ± 0.09) but larger disc FTD (0.24 ± 0.11 vs. 0.19 ± 0.07) than HM patients in the tessellated fundus (all P < 0.001). In the macular region, nasal FTD was lowest in the HM (0.26 ± 0.13) but highest in the HMG (0.32 ± 0.13) compared with the superior, inferior, and temporal subregions (all P < 0.05). A fundus with a macular region nasal/temporal (NT) FTD ratio > 0.96 (AUC = 0.909) was 15.7 times more indicative of HMG than HM. A higher macular region NT ratio with a lower horizontal parapapillary atrophy/disc ratio indicated a higher possibility of HMG than HM (AUC = 0.932). Conclusions FTD differs in degree and distribution between HMG and HM. A higher macular NT alone or with a lower horizontal parapapillary atrophy/disc ratio may help differentiate HMG. Translational Relevance Deep learning-based FTD measurement could potentially assist glaucoma diagnosis in HM.
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Affiliation(s)
- Xiaohong Chen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Xuhao Chen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Jianqi Chen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Zhidong Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Shaofen Huang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Xinyue Shen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Yue Xiao
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Zhenquan Wu
- Shenzhen Eye Hospital, Jinan University, Shenzhen Eye Institute, Shenzhen, China
| | - Yingting Zhu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Lin Lu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
| | - Yehong Zhuo
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, World Health Organization Collaborating Center for Eye Care and Vision, Guangzhou, China
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Joo CW, Choi YJ, Kim HU, Park SP, Na KI. Morphological differences of the neuroretinal rim between temporally tilted and non-tilted optic discs in healthy eyes. Sci Rep 2024; 14:6070. [PMID: 38480784 PMCID: PMC10937920 DOI: 10.1038/s41598-024-54116-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Accepted: 02/08/2024] [Indexed: 03/17/2024] Open
Abstract
This study aimed to compare morphological differences of the neuroretinal rim between the temporally tilted and non-tilted optic discs in healthy eyes. We prospectively enrolled participants aged 20-40 years with temporally tilted or non-tilted optic discs. The optic nerve head parameters were analyzed using spectral domain-optical coherence tomography. The angle between the Bruch's membrane opening (BMO) plane and BMO-minimum rim width (BMO-MRW) was termed "BMO-MRW angle". Peripapillary retinal nerve fiber layer thickness (pRNFLT) and BMO-based parameters were compared between the temporally tilted and non-tilted disc groups. As a result, 55 temporally tilted disc eyes and 38 non-tilted disc eyes were analyzed. Global pRNFLT, global BMO-MRW, and total BMO-minimum rim area (BMO-MRA) were similar between the two groups (p = 0.138, 0.161, and p = 0.410, respectively). In the sectoral analysis, temporally tilted disc group exhibited thicker BMO-MRW in the temporal sector (p = 0.032) and thinner in the nasal superior and nasal sectors (p = 0.025 and p = 0.002, respectively). Temporally tilted disc group showed larger BMO-MRA in the temporal, temporal superior, and temporal inferior sectors (p < 0.001, p < 0.001, and p < 0.016, respectively), alongside a higher BMO-MRW angle in the temporal sector and lower in the nasal superior and nasal sectors. In conclusion, the neuroretinal rim, represented by BMO-MRW and BMO-MRA, showed morphological differences between temporally tilted and non-tilted optic discs in healthy eyes. BMO-MRW and BMO-MRA showed temporalization in the same manner as pRNFLT in the temporally tilted disc eyes. The BMO-MRW angle showed that in temporally tilted disc eyes, optic nerve fibers met the BMO plane steeply in the nasal sector and gently in the temporal sector than in non-tilted disc eyes, suggesting potential stress region of optic nerve fibers in temporally tilted disc eyes.
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Affiliation(s)
- Chan Woong Joo
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-ro, Gangdong-gu, Seoul, 05355, South Korea
| | - Youn Joo Choi
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-ro, Gangdong-gu, Seoul, 05355, South Korea
| | - Han Ul Kim
- Department of Ophthalmology, Armed Forces Seoul District Hospital, Seoul, South Korea
| | - Sung Pyo Park
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-ro, Gangdong-gu, Seoul, 05355, South Korea
| | - Kyeong Ik Na
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-ro, Gangdong-gu, Seoul, 05355, South Korea.
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Zhang X, Jiang J, Kong K, Li F, Chen S, Wang P, Song Y, Lin F, Lin TPH, Zangwill LM, Ohno-Matsui K, Jonas JB, Weinreb RN, Lam DSC. Optic neuropathy in high myopia: Glaucoma or high myopia or both? Prog Retin Eye Res 2024; 99:101246. [PMID: 38262557 DOI: 10.1016/j.preteyeres.2024.101246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 01/17/2024] [Accepted: 01/19/2024] [Indexed: 01/25/2024]
Abstract
Due to the increasing prevalence of high myopia around the world, structural and functional damages to the optic nerve in high myopia has recently attracted much attention. Evidence has shown that high myopia is related to the development of glaucomatous or glaucoma-like optic neuropathy, and that both have many common features. These similarities often pose a diagnostic challenge that will affect the future management of glaucoma suspects in high myopia. In this review, we summarize similarities and differences in optic neuropathy arising from non-pathologic high myopia and glaucoma by considering their respective structural and functional characteristics on fundus photography, optical coherence tomography scanning, and visual field tests. These features may also help to distinguish the underlying mechanisms of the optic neuropathies and to determine management strategies for patients with high myopia and glaucoma.
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Affiliation(s)
- Xiulan Zhang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Jingwen Jiang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Kangjie Kong
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Fei Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Shida Chen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Peiyuan Wang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Yunhe Song
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Fengbin Lin
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, 510060, China.
| | - Timothy P H Lin
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.
| | - Linda M Zangwill
- Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, CA, USA.
| | - Kyoko Ohno-Matsui
- Department of Ophthalmology and Visual Science, Tokyo Medical and Dental University, Tokyo, Japan.
| | - Jost B Jonas
- Department of Ophthalmology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Institute of Molecular and Clinical Ophthalmology, Basel, Switzerland.
| | - Robert N Weinreb
- Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, CA, USA.
| | - Dennis S C Lam
- The International Eye Research Institute of the Chinese University of Hong Kong (Shenzhen), Shenzhen, China; The C-MER Dennis Lam & Partners Eye Center, C-MER International Eye Care Group, Hong Kong, China.
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Bowd C, Belghith A, Rezapour J, Christopher M, Jonas JB, Hyman L, Fazio MA, Weinreb RN, Zangwill LM. Multimodal Deep Learning Classifier for Primary Open Angle Glaucoma Diagnosis Using Wide-Field Optic Nerve Head Cube Scans in Eyes With and Without High Myopia. J Glaucoma 2023; 32:841-847. [PMID: 37523623 DOI: 10.1097/ijg.0000000000002267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 06/18/2023] [Indexed: 08/02/2023]
Abstract
PRCIS An optical coherence tomography (OCT)-based multimodal deep learning (DL) classification model, including texture information, is introduced that outperforms single-modal models and multimodal models without texture information for glaucoma diagnosis in eyes with and without high myopia. BACKGROUND/AIMS To evaluate the diagnostic accuracy of a multimodal DL classifier using wide OCT optic nerve head cube scans in eyes with and without axial high myopia. MATERIALS AND METHODS Three hundred seventy-one primary open angle glaucoma (POAG) eyes and 86 healthy eyes, all without axial high myopia [axial length (AL) ≤ 26 mm] and 92 POAG eyes and 44 healthy eyes, all with axial high myopia (AL > 26 mm) were included. The multimodal DL classifier combined features of 3 individual VGG-16 models: (1) texture-based en face image, (2) retinal nerve fiber layer (RNFL) thickness map image, and (3) confocal scanning laser ophthalmoscope (cSLO) image. Age, AL, and disc area adjusted area under the receiver operating curves were used to compare model accuracy. RESULTS Adjusted area under the receiver operating curve for the multimodal DL model was 0.91 (95% CI = 0.87, 0.95). This value was significantly higher than the values of individual models [0.83 (0.79, 0.86) for texture-based en face image; 0.84 (0.81, 0.87) for RNFL thickness map; and 0.68 (0.61, 0.74) for cSLO image; all P ≤ 0.05]. Using only highly myopic eyes, the multimodal DL model showed significantly higher diagnostic accuracy [0.89 (0.86, 0.92)] compared with texture en face image [0.83 (0.78, 0.85)], RNFL [0.85 (0.81, 0.86)] and cSLO image models [0.69 (0.63, 0.76)] (all P ≤ 0.05). CONCLUSIONS Combining OCT-based RNFL thickness maps with texture-based en face images showed a better ability to discriminate between healthy and POAG than thickness maps alone, particularly in high axial myopic eyes.
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Affiliation(s)
- Christopher Bowd
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, Hamilton Glaucoma Center
| | - Akram Belghith
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, Hamilton Glaucoma Center
| | - Jasmin Rezapour
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, Hamilton Glaucoma Center
- Department of Ophthalmology, University Medical Center of the Johannes Gutenberg University Mainz
| | - Mark Christopher
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, Hamilton Glaucoma Center
| | - Jost B Jonas
- Department of Ophthalmology, Heidelberg University, Mannheim, Germany
| | - Leslie Hyman
- Vickie and Jack Farber Vision Research Center, Wills Eye Hospital, Thomas Jefferson University, Philadelphia, PA
| | - Massimo A Fazio
- Department of Ophthalmology and Visual Sciences, The University of Alabama at Birmingham, Birmingham, AL
| | - Robert N Weinreb
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, Hamilton Glaucoma Center
| | - Linda M Zangwill
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, Hamilton Glaucoma Center
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Rezapour J, Bowd C, Dohleman J, Belghith A, Proudfoot JA, Christopher M, Hyman L, Jonas JB, Penteado RC, Moghimi S, Hou H, El-Nimri NW, Micheletti E, Fazio MA, Weinreb RN, Zangwill LM. Macula structural and vascular differences in glaucoma eyes with and without high axial myopia. Br J Ophthalmol 2023; 107:1286-1294. [PMID: 35725293 DOI: 10.1136/bjophthalmol-2021-320430] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 04/24/2022] [Indexed: 11/04/2022]
Abstract
AIMS To identify clinically relevant parameters for identifying glaucoma in highly myopic eyes, an investigation was conducted of the relationship between the thickness of various retinal layers and the superficial vessel density (sVD) of the macula with axial length (AL) and visual field mean deviation (VFMD). METHODS 270 glaucoma patients (438 eyes) participating in the Diagnostic Innovations in Glaucoma cross-sectional study representing three axial myopia groups (non-myopia: n=163 eyes; mild myopia: n=218 eyes; high myopia (AL>26 mm): n=57 eyes) who completed macular optical coherence tomography (OCT) and OCT-angiography imaging were included. Associations of AL and VFMD with the thickness of the ganglion cell inner plexiform layer (GCIPL), macular retinal nerve fibre layer (mRNFL), ganglion cell complex (GCC), macular choroidal thickness (mCT) and sVD were evaluated. RESULTS Thinner Global GCIPL and GCC were significantly associated with worse VFMD (R2=34.5% and R2=32.9%; respectively p<0.001), but not with AL (all p>0.1). Thicker mRNFL showed a weak association with increasing AL (R2=2.4%; p=0.005) and a positive association with VFMD (global R2=19.2%; p<0.001). Lower sVD was weakly associated with increasing AL (R2=1.8%; p=0.028) and more strongly associated with more severe glaucoma VFMD (R2=29.6%; p<0.001). Thinner mCT was associated with increasing AL (R2=15.5% p<0.001) and not associated with VFMD (p=0.194). mRNFL was thickest while mCT was thinnest in all sectors of high myopic eyes. CONCLUSIONS As thinner GCIPL and GCC were associated with increasing severity of glaucoma but were not significantly associated with AL, they may be useful for monitoring glaucoma in highly myopic eyes.
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Affiliation(s)
- Jasmin Rezapour
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
- Department of Ophthalmology, University Medical Center Mainz, Mainz, Germany
| | - Christopher Bowd
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Jade Dohleman
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Akram Belghith
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - James A Proudfoot
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Mark Christopher
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Leslie Hyman
- Wills Eye Hospital, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Jost B Jonas
- Department of Ophthalmology, Medical Faculty Mannheim, Ruprecht-Karls-University Heidelberg, Mannheim, Germany
| | - Rafaella C Penteado
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Sasan Moghimi
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Huiyuan Hou
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Nevin W El-Nimri
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Eleonora Micheletti
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Massimo A Fazio
- Ophthalmology and Visual Sciences, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Robert N Weinreb
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Linda M Zangwill
- Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
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Jonas JB, Jonas RA, Bikbov MM, Wang YX, Panda-Jonas S. Myopia: Histology, clinical features, and potential implications for the etiology of axial elongation. Prog Retin Eye Res 2023; 96:101156. [PMID: 36585290 DOI: 10.1016/j.preteyeres.2022.101156] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 10/27/2022] [Accepted: 12/14/2022] [Indexed: 12/29/2022]
Abstract
Myopic axial elongation is associated with various non-pathological changes. These include a decrease in photoreceptor cell and retinal pigment epithelium (RPE) cell density and retinal layer thickness, mainly in the retro-equatorial to equatorial regions; choroidal and scleral thinning pronounced at the posterior pole and least marked at the ora serrata; and a shift in Bruch's membrane opening (BMO) occurring in moderately myopic eyes and typically in the temporal/inferior direction. The BMO shift leads to an overhang of Bruch's membrane (BM) into the nasal intrapapillary compartment and BM absence in the temporal region (i.e., parapapillary gamma zone), optic disc ovalization due to shortening of the ophthalmoscopically visible horizontal disc diameter, fovea-optic disc distance elongation, reduction in angle kappa, and straightening/stretching of the papillomacular retinal blood vessels and retinal nerve fibers. Highly myopic eyes additionally show an enlargement of all layers of the optic nerve canal, elongation and thinning of the lamina cribrosa, peripapillary scleral flange (i.e., parapapillary delta zone) and peripapillary choroidal border tissue, and development of circular parapapillary beta, gamma, and delta zone. Pathological features of high myopia include development of macular linear RPE defects (lacquer cracks), which widen to round RPE defects (patchy atrophies) with central BM defects, macular neovascularization, myopic macular retinoschisis, and glaucomatous/glaucoma-like and non-glaucomatous optic neuropathy. BM thickness is unrelated to axial length. Including the change in eye shape from a sphere in emmetropia to a prolate (rotational) ellipsoid in myopia, the features may be explained by a primary BM enlargement in the retro-equatorial/equatorial region leading to axial elongation.
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Affiliation(s)
- Jost B Jonas
- Department of Ophthalmology, Medical Faculty Mannheim of the Ruprecht-Karis-University, Mannheim, Germany; Institute for Clinical and Scientific Ophthalmology and Acupuncture Jonas & Panda, Heidelberg, Germany.
| | - Rahul A Jonas
- Department of Ophthalmology, University of Cologne, Cologne, Germany
| | | | - Ya Xing Wang
- Beijing Institute of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing, China
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10
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Burgoyne CF, Wang YX, Jeoung JW, Hong S, Gardiner S, Reynaud J, Fortune B, Girard MJA, Sharpe G, Nicolela M, Chauhan BC, Yang H. OCT Optic Nerve Head Morphology in Myopia II: Peri-Neural Canal Scleral Bowing and Choroidal Thickness in High Myopia-An American Ophthalmological Society Thesis. Am J Ophthalmol 2023; 252:225-252. [PMID: 36906092 PMCID: PMC10492898 DOI: 10.1016/j.ajo.2023.03.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/16/2023] [Accepted: 03/01/2023] [Indexed: 03/12/2023]
Abstract
PURPOSE To use optical coherence tomography (OCT) to characterize optic nerve head (ONH) peri-neural canal (pNC) scleral bowing (pNC-SB) and pNC choroidal thickness (pNC-CT) in 69 highly myopic and 138 healthy, age-matched, control eyes. DESIGN Cross-sectional, case control study. METHODS Within ONH radial B-scans, Bruch membrane (BM), BM opening (BMO), anterior scleral canal opening (ASCO), and pNC scleral surface were segmented. BMO and ASCO planes and centroids were determined. pNC-SB was characterized within 30° foveal-BMO (FoBMO) sectors by 2 parameters: pNC-SB-scleral slope (pNC-SB-SS), measured within 3 pNC segments (0-300, 300-700, and 700-1000 μm from the ASCO centroid); and pNC-SB-ASCO depth relative to a pNC scleral reference plane (pNC-SB-ASCOD). pNC-CT was calculated as the minimum distance between the scleral surface and BM at 3 pNC locations (300, 700, and 1100 μm from the ASCO). RESULTS pNC-SB increased and pNC-CT decreased with axial length (P < .0133; P < .0001) and age (P < .0211; P < .0004) among all study eyes. pNC-SB was increased (P < .001) and pNC-CT was decreased (P < .0279) in the highly myopic compared to control eyes, and these differences were greatest in the inferior quadrant sectors (P < .0002). Sectoral pNC-SB was not related to sectoral pNC-CT in control eyes, but was inversely related to sectoral pNC-CT (P < .0001) in the highly myopic eyes. CONCLUSIONS Our data suggest that pNC-SB is increased and pNC-CT is decreased in highly myopic eyes and that these phenomena are greatest in the inferior sectors. They support the hypothesis that sectors of maximum pNC-SB may predict sectors of greatest susceptibility to aging and glaucoma in future longitudinal studies of highly myopic eyes. NOTE: Publication of this article is sponsored by the American Ophthalmological Society.
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Affiliation(s)
- Claude F Burgoyne
- From the Devers Eye Institute Optic Nerve Head Research Laboratory (C.F., J.R., H.Y.), Legacy Research Institute, Portland, Oregon, USA; Devers Eye Institute Discoveries in Sight Research Laboratories (C.F.B., S.G., J.R., B.F., H.Y.), Legacy Research Institute, Portland, Oregon, USA.
| | - Ya Xing Wang
- Beijing Institute of Ophthalmology (Y.X.W.), Beijing Tongren Eye Center, Beijing Tongren Hospital, Beijing, China
| | - Jin Wook Jeoung
- Department of Ophthalmology (J.W.J.), Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | | | - Stuart Gardiner
- Devers Eye Institute Discoveries in Sight Research Laboratories (C.F.B., S.G., J.R., B.F., H.Y.), Legacy Research Institute, Portland, Oregon, USA
| | - Juan Reynaud
- Devers Eye Institute Discoveries in Sight Research Laboratories (C.F.B., S.G., J.R., B.F., H.Y.), Legacy Research Institute, Portland, Oregon, USA
| | - Brad Fortune
- Devers Eye Institute Discoveries in Sight Research Laboratories (C.F.B., S.G., J.R., B.F., H.Y.), Legacy Research Institute, Portland, Oregon, USA
| | - Michaël J A Girard
- Ophthalmic Engineering & Innovation Laboratory (M.J.A.G.), Department of Biomedical Engineering, National University of Singapore, Singapore
| | - Glen Sharpe
- Department of Ophthalmology and Visual Sciences (G.S., M.N., B.C.C.), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Marcelo Nicolela
- Department of Ophthalmology and Visual Sciences (G.S., M.N., B.C.C.), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Balwantray C Chauhan
- Department of Ophthalmology and Visual Sciences (G.S., M.N., B.C.C.), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Hongli Yang
- Devers Eye Institute Discoveries in Sight Research Laboratories (C.F.B., S.G., J.R., B.F., H.Y.), Legacy Research Institute, Portland, Oregon, USA
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11
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Lim YJ, Bang JW, Weinreb RN, Zangwill LM, Suh MH. Temporal Optic Disc Microvasculature Dropout in Glaucoma. Invest Ophthalmol Vis Sci 2023; 64:6. [PMID: 37540177 PMCID: PMC10408767 DOI: 10.1167/iovs.64.11.6] [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: 02/13/2023] [Accepted: 07/06/2023] [Indexed: 08/05/2023] Open
Abstract
PURPOSE To assess the clinical characteristics of focal temporal optic disc microvasculature dropout (MvD-D) in primary open-angle glaucoma (POAG) patients. METHODS One hundred and eighty-seven eyes of 187 POAG patients having MvD-D on Swept-Source optical coherence tomography angiography (SS-OCTA) were enrolled. Three groups were categorized according to the presence of temporal MvD-D within the upper and lower 45° of the fovea-Bruch's membrane (BM) opening axis: focal temporal MvD-D (Group 1, isolated focal temporal MvD-D; 44 eyes), supero/inferotemporal MvD-D (Group 2, MvD-D only in superotemporal or inferotemporal sector; 78 eyes), and diffuse temporal MvD-D (Group 3, MvD-D spanning ≥ 2 consecutive sectors, at least one of which being temporal sector; 65 eyes). RESULTS Group 1 had a significantly longer axial length and β-zone parapapillary atrophy without BM. There also was a larger horizontal tilt angle and ovality index than the other two groups (P < 0.001). Group 1 had a significantly thinner retinal nerve fiber layer (RNFL) in the temporal sector than did Group 2 (P < 0.001), despite similar thicknesses in all other areas (P > 0.05). Group 3 had significantly worse visual field mean deviation and thinner RNFL than the other two groups in all areas other than the nasal, temporal, and superotemporal sectors (P < 0.05). CONCLUSIONS Focal temporal MvD-D detected by SS-OCTA was associated with a longer axial length and related subsequent morphological changes of the optic disc and parapapillary area. This suggests that stretching of the optic disc consequent on axial elongation may lead to absence of temporal optic disc microvasculature.
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Affiliation(s)
- Yeon Ju Lim
- Department of Ophthalmology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
| | - Jong Wook Bang
- Department of Ophthalmology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
| | - Robert N. Weinreb
- Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, United States
| | - Linda M. Zangwill
- Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, United States
| | - Min Hee Suh
- Department of Ophthalmology, Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
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12
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Jiang C, Melles RB, Yin J, Fan Q, Guo X, Cheng CY, He M, Mackey DA, Guggenheim JA, Klaver C, Nair KS, Jorgenson E, Choquet H. A multiethnic genome-wide analysis of 19,420 individuals identifies novel loci associated with axial length and shared genetic influences with refractive error and myopia. Front Genet 2023; 14:1113058. [PMID: 37351342 PMCID: PMC10282939 DOI: 10.3389/fgene.2023.1113058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 05/25/2023] [Indexed: 06/24/2023] Open
Abstract
Introduction: Long axial length (AL) is a risk factor for myopia. Although family studies indicate that AL has an important genetic component with heritability estimates up to 0.94, there have been few reports of AL-associated loci. Methods: Here, we conducted a multiethnic genome-wide association study (GWAS) of AL in 19,420 adults of European, Latino, Asian, and African ancestry from the Genetic Epidemiology Research on Adult Health and Aging (GERA) cohort, with replication in a subset of the Consortium for Refractive Error and Myopia (CREAM) cohorts of European or Asian ancestry. We further examined the effect of the identified loci on the mean spherical equivalent (MSE) within the GERA cohort. We also performed genome-wide genetic correlation analyses to quantify the genetic overlap between AL and MSE or myopia risk in the GERA European ancestry sample. Results: Our multiethnic GWA analysis of AL identified a total of 16 genomic loci, of which 5 are novel. We found that all AL-associated loci were significantly associated with MSE after Bonferroni correction. We also found that AL was genetically correlated with MSE (rg = -0.83; SE, 0.04; p = 1.95 × 10-89) and myopia (rg = 0.80; SE, 0.05; p = 2.84 × 10-55). Finally, we estimated the array heritability for AL in the GERA European ancestry sample using LD score regression, and found an overall heritability estimate of 0.37 (s.e. = 0.04). Discussion: In this large and multiethnic study, we identified novel loci, associated with AL at a genome-wide significance level, increasing substantially our understanding of the etiology of AL variation. Our results also demonstrate an association between AL-associated loci and MSE and a shared genetic basis between AL and myopia risk.
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Affiliation(s)
- Chen Jiang
- Division of Research, Kaiser Permanente Northern California (KPNC), Oakland, CA, United States
| | - Ronald B. Melles
- KPNC, Department of Ophthalmology, Redwood City, CA, United States
| | - Jie Yin
- Division of Research, Kaiser Permanente Northern California (KPNC), Oakland, CA, United States
| | - Qiao Fan
- Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore
| | - Xiaobo Guo
- Department of Statistical Science, School of Mathematics, Sun Yat-Sen University, Guangzhou, China
- Southern China Center for Statistical Science, Sun Yat-Sen University, Guangzhou, China
| | - Ching-Yu Cheng
- Ocular Epidemiology Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Mingguang He
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China
- Centre for Eye Research Australia; Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, WA, Australia
| | - David A. Mackey
- Lions Eye Institute, Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, WA, Australia
| | - Jeremy A. Guggenheim
- School of Optometry and Vision Sciences, Cardiff University, Cardiff, United Kingdom
| | - Caroline Klaver
- Department Ophthalmology, Department Epidemiology, Erasmus Medical Center, Rotterdam, Netherlands
| | | | - K. Saidas Nair
- Department of Ophthalmology and Department of Anatomy, School of Medicine, University of California, San Francisco, CA, United States
| | | | - Hélène Choquet
- Division of Research, Kaiser Permanente Northern California (KPNC), Oakland, CA, United States
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13
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Saito H, Kambayashi M, Araie M, Murata H, Enomoto N, Kikawa T, Sugiyama K, Higashide T, Miki A, Iwase A, Tomita G, Nakazawa T, Aihara M, Ohno-Matsui K, Kim TW, Leung CKS, Zangwill LM, Weinreb RN. Deep Optic Nerve Head Structures Associated With Increasing Axial Length in Healthy Myopic Eyes of Moderate Axial Length. Am J Ophthalmol 2023; 249:156-166. [PMID: 36646241 PMCID: PMC10986762 DOI: 10.1016/j.ajo.2023.01.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 12/01/2022] [Accepted: 01/06/2023] [Indexed: 01/15/2023]
Abstract
PURPOSE To elucidate which swept-source optical coherence tomography (OCT)-derived optic nerve head (ONH) parameters are associated with longer axial length (AXL) in healthy myopic eyes. DESIGN Prospective cross-sectional observational study. METHODS Two hundred eleven healthy eyes of 140 participants (96 emmetropic-mild myopic [AXL: 22.2-24.5 mm], 83 moderately myopic [24.5-26.0 mm], and 32 highly myopic [26.0-27.4 mm] eyes) were enrolled. Bruch membrane opening (BMO), anterior scleral canal opening (ASCO) area and ovality, minimum rim width, parameters defining misalignment between the BMO and ASCO planes, OCT-defined region of perineural canal retinal epithelium atrophy and externally oblique choroidal border tissue, circumpapillary retinal nerve fiber layer thickness (cpRNFLT), circumpapillary choroidal thickness (cpChT), lamina cribrosa parameters, and peripapillary scleral (PPS) angle were calculated from BMO-centered radial scans reconstructed from 3D raster scans. Multivariate linear mixed models were used to elucidate ONH parameters that are independently associated with AXL. RESULTS Longer AXL was associated with a greater misalignment between ASCO and BMO planes, larger region of externally oblique choroidal border tissue, thinner cpChT, larger PPS angle, larger ASCO area, and thicker cpRNFLT (all P < .040 after Bonferroni's correction for number of included explanatory variables). CONCLUSIONS A greater misalignment between BMO and ASCO planes, thinner choroid, a more posteriorly bowed PPS, an enlargement of ASCO, and thicker cpRNFLT were each associated with longer AXL. An enhanced understanding of these AXL-associated configurations should provide essential information to improve our ability to detect glaucoma-induced ONH morphology in myopic eyes.
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Affiliation(s)
- Hitomi Saito
- From the Department of Ophthalmology, Graduate School of Medicine, University of Tokyo (H.S., M.K., M.Ai.), Tokyo, Japan.
| | - Mitsuki Kambayashi
- From the Department of Ophthalmology, Graduate School of Medicine, University of Tokyo (H.S., M.K., M.Ai.), Tokyo, Japan
| | - Makoto Araie
- Kanto Central Hospital of the Mutual Aid Association of Public School Teachers (M.Ar.), Tokyo, Japan
| | - Hiroshi Murata
- Center Hospital of the National Center for Global Health and Medicine (H.M.), Tokyo, Japan
| | - Nobuko Enomoto
- Japan Community Health care Organization Tokyo Shinjuku Medical Center (N.E.), Tokyo, Japan
| | | | - Kazuhisa Sugiyama
- Department of Ophthalmology, Kanazawa University Graduate School of Medical Sciences (K.S., T.H.), Kanazawa, Japan
| | - Tomomi Higashide
- Department of Ophthalmology, Kanazawa University Graduate School of Medical Sciences (K.S., T.H.), Kanazawa, Japan
| | - Atsuya Miki
- Department of Innovative Visual Science, Osaka University Graduate School of Medicine (A.M.), Osaka, Japan; Department of Myopia Control Research, Aichi Medical University Medical School (A.M.), Nagakute, Japan
| | - Aiko Iwase
- Tajimi Iwase Eye Clinic (A.I.), Tajimi, Japan
| | - Goji Tomita
- Department of Ophthalmology, Toho University Ohashi Medical Center (G.T.), Tokyo, Japan
| | - Toru Nakazawa
- Department of Ophthalmology, Graduate School of Medicine, Tohoku University (T.N.), Sendai, Japan
| | - Makoto Aihara
- From the Department of Ophthalmology, Graduate School of Medicine, University of Tokyo (H.S., M.K., M.Ai.), Tokyo, Japan
| | - Kyoko Ohno-Matsui
- Department of Ophthalmology and Visual Science, Tokyo Medical and Dental University (K.O.-M.), Tokyo, Japan
| | - Tae-Woo Kim
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital (T.-W.K.), Seongnam, Korea
| | - Christopher Kai Shun Leung
- Department of Ophthalmology, LKS Faculty of Medicine, University of Hong Kong (C.K.S.L.), Hong Kong Special Administrative Region, China
| | - Linda M Zangwill
- Hamilton Glaucoma Center, Shiley Eye Institute (L.M.Z., R.N.W.), and the Viterbi Family Department of Ophthalmology (L.M.Z., R.N.W.), University of California San Diego, La Jolla, California, USA
| | - Robert N Weinreb
- Hamilton Glaucoma Center, Shiley Eye Institute (L.M.Z., R.N.W.), and the Viterbi Family Department of Ophthalmology (L.M.Z., R.N.W.), University of California San Diego, La Jolla, California, USA
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14
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El-Nimri NW, Moghimi S, Nishida T, Yarmohammadi A, Zangwill LM, Hou H, Proudfoot J, Walker E, Fazio MA, Girkin CA, Liebmann JM, Weinreb RN. Racial Differences in Detection of Glaucoma Using Retinal Nerve Fiber Layer Thickness and Bruch Membrane Opening Minimum Rim Width. Am J Ophthalmol 2023; 246:223-235. [PMID: 36662535 DOI: 10.1016/j.ajo.2022.10.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 10/13/2022] [Accepted: 10/15/2022] [Indexed: 02/01/2023]
Abstract
PURPOSE To compare the sensitivities and specificities of the retinal nerve fiber layer thickness (RNFLT) and Bruch membrane opening minimum rim width (BMO-MRW) reference database-based criteria for detection of glaucoma in individuals of European descent (ED) and individuals of African descent (AD). DESIGN Comparative diagnostic analysis by race METHODS: 382 eyes of 255 glaucoma patients (ED = 170, AD = 85) and 94 eyes of 50 healthy individuals (ED = 30, AD = 20) with global and sectoral RNFLT and BMO-MRW measured with Spectralis optical coherence tomography (OCT) were included. Six diagnostic criteria were evaluated: global measurement below the 5th or 1st percentile, ≥1 of the 6 sector measurements below the 5th or 1st percentile, and superotemporal (ST) and/or inferotemporal (IT) measurement below the 5th or 1st percentile. The sensitivities and specificities of these measurements for detection of glaucoma were compared using bootstrapping methods. RESULTS ST and/or IT RNFLT below the 5th percentile has the best performance for detection of glaucoma among RNFLT classifications with a sensitivity (95% CI) of 89.5% (86.1, 92.5) and specificity of 87.2% (77.8, 95.1). In AD individuals, sensitivities of ST and IT RNFLT and BMO-MRW measurements below the 5th percentile criteria were lower than in ED individuals (RNFLT: 83.7% vs 92.5%, and BMO-MRW: 72.1% vs 88.5%, respectively), as well as specificities (AD RNFLT: 73.7% and BMO-MRW: 89.5% vs ED RNFLT: 96.4% and BMO-MRW: 98.2%, respectively). CONCLUSIONS RNFLT and BMO-MRW had consistently lower diagnostic performance in AD individuals compared with ED individuals. BMO-MRW criteria might fail to detect as many as one-third of eyes with glaucoma, specifically in AD individuals. With the current reference database, RNFLT, and especially BMO-MRW, criteria are not adequate for diagnosing glaucoma in AD individuals.
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Affiliation(s)
- Nevin W El-Nimri
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - Sasan Moghimi
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.).
| | - Takashi Nishida
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - Adeleh Yarmohammadi
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - Linda M Zangwill
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - Huiyuan Hou
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - James Proudfoot
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - Evan Walker
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
| | - Massimo A Fazio
- Department of Ophthalmology and Visual Sciences, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama (M.A.F., C.A.G.) and
| | - Christopher A Girkin
- Department of Ophthalmology and Visual Sciences, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama (M.A.F., C.A.G.) and
| | - Jeffrey M Liebmann
- Bernard and Shirlee Brown Glaucoma Research Laboratory, Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York (J.M.L.), USA
| | - Robert N Weinreb
- From the Hamilton Glaucoma Center, Shiley Eye Institute, and the Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California (N.W.E.-N., S.M., T.N., A.Y., L.M.Z., H.H., J.P., E.W., R.N.W.)
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Bowd C, Belghith A, Rezapour J, Christopher M, Hyman L, Jonas JB, Weinreb RN, Zangwill LM. Diagnostic Accuracy of Macular Thickness Map and Texture En Face Images for Detecting Glaucoma in Eyes With Axial High Myopia. Am J Ophthalmol 2022; 242:26-35. [PMID: 35513028 DOI: 10.1016/j.ajo.2022.04.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 04/21/2022] [Accepted: 04/23/2022] [Indexed: 11/01/2022]
Abstract
PURPOSE To evaluate the diagnostic accuracy of a novel optical coherence tomography texture-based en face image analysis (SALSA-Texture) that requires segmentation of only 1 retinal layer for glaucoma detection in eyes with axial high myopia, and to compare SALSA-Texture with standard macular ganglion cell-inner plexiform layer (GCIPL) thickness, macular retinal nerve fiber layer (mRNFL) thickness, and ganglion cell complex (GCC) thickness maps. DESIGN Comparison of diagnostic approaches. METHODS Cross-sectional data were collected from 92 eyes with primary open-angle glaucoma (POAG) and 44 healthy control eyes with axial high myopia (axial length >26 mm). Optical coherence tomography texture en face images, developed using SALSA-Texture to model the spatial arrangement patterns of the pixel intensities in a region, were generated from 70-μm slabs just below the vitreal border of the inner limiting membrane. Areas under the receiver operating characteristic curves (AUROCs) and areas under the precision recall curves (AUPRCs) adjusted for both eyes, axial length, age, disc area, and image quality were used to compare different approaches. RESULTS The best parameter-adjusted AUROCs (95% confidence intervals) for differentiating between healthy and glaucoma high myopic eyes were 0.92 (0.88-0.94) for texture en face images, 0.88 (0.86-0.91) for macular RNFL thickness, 0.87 (0.83-0.89) for macula GCIPL thickness, and 0.87 (0.84-0.89) for GCC thickness. A subset analysis of highly advanced myopic eyes (axial length ≥27 mm; 38 glaucomatous eyes and 22 healthy eyes) showed the best AUROC was 0.92 (0.89-0.94) for texture en face images compared with 0.86 (0.84-0.88) for macular GCIPL, 0.86 (0.84-0.88) for GCC, and 0.84 (0.81-0.87) for RNFL thickness (P ≤ .02 compared with texture for all comparisons). CONCLUSION The current results suggest that our novel en face texture-based analysis method can improve on most investigated macular tissue thickness measurements for discriminating between highly myopic glaucomatous and highly myopic healthy eyes. While further investigation is needed, texture en face images show promise for improving the detection of glaucoma in eyes with high myopia where traditional retinal layer segmentation often is challenging.
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Affiliation(s)
- Christopher Bowd
- From the Hamilton Glaucoma Center (C.B., A.B., J.R., M.C., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California
| | - Akram Belghith
- From the Hamilton Glaucoma Center (C.B., A.B., J.R., M.C., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California
| | - Jasmin Rezapour
- From the Hamilton Glaucoma Center (C.B., A.B., J.R., M.C., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California; Department of Ophthalmology (J.R.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Mark Christopher
- From the Hamilton Glaucoma Center (C.B., A.B., J.R., M.C., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California
| | - Leslie Hyman
- The Vickie and Jack Farber Vision Research Center at Wills Eye, Wills Eye Hospital, Philadelphia PA (L.H.); Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia PA (L.H.)
| | - Jost B Jonas
- Department of Ophthalmology (J.B.J.), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Privatpraxis Prof Jonas und Dr Panda-Jonas (J.B.J.), Heidelberg, Germany; Institute of Molecular and Clinical Ophthalmology Basel (J.B.J.), Basel, Switzerland
| | - Robert N Weinreb
- From the Hamilton Glaucoma Center (C.B., A.B., J.R., M.C., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California
| | - Linda M Zangwill
- From the Hamilton Glaucoma Center (C.B., A.B., J.R., M.C., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California.
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Thompson AC, Falconi A, Sappington RM. Deep learning and optical coherence tomography in glaucoma: Bridging the diagnostic gap on structural imaging. FRONTIERS IN OPHTHALMOLOGY 2022; 2:937205. [PMID: 38983522 PMCID: PMC11182271 DOI: 10.3389/fopht.2022.937205] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 08/22/2022] [Indexed: 07/11/2024]
Abstract
Glaucoma is a leading cause of progressive blindness and visual impairment worldwide. Microstructural evidence of glaucomatous damage to the optic nerve head and associated tissues can be visualized using optical coherence tomography (OCT). In recent years, development of novel deep learning (DL) algorithms has led to innovative advances and improvements in automated detection of glaucomatous damage and progression on OCT imaging. DL algorithms have also been trained utilizing OCT data to improve detection of glaucomatous damage on fundus photography, thus improving the potential utility of color photos which can be more easily collected in a wider range of clinical and screening settings. This review highlights ten years of contributions to glaucoma detection through advances in deep learning models trained utilizing OCT structural data and posits future directions for translation of these discoveries into the field of aging and the basic sciences.
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Affiliation(s)
- Atalie C. Thompson
- Department of Surgical Ophthalmology, Wake Forest School of Medicine, Winston Salem, NC, United States
- Department of Internal Medicine, Gerontology, and Geriatric Medicine, Wake Forest School of Medicine, Winston Salem, NC, United States
| | - Aurelio Falconi
- Wake Forest School of Medicine, Winston Salem, NC, United States
| | - Rebecca M. Sappington
- Department of Surgical Ophthalmology, Wake Forest School of Medicine, Winston Salem, NC, United States
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston Salem, NC, United States
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Rezapour J, Tran AQ, Bowd C, El-Nimri NW, Belghith A, Christopher M, Brye N, Proudfoot JA, Dohleman J, Fazio MA, Jonas JB, Weinreb RN, Zangwill LM. Comparison of Optic Disc Ovality Index and Rotation Angle Measurements in Myopic Eyes Using Photography and OCT Based Techniques. Front Med (Lausanne) 2022; 9:872658. [PMID: 35814778 PMCID: PMC9263212 DOI: 10.3389/fmed.2022.872658] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 05/24/2022] [Indexed: 12/05/2022] Open
Abstract
Purpose To compare optic nerve head (ONH) ovality index and rotation angle measurements based on semi-automated delineation of the clinical ONH margin derived from photographs and automated BMO configuration derived from optical coherence tomography (OCT) images in healthy and glaucomatous eyes with high-, mild- and no axial myopia. Methods One hundred seventy-five healthy and glaucomatous eyes of 146 study participants enrolled in the Diagnostic Innovations in Glaucoma Study (DIGS) with optic disc photographs and Spectralis OCT ONH scans acquired on the same day were stratified by level of axial myopia (non-myopic [n = 56, axial length (AL) <24 mm], mild-myopic [n = 58, AL 24–26 mm] and high-myopic [n = 32, AL >26 mm]. The clinical disc margin of each photograph was manually annotated, and semi-automated measurements were recorded of the ovality index and rotation angle based on a best-fit ellipse generated using ImageJ software. These semi-automated photograph-based measurements were compared to ovality index and rotation angle generated from custom automated BMO-based analysis using segmented OCT ONH volumes. R2 values from linear mixed effects models were used to describe the associations between semi-automated, photograph-based and automated OCT-based measurements. Results Average (95% CI) axial length was 23.3 (23.0, 23.3) mm, 24.8 (24.7, 25.0) mm and 26.8 (26.6, 27.0) mm in non-myopic, mild-myopic and high-myopic eyes, respectively (ANOVA, p ≤ 0.001 for all). The R2 association (95% CI) between semi-automated photograph-based and automated OCT-based assessment of ONH OI for all eyes was [0.26 (0.16, 0.36); p < 0.001]. This association was weakest in non-myopic eyes [0.09 (0.01, 0.26); p = 0.02], followed by mild-myopic eyes [0.13 (0.02, 0.29); p = 0.004] and strongest in high-myopic eyes [0.40 (0.19, 0.60); p < 0.001]. No significant associations were found between photography- and OCT-based assessment of rotation angle with R2 values ranging from 0.00 (0.00, 0.08) in non-myopic eyes to 0.03 (0.00, 0.21) in high-myopic eyes (all associations p ≥ 0.33). Conclusions Agreement between photograph-based and automated OCT-based ONH morphology measurements is limited, suggesting that these methods cannot be used interchangeably for characterizing myopic changes in the ONH.
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Affiliation(s)
- Jasmin Rezapour
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
- Department of Ophthalmology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Andrew Q. Tran
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Christopher Bowd
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Nevin W. El-Nimri
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Akram Belghith
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Mark Christopher
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Nicole Brye
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - James A. Proudfoot
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Jade Dohleman
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Massimo A. Fazio
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
- Department of Ophthalmology, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL, United States
- Department of Biomedical Engineering, School of Engineering, The University of Alabama at Birmingham, Birmingham, AL, United States
| | - Jost B. Jonas
- Department of Ophthalmology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Molecular and Clinical Ophthalmology, Basel, Switzerland
| | - Robert N. Weinreb
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
| | - Linda M. Zangwill
- Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California, San Diego, San Diego, CA, United States
- *Correspondence: Linda M. Zangwill
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Rezapour J, Proudfoot JA, Bowd C, Dohleman J, Christopher M, Belghith A, Vega SM, Dirkes K, Suh MH, Jonas JB, Hyman L, Fazio MA, Sella R, Afshari NA, Weinreb RN, Zangwill LM. Bruch Membrane Opening Detection Accuracy in Healthy Eyes and Eyes With Glaucoma With and Without Axial High Myopia in an American and Korean Cohort. Am J Ophthalmol 2022; 237:221-234. [PMID: 34902327 DOI: 10.1016/j.ajo.2021.11.030] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 11/10/2021] [Accepted: 11/29/2021] [Indexed: 11/18/2022]
Abstract
PURPOSE To determine the predictors of Bruch membrane opening (BMO) location accuracy and the visibility of the BMO location in glaucoma and healthy individuals with and without axial high myopia. DESIGN Cross-sectional study. METHODS Healthy eyes and eyes with glaucoma from an American study and a Korean clinic population were classified into 2 groups: those with no axial high myopia (axial length [AL] <26 mm) and those with axial high myopia (AL ≥26 mm). The accuracy of the automated BMO location on optic nerve head Spectralis optical coherence tomography radial scans was assessed by expert reviewers. RESULTS Four hundred thirty-eight non-highly myopic eyes (263 subjects) and 113 highly myopic eyes (81 subjects) were included. In healthy eyes with and without axial high myopia, 9.1% and 1.7% had indiscernible BMOs while 54.5% and 87.6% were accurately segmented, respectively. More than a third (36.4%) and 10.7% of eyes with indiscernible BMOs were manually correctable (respectively, P = .017). In eyes with glaucoma with and without high myopia, 15.0% and 3.2% had indiscernible BMOs, 55.0% and 38.2% were manually corrected, and 30.0% and 58.7% were accurately segmented without the need for manual correction (respectively, P = .005). Having axial high myopia, a larger AL, a larger BMO tilt angle, a lower BMO ovality index (more oval), and a glaucoma diagnosis were significant predictors of BMO location inaccuracy in multivariable logistic regression analysis. CONCLUSIONS As BMO location inaccuracy was 2.4 times more likely in eyes with high axial myopia regardless of diagnosis, optical coherence tomography images of high myopes should be reviewed carefully, and when possible, BMO location should be corrected before using optic nerve head scan results for the clinical management of glaucoma.
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Affiliation(s)
- Jasmin Rezapour
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA; Department of Ophthalmology (J.R.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - James A Proudfoot
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Christopher Bowd
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Jade Dohleman
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Mark Christopher
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Akram Belghith
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Suzanne M Vega
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Keri Dirkes
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Min Hee Suh
- Department of Ophthalmology (M.H.S.), Haeundae Paik Hospital, Inje University College of Medicine, Busan, South Korea
| | - Jost B Jonas
- Department of Ophthalmology (J.B.J.), Medical Faculty Mannheim, Ruprecht-Karls-University Heidelberg, Heidelberg, Germany; Institute of Molecular and Clinical Ophthalmology Basel (J.B.J.), Basel, Switzerland; Institute of Clinical and Scientific Ophthalmology and Acupuncture Jonas & Panda (J.B.J.), Heidelberg, Germany
| | - Leslie Hyman
- Wills Eye Hospital (L.H.), Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Massimo A Fazio
- Department of Ophthalmology and Vision Science (M.A.F.), School of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA; Department of Biomedical Engineering (M.A.F.), School of Engineering, The University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Ruti Sella
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA; Department of Ophthalmology (R.S.), Rabin Medical Center, Petah Tikva, Israel; Sackler Faculty of Medicine (R.S.), Tel Aviv University, Tel Aviv, Israel
| | - Natalie A Afshari
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Robert N Weinreb
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA
| | - Linda M Zangwill
- From the Hamilton Glaucoma Center (J.R., J.A.P., C.B., J.D., M.C., A.B., S.M.V., K.D., R.S., N.A.A., R.N.W., L.M.Z.), Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California, USA.
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Lee JH, Cho YK. Assessing Refractive Stability after Cataract Surgery in Axial Myopes: One-piece and Three-piece Intraocular Lenses. JOURNAL OF THE KOREAN OPHTHALMOLOGICAL SOCIETY 2022. [DOI: 10.3341/jkos.2022.63.2.150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Purpose: To assess the refractive changes and stability after cataract surgery with insertion of three different intraocular lenses in axial myopes.Methods: A retrospective analysis was performed with 44 eyes of normal axial length (22.0 mm < axial length ≤ 24.5 mm) and 49 eyes of long axial length (24.5 mm < axial length) in patients who underwent phacoemulsification and posterior chamber lens insertion. Automated keratometry examination and refraction were performed using an autorefractor keratometer; A-scan ultrasound was used to calculate target refraction. One-piece intraocular lenses (IOLs) and three-piece IOLs were inserted. At 2 and 12 months postoperatively, refraction differences relative to the target refraction (calculated using the SRK-T formula) were analyzed. The refractive changes between 2 and 12 months postoperatively were compared according to the IOL.Results: Myopic shift from the target refraction was observed with eyes of long axial length, compared with eyes of normal axial length, at 2 and 12 months postoperatively (p = 0.003, p = 0.013). For refractive stability according to IOL, there was no significant difference in eyes with normal axial length; in eyes with long axial length, three-piece IOLs showed significant refractive stability (p < 0.05).Conclusions: In eyes with long axial length, there was a significant difference in postoperative refractive stability according to the inserted IOL; three-piece IOLs showed significant refractive stability compared with one-piece IOLs.
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Kim JA, Lee SH, Son DH, Kim TW, Lee EJ, Girard MJA, Mari JM. Morphologic Changes in the Lamina Cribrosa Upon Intraocular Pressure Lowering in Patients With Normal Tension Glaucoma. Invest Ophthalmol Vis Sci 2022; 63:23. [PMID: 35147659 PMCID: PMC8842709 DOI: 10.1167/iovs.63.2.23] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose The purpose of this study was to investigate whether the lamina cribrosa (LC) curve changes in response to intraocular pressure (IOP) reduction following administration of topical ocular hypotensive eye drops in eyes with normal tension glaucoma (NTG). Methods Ninety-three eyes of 93 patients with treatment naïve NTG at initial examination and with ≥20% reduction from baseline IOP following administration of topical ocular hypotensive eye drops were included. Serial horizontal B-scan images of the optic nerve head (ONH) were obtained from each eye using enhanced depth imaging spectral domain optical coherence tomography (OCT) before and 1 year after IOP-lowering treatment. The LC curvature in each eye was assessed by measuring the LC curvature index (LCCI) in horizontal OCT B-scan images obtained at three (superior, central, and inferior) locations spaced equidistantly across the vertical optic disc diameter before and after IOP-lowering treatment. We evaluated the OCT detectible change in the LC curvature based on the interval change of LCCI to exceed the intersession standard deviation of 1.96 times and factors associated with the magnitude of the LCCI change in the eyes showing significant LC change. Results IOP decreased from 15.7 ± 2.5 mm Hg at baseline to 11.2 ± 1.7 mm Hg after topical glaucoma medication. Among the 93 subjects, 62 (66.7%) eyes showed the significant reduction of the LCCI (interssetional change over 1.5) after the treatment; greater interssessional change of the LCCI after IOP reduction was associated with younger age (P = 0.020) and larger baseline LCCI (P < 0.001). Conclusions The OCT detectible changes in LC curvature occurred in response to a modest decrease in the IOP in the naïve NTG eyes. The therapeutic benefit of these changes need to be assessed in longitudinal studies.
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Affiliation(s)
- Jeong-Ah Kim
- Department of Ophthalmology, Kangwon National University School of Medicine, Chuncheon, South Korea
| | - Seung Hyen Lee
- Department of Ophthalmology, Nowon Eulji Medical Center, Eulji University College of Medicine, Seoul, South Korea
| | - Dong Hwan Son
- Department of Ophthalmology, Hallym University College of Medicine, Chuncheon Sacred Heart Hospital, Chuncheon, Korea
| | - Tae-Woo Kim
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Eun Ji Lee
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Michaël J A Girard
- Department of Biomedical Engineering, National University of Singapore, Singapore.,Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
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Grytz R, El Hamdaoui M, Fuchs PA, Fazio MA, McNabb RP, Kuo AN, Girkin CA, Samuels BC. Nonlinear distortion correction for posterior eye segment optical coherence tomography with application to tree shrews. BIOMEDICAL OPTICS EXPRESS 2022; 13:1070-1086. [PMID: 35284162 PMCID: PMC8884212 DOI: 10.1364/boe.447595] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 01/14/2022] [Accepted: 01/17/2022] [Indexed: 06/14/2023]
Abstract
We propose an empirical distortion correction approach for optical coherence tomography (OCT) devices that use a fan-scanning pattern to image the posterior eye segment. Two types of reference markers were used to empirically estimate the distortion correction approach in tree shrew eyes: retinal curvature from MRI images and implanted glass beads of known diameter. Performance was tested by correcting distorted images of the optic nerve head. In small animal eyes, our purposed method effectively reduced nonlinear distortions compared to a linear scaling method. No commercial posterior segment OCT provides anatomically correct images, which may bias the 3D interpretation of these scans. Our method can effectively reduce such bias.
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Affiliation(s)
- Rafael Grytz
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, AL, USA
| | - Mustapha El Hamdaoui
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, AL, USA
| | - Preston A. Fuchs
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, AL, USA
| | - Massimo A. Fazio
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, AL, USA
- Department of Biomedical Engineering, University of Alabama at Birmingham, AL, USA
- Viterbi Family Department of Ophthalmology, UC San Diego, La Jolla, CA, USA
| | - Ryan P. McNabb
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, USA
| | - Anthony N. Kuo
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, USA
| | - Christopher A. Girkin
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, AL, USA
| | - Brian C. Samuels
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham, AL, USA
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