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Wang H, Li SG, Jing SD. Assessment of optic disc morphological characteristics and related factors of highly myopic eyes in Chinese school-aged children. Clin Exp Optom 2024; 107:657-664. [PMID: 37939715 DOI: 10.1080/08164622.2023.2277291] [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: 02/27/2023] [Revised: 10/17/2023] [Accepted: 10/23/2023] [Indexed: 11/10/2023] Open
Abstract
CLINICAL RELEVANCE The morphological characteristics of the optic nerve head (ONH) in myopic eyes are a clinically significant issue, especially for high myopia in school-aged children, and this can be monitored using optical coherence tomography. BACKGROUND The purpose of this study is to investigate the morphological characteristics of ONH, and the factors associated with peripapillary choroidal thickness in Chinese school-aged high myopia children. METHODS A total of 48 patients, possessing 48 high myopia eyes and 48 contralateral low myopia eyes were enrolled. The ONH characteristic parameters, including peripapillary retinal nerve fibre layer thickness, peripapillary choroidal thickness, peripapillary choroidal blood flow density, Bruch's membrane opening (BMO) characteristic parameters were measured on optical coherence tomography scans. RESULTS Eyes with high myopia had a larger disc size, higher peripapillary atrophy area proportion, larger peripapillary atrophy area, larger BMO minimum rim width, lower peripapillary choroidal thickness compared with those contralateral low myopia eyes (all P < 0.001). The BMO distance and border length were longer, and border tissue angle was smaller in the high myopia eyes. The multivariate regression analysis revealed that border length, axial length, and border tissue angle were independently associated with peripapillary choroidal thickness (all P < 0.05); axial length was associated with peripapillary retinal nerve fibre layer thickness (P = 0.007). CONCLUSION The peripapillary atrophy area, BMO area, border length, BMO distance, and BMO minimum rim width increased, but peripapillary choroidal thickness, retinal nerve fibre layer thickness decreased with axial elongation of the globe in young myopia children. Longer axial length and border length were positively correlated with lower peripapillary choroidal thickness, and a smaller border tissue angle was positively correlated with lower peripapillary choroidal thickness were found in this study. Monitoring of border length and border tissue angle is essential in the early stages of myopia in children.
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Affiliation(s)
- Hui Wang
- Department of Ophthalmology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Song-Guo Li
- Department of Ophthalmology, Peking University Shougang Hospital, Beijing, China
| | - Shu-Dong Jing
- Department of General Ophthalmolog, Quzhou Aier Eye Hospital, Quzhou, China
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Ma CH, Wang CY, Dai TT, Chen TT, Zhu WH. Risk factors of non-arteritic anterior ischaemic optic neuropathy and central retinal artery occlusion. Int J Ophthalmol 2024; 17:869-876. [PMID: 38766331 PMCID: PMC11074200 DOI: 10.18240/ijo.2024.05.11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Accepted: 12/28/2023] [Indexed: 05/22/2024] Open
Abstract
AIM To investigate the difference in risk factors between non-arteritic anterior ischaemic optic neuropathy (NAION) and central retinal artery occlusion (CRAO) and develop a predictive diagnostic nomogram. METHODS The study included 37 patients with monocular NAION, 20 with monocular CRAO, and 24 with hypertension. Gender, age, and systemic diseases were recorded. Blood routine, lipids, hemorheology, carotid and brachial artery doppler ultrasound, and echocardiography were collected. The optic disc area, cup area, and cup-to-disc ratio (C/D) of the unaffected eye in the NAION and CRAO group and the right eye in the hypertension group were measured. RESULTS The carotid artery intimal medial thickness (C-IMT) of the affected side of the CRAO group was thicker (P=0.039) and its flow-mediated dilation (FMD) was lower (P=0.049) than the NAION group. Compared with hypertension patients, NAION patients had higher whole blood reduced viscosity low-shear (WBRV-L) and erythrocyte aggregation index (EAI; P=0.045, 0.037), and CRAO patients had higher index of rigidity of erythrocyte (IR) and erythrocyte deformation index (EDI; P=0.004, 0.001). The optic cup and the C/D of the NAION group were smaller than the other two groups (P<0.0001). The diagnostic prediction model showed high diagnostic specificity (83.7%) and sensitivity (85.6%), which was highly related to hypertension, the C-IMT of the affected side, FMD, platelet (PLT), EAI, and C/D. CONCLUSION CRAO patients show thicker C-IMT and worse endothelial function than NAION. NAION and CRAO may be related to abnormal hemorheology. A small cup and small C/D may be involved in NAION. The diagnostic nomogram can be used to preliminarily identify NAION and CRAO.
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Affiliation(s)
- Chu-Han Ma
- Department of Ophthalmology, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, Guangdong Province, China
| | - Cong-Yao Wang
- Department of Ophthalmology, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, Guangdong Province, China
| | - Ting-Ting Dai
- Department of Ophthalmology, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, Guangdong Province, China
| | - Ting-Ting Chen
- Department of Ophthalmology, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, Guangdong Province, China
| | - Wen-Hui Zhu
- Department of Ophthalmology, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, Guangdong Province, China
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Li M, Shi Y, Chen Q, Hu G, Xie J, Ye L, Fan Y, Zhu J, He J, Xu X. Peripapillary atrophy area predicts the decrease of macular choroidal thickness in young adults during myopia progression. BMJ Open Ophthalmol 2024; 9:e001555. [PMID: 38589233 PMCID: PMC11015195 DOI: 10.1136/bmjophth-2023-001555] [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: 11/01/2023] [Accepted: 03/23/2024] [Indexed: 04/10/2024] Open
Abstract
OBJECTIVE This study aimed to investigate the influence of peripapillary atrophy (PPA) area and axial elongation on the longitudinal changes in macular choroidal thickness (ChT) in young individuals with myopia. METHODS AND ANALYSIS In this longitudinal investigation, 431 eyes-342 categorised as non-high myopia (non-HM) and 89 as HM-were examined for 2 years. Participants were examined with swept-source optical coherence tomography. The macular ChT, PPA area and axial length (AL) were measured at baseline and follow-up visits. Multiple regression analysis was performed to identify factors associated with ChT changes. The areas under the receiver operating characteristic curves were analysed to ascertain the predictive capacity of the PPA area and axial elongation for the reduction in macular ChT. RESULTS Initial measurements revealed that the average macular ChT was 240.35±56.15 µm in the non-HM group and 198.43±50.27 µm in the HM group (p<0.001). It was observed that the HM group experienced a significantly greater reduction in average macular ChT (-7.35±11.70 µm) than the non-HM group (-1.85±16.95 µm, p=0.004). Multivariate regression analysis showed that a greater reduction of ChT was associated with baseline PPA area (β=-26.646, p<0.001) and the change in AL (β=-35.230, p<0.001). The combination of the baseline PPA area with the change in AL was found to be effective in predicting the decrease in macular ChT, with an area under the curve of 0.741 (95% CI 0.694 to 0.787). CONCLUSION Over 2 years, eyes with HM exhibit a more significant decrease in ChT than those without HM. Combining the baseline PPA area with the change in AL could be used to predict the decrease of macular ChT.
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Affiliation(s)
- Menghan Li
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Key Laboratory of Fundus Disease, Shanghai, China
| | - Ya Shi
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qiuying Chen
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Guangyi Hu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Key Laboratory of Fundus Disease, Shanghai, China
| | - Jiamin Xie
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Key Laboratory of Fundus Disease, Shanghai, China
| | - Luyao Ye
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Ying Fan
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Key Laboratory of Fundus Disease, Shanghai, China
| | - Jianfeng Zhu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
| | - Jiangnan He
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai, China
| | - Xun Xu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Key Laboratory of Fundus Disease, Shanghai, China
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Li M, Xu H, Ye L, Zhou S, Xie J, Liu C, Zhu J, He J, Fan Y, Xu X. Association of macular outward scleral height with axial length, macular choroidal thickness and morphologic characteristics of the optic disc in Chinese adults. Eye (Lond) 2024; 38:923-929. [PMID: 37898715 PMCID: PMC10966051 DOI: 10.1038/s41433-023-02804-5] [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: 02/12/2023] [Revised: 10/09/2023] [Accepted: 10/18/2023] [Indexed: 10/30/2023] Open
Abstract
PURPOSE To identify the relationship of macular outward scleral height (MOSH) with axial length (AL), macular choroidal thickness (ChT), peripapillary atrophy (PPA), and optic disc tilt in Chinese adults. METHODS In this cross-sectional study, 1088 right eyes of 1088 participants were enrolled and assigned into high myopia (HM) and non-HM groups. MOSH was measured in the nasal, temporal, superior, and inferior directions using swept-source optical coherence tomography images. The clinical characteristics of MOSH and the association of MOSH with AL, macular ChT, PPA, and tilt ratio were analysed. RESULTS The mean age of participants was 37.31 ± 18.93 years (range, 18-86 years), and the mean AL was 25.78 ± 1.79 mm (range, 21.25-33.09 mm). MOSH was the highest in the temporal direction, followed by the superior, nasal, and inferior directions (all p < 0.001). The MOSH of HM eyes was significantly higher than that of non-HM eyes, and it was positively correlated with AL in the nasal, temporal, and superior directions (all p < 0.001). Macular ChT was independently associated with the average MOSH (B = -0.190, p < 0.001). Nasal MOSH was positively associated with the PPA area and the presence of a tilted optic disc (both p < 0.01). Eyes with a higher MOSH in the superior (odds ratio [OR] = 1.008; p < 0.001) and inferior directions (OR = 1.006; p = 0.009) were more likely to have posterior staphyloma. CONCLUSION MOSH is an early indicator of scleral deformation, and it is correlated positively with AL and negatively with ChT. A higher nasal MOSH is associated with a larger PPA area and the presence of a tilted optic disc. Higher MOSH values in the superior and inferior directions were risk factors for posterior staphyloma. CLINICAL TRIAL REGISTRATION The study was registered at www. CLINICALTRIALS gov (Reg. No. NCT03446300).
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Affiliation(s)
- Menghan Li
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
| | - Hannan Xu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
| | - Luyao Ye
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
| | - Siheng Zhou
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
| | - Jiamin Xie
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
| | - Chen Liu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
| | - Jianfeng Zhu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
| | - Jiangnan He
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China.
| | - Ying Fan
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China.
| | - Xun Xu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, 200040, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, 200080, China
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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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He J, Ye L, Chu C, Chen Q, Sun D, Xie J, Hu G, Shi Y, Fan Y, Zhu J, Xu X, He J. Using a combination of peripapillary atrophy area and choroidal thickness for the prediction of different types of myopic maculopathy. Eye (Lond) 2023; 37:2801-2809. [PMID: 36879161 PMCID: PMC10483035 DOI: 10.1038/s41433-023-02423-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 12/01/2022] [Accepted: 01/23/2023] [Indexed: 03/08/2023] Open
Abstract
PURPOSE To analyse the topographic characteristics in macular choroidal thickness (mChT) and ocular biometry in myopic maculopathy and to explore the potential cut-off value for prediction of myopic maculopathy (MM). METHODS All participants underwent detailed ocular examinations. MM was subdivided into thin choroid, Bruch's membrane (BM) defects, choroidal neovascularization (CNV), and myopic tractional maculopathy (MTM) according to OCT-based classification system. Peripapillary atrophy area (PPA), tilt ratio, torsion, and mChT were individually measured. RESULTS A total of 1947 participants were included. In multivariate logistics models, older age, longer axial length, larger PPA area, and thinner average mChT were more likely to have MM and different type of MM. Female participants were more likely to have MM and BM defects. A lower tilt ratio was more likely to be associated with CNV and MTM. The area under the curve (AUC) of single tilt ratio, PPA area, torsion, and topographic of mChT for MM, thin choroid, BM Defects, CNV, and MTM were 0.6581 to 0.9423, 0.6564 to 0.9335, 0.6120 to 0.9554, 0.5734 to 0.9312, 0.6415 to 0.9382, respectively. After combining PPA area and average mChT for predicting MM, thin choroid, BM defects, CNV, and MTM, the AUC of the combination were 0.9678, 0.9279, 0.9531, 0.9213, 0.9317, respectively. CONCLUSION Progressive and continuous PPA area expanding and thin choroid play a role in the development of myopic maculopathy. The present study showed that a combination of peripapillary atrophy area and the choroidal thickness could be used to predict MM and each type of MM.
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Affiliation(s)
- Jiangnan He
- School of Medicine, Tongji University, Shanghai, China
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Luyao Ye
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Chen Chu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Qiuying Chen
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Dandan Sun
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Jiamin Xie
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Guangyi Hu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Ya Shi
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Ying Fan
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Jianfeng Zhu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Xun Xu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, China
| | - Jia He
- School of Medicine, Tongji University, Shanghai, China.
- Department of Health Statistics, Second Military Medical University, Shanghai, China.
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KhalafAllah MT, Fuchs PA, Nugen F, El Hamdaoui M, Levy A, Redden DT, Samuels BC, Grytz R. Longitudinal Changes of Bruch's Membrane Opening, Anterior Scleral Canal Opening, and Border Tissue in Experimental Juvenile High Myopia. Invest Ophthalmol Vis Sci 2023; 64:2. [PMID: 37010856 PMCID: PMC10080949 DOI: 10.1167/iovs.64.4.2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Accepted: 03/08/2023] [Indexed: 04/04/2023] Open
Abstract
Purpose To investigate the relative positional changes between the Bruch's membrane opening (BMO) and the anterior scleral canal opening (ASCO), and border tissue configuration changes during experimental high myopia development in juvenile tree shrews. Methods Juvenile tree shrews were assigned randomly to two groups: binocular normal vision (n = 9) and monocular -10 D lens treatment starting at 24 days of visual experience to induce high myopia in one eye while the other eye served as control (n = 12). Refractive and biometric measurements were obtained daily, and 48 radial optical coherence tomography B-scans through the center of the optic nerve head were obtained weekly for 6 weeks. ASCO and BMO were segmented manually after nonlinear distortion correction. Results Lens-treated eyes developed high degree of axial myopia (-9.76 ± 1.19 D), significantly different (P < 0.001) from normal (0.34 ± 0.97 D) and control eyes (0.39 ± 0.88 D). ASCO-BMO centroid offset gradually increased and became significantly larger in the experimental high myopia group compared with normal and control eyes (P < 0.0001) with an inferonasal directional preference. The border tissue showed a significantly higher tendency of change from internally to externally oblique configuration in the experimental high myopic eyes in four sectors: nasal, inferonasal, inferior, and inferotemporal (P < 0.005). Conclusions During experimental high myopia development, progressive relative deformations of ASCO and BMO occur simultaneously with changes in border tissue configuration from internally to externally oblique in sectors that are close to the posterior pole (nasal in tree shrews). These asymmetric changes may contribute to pathologic optic nerve head remodeling and an increased risk of glaucoma later in life.
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Affiliation(s)
- Mahmoud T. KhalafAllah
- Vision Science Graduate Program, The University of Alabama at Birmingham, Birmingham, Alabama, United States
- Department of Ophthalmology, Menoufia University, Shebin Elkom, Menoufia, Egypt
| | - Preston A. Fuchs
- Department of Ophthalmology and Visual Sciences, The University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Fred Nugen
- Department of Ophthalmology and Visual Sciences, The University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Mustapha El Hamdaoui
- Department of Ophthalmology and Visual Sciences, The University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Alexander Levy
- Department of Biomedical Engineering, The University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - David T. Redden
- Department of Biostatistics, The University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Brian C. Samuels
- Department of Ophthalmology and Visual Sciences, The University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Rafael Grytz
- Department of Ophthalmology and Visual Sciences, The University of Alabama at Birmingham, Birmingham, Alabama, United States
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8
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Kudsieh B, Fernández-Vigo JI, Flores-Moreno I, Ruiz-Medrano J, Garcia-Zamora M, Samaan M, Ruiz-Moreno JM. Update on the Utility of Optical Coherence Tomography in the Analysis of the Optic Nerve Head in Highly Myopic Eyes with and without Glaucoma. J Clin Med 2023; 12:jcm12072592. [PMID: 37048675 PMCID: PMC10095192 DOI: 10.3390/jcm12072592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Revised: 03/11/2023] [Accepted: 03/28/2023] [Indexed: 04/03/2023] Open
Abstract
Glaucoma diagnosis in highly myopic subjects by optic nerve head (ONH) imaging is challenging as it is difficult to distinguish structural defects related to glaucoma from myopia-related defects in these subjects. Optical coherence tomography (OCT) has evolved to become a routine examination at present, providing key information in the assessment of glaucoma based on the study of the ONH. However, the correct segmentation and interpretation of the ONH data employing OCT is still a challenge in highly myopic patients. High-resolution OCT images can help qualitatively and quantitatively describe the structural characteristics and anatomical changes in highly myopic subjects with and without glaucoma. The ONH and peripapillary area can be analyzed to measure the myopic atrophic-related zone, the existence of intrachoroidal cavitation, staphyloma, and ONH pits by OCT. Similarly, the lamina cribosa observed in the OCT images may reveal anatomical changes that justify visual defects. Several quantitative parameters of the ONH obtained from OCT images were proposed to predict the progression of visual defects in glaucoma subjects. Additionally, OCT images help identify factors that may negatively influence the measurement of the retinal nerve fiber layer (RNFL) and provide better analysis using new parameters, such as Bruch’s Membrane Opening-Minimum Rim Width, which serves as an alternative to RNFL measurements in highly myopic subjects due to its superior diagnostic ability.
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Affiliation(s)
- Bachar Kudsieh
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
- Centro Internacional de Oftalmologia Avanzada, 28010 Madrid, Spain
- Correspondence: ; Tel.: +34-91-191-60-00
| | - José Ignacio Fernández-Vigo
- Centro Internacional de Oftalmologia Avanzada, 28010 Madrid, Spain
- Department of Ophthalmology, Hospital Clinico San Carlos, Institute of Health Research (IdISSC), 28040 Madrid, Spain
| | - Ignacio Flores-Moreno
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
| | - Jorge Ruiz-Medrano
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
- Instituto de Microcirugia Ocular (IMO), 28035 Madrid, Spain
| | - Maria Garcia-Zamora
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
| | - Muhsen Samaan
- Barraquer Eye Clinic UAE, Dubai P.O. Box 212619, United Arab Emirates
| | - Jose Maria Ruiz-Moreno
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
- Instituto de Microcirugia Ocular (IMO), 28035 Madrid, Spain
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9
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Li M, Yu J, Chen Q, Zhou H, Zou H, He J, Zhu J, Fan Y, Xu X. Clinical characteristics and risk factors of myopic retinoschisis in an elderly high myopia population. Acta Ophthalmol 2023; 101:e167-e176. [PMID: 36004558 DOI: 10.1111/aos.15234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 07/01/2022] [Accepted: 08/14/2022] [Indexed: 11/30/2022]
Abstract
PURPOSE To investigate the clinical characteristics, internal correlations and risk factors for different locations of retinoschisis (RS) in an elderly high myopia (HM) population. METHODS A total of 448 eyes (304 participants) were analysed and classified into no retinoschisis (no-RS), paravascular retinoschisis (PVRS), peripapillary retinoschisis (PPRS) and macular retinoschisis (MRS) groups. Each participant underwent comprehensive ophthalmic examinations, and posterior scleral height (PSH) was measured in swept-source optical coherence tomography images. PSH, vitreoretinal interface abnormities and myopic atrophy maculopathy (MAM) were compared among groups. RESULTS Retinoschisis was found in 195 (43.5%) eyes, among which 170 (37.9%) had PVRS, 123 (27.5%) had PPRS, and 103 (23.0%) had MRS. MRS was found to be combined with PVRS in 96 of 103 (93.2%) eyes. MAM was one of the risk factors for RS (odds ratio [OR], 2.459; p = 0.005). Higher nasal PSH was the only risk factor for PVRS (OR, 9.103; p = 0.008 per 1-mm increase). Elongation of axial length (AL) (OR, 1.891; p < 0.001 per 1-mm increase), higher PSH in nasal (OR, 5.059; p = 0.009 per 1-mm increase) and temporal (OR, 13.021; p = 0.012 per 1-mm increase), epiretinal membrane (ERM; OR, 2.841; p = 0.008) and vitreomacular traction (VMT; OR, 7.335; p = 0.002) were risk factors for MRS. CONCLUSIONS Paravascular retinoschisis is the most common type of RS in HM and MRS is mostly combined with PVRS. MAM is one of the risk factors for RS. In addition to longer AL and higher PSH, the presence of VMT and ERM also play an important role in the formation of MRS.
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Affiliation(s)
- Menghan Li
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Jiayi Yu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Qiuying Chen
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Hao Zhou
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Haidong Zou
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Jiangnan He
- Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Jianfeng Zhu
- Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Ying Fan
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Xun Xu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Diseases Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
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10
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Zou H, Shi S, Yang X, Ma J, Fan Q, Chen X, Wang Y, Zhang M, Song J, Jiang Y, Li L, He X, Jhanji V, Wang S, Song M, Wang Y. Identification of ocular refraction based on deep learning algorithm as a novel retinoscopy method. Biomed Eng Online 2022; 21:87. [PMID: 36528597 PMCID: PMC9758840 DOI: 10.1186/s12938-022-01057-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 12/05/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND The evaluation of refraction is indispensable in ophthalmic clinics, generally requiring a refractor or retinoscopy under cycloplegia. Retinal fundus photographs (RFPs) supply a wealth of information related to the human eye and might provide a promising approach that is more convenient and objective. Here, we aimed to develop and validate a fusion model-based deep learning system (FMDLS) to identify ocular refraction via RFPs and compare with the cycloplegic refraction. In this population-based comparative study, we retrospectively collected 11,973 RFPs from May 1, 2020 to November 20, 2021. The performance of the regression models for sphere and cylinder was evaluated using mean absolute error (MAE). The accuracy, sensitivity, specificity, area under the receiver operating characteristic curve, and F1-score were used to evaluate the classification model of the cylinder axis. RESULTS Overall, 7873 RFPs were retained for analysis. For sphere and cylinder, the MAE values between the FMDLS and cycloplegic refraction were 0.50 D and 0.31 D, representing an increase of 29.41% and 26.67%, respectively, when compared with the single models. The correlation coefficients (r) were 0.949 and 0.807, respectively. For axis analysis, the accuracy, specificity, sensitivity, and area under the curve value of the classification model were 0.89, 0.941, 0.882, and 0.814, respectively, and the F1-score was 0.88. CONCLUSIONS The FMDLS successfully identified the ocular refraction in sphere, cylinder, and axis, and showed good agreement with the cycloplegic refraction. The RFPs can provide not only comprehensive fundus information but also the refractive state of the eye, highlighting their potential clinical value.
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Affiliation(s)
- Haohan Zou
- grid.265021.20000 0000 9792 1228Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China ,grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Shenda Shi
- grid.31880.320000 0000 8780 1230School of Computer Science, School of National Pilot Software Engineering, Beijing University of Posts and Telecommunications, 10 Xitucheng Road, Hai-Dian District, Beijing, 100876 China ,HuaHui Jian AI Tech Ltd., Tianjin, China
| | - Xiaoyan Yang
- grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China ,grid.412729.b0000 0004 1798 646XTianjin Eye Hospital Optometric Center, Tianjin, China
| | - Jiaonan Ma
- grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Qian Fan
- grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Xuan Chen
- grid.265021.20000 0000 9792 1228Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China ,grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Yibing Wang
- grid.265021.20000 0000 9792 1228Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China ,grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Mingdong Zhang
- grid.265021.20000 0000 9792 1228Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China ,grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Jiaxin Song
- grid.265021.20000 0000 9792 1228Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China ,grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China
| | - Yanglin Jiang
- grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China ,grid.412729.b0000 0004 1798 646XTianjin Eye Hospital Optometric Center, Tianjin, China
| | - Lihua Li
- grid.412729.b0000 0004 1798 646XTianjin Eye Hospital Optometric Center, Tianjin, China
| | - Xin He
- HuaHui Jian AI Tech Ltd., Tianjin, China
| | - Vishal Jhanji
- grid.21925.3d0000 0004 1936 9000UPMC Eye Center, University of Pittsburgh School of Medicine, Pittsburgh, PA USA
| | - Shengjin Wang
- HuaHui Jian AI Tech Ltd., Tianjin, China ,grid.12527.330000 0001 0662 3178Department of Electronic Engineering, Tsinghua University, Beijing, China
| | - Meina Song
- grid.31880.320000 0000 8780 1230School of Computer Science, School of National Pilot Software Engineering, Beijing University of Posts and Telecommunications, 10 Xitucheng Road, Hai-Dian District, Beijing, 100876 China ,HuaHui Jian AI Tech Ltd., Tianjin, China
| | - Yan Wang
- grid.265021.20000 0000 9792 1228Clinical College of Ophthalmology, Tianjin Medical University, Tianjin, China ,grid.216938.70000 0000 9878 7032Tianjin Key Lab of Ophthalmology and Visual Science, Tianjin Eye Institute, Tianjin Eye Hospital, Nankai University Affiliated Eye Hospital, 4 Gansu Road, He-Ping District, Tianjin, 300020 China ,grid.216938.70000 0000 9878 7032Nankai University Eye Institute, Nankai University, Tianjin, China
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11
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Hu G, Xie J, Shi Y, Li M, Ye L, Chen Q, Lv H, Yin Y, Zou H, He J, Zhu J, Fan Y, Xu X. Morphological characteristics of the optic nerve head and impacts on longitudinal change in macular choroidal thickness during myopia progression. Acta Ophthalmol 2022; 100:e1708-e1718. [PMID: 35611544 PMCID: PMC9790274 DOI: 10.1111/aos.15187] [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: 02/05/2022] [Accepted: 05/05/2022] [Indexed: 12/30/2022]
Abstract
PURPOSE The aim of this study was to investigate the association between morphological characteristics of Bruch's membrane opening distance (BMOD), border length (BL), border tissue angle (BTA), peripapillary atrophy (PPA) as well as axial length (AL) and incident decreased macular choroidal thickness (mChT) in young healthy myopic eyes. METHODS A total of 323 participants aged 17-30 years were included in the current 2-year longitudinal study. Each participant underwent detailed ocular examinations at baseline and follow-up. Data of AL, refraction error, PPA area, BMOD, BL, BTA and mChT were measured individually. Incident decreased mChT was defined as follow-up mChT of participants decreased into the lowest quartile of baseline mChT. RESULTS Subjects with longer AL, longer BMOD were more likely to have incident decreased mChT (odds ratio [OR], 1.56; 2.09, respectively, per 1 Z-score increment), whereas larger BTA was less likely to develop decreased mChT (odds ratio [OR], 0.51, per 1 Z-score increment). The area under the receiver operating curve (AUROC) of basic risk model for incident decreased mChT was 0.6284. After adding BMOD, BTA and AL separately to the basic risk model, the AUROC of the combination could reach 0.6967, 0.6944 and 0.7383, respectively. After combining BMOD, BTA and AL to the basic model, the AUROC of the combination showed the highest AUROC of 0.7608. CONCLUSIONS Bruch's membrane opening distance and AL are significant risk factors for incident decreased mChT, whereas BTA played protective role in the deterioration of mChT. In addition, a combination of BMOD, BTA and AL could serve as earlier predictors of the attenuation of mChT in myopia progression.
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Affiliation(s)
- Guangyi Hu
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Jiamin Xie
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Ya Shi
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Menghan Li
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Luyao Ye
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Qiuying Chen
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Hanyi Lv
- Department of OphthalmologyPeking University People's HospitalBeijingChina
| | - Yao Yin
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Haidong Zou
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Jiangnan He
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Jianfeng Zhu
- Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Ying Fan
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
| | - Xun Xu
- Department of Ophthalmology, Shanghai General HospitalShanghai Jiao Tong University School of MedicineShanghaiChina,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment CenterShanghai Eye HospitalShanghaiChina,National Clinical Research Center for Eye DiseasesShanghaiChina,Shanghai Key Laboratory of Ocular Fundus DiseasesShanghaiChina,Shanghai Engineering Center for Visual Science and Photo MedicineShanghaiChina,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye DiseasesShanghaiChina
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12
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Lin Q, Jia Y, Li T, Wang S, Xu X, Xu Y, Lu L, Yang C, Zou H. Optic disc morphology and peripapillary atrophic changes in diabetic children and adults without diabetic retinopathy or visual impairment. Acta Ophthalmol 2022; 100:e157-e166. [PMID: 33949131 PMCID: PMC9292269 DOI: 10.1111/aos.14885] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 03/25/2021] [Accepted: 04/04/2021] [Indexed: 12/28/2022]
Abstract
PURPOSE To investigate the changes in optic disc morphology and peripapillary atrophy (PPA) in diabetic children and adults without diabetic retinopathy (DR) or visual impairment (VI). METHODS This cross-sectional study included two groups of subjects. One group included 91 children with type 1 diabetes mellitus (T1DM) and 86 healthy children, and the other group included 444 adults with T2DM and 442 healthy controls. The optic disc parameters including major and minor axis lengths, optic disc ovality (ODO), optic disc tilt, optic disc area and β-PPA area were analysed in all subjects. Optic disc rotation and the Bergmeister papilla were analysed only in children. Patients with diabetes and healthy controls were compared in each group of the study population. RESULTS In both groups, patients with diabetes and healthy controls were matched for age, sex and axial length (AL). Among the children, β-PPA area was significantly smaller in those with diabetes (0.29 ± 0.43 mm2 ) than in the healthy controls (0.46 ± 0.58 mm2 , p < 0.05). Multiple linear regression analysis showed that diagnosis of DM was negatively associated with β-PPA area. Longer AL and higher body mass index (BMI) were positively associated with β-PPA area. Among adults, ODO was significantly larger in those with diabetes (1.14 ± 0.09) than in healthy controls (1.12 ± 0.06, p < 0.05). Multiple linear regression analysis showed that the BMI and DM were potential risk factors affecting ODO. CONCLUSION Hyperglycaemia had different effects on the optic disc in children and adults. Unlike in healthy controls, hyperglycaemia had an impact on the peripapillary tissue in children and on optic disc shape in adults before DR and VI development.
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Affiliation(s)
- Qiurong Lin
- Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases National Clinical Research Center for Eye Diseases Shanghai Key laboratory of Ocular Fundus Diseases Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
| | - Yan Jia
- Department of Ophthalmology Children's Hospital of Fudan University Shanghai China
| | - Tao Li
- Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases National Clinical Research Center for Eye Diseases Shanghai Key laboratory of Ocular Fundus Diseases Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
| | - Shanshan Wang
- Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases National Clinical Research Center for Eye Diseases Shanghai Key laboratory of Ocular Fundus Diseases Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
| | - Xian Xu
- Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases National Clinical Research Center for Eye Diseases Shanghai Key laboratory of Ocular Fundus Diseases Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
| | - Yi Xu
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
| | - Lina Lu
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
| | - Chenhao Yang
- Department of Ophthalmology Children's Hospital of Fudan University Shanghai China
| | - Haidong Zou
- Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases National Clinical Research Center for Eye Diseases Shanghai Key laboratory of Ocular Fundus Diseases Shanghai General Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
- Shanghai Eye Diseases Prevention & Treatment Center Shanghai Eye Hospital Shanghai China
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13
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Meng LH, Yuan MZ, Zhao XY, Yu WH, Chen YX. Wide-field swept source optical coherence tomography evaluation of posterior segment changes in highly myopic eyes. Eur J Ophthalmol 2021; 32:2777-2788. [PMID: 34841931 DOI: 10.1177/11206721211062362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND To investigate the features in the posterior pole of highly myopic (HM) eyes using a wide-field high-resolution swept source optical coherence tomography (SS OCT). METHODS This observational cross-sectional study involved 262 eyes of 139 patients, who were diagnosed as HM and had consecutively been examined by SS OCT in the Ophthalmology Department of the Peking Union Medical College Hospital between March 2019 and December 2019. The characteristics of OCT images were documented and analyzed. RESULTS In our study, SS OCT could demonstrate the entire layer of the choroid and detect the sclera in all eyes. The mean subfoveal retinal/choroidal/scleral thickness were 204.84 ± 119.86 μm, 92.80 ± 75.78 μm and 394.734 ± 123.09 μm, respectively. 138 eyes (52.67%) had posterior precortical vitreous pocket. Myopic foveoschisis was detected in 110 eyes (41.98%), and significantly associated with the presence of posterior staphyloma. 36 eyes (13.74%) had DSM in our study, of which 8 eyes (22.22%) showed a round dome, 16 (44.44%) were horizontal oval-shaped, 9 (25%) were vertical oval-shaped and 3 (8.34%) were oblique oval-shaped. Both SFCT and SFST were inversely and significantly associated with age and refractive errors. Macular neovascularization was significantly correlated with intrascleral vessels. Different deformation of the sclera and posterior staphyloma were vividly identified on SS OCT images. CONCLUSIONS This study provided a relatively comprehensive picture of posterior pole in HM eyes. Such good visualization of ocular fundus provided by wide-field SS OCT could be useful for the therapy option, disease condition monitoring and pathogenesis investigation.
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Affiliation(s)
- Li-Hui Meng
- Department of Ophthalmology, 34732Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Ming-Zhen Yuan
- Department of Ophthalmology, 34732Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China.,Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing, China
| | - Xin-Yu Zhao
- Department of Ophthalmology, 34732Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Wei-Hong Yu
- Department of Ophthalmology, 34732Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - You-Xin Chen
- Department of Ophthalmology, 34732Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
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14
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Liu X, Zhang F, Wang Y, Xie Z, Wu W, Wang Q, Zheng M, Lu F, Mao X. Associations between optic disc characteristics and macular choroidal microvasculature in young patients with high myopia. Clin Exp Ophthalmol 2021; 49:560-569. [PMID: 34013561 DOI: 10.1111/ceo.13948] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 05/03/2021] [Accepted: 05/07/2021] [Indexed: 01/11/2023]
Abstract
BACKGROUND This study aimed to examine changes to optic disc characteristics and macular choroidal microvasculature, and their relationships in young patients with high myopia (HM). METHODS A total of 90 patients were enrolled in this cross-sectional study. Based on their refractive power, the patients were divided into three groups: 27 in the control group, 34 in the HM group and 29 in the extremely high myopia group. Images of each patient's macula and optic disc were taken by ocular coherence tomography angiography. The macular choroidal and retinal thickness, capillary vessel density and capillary flow area were measured using Matlab software. Parapapillary atrophy (PPA) and the ovality index (OI) obtained from the scanning laser ophthalmoscopy images and the degree of optic disc tilt obtained from the optic nerve head ocular coherence tomography B-scans were analysed by Image J and Matlab software. RESULTS The PPA area, OI and degree of optic disc tilt were significantly different among the three groups (all p ≤ 0.001). The macular choroidal thickness and microvasculature were significantly different among the three groups (all p < 0.05). Macular choroidal thickness was significantly correlated with PPA area and the degree of optic disc tilt (r = -0.331, p = 0.003; r = -0.394, p = 0.001, respectively). Macular choroidal capillary vessel density and choriocapillaris flow area were associated with PPA area (r = -0.251, p = 0.047; r = -0.326, p = 0.009, respectively). CONCLUSIONS PPA area, OI and the degree of optic disc tilt were increased in patients with HM, and these changes were correlated with macular choroidal thickness and choroidal microvasculature.
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Affiliation(s)
- Xinting Liu
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Fen Zhang
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Yanli Wang
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Zhu Xie
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Wenfeng Wu
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Qian Wang
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Miaoran Zheng
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Fan Lu
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
| | - Xinjie Mao
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China
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15
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Sun D, Du Y, Chen Q, Ye L, Chen H, Li M, He J, Zhu J, Wang L, Fan Y, Xu X. Imaging Features by Machine Learning for Quantification of Optic Disc Changes and Impact on Choroidal Thickness in Young Myopic Patients. Front Med (Lausanne) 2021; 8:657566. [PMID: 33996860 PMCID: PMC8116583 DOI: 10.3389/fmed.2021.657566] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Accepted: 04/01/2021] [Indexed: 01/21/2023] Open
Abstract
Purpose: To construct quantifiable models of imaging features by machine learning describing early changes of optic disc and peripapillary region, and to explore their performance as early indicators for choroidal thickness (ChT) in young myopic patients. Methods: Eight hundred and ninety six subjects were enrolled. Imaging features were extracted from fundus photographs. Macular ChT (mChT) and peripapillary ChT (pChT) were measured on swept-source optical coherence tomography scans. All participants were divided randomly into training (70%) and test (30%) sets. Imaging features correlated with ChT were selected by LASSO regression and combined into new indicators of optic disc (IODs) for mChT (IOD_mChT) and for pChT (IOD_pChT) by multivariate regression models in the training set. The performance of IODs was evaluated in the test set. Results: A significant correlation between IOD_mChT and mChT (r = 0.650, R2 = 0.423, P < 0.001) was found in the test set. IOD_mChT was negatively associated with axial length (AL) (r = −0.562, P < 0.001) and peripapillary atrophy (PPA) area (r = −0.738, P < 0.001) and positively associated with ovality index (r = 0.503, P < 0.001) and torsion angle (r = 0.242, P < 0.001) in the test set. Every 1 × 10 μm decrease in IOD_mChT was associated with an 8.87 μm decrease in mChT. A significant correlation between IOD_pChT and pChT (r = 0.576, R2 = 0.331, P < 0.001) was found in the test set. IOD_pChT was negatively associated with AL (r = −0.478, P < 0.001) and PPA area (r = −0.651, P < 0.001) and positively associated with ovality index (r = 0.285, P < 0.001) and torsion angle (r = 0.180, P < 0.001) in the test set. Every 1 × 10 μm decrease in IOD_pChT was associated with a 9.64 μm decrease in pChT. Conclusions: The study introduced a machine learning approach to acquire imaging information of early changes of optic disc and peripapillary region and constructed quantitative models significantly correlated with choroidal thickness. The objective models from fundus photographs represented a new approach that offset limitations of human annotation and could be applied in other areas of fundus diseases.
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Affiliation(s)
- Dandan Sun
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Yuchen Du
- Department of Automation, Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai, China
| | - Qiuying Chen
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Luyao Ye
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Huai Chen
- Department of Automation, Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai, China
| | - Menghan Li
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Jiangnan He
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Jianfeng Zhu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Lisheng Wang
- Department of Automation, Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai, China
| | - Ying Fan
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
| | - Xun Xu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,National Clinical Research Center for Eye Diseases, Shanghai, China.,Shanghai Key Laboratory of Ocular Fundus Disease, Shanghai, China.,Shanghai Engineering Center for Visual Science and Photo Medicine, Shanghai, China.,Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China.,Department of Preventative Ophthalmology, Shanghai Eye Disease Prevention and Treatment Center, Shanghai Eye Hospital, Shanghai, China
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