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Liu S, Liu L, Ma C, Su S, Liu Y, Li B. Association between retinal vascular fractal dimensions and retinopathy of prematurity: an AI-assisted retrospective case-control study. Int Ophthalmol 2025; 45:105. [PMID: 40100468 DOI: 10.1007/s10792-025-03461-1] [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: 01/19/2024] [Accepted: 02/22/2025] [Indexed: 03/20/2025]
Abstract
PURPOSE The main objective of this study was to analyze the fractal dimensions (D(f)) of retinal vasculature in premature infants with retinopathy of prematurity (ROP) and determine their correlation with ROP severity. METHODS We conducted a single-center retrospective case-control study involving 641 premature patients with ROP (641 eyes) and 684 normal preterm infants (684 eyes) matched for corrected gestational age (CGA). Computer-assisted techniques were used to quantify peripapillary retinal vascular D(f), vessel tortuosity (VT), and vessel width (VW). RESULTS Compared to the normal preterm groups, patients with ROP exhibited a significant increase in retinal vascular D(f) by 0.0061 (P = 0.0002). Subgroup analyses revealed a significant association between increasing ROP severity and increased retinal vascular D(f) (P < 0.05). Multivariable-adjusted ordered logistic regression models demonstrated that retinal vascular D(f) (aOR: 3.307, P < 0.0001) was significantly independent and associated with ROP severity. For every 0.1 increase in D(f), the probability of ROP requiring intervention increased by 33.07%. Multiple linear regression models indicated a significant positive correlation between D(f) and VT, as well as VW around the optic disc (P < 0.0001). For every 1 (104 cm-3) increase in VT, D(f) increased by 0.0010. Similarly, for every 1 (μm) increase in VW, D(f) increased by 0.0025. CONCLUSIONS Our findings suggest that increased D(f) in retinal vessels is a pathological characteristic of ROP. This increase may be attributed to the curvature and width of the retinal vasculature in infants with ROP. Quantitative measurement of retinal vascular D(f) could serve as a valuable vascular indicator for assessing the severity of ROP.
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Affiliation(s)
- Shuai Liu
- School of Information Science and Technology, University of Science and Technology of China, Hefei, 230022, China
- Eye Institute, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, 226006, China
| | - Lei Liu
- School of Information Science and Technology, University of Science and Technology of China, Hefei, 230022, China.
| | - Cuixia Ma
- Anhui Province Maternity and Child Health Hospital, Maternity and Child Health Hospital affiliated to Anhui Medical University, Hefei, 230001, China
| | - Shu Su
- Eye Institute, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, 226006, China
| | - Ying Liu
- Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi, 330006, China.
| | - Bin Li
- School of Information Science and Technology, University of Science and Technology of China, Hefei, 230022, China
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Chen Q, Miao S, Jiang Y, Shi D, You W, Liu L, Yusufu M, Chen Y, Wang R. Associations of Retinal Microvascular Density and Fractal Dimension with Glaucoma: A Prospective Study from UK Biobank. OPHTHALMOLOGY SCIENCE 2025; 5:100661. [PMID: 39850540 PMCID: PMC11754513 DOI: 10.1016/j.xops.2024.100661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Revised: 11/19/2024] [Accepted: 11/21/2024] [Indexed: 01/25/2025]
Abstract
Objective To explore the association between retinal microvascular parameters and glaucoma. Design Prospective study. Subjects The UK Biobank subjects with fundus images and without a history of glaucoma. Methods We employed the Retina-based Microvascular Health Assessment System to utilize the noninvasive nature of fundus photography and quantify retinal microvascular parameters including retinal vascular skeleton density (VSD) and fractal dimension (FD). We also utilized propensity score matching (PSM) to pair individuals with glaucoma and healthy controls. Propensity score matching was implemented via a logistic regression model with a caliper of 0.1 and a matching ratio of 1:4 no replacements. We conducted univariable Cox regression analyses to study the association between retinal microvascular parameters and incident glaucoma, in both continuous and quartile forms. Main Outcome Measure Vascular skeleton density, FD, and glaucoma. Results In a study of 41 632 participants without prior glaucoma, 482 cases of glaucoma were recorded during a median follow-up of 11.0 years. In the Cox proportional hazards regression model post-PSM, we found that incident glaucoma has significant negative associations with arteriolar VSD (hazard ratio [HR] = 0.24, 95% confidence interval [CI] 0.11-0.52, P < 0.001), venular VSD (HR = 0.34, 95% CI 0.15-0.74, P = 0.007), arteriolar FD (HR = 0.24, 95% CI 0.10-0.60, P = 0.002), and venular FD (HR = 0.31, 95% CI 0.12-0.85, P = 0.022). Subgroup analysis using covariates revealed that individuals aged ≥60 years, nonsmokers, moderate alcohol consumers, and those with hypertension and myopia exhibited P values <0.05 consistently prematching and postmatching, differing from other subgroups within this covariate. Conclusions Our study found that reduced retinal VSD and lower FD are linked to elevated glaucoma risk. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Qi Chen
- Department of Ophthalmology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Suyu Miao
- First Affiliated Hospital of Fujian Medical University, Fujian Medical University, Fuzhou, China
| | - Yuzhe Jiang
- First Affiliated Hospital of Fujian Medical University, Fujian Medical University, Fuzhou, China
| | - Danli Shi
- School of Optometry, The Hong Kong Polytechnic University, Kowloon, Hong Kong
- Research Centre for SHARP Vision (RCSV), The Hong Kong Polytechnic University, Kowloon, Hong Kong
- Centre for Eye and Vision Research (CEVR), Science Park, Hong Kong
| | - Weiyun You
- The 900 Hospital of the Joint Service Support Force of the People's Liberation Army of China, Fuzhou, China
| | - Lin Liu
- Department of Ophthalmology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Mayinuer Yusufu
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Australia
- Department of Surgery (Ophthalmology), The University of Melbourne, Melbourne, Australia
| | - Yufan Chen
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Ruobing Wang
- Department of Ophthalmology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
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Freiberg J, Welikala R, Rovelt J, Barman SA, Owen CG, Rudnicka AR, Kolko M. Longitudinal associations of retinal vessel morphology with intraocular pressure and blood pressure at follow-up visit-Findings from a Danish eye and vision cohort, Project FOREVER. Acta Ophthalmol 2025; 103:33-42. [PMID: 38953839 PMCID: PMC11704846 DOI: 10.1111/aos.16737] [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: 04/09/2024] [Accepted: 06/22/2024] [Indexed: 07/04/2024]
Abstract
PURPOSE To characterise the retinal vasculometry of a Danish eye and vision cohort and examine associations with systolic blood pressure (BP), diastolic BP, mean arterial BP, and intraocular pressure (IOP). DESIGN Longitudinal study. METHODS The retinal vasculature of fundus images from the FOREVER (Finding Ophthalmic Risks and Evaluating the Value of Eye exams and their predictive Reliability) cohort was analysed using a fully automated image analysis program. Longitudinal associations of retinal vessel morphology at follow-up visit with IOP (baseline and follow-up) and BP (follow-up) were examined using multilevel linear regression models adjusting for age, sex and retinal vasculometry at baseline as fixed effects and person as random effect. Width measurements were additionally adjusted for the spherical equivalent. RESULTS A total of 2089 subjects (62% female) with a mean age of 61 (standard deviation 8) years and a mean follow-up period of 4.1 years (SD 0.6 years) were included. The mean arteriolar diameter was approximately 20% thinner than the mean venular diameter, and venules were about 21%-23% less tortuous than arterioles. BP at follow-up was associated with decreased arteriolar diameter from baseline to follow-up. After adjusting for baseline IOP, IOP at follow-up was associated with increased arteriolar tortuosity above baseline (0.59%, 95% CI 0.08-1.10, p-value 0.024). CONCLUSION In a Danish eye and vision cohort, variations in BP and alterations in IOP over time were associated with changes in the width and tortuosity of retinal vessels. Our findings contribute novel insights into retinal vascular alterations over time.
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Affiliation(s)
- Josefine Freiberg
- Department of Drug Design and PharmacologyUniversity of CopenhagenCopenhagenDenmark
| | - Roshan Welikala
- School of Computer Science and MathematicsKingston UniversitySurreyUK
| | - Jens Rovelt
- Department of Drug Design and PharmacologyUniversity of CopenhagenCopenhagenDenmark
| | - Sarah A. Barman
- School of Computer Science and MathematicsKingston UniversitySurreyUK
| | - Christopher G. Owen
- Population Health Research InstituteSt. George's, University of LondonLondonUK
| | - Alicja R. Rudnicka
- Population Health Research InstituteSt. George's, University of LondonLondonUK
| | - Miriam Kolko
- Department of Drug Design and PharmacologyUniversity of CopenhagenCopenhagenDenmark
- Department of Ophthalmology, Copenhagen University HospitalRigshospitaletGlostrup, CopenhagenDenmark
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Huang Y, Plotnikov D, Wang H, Shi D, Li C, Zhang X, Zhang X, Tang S, Shang X, Hu Y, Yu H, Zhang H, Guggenheim JA, He M. GWAS-by-subtraction reveals an IOP-independent component of primary open angle glaucoma. Nat Commun 2024; 15:8962. [PMID: 39419966 PMCID: PMC11487129 DOI: 10.1038/s41467-024-53331-0] [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: 07/14/2023] [Accepted: 10/09/2024] [Indexed: 10/19/2024] Open
Abstract
The etiology of primary open angle glaucoma is constituted by both intraocular pressure-dependent and intraocular pressure-independent mechanisms. However, GWASs of traits affecting primary open angle glaucoma through mechanisms independent of intraocular pressure remains limited. Here, we address this gap by subtracting the genetic effects of a GWAS for intraocular pressure from a GWAS for primary open angle glaucoma to reveal the genetic contribution to primary open angle glaucoma via intraocular pressure-independent mechanisms. Seventeen independent genome-wide significant SNPs were associated with the intraocular pressure-independent component of primary open angle glaucoma. Of these, 7 are located outside known normal tension glaucoma loci, 11 are located outside known intraocular pressure loci, and 2 are novel primary open angle glaucoma loci. The intraocular pressure-independent genetic component of primary open angle glaucoma is associated with glaucoma endophenotypes, while the intraocular pressure-dependent component is associated with blood pressure and vascular permeability. A genetic risk score for the intraocular pressure-independent component of primary open angle glaucoma is associated with 26 different retinal micro-vascular features, which contrasts with the genetic risk score for the intraocular pressure-dependent component. Increased understanding of these intraocular pressure-dependent and intraocular pressure-independent components provides insights into the pathogenesis of glaucoma.
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Affiliation(s)
- Yu Huang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China.
- Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China.
- Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK.
| | - Denis Plotnikov
- Central Research Laboratory, Kazan State Medical University, Kazan, Russia
- School of Optometry & Vision Sciences, Cardiff University, Cardiff, UK
| | - Huan Wang
- Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, DD1 9SY, UK
| | - Danli Shi
- Experimental Ophthalmology, The Hong Kong Polytechnic University, Hong Kong, People's Republic of China
| | - Cong Li
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Xueli Zhang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Xiayin Zhang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Shulin Tang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Xianwen Shang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
- Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
- Centre for Eye Research Australia, Melbourne, VIC, 3002, Australia
| | - Yijun Hu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Honghua Yu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China.
| | - Hongyang Zhang
- Department of Ophthalmology, Nanfang Hospital, Southern Medical University, Guangzhou, 510080, China.
| | | | - Mingguang He
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China.
- Experimental Ophthalmology, The Hong Kong Polytechnic University, Hong Kong, People's Republic of China.
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Zhao Y, Zhao Z, Yang J, Li L, Nasseri MA, Zapp D. AI-based fully automatic analysis of retinal vascular morphology in pediatric high myopia. BMC Ophthalmol 2024; 24:415. [PMID: 39334037 PMCID: PMC11437631 DOI: 10.1186/s12886-024-03682-5] [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: 05/22/2024] [Accepted: 09/16/2024] [Indexed: 09/30/2024] Open
Abstract
PURPOSE To investigate the changes in retinal vascular structures associated with various stages of myopia by designing automated software based on an artificial intelligence model. METHODS The study involved 1324 pediatric participants from the National Children's Medical Center in China, and 2366 high-quality retinal images and corresponding refractive parameters were obtained and analyzed. Spherical equivalent refraction (SER) degree was calculated. We proposed a data analysis model based on a combination of the Convolutional Neural Networks (CNN) model and the attention module to classify images, segment vascular structures, and measure vascular parameters, such as main angle (MA), branching angle (BA), bifurcation edge angle (BEA) and bifurcation edge coefficient (BEC). One-way ANOVA compared parameter measurements between the normal fundus, low myopia, moderate myopia, and high myopia groups. RESULTS The mean age was 9.85 ± 2.60 years, with an average SER of -1.49 ± 3.16D in the right eye and - 1.48 ± 3.13D in the left eye. There were 279 (12.38%) images in the normal group and 384 (16.23%) images in the high myopia group. Compared with normal fundus, the MA of fundus vessels in different myopic refractive groups was significantly reduced (P = 0.006, P = 0.004, P = 0.019, respectively), and the performance of the venous system was particularly obvious (P < 0.001). At the same time, the BEC decreased disproportionately (P < 0.001). Further analysis of fundus vascular parameters at different degrees of myopia showed that there were also significant differences in BA and branching coefficient (BC). The arterial BA value of the fundus vessel in the high myopia group was lower than that of other groups (P = 0.032, 95% confidence interval [CI], 0.22-4.86), while the venous BA values increased (P = 0.026). The BEC values of high myopia were higher than those of low and moderate myopia groups. When the loss function of our data classification model converged to 0.09, the model accuracy reached 94.19%. CONCLUSION The progression of myopia is associated with a series of quantitative retinal vascular parameters, particularly the vascular angles. As the degree of myopia increases, the diversity of vascular characteristics represented by these parameters also increases.
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Affiliation(s)
- Yinzheng Zhao
- Klinik und Poliklinik für Augenheilkunde, Ophthalmology Department of Klinikum rechts der Isar, Technische Universität München, 81675, Munich, Germany
| | - Zhihao Zhao
- Faculty of Information Technology, Technische Universität München, Munich, Germany
| | - Junjie Yang
- Faculty of Information Technology, Technische Universität München, Munich, Germany
| | - Li Li
- Beijing Children's Hospital, Children's National Medical Center, Capital Medical University, Beijing, China
| | - M Ali Nasseri
- Klinik und Poliklinik für Augenheilkunde, Ophthalmology Department of Klinikum rechts der Isar, Technische Universität München, 81675, Munich, Germany.
| | - Daniel Zapp
- Klinik und Poliklinik für Augenheilkunde, Ophthalmology Department of Klinikum rechts der Isar, Technische Universität München, 81675, Munich, Germany
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Dai G, Yu S, Hu S, Luan X, Yan H, Wang X, Song P, Liu X, He X. A Novel Method for the Measurement of Retinal Arteriolar Bifurcation. Ophthalmol Ther 2024; 13:917-933. [PMID: 38294630 PMCID: PMC10912395 DOI: 10.1007/s40123-023-00881-z] [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: 11/23/2023] [Accepted: 12/21/2023] [Indexed: 02/01/2024] Open
Abstract
INTRODUCTION The purpose of this research was to develop protocols for evaluating the bifurcation parameters of retinal arteriole and establish a reference range of normal values. METHODS In this retrospective study, we measured a total of 1314 retinal arteriolar bifurcations from 100 fundus photographs. We selected 200 from these bifurcations for testing inter-measurer and inter-method agreement. Additionally, we calculated the normal reference range for retinal arteriolar bifurcation parameters and analyzed the effects of gender, age, and anatomical features on retinal arteriolar bifurcation. RESULTS The measurement method proposed in this study has demonstrated nearly perfect consistency among different measurers, with interclass correlation coefficient (ICC) for all bifurcation parameters of retinal arteriole exceeding 0.95. Among healthy individuals, the retinal arteriolar caliber was narrowest in young adults and increased in children, teenagers, and the elderly; retinal arteriolar caliber was greater in females than in males; and the diameter of the inferior temporal branch exceeded that of the superior temporal branch. The angle between the two branches of retinal arteriolar bifurcation was also greater in females than in males. When using the center of the optic disc as a reference point, the angle between the two branches of the retinal arteriole at the proximal or distal ends increased. In contrast, the estimated optimum theoretical values of retinal arteriolar bifurcation were not affected by these factors. CONCLUSIONS The method for the measurement of retinal arteriolar bifurcation in this study was highly accurate and reproducible. The diameter and branching angle of the retinal arteriolar bifurcation were more susceptible to the influence of gender, age, and anatomical features. In comparison, the estimated optimum theoretical values of retinal arteriolar bifurcation were relatively stable. Video available for this article.
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Affiliation(s)
- Guangzheng Dai
- Dragonfleye Healthcare Technology LLC, Shenyang, China
- He Eye Specialist Hospital, Shenyang, China
| | - Sile Yu
- Department of Public Health, He University, Shenyang, 110034, China
| | - Shenming Hu
- Department of Public Health, He University, Shenyang, 110034, China
| | - Xinze Luan
- Department of Public Health, He University, Shenyang, 110034, China
| | - Hairu Yan
- Dragonfleye Healthcare Technology LLC, Shenyang, China
| | - Xiaoting Wang
- Department of Public Health, He University, Shenyang, 110034, China
| | | | - Xinying Liu
- Dragonfleye Healthcare Technology LLC, Shenyang, China
| | - Xingru He
- Department of Public Health, He University, Shenyang, 110034, China.
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Leveque AS, Bouisse M, Labarere J, Trucco E, Hogg S, MacGillivray T, Aptel F, Chiquet C. Retinal vessel architecture and geometry are not impaired in normal-tension glaucoma. Sci Rep 2023; 13:6713. [PMID: 37185916 PMCID: PMC10130140 DOI: 10.1038/s41598-023-33361-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 04/12/2023] [Indexed: 05/17/2023] Open
Abstract
To investigate the associations between retinal vessel parameters and normal-tension glaucoma (NTG). We conducted a case-control study with a prospective cohort, allowing to record 23 cases of NTG. We matched NTG patient with one primary open-angle glaucoma (POAG) and one control per case by age, systemic hypertension, diabetes, and refraction. Central retinal artery equivalent (CRAE), central retinal venule equivalent (CRVE), Arteriole-To-Venule ratio (AVR), Fractal Dimension and tortuosity of the vascular network were measured using VAMPIRE software. Our sample consisted of 23 NTG, 23 POAG, and 23 control individuals, with a median age of 65 years (25-75th percentile, 56-74). No significant differences were observed in median values for CRAE (130.6 µm (25-75th percentile, 122.8; 137.0) for NTG, 128.4 µm (124.0; 132.9) for POAG, and 135.3 µm (123.3; 144.8) for controls, P = .23), CRVE (172.1 µm (160.0; 188.3), 172.8 µm (163.3; 181.6), and 175.9 µm (167.6; 188.4), P = .43), AVR (0.76, 0.75, 0.74, P = .71), tortuosity and fractal parameters across study groups. Vascular morphological parameters were not significantly associated with retinal nerve fiber layer thickness or mean deviation for the NTG and POAG groups. Our results suggest that vascular dysregulation in NTG does not modify the architecture and geometry of the retinal vessel network.
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Affiliation(s)
- Anne-Sophie Leveque
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble Alpes University Hospital, CS 10217, 38043, Grenoble Cedex 09, France
| | - Magali Bouisse
- Clinical Epidemiology Unit, Grenoble Alpes University Hospital, Grenoble, France
- Univ. Grenoble Alpes, CNRS, UMR 5525, TIMC, Grenoble, France
| | - José Labarere
- Clinical Epidemiology Unit, Grenoble Alpes University Hospital, Grenoble, France
- Univ. Grenoble Alpes, CNRS, UMR 5525, TIMC, Grenoble, France
| | - Emanuele Trucco
- VAMPIRE Project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Stephen Hogg
- VAMPIRE Project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Tom MacGillivray
- VAMPIRE Project, Centre for Clinical Brain Science, University of Edinburgh, Edinburgh, UK
| | - Florent Aptel
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble Alpes University Hospital, CS 10217, 38043, Grenoble Cedex 09, France
- Univ. Grenoble Alpes, HP2 Laboratory, INSERM U1300, Grenoble, France
| | - Christophe Chiquet
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble Alpes University Hospital, CS 10217, 38043, Grenoble Cedex 09, France.
- Univ. Grenoble Alpes, HP2 Laboratory, INSERM U1300, Grenoble, France.
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Kong H, Lou W, Li J, Zhang X, Jin H, Zhao C. Retinal Vascular Geometry in Hypertension: cSLO-Based Method. Ophthalmol Ther 2023; 12:939-952. [PMID: 36583807 PMCID: PMC10011349 DOI: 10.1007/s40123-022-00642-4] [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: 09/30/2022] [Accepted: 12/13/2022] [Indexed: 12/31/2022] Open
Abstract
INTRODUCTION We aim to introduce a method using confocal scanning laser ophthalmoscopy (cSLO) images for measuring retinal vascular geometry, including vessel branch angle (BA), vessel diameter, vessel tortuosity, and fractal dimension (Df), and to elucidate the relationship between hypertension and these metrics. METHODS A total of 119 participants (119 eyes) were enrolled, among which 72 were normotensive and 47 were hypertensive. Infrared cSLO images were extracted from the circular scan around the optics disc using a commercial cSLO + optical coherence tomography instrument. Preprocessed cSLO images were further analyzed using the appropriate tool/macro/plugin of ImageJ. RESULTS Intraclass correlation coefficients of selected methods used for conducting the cSLO-based geometric analyses were all higher than 0.80. Arterial/arteriolar BA, arteriolar vessel diameter, and total Df in normotensive subjects were 85.80 ± 7.79°, 116.80 ± 12.58 μm, and 1.430 ± 0.037, respectively, significantly higher than those of hypertensive subjects (82.13 ± 10.83°, 108.2 ± 11.12 μm, and 1.361 ± 0.044, all P < 0.05). The aforementioned metrics remained negatively correlated with hypertension even after adjusting for age alone or age and gender (P < 0.05). However, the difference between arteriolar tortuosity and all studied venous/venular geometric parameters in both subjects was insignificant (all P > 0.05). CONCLUSION Proposed cSLO-based methods for assessing various vascular geometric parameters were highly repeatable and reproducible. Arterial/arteriolar BA, arteriolar vessel diameter, and total Df were retinal vascular parameters significantly correlated with hypertension in a negative manner.
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Affiliation(s)
- Hongyu Kong
- Eye Institute and Department of Ophthalmology, Eye and ENT Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China
| | - Wei Lou
- Department of Ophthalmology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Jiaojie Li
- Shanghai Dianji University, Shanghai, China
| | - Xueyan Zhang
- Department of Ophthalmology, The Sixth People's Hospital Affiliated to Shanghai Jiaotong University, Shanghai, China
| | - Haiying Jin
- Department of Ophthalmology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China.
| | - Chen Zhao
- Eye Institute and Department of Ophthalmology, Eye and ENT Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China.
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Risk of Normal Tension Glaucoma Progression From Automated Baseline Retinal-Vessel Caliber Analysis: A Prospective Cohort Study. Am J Ophthalmol 2023; 247:111-120. [PMID: 36220350 DOI: 10.1016/j.ajo.2022.09.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 08/20/2022] [Accepted: 09/23/2022] [Indexed: 01/04/2023]
Abstract
PURPOSE To determine the relationship between baseline retinal-vessel calibers computed by a deep-learning system and the risk of normal tension glaucoma (NTG) progression. DESIGN Prospective cohort study. METHODS Three hundred and ninety eyes from 197 patients with NTG were followed up for at least 24 months. Retinal-vessel calibers (central retinal arteriolar equivalent [CRAE] and central retinal venular equivalent [CRVE]) were computed from fundus photographs at baseline using a previously validated deep-learning system. Retinal nerve fiber layer (RNFL) thickness and visual field (VF) were evaluated semiannually. The Cox proportional-hazards model was used to evaluate the relationship of baseline retinal-vessel calibers to the risk of glaucoma progression. RESULTS Over a mean follow-up period of 34.36 ± 5.88 months, 69 NTG eyes (17.69%) developed progressive RNFL thinning and 22 eyes (5.64%) developed VF deterioration. In the multivariable Cox regression analysis adjusting for age, gender, intraocular pressure, mean ocular perfusion pressure, systolic blood pressure, axial length, standard automated perimetry mean deviation, and RNFL thickness, narrower baseline CRAE (hazard ratio per SD decrease [95% confidence interval], 1.36 [1.01-1.82]) and CRVE (1.35 [1.01-1.80]) were associated with progressive RNFL thinning and narrower baseline CRAE (1.98 [1.17-3.35]) was associated with VF deterioration. CONCLUSION In this study, each SD decrease in the baseline CRAE or CRVE was associated with a more than 30% increase in the risk of progressive RNFL thinning and a more than 90% increase in the risk of VF deterioration during the follow-up period. Baseline attenuation of retinal vasculature in NTG eyes was associated with subsequent glaucoma progression. High-throughput deep-learning-based retinal vasculature analysis demonstrated its clinical utility for NTG risk assessment.
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Furnon L, Labarere J, Trucco E, Hogg S, MacGillivray T, Chiquet C. Lower fractal dimension of retinal vessel for patients with Birdshot chorioretinopathy. Acta Ophthalmol 2022; 101:392-402. [PMID: 36382575 DOI: 10.1111/aos.15291] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 10/24/2022] [Accepted: 10/31/2022] [Indexed: 11/17/2022]
Abstract
PURPOSE To identify the retinal vessel vasculature parameters associated with birdshot chorioretinopathy (BSCR). METHODS This retrospective observational study included 28 prevalent cases of BSCR with a median time from diagnosis of 6 years and 28 controls matched for age, arterial hypertension, diabetes and refraction. Forty-five-degree fundus images of both dilated eyes were acquired with a fundus camera (Canon CR-2, Tokyo, Japan). The summary diameter of the arterial retinal vessels (central retinal artery equivalent, CRAE), venous retinal vessels (central retinal vein equivalent, CRVE), vascular tortuosity and fractal dimension (FD) were measured using VAMPIRE software. Retinal vasculitis was characterized using fluorescein angiography and active choroiditis using indocyanine green angiography. RESULTS At baseline, BSCR was associated with lower FD compared with matched controls (mean difference, -0.04; 95% confidence interval [CI], -0.06 to -0.02, p < 0.001). No other VAMPIRE parameters (CRAE, CRVE, arterial and venous tortuosity) differed. Among BSCR patients, retinal vein vasculitis was associated with higher CRAE (mean difference, 21 μ; 95% CI, 2.6-40, p = 0.03), venous tortuosity (geometric mean ratio, 1.79; 95% CI, 1.18-2.72, p = 0.007) and FD (mean difference, -0.04; 95% CI, -0.06 to -0.01, p = 0.007). Resolution of retinal vein vasculitis during follow-up was paralleled by decrease in CRAE, CRVE and venous tortuosity values and increase in venous FD, respectively. CONCLUSION BSCR is associated with lower FD value, suggesting that chronic retinal inflammation induces microvascular remodelling. Efficient treatment of retinal vasculitis may reverse changes in retinal vascular parameters. Changes in retinal vascular parameters could be potentially useful for assessing patients with BSCR disease.
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Affiliation(s)
- Lucas Furnon
- Univ Grenoble Alpes Department of Ophthalmology Grenoble France
| | - José Labarere
- Clinical epidemiology unit, University Hospital Grenoble France
| | - Emanuele Trucco
- VAMPIRE Project, Computing, School of Science and Engineering University of Dundee Dundee UK
| | - Stephen Hogg
- VAMPIRE Project, Computing, School of Science and Engineering University of Dundee Dundee UK
| | - Tom MacGillivray
- VAMPIRE Project, Center for Clinical Brain Sciences University of Edinburgh Edinburgh UK
| | - Christophe Chiquet
- Univ Grenoble Alpes Department of Ophthalmology Grenoble France
- Laboratoire HP2, INSERM U1300 Grenoble Alpes University Grenoble France
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Sun C, Chen T, Cong J, Wu X, Wang J, Yuan Y. Changes in retinal vascular bifurcation in eyes with myopia. BMC Ophthalmol 2022; 22:408. [PMID: 36271390 PMCID: PMC9585760 DOI: 10.1186/s12886-022-02629-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Revised: 09/06/2022] [Accepted: 10/04/2022] [Indexed: 11/15/2022] Open
Abstract
Objective To evaluate the effect of myopia on retinal vascular bifurcation. Methods A cross-sectional study that retrospectively analyzed the fundus photographs and clinical data of 493 people who participated in routine physical examinations in Huadong Sanatorium. One eye of each subject was included in the analysis. Retinal vascular bifurcation measurements were extracted by using a validated computer program. One-way ANOVA and analysis of covariance were performed to compare the measurements across high myopia, low to moderate myopia, and non-myopia groups. Results The mean age was 41.83 ± 10.43 years and 63.49% were women. The mean spherical equivalent refraction (SER) was − 4.59 ± 3.07 D. Ninety-nine (20.08%) eyes met the definition of high myopia (SER ≤ -6.0 D), along with 234 (47.46%) low to moderate myopia (-6.0 D < SER <-0.5 D), and 160 (32.45%) non-myopia (SER ≥ -0.5 D). The differences in the arteriolar branching angle, venular branching coefficient, venular asymmetry ratio, venular angular asymmetry, and venular junctional exponent among the three groups remained significant (p < 0.05) after multivariate adjustment. Pairwise comparisons showed arteriolar branching angle and venular angular asymmetry in high myopia were significantly lower than low to moderate myopia (p < 0.001, p = 0.014 respectively) and non-myopia (p = 0.007, p = 0.048 respectively). Venular asymmetry ratio and venular branching coefficient in high myopia were significantly higher than low to moderate myopia (p = 0.029, p = 0.001 respectively) and non-myopia (p = 0.041, p = 0.043 respectively). There was a significant difference in venular junctional exponent between high myopia and low to moderate myopia (p = 0.031). Conclusion The vascular bifurcation differs in dependence on the myopic refractive error and a significant increase in the difference can be observed in high myopic eyes.
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Affiliation(s)
- Caixia Sun
- Department of Ophthalmology, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Tingli Chen
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, Jiangsu Province, China
| | - Jing Cong
- Department of Ophthalmology, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Xinyuan Wu
- Department of Ophthalmology, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Jing Wang
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, Jiangsu Province, China
| | - Yuanzhi Yuan
- Department of Ophthalmology, Zhongshan Hospital, Fudan University, 200032, Shanghai, China. .,Department of Ophthalmology, Zhongshan Hospital (Xiamen), Fudan University, Xiamen, Fujian Province, China. .,Center for Evidence-based Medicine, Fudan University, Shanghai, China.
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12
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Wu L, Gong X, Wang W, Zhang L, Zhou J, Ming X, Yuan M, Huang W, Wang L. Association of retinal fractal dimension and vessel tortuosity with impaired renal function among healthy Chinese adults. Front Med (Lausanne) 2022; 9:925756. [PMID: 36117976 PMCID: PMC9479094 DOI: 10.3389/fmed.2022.925756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 08/05/2022] [Indexed: 11/13/2022] Open
Abstract
PurposeThis study investigated the association of retinal fractal dimension (FD) and blood vessel tortuosity (BVT) with renal function [assessed by estimated glomerular filtrate rate (eGFR)] in healthy Chinese adults using swept-source optical coherence tomographic angiography (SS-OCTA).Materials and methodsThis cross-sectional study was conducted among ocular treatment–naïve healthy participants from Guangzhou, China. FD and BVT in the superficial capillary plexus and deep capillary plexus were measured by SS-OCTA with a 3 × 3 macula model. eGFR was calculated using the Xiangya equation, and impaired renal function (IRF) was defined as eGFR = 90 mL/min/1.73 m2. Linear regression was performed to evaluate the relationships between SS-OCTA metrics and renal function.ResultsA total of 729 participants with a mean age of 57.6 ± 9.1 years were included in the final analysis. Compared to participants with normal renal function, those with IRF had lower FD both in the superficial capillary plexus (1.658 ± 0.029 vs. 1.666 ± 0.024, p = 0.001) and deep capillary plexus (1.741 ± 0.016 vs. 1.746 ± 0.016, p = 0.0003), while the deep BVT was larger in participants with IRF than those with normal renal function (1.007 ± 0.002 vs. 1.006 ± 0.002, p = 0.028). The superficial FD was linearly and positively associated with eGFR after adjusting for confounders (β = 0.2257; 95% CI 0.0829–0.3685; p = 0.002), while BVT was not associated with eGFR (all p ≥ 0.05).ConclusionThe patients with IRF had lower FD and larger BVT than those with normal renal function. The superficial FD decreased linearly with renal function deterioration. Our study suggests that the retinal microvasculature can represent a useful indicator of subclinical renal microvascular abnormalities and serve as a useful non-invasive assessment to predict and monitor the progression of renal function.
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Affiliation(s)
- Linbin Wu
- The First People’s Hospital of Zhaoqing, Zhaoqing, China
| | - Xia Gong
- Zhongshan Ophthalmic Center, Guangdong Provincial Clinical Research Center for Ocular Diseases, State Key Laboratory of Ophthalmology, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Sun Yat-sen University, Guangzhou, China
| | - Wei Wang
- Zhongshan Ophthalmic Center, Guangdong Provincial Clinical Research Center for Ocular Diseases, State Key Laboratory of Ophthalmology, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Sun Yat-sen University, Guangzhou, China
| | - Lei Zhang
- The First People’s Hospital of Zhaoqing, Zhaoqing, China
| | - Jiachen Zhou
- The First People’s Hospital of Zhaoqing, Zhaoqing, China
| | - Xi Ming
- The First People’s Hospital of Zhaoqing, Zhaoqing, China
| | - Meng Yuan
- Zhongshan Ophthalmic Center, Guangdong Provincial Clinical Research Center for Ocular Diseases, State Key Laboratory of Ophthalmology, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Sun Yat-sen University, Guangzhou, China
| | - Wenyong Huang
- Zhongshan Ophthalmic Center, Guangdong Provincial Clinical Research Center for Ocular Diseases, State Key Laboratory of Ophthalmology, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Sun Yat-sen University, Guangzhou, China
- *Correspondence: Wenyong Huang,
| | - Lanhua Wang
- Zhongshan Ophthalmic Center, Guangdong Provincial Clinical Research Center for Ocular Diseases, State Key Laboratory of Ophthalmology, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Sun Yat-sen University, Guangzhou, China
- Lanhua Wang,
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Jin K, Huang X, Zhou J, Li Y, Yan Y, Sun Y, Zhang Q, Wang Y, Ye J. FIVES: A Fundus Image Dataset for Artificial Intelligence based Vessel Segmentation. Sci Data 2022; 9:475. [PMID: 35927290 PMCID: PMC9352679 DOI: 10.1038/s41597-022-01564-3] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 07/12/2022] [Indexed: 12/30/2022] Open
Abstract
Retinal vasculature provides an opportunity for direct observation of vessel morphology, which is linked to multiple clinical conditions. However, objective and quantitative interpretation of the retinal vasculature relies on precise vessel segmentation, which is time consuming and labor intensive. Artificial intelligence (AI) has demonstrated great promise in retinal vessel segmentation. The development and evaluation of AI-based models require large numbers of annotated retinal images. However, the public datasets that are usable for this task are scarce. In this paper, we collected a color fundus image vessel segmentation (FIVES) dataset. The FIVES dataset consists of 800 high-resolution multi-disease color fundus photographs with pixelwise manual annotation. The annotation process was standardized through crowdsourcing among medical experts. The quality of each image was also evaluated. To the best of our knowledge, this is the largest retinal vessel segmentation dataset for which we believe this work will be beneficial to the further development of retinal vessel segmentation.
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Affiliation(s)
- Kai Jin
- Department of Ophthalmology, the Second Affiliated Hospital of Zhejiang University, College of Medicine, Zhejiang University, Hangzhou, 310009, China
| | - Xingru Huang
- School of Electronic Engineering and Computer Science, Queen Mary University of London, London, E1 4NS, United Kingdom
| | - Jingxing Zhou
- Department of Ophthalmology, the Second Affiliated Hospital of Zhejiang University, College of Medicine, Zhejiang University, Hangzhou, 310009, China
| | - Yunxiang Li
- College of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China
| | - Yan Yan
- Department of Ophthalmology, the Second Affiliated Hospital of Zhejiang University, College of Medicine, Zhejiang University, Hangzhou, 310009, China
| | - Yibao Sun
- School of Electronic Engineering and Computer Science, Queen Mary University of London, London, E1 4NS, United Kingdom
| | - Qianni Zhang
- School of Electronic Engineering and Computer Science, Queen Mary University of London, London, E1 4NS, United Kingdom
| | - Yaqi Wang
- College of Media Engineering, Communication University of Zhejiang, Hangzhou, 310018, China.
| | - Juan Ye
- Department of Ophthalmology, the Second Affiliated Hospital of Zhejiang University, College of Medicine, Zhejiang University, Hangzhou, 310009, China.
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Song Y, Cheng W, Li F, Lin F, Wang P, Gao X, Peng Y, Liu Y, Zhang H, Chen S, Fan Y, Zhang R, Wang W, Zhang X. Ocular Factors of Fractal Dimension and Blood Vessel Tortuosity Derived From OCTA in a Healthy Chinese Population. Transl Vis Sci Technol 2022; 11:1. [PMID: 35499823 PMCID: PMC9078077 DOI: 10.1167/tvst.11.5.1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To identify the ocular factors of microvascular fractal dimension (FD) and blood vessel tortuosity (BVT) of macula measured with optical coherence tomography angiography (OCTA) in a healthy Chinese population. Methods Healthy subjects without ocular disorders were recruited at Zhongshan Ophthalmic Center. The FD and BVT in the superficial capillary plexus (SCP) and deep capillary plexus (DCP) at the macula were obtained from OCTA images. The FD was calculated using the box-counting method, and the BVT was defined as the ratio of the actual distance between two points to the straight distance on the skeletonized image. Univariate and stepwise multivariate linear regression analyses were performed to identify the ocular factors of FD and BVT, and the results are presented as coefficients and 95% confidence intervals (CIs). Only the right eye of each subject was included. Results A total of 2189 healthy individuals (2189 eyes) were included with a mean age of 49.9 ± 13.2 years; 54.4% were female. In the multivariate model, the FD in the SCP was significantly associated with higher intraocular pressure (IOP) (β = 0.204; 95% CI, 0.073-0.335; P < 0.001), axial length (AL) (β = -0.875; 95% CI, -1.197 to -0.552; P < 0.001; R2 = 0.26; root mean square error [RMSE] = 7.78). The FD in the DCP was significantly associated with best-corrected visual acuity (β = -6.170; 95% CI, -10.175 to -2.166; P = 0.003) and anterior chamber depth (β = -0.348; 95% CI, -0.673 to -0.023; P = 0.036; R2 = 0.10; RMSE = 2.58). Superficial BVT was independently associated with IOP (β = -0.044; 95% CI, -0.079 to -0.009; P = 0.012) and AL (β = 0.097; 95% CI, 0.014-0.181; P = 0.022; R2 = 0.15; RMSE = 2.02). Deep BVT was independently associated with IOP (β = -0.004; 95% CI, -0.009 to -0.0005; P = 0.028) and lens thickness (β = 0.036, 95% CI, 0.003-0.060; P = 0.028; R2 = 0.07, RMSE = 0.25). Conclusions The IOP and AL were dependent ocular parameters variables of FD and BVT in the SCP in this healthy population. The FD in the DCP was also influenced by visual acuity and anterior chamber depth. These factors should be considered when microvascular geometrics are used in the future studies. Translational Relevance This work discovered the influence factors of OCTA geometrics parameters for further establishment of diagnostic model or method for glaucoma and other microvasculature-related ocular diseases.
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Affiliation(s)
- 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, China
| | - Weijing Cheng
- 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, 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, 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, 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, China
| | - Xinbo Gao
- 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, China
| | - Yuying Peng
- 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, China
| | - Yuhong Liu
- 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, China
| | - Hengli Zhang
- Department of Ophthalmology, Shijiazhuang People's Hospital, Shijiazhuang, China
| | - Shiyan Chen
- Department of Ophthalmology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu, China
| | - Yazhi Fan
- The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
| | - Ran Zhang
- Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, China
| | - Wei 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, China
| | - 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, China
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15
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Asian Race and Primary Open-Angle Glaucoma: Where Do We Stand? J Clin Med 2022; 11:jcm11092486. [PMID: 35566612 PMCID: PMC9099679 DOI: 10.3390/jcm11092486] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 04/19/2022] [Accepted: 04/24/2022] [Indexed: 01/27/2023] Open
Abstract
Primary open-angle glaucoma (POAG) is an optic neuropathy characterized by irreversible retinal ganglion cell damage and visual field loss. The global POAG prevalence is estimated to be 3.05%, and near term is expected to significantly rise, especially within aging Asian populations. Primary angle-closure glaucoma disproportionately affects Asians, with up to four times greater prevalence of normal-tension glaucoma reported compared with high-tension glaucoma. Estimates for overall POAG prevalence in Asian populations vary, with Chinese and Indian populations representing the majority of future cases. Structural characteristics associated with glaucoma progression including the optic nerve head, retina, and cornea are distinct in Asians, serving as intermediates between African and European descent populations. Patterns in IOP suggest some similarities between races, with a significant inverse relationship between age and IOP only in Asian populations. Genetic differences have been suggested to play a role in these differences, however, a clear genetic pattern is yet to be established. POAG pathogenesis differs between Asians and other ethnicities, and it may differ within the broad classification of the Asian race. Greater awareness and further research are needed to improve treatment plans and outcomes for the increasingly high prevalence of normal tension glaucoma within aging Asian populations.
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Leung DYL, Tham CC. Normal-tension glaucoma: Current concepts and approaches-A review. Clin Exp Ophthalmol 2022; 50:247-259. [PMID: 35040248 DOI: 10.1111/ceo.14043] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 01/09/2022] [Accepted: 01/11/2022] [Indexed: 12/19/2022]
Abstract
Normal tension glaucoma (NTG) has remained a challenging disease. We review, from an epidemiological perspective, why we should redefine normality, act earlier at lower pre-treatment intraocular pressure (IOP) level, and the role of ocular perfusion pressures, noting that perfusion is affected by defective vascular bed autoregulation and endothelial dysfunction. The correlation of silent cerebral infarcts (SCI) and NTG may indicate that NTG belongs to a wider spectrum of small vessel diseases (SVD), with its main pathology being also on vascular endothelium. Epidemiological studies also suggested that vascular geometry, such as fractal dimension, may affect perfusion efficiency, occurrence of SCI, SVD and glaucoma. Artificial intelligence with deep learning, may help predicting NTG progression from vascular geometry. Finally, we review latest evidence on the role of minimally-invasive glaucoma surgery, lasers, and newer drugs. We conclude that IOP is not the only modifiable risk factors as, many vascular risk factors are readily modifiable.
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Affiliation(s)
- Dexter Y L Leung
- Department of Ophthalmology & Visual Sciences, The Chinese University of Hong Kong, Kowloon, Hong Kong SAR, China
- Department of Ophthalmology, Hong Kong Sanatorium & Hospital, Happy Valley, Hong Kong SAR, China
| | - Clement C Tham
- Department of Ophthalmology & Visual Sciences, The Chinese University of Hong Kong, Kowloon, Hong Kong SAR, China
- Hong Kong Eye Hospital, Kowloon, Hong Kong SAR, China
- Lam Kin Chung . Jet King-Shing Ho Glaucoma Treatment and Research Centre, The Chinese University of Hong Kong, Hong Kong SAR, China
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Feng B, Su W, Chen Q, Gan R, Wang M, Wang J, Zhang J, Yan X. Quantitative Analysis of Retinal Vasculature in Rhegmatogenous Retinal Detachment Based on Ultra-Widefield Fundus Imaging. Front Med (Lausanne) 2022; 8:797479. [PMID: 35118092 PMCID: PMC8804160 DOI: 10.3389/fmed.2021.797479] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 12/16/2021] [Indexed: 11/13/2022] Open
Abstract
Purpose To quantitatively analyze retinal vascular morphological features, such as vascular density, caliber, and tortuosity, in rhegmatogenous retinal detachment (RRD). Methods A total of 244 patients with RRD and 400 healthy controls (HC) were included. Retinal fundus images were collected using OPTOS PLC Daytona P200T. Retinal images were divided into RRD and non-RRD regions of interest (ROIs). All visible retinal fundus vessels were then extracted mainly based on edge detection within ROI to form the whole-vascular image. Retinal vasculature parameters, such as vascular density, caliber, and tortuosity, were calculated. Results For the absolute density, the mean rank (MR) value of normal controls was significantly higher than that in non-RRD (p < 0.001). A consistent tendency of significant vascular density was increased from non-RRD to RRD (p < 0.001). The average and median diameters of normal controls were both significantly larger than RRD (p < 0.001). The average and median diameters were also appeared significantly thinner in non-RRD. Unweighted and width-inversely-weighted vascular tortuosity in RRD and non-RRD comparison exhibited non-significant differences. All types of tortuosity calculated from HC were significantly larger (p < 0.001) in values compared to RRD. All types of tortuosity values of HC were significantly higher than non-RRD. Compared with non-RRD, RRD was significantly larger in area-weighted, length-weighted, and width-weighted vascular tortuosity. Conclusions This study showed that RRD affects both the quantity and morphology of retinal vasculature, such as RRD and non-RRD areas. Smaller average and medium vascular diameters and tortuosity values were found in RRD. However, the absolute vascular density, the average and median diameter, and tortuosity values were also reduced in non-RRD although the retina is still attached. This work indicates that RRD may affect the retinal vasculature beyond the detached retina.
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Affiliation(s)
- Bingkai Feng
- Shenzhen Key Laboratory of Ophthalmology, Shenzhen Eye Hospital, Shenzhen Eye Hospital Affiliated to Jinan University, Jinan University, Shenzhen, China
| | - Wenxin Su
- Institutes of Brain Science, State Key Laboratory of Medical Neurobiology, MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
- Department of Psychology, University of Essex, Colchester, United Kingdom
| | - Qingshan Chen
- Shenzhen Key Laboratory of Ophthalmology, Shenzhen Eye Hospital, Shenzhen Eye Hospital Affiliated to Jinan University, Jinan University, Shenzhen, China
| | - Run Gan
- Shenzhen Key Laboratory of Ophthalmology, Shenzhen Eye Hospital, Shenzhen Eye Hospital Affiliated to Jinan University, Jinan University, Shenzhen, China
| | - Mingxuan Wang
- Institutes of Brain Science, State Key Laboratory of Medical Neurobiology, MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, United States
| | - Jiantao Wang
- Shenzhen Key Laboratory of Ophthalmology, Shenzhen Eye Hospital, Shenzhen Eye Hospital Affiliated to Jinan University, Jinan University, Shenzhen, China
- *Correspondence: Jiantao Wang
| | - Jiayi Zhang
- Institutes of Brain Science, State Key Laboratory of Medical Neurobiology, MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
- Jiayi Zhang
| | - Xiaohe Yan
- Shenzhen Key Laboratory of Ophthalmology, Shenzhen Eye Hospital, Shenzhen Eye Hospital Affiliated to Jinan University, Jinan University, Shenzhen, China
- Xiaohe Yan
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Comparison of optical coherence tomography angiography metrics in primary angle-closure glaucoma and normal-tension glaucoma. Sci Rep 2021; 11:23136. [PMID: 34848773 PMCID: PMC8632996 DOI: 10.1038/s41598-021-02296-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Accepted: 11/09/2021] [Indexed: 11/08/2022] Open
Abstract
To investigate the peripapillary vascular metrics in early normal tension glaucoma (NTG) and early primary angle closure glaucoma (PACG) eyes using optical coherence tomography angiography (OCT-A). One or both eyes of each subject were imaged for a 3 × 3 mm peripapillary region by swept-source OCT-A (DRI-OCT Triton, Topcon, Japan) and assessed by an automated MATLAB program. OCT-A metrics including circumpapillary vessel density (cpVD) and fractal dimension (cpFD) were compared. Their association with visual field (VF) parameters and retinal nerve fiber layer (RNFL) thickness were determined. Sixty-eight eyes of 51 PACG, 68 eyes of 48 NTG, and 68 eyes of 49 control subjects were cross-sectionally analyzed. NTG eyes had significantly lower global cpVD (52.369 ± 0.781%) compared with PACG eyes (55.389 ± 0.721%, P = 0.004) that had comparable disease severity and average RNFL thickness. Multivariable analysis revealed that, for PACG and NTG eyes, decreased cpVD ([PACG] β = -4.242; CI: -8.120, -0.363 vs [NTG] β = -5.531; CI: -9.472, -1.590) and cpFD ([PACG] β = -8.894;CI: -11.925, -5.864 vs [NTG] β = -12.064; CI: -17.095, -6.932) were associated with decreased RNFL thickness (all P ≤ 0.032); with a stronger association between decrease cpFD and decreased RNFL thickness in NTG eyes (P = 0.028). Decreased cpVD was associated with decrease mean deviation (MD) in NTG eyes (β = -0.707; CI: -1.090, -0.324; P ≤ 0.001) and not associated with the visual field parameters in PACG eyes. Early NTG had lower global cpVD compared with early PACG, despite similar disease severity and average RNFL thickness.
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Lemmens S, Luyts M, Gerrits N, Ivanova A, Landtmeeters C, Peeters R, Simons A, Vercauteren J, Sunaric‐Mégevand G, Van Keer K, Molenberghs G, De Boever P, Stalmans I. Age-related changes in the fractal dimension of the retinal microvasculature, effects of cardiovascular risk factors and smoking behaviour. Acta Ophthalmol 2021; 100:e1112-e1119. [PMID: 34747106 PMCID: PMC9546094 DOI: 10.1111/aos.15047] [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: 01/21/2021] [Revised: 09/03/2021] [Accepted: 10/06/2021] [Indexed: 11/28/2022]
Abstract
Purpose This cross‐sectional study investigates the association between retinal vessel complexity and age and studies the effects of cardiovascular health determinants. Methods Retinal vessel complexity was assessed by calculating the box‐counting fractal dimension (Df) from digital fundus photographs of 850 subjects (3–97 years). All photographs were labelled as ‘non‐pathological’ by the treating ophthalmologist. Results Statistical models showed a significantly decreasing relationship between age and Df (linear: R‐squared = 0.1897, p < 0.0001; quadratic: R‐squared = 0.2343, p < 0.0001; cubic: R‐squared = 0.2721, p < 0.0001), with the cubic regression model offering the best compromise between accuracy and model simplicity. Multivariate cubic regression showed that age, spherical equivalent and smoking behaviour have an effect (p < 0.0001) on Df. A significantly increasing effect of the number of pack‐years on Df was observed (effect: 0.0004, p = 0.0017), as well as a significantly decreasing effect of years since tobacco abstinence (effect: −0.0149, p < 0.0001). Conclusion We propose using a cubic trend with age, refractive error and smoking behaviour when interpreting retinal vessel complexity.
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Affiliation(s)
- Sophie Lemmens
- Department of Ophthalmology University Hospitals UZ Leuven Leuven Belgium
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
- Health Unit VITO (Flemish Institute for Technological Research) Mol Belgium
| | | | - Nele Gerrits
- Health Unit VITO (Flemish Institute for Technological Research) Mol Belgium
| | | | - Charlien Landtmeeters
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
| | - Reinout Peeters
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
| | - Anne‐Sophie Simons
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
| | - Julie Vercauteren
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
| | | | - Karel Van Keer
- Department of Ophthalmology University Hospitals UZ Leuven Leuven Belgium
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
| | | | - Patrick De Boever
- Health Unit VITO (Flemish Institute for Technological Research) Mol Belgium
- Centre for Environmental Sciences Hasselt University Diepenbeek Belgium
- Department of Biology University of Antwerp Wilrijk Belgium
| | - Ingeborg Stalmans
- Department of Ophthalmology University Hospitals UZ Leuven Leuven Belgium
- Biomedical Sciences Group Department of Neurosciences Research Group Ophthalmology KU Leuven Leuven Belgium
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20
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Kortuem C, Dietter J, Bozkurt Y, Kortuem FC, Abaza A, Wahl S, Ivanov IV, Ueffing M, Voykov B. Vessel Evaluation in Patients with Primary Open-Angle Glaucoma, Normal Tension Glaucoma and Healthy Controls. Clin Ophthalmol 2021; 15:4269-4280. [PMID: 34707346 PMCID: PMC8544789 DOI: 10.2147/opth.s320505] [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: 05/20/2021] [Accepted: 08/31/2021] [Indexed: 11/23/2022] Open
Abstract
Purpose To compare changes in central retinal arterial equivalent (CRAE), central retinal vein equivalent (CRVE), arteriovenous ratio (AVR), tortuosity and fractal dimension in primary open-angle glaucoma (POAG), normal-tension glaucoma (NTG) and in a control group (CG) on fundus photographs. Further, to provide further evidence of vascular change in glaucoma patients using a novel method of tortuosity. Patients and Methods The primary endpoint was the change in CRAE, CRVE, AVR, fractal dimension and tortuosity of the retinal vasculature from baseline, retrospectively analyzed from 2011 to 2017 at the University Eye Hospital Tuebingen. Fundus photos of POAG (N = 49), NTG (N = 38) and CG (N = 18) were computer evaluated and analyzed in the quantities mentioned above. Results CRAE in NTG and POAG and CRVE in NTG significantly decreased (P = 0.02, P = 0.01; P = 0.03) whereas CRVE in POAG increased insignificantly (P = 0.72). In NTG, AVR decreased significantly (P = 0.05), but to a lesser extent than in POAG (P < 0.001). In CG, CRAE decreased insignificantly (P = 0.10), CRVE decreased significantly (P = 0.03) and AVR increased insignificantly (P = 0.77). In POAG tortuosity calculated using standard methods as well as our novel method, increased significantly (P = 0.015-0.04), whereas it did not occur in NTG (P = 0.18-0.57) and CG (P = 0.11-0.21). Fractal dimensions in POAG decreased significantly (P = 0.001-0.002), whereas in NTG and CG changes were insignificant (P = 0.33-0.92). Conclusion Based on a retrospective analysis of fundus photographs, specific retinal vasculature features of the retinal vasculature display significant alterations associated with NTG and POAG. The assessment of tortuosity using our novel method was consistent with previously established methods for analyzing tortuosity.
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Affiliation(s)
- Constanze Kortuem
- Department of Ophthalmology, University Eye Hospital, Eberhard Karls University Tuebingen, Tuebingen, Germany
| | - Johannes Dietter
- Department of Ophthalmology, Institute for Ophthalmic Research University of Tuebingen, Tuebingen, Germany
| | - Yagmur Bozkurt
- Department of Ophthalmology, Institute for Ophthalmic Research University of Tuebingen, Tuebingen, Germany
| | | | - Annegret Abaza
- Department of Ophthalmology, University Eye Hospital, Eberhard Karls University Tuebingen, Tuebingen, Germany
| | - Siegfried Wahl
- Department of Ophthalmology, Institute for Ophthalmic Research University of Tuebingen, Tuebingen, Germany.,Carl Zeiss Vision International GmbH, Aalen, Germany
| | - Iliya V Ivanov
- Department of Ophthalmology, Institute for Ophthalmic Research University of Tuebingen, Tuebingen, Germany.,Carl Zeiss Vision International GmbH, Aalen, Germany
| | - Marius Ueffing
- Department of Ophthalmology, Institute for Ophthalmic Research University of Tuebingen, Tuebingen, Germany
| | - Bogomil Voykov
- Department of Ophthalmology, University Eye Hospital, Eberhard Karls University Tuebingen, Tuebingen, Germany
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21
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Cheng KKW, Tan BL, Brown L, Gray C, Bianchi E, Dhillon B, MacGillivray T, Tatham AJ. Macular vessel density, branching complexity and foveal avascular zone size in normal tension glaucoma. Sci Rep 2021; 11:1056. [PMID: 33441769 PMCID: PMC7807020 DOI: 10.1038/s41598-020-80080-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Accepted: 10/29/2020] [Indexed: 11/27/2022] Open
Abstract
The aim of this study was to investigate the relationship between glaucoma severity and perifoveal vessel density (pfVD), branching complexity, and foveal avascular zone (FAZ) size in normal tension glaucoma (NTG). 31 patients with NTG washed out of glaucoma medications were subjected to tests including; intraocular pressure measurement; standard automated perimetry; optical coherence tomography (OCT) measurement of macular ganglion cell complex (mGCC), inner macular thickness (IMT) and circumpapillary retinal nerve fibre layer (cpRNFL); and OCT angiography measurement of pfVD, FAZ perimeter and multispectral fractal dimensions (MSFD). Eyes with more severe glaucoma had significantly thinner mGCC and cpRNFL and lower pfVD. MD decreased by 0.4 dB (95% CI 0.1 to 0.6 dB, P = 0.007) for every 1% decrease in pfVD. Lower MSFD was observed in eyes with lower pfVD and in patients with systemic hypertension. Multivariable analysis, accounting for age and OCTA quality, found lower pfVD remained significantly associated with thinner IMT, thinner mGCC and worse MD but not with MSFD. pfVD was reduced in NTG and was diminished in eyes with worse MD. Macular vessel branching complexity was not related to severity of visual field loss but was lower in patients with systemic hypertension.
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Affiliation(s)
- Kelvin K W Cheng
- Princess Alexandra Eye Pavilion, NHS Lothian, 45 Chalmers Street, Edinburgh, EH3 9HA, UK
| | - Beatrice L Tan
- Princess Alexandra Eye Pavilion, NHS Lothian, 45 Chalmers Street, Edinburgh, EH3 9HA, UK
| | - Lyndsay Brown
- Princess Alexandra Eye Pavilion, NHS Lothian, 45 Chalmers Street, Edinburgh, EH3 9HA, UK
| | - Calum Gray
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Eleonora Bianchi
- Princess Alexandra Eye Pavilion, NHS Lothian, 45 Chalmers Street, Edinburgh, EH3 9HA, UK
| | - Baljean Dhillon
- Princess Alexandra Eye Pavilion, NHS Lothian, 45 Chalmers Street, Edinburgh, EH3 9HA, UK.,Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Tom MacGillivray
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Andrew J Tatham
- Princess Alexandra Eye Pavilion, NHS Lothian, 45 Chalmers Street, Edinburgh, EH3 9HA, UK. .,Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK.
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22
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Takayanagi Y, Takai Y, Kaidzu S, Tanito M. Association between Systemic Antioxidant Capacity and Retinal Vessel Diameters in Patients with Primary-Open Angle Glaucoma. Life (Basel) 2020; 10:life10120364. [PMID: 33419272 PMCID: PMC7767320 DOI: 10.3390/life10120364] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 12/16/2020] [Accepted: 12/18/2020] [Indexed: 11/16/2022] Open
Abstract
The retinal vessel narrowing may be implicated in the pathogenesis of glaucoma; however, the association between systemic oxidative stress and retinal vessel diameter remains largely unknown. We examined the relationship between serum oxidative stress markers and retinal vessel diameters in eyes with primary open-angle glaucoma (POAG) and cataract, using central retinal artery equivalent (CRAE) and central retinal vein equivalent (CRVE). We included 66 eyes of 66 patients with POAG (37 men, 29 women; 65.4 ± 11.7 years) and 20 eyes of 20 patients with cataract (7 men, 13 women; 69.4 ± 9.0 years) as the controls. The CRAE (p < 0.0001), CRVE (p < 0.0001), and serum biological antioxidant potential (BAP) (p = 0.0419) were significantly lower in the POAG group compared to the controls. The BAP showed significant correlation both with CRAE (ρ = 0.2148, p = 0.0471) and systolic blood pressure (ρ = −0.2431, p = 0.0241), while neither Diacron reactive oxygen metabolites nor sulfhydryl test correlated with them. The multivariate analyses indicated that age, best corrected visual acuity, and BAP were independent factors for CRAE or CRVE. The present study suggested that lower systemic antioxidant capacity was significantly associated with the intraocular pressure-independent vascular narrowing in POAG patients. This study provided a novel insight into the pathophysiology of glaucoma and highlighted the clinical impact on systemic antioxidant treatment for patients with glaucoma.
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23
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Rudnicka AR, Owen CG, Welikala RA, Barman SA, Whincup PH, Strachan DP, Chan MP, Khawaja AP, Broadway DC, Luben R, Hayat SA, Khaw KT, Foster PJ. Retinal Vasculometry Associations With Glaucoma: Findings From the European Prospective Investigation of Cancer-Norfolk Eye Study. Am J Ophthalmol 2020; 220:140-151. [PMID: 32717267 PMCID: PMC7706353 DOI: 10.1016/j.ajo.2020.07.027] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2020] [Revised: 07/16/2020] [Accepted: 07/17/2020] [Indexed: 12/13/2022]
Abstract
Purpose To examine retinal vasculometry associations with different glaucomas in older British people. Design Cross-sectional study. Methods A total of 8,623 European Prospective Investigation into Cancer-Norfolk Eye study participants were examined, who underwent retinal imaging, ocular biometry assessment, and clinical ascertainment of ocular hypertensive or glaucoma status (including glaucoma suspect [GS], high-tension open-angle glaucoma [HTG], and normal-tension glaucoma [NTG]). Automated measures of arteriolar and venular tortuosity, area, and width from retinal images were obtained. MainOutcomeMeasures: Associations between glaucoma and retinal vasculometry outcomes were analyzed using multilevel linear regression, adjusted for age, sex, height, axial length, intraocular and systemic blood pressure, and within-person clustering, to provide absolute differences in width and area, and percentage differences in vessel tortuosity. Presence or absence of within-person-between-eye differences in retinal vasculometry by diagnoses were examined. Results A total of 565,593 vessel segments from 5,947 participants (mean age 67.6 years, SD 7.6 years, 57% women) were included; numbers with HTG, NTG, and GS in at least 1 eye were 87, 82, and 439, respectively. Thinner arterioles (−3.2 μm; 95% confidence interval [CI] −4.4 μm, −1.9 μm) and venules (−2.7 μm; 95% CI −4.9 μm, −0.5 μm) were associated with HTG. Reduced venular area was associated with HTG (−0.2 mm2; 95% CI −0.3 mm2, −0.1 mm2) and NTG (−0.2 mm2; 95% CI −0.3 mm2, −0.0 mm2). Less tortuous retinal arterioles and venules were associated with all glaucomas, but only significantly for GS (−3.9%; 95% CI −7.7%, −0.1% and −4.8%; 95% CI −7.4%, −2.1%, respectively). There was no evidence of within-person-between-eye differences in retinal vasculometry associations by diagnoses. Conclusions Retinal vessel width associations with glaucoma and novel associations with vessel area and tortuosity, together with no evidence of within-person-between-eye differences in retinal vasculometry, suggest a vascular cause of glaucoma. Retinal vessel measurements, including (as a first report) vessel tortuosity and area, were associated with high-tension glaucoma and other glaucoma-related outcomes. Novel analyses showing that within-person-between-eye glaucoma diagnoses, intraocular pressure, and retinal vasculometry were uncorrelated provides further evidence that systemic microvascular changes may cause glaucoma.
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24
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Lin TPH, Wang YM, Ho K, Wong CYK, Chan PP, Wong MOM, Chan NCY, Tang F, Lam A, Leung DYL, Wong TY, Cheng CY, Cheung CY, Tham CC. Global assessment of arteriolar, venular and capillary changes in normal tension glaucoma. Sci Rep 2020; 10:19222. [PMID: 33154407 PMCID: PMC7644687 DOI: 10.1038/s41598-020-75784-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 10/12/2020] [Indexed: 01/31/2023] Open
Abstract
Microcirculatory insufficiency has been hypothesized in glaucoma pathogenesis. There is a scarcity of data to comprehensively examine the changes in retinal microvasculature and its role in normal tension glaucoma (NTG). We conducted a cross-sectional case-control study and included 168 eyes from 100 NTG patients and 68 healthy subjects. Quantitative retinal arteriolar and venular metrics were measured from retinal photographs using a computer-assisted program. Radial peripapillary capillary network was imaged with OCT-A and quantitative capillary metrics (circumpapillary vessel density (cpVD) and circumpapillary fractal dimension (cpFD)) were measured with a customized MATLAB program. We found that NTG was associated with decreased arteriolar and venular tortuosity, arteriolar branching angle, cpVD and cpFD. Decreased venular caliber, arteriolar and venular branching angles, cpVD and cpFD were associated with thinner average RNFL thickness. Decreased arteriolar and venular branching angles, cpVD and cpFD were also associated with worse standard automated perimetry measurements (mean deviation and visual field index). Compared with retinal arteriolar and venular metrics, regression models based on OCT-A capillary metrics consistently showed stronger associations with NTG and structural and functional measurements in NTG. We concluded that NTG eyes showed generalized microvascular attenuations, in which OCT-A capillary metrics attenuations were more prominent and strongly associated with NTG.
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Affiliation(s)
- Timothy P H Lin
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Yu Meng Wang
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Kevin Ho
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Cherie Y K Wong
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Hong Kong Eye Hospital, Hong Kong, China
| | - Poemen P Chan
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Hong Kong Eye Hospital, Hong Kong, China
| | - Mandy O M Wong
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Hong Kong Eye Hospital, Hong Kong, China
| | - Noel C Y Chan
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Department of Ophthalmology, Prince of Wales Hospital, Hong Kong, China
| | - Fangyao Tang
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Alexander Lam
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Dexter Y L Leung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Department of Ophthalmology, Hong Kong Sanatorium and Hospital, Hong Kong, China
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore, Singapore
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore, Singapore
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.
| | - Clement C Tham
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Hong Kong Eye Hospital, Hong Kong, China
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25
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Arnould L, Guillemin M, Seydou A, Gabrielle PH, Bourredjem A, Kawasaki R, Binquet C, Bron AM, Creuzot-Garcher C. Association between the retinal vascular network and retinal nerve fiber layer in the elderly: The Montrachet study. PLoS One 2020; 15:e0241055. [PMID: 33085730 PMCID: PMC7577490 DOI: 10.1371/journal.pone.0241055] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Accepted: 10/07/2020] [Indexed: 11/19/2022] Open
Abstract
PURPOSE To investigate the association between the characteristics of the retinal vascular network in the elderly and retinal nerve fiber layer (RNFL) thickness in a population-based study. METHODS We conducted a population-based study, the Montrachet study (Maculopathy Optic Nerve, nuTRition neurovAsCular, and HEarT disease), in participants aged ≥ 75 years. RNFL thickness was assessed with spectral-domain optical coherence tomography (SD-OCT). Analysis of the retinal vascular network was performed by means of the Singapore "I" Vessel Assessment (SIVA) software based on fundus photography. RESULTS Data from 970 participants were suitable for analysis. Patients with optic neuropathy were excluded. In multivariable analysis, each standard deviation (SD) decrease in the caliber of the six largest arterioles and veins in zone B and the six largest arterioles and veins in zone C was associated with a decrease in global RNFL thickness (β = -1.62 μm, P = 0.001; β = -2.39 μm, P < 0.001; β = -1.56 μm, P = 0.002; and β = -2.64 μm, P < 0.001, respectively). CONCLUSIONS Our study found that decreased retinal vessels caliber were associated with a decreased RNFL thickness in the elderly without optic neuropathy.
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Affiliation(s)
- Louis Arnould
- Department of Ophthalmology, University Hospital, Dijon, France
- INSERM, CIC1432, Clinical Epidemiology Unit, Dijon, France
- Clinical Investigation Center, Clinical Epidemiology/Clinical Trials Unit, Dijon University Hospital, Dijon, France
- Centre des Sciences du Goût et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne Franche-Comté, Dijon, France
| | | | - Alassane Seydou
- INSERM, CIC1432, Clinical Epidemiology Unit, Dijon, France
- Clinical Investigation Center, Clinical Epidemiology/Clinical Trials Unit, Dijon University Hospital, Dijon, France
- Centre des Sciences du Goût et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne Franche-Comté, Dijon, France
| | - Pierre-Henry Gabrielle
- Department of Ophthalmology, University Hospital, Dijon, France
- Centre des Sciences du Goût et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne Franche-Comté, Dijon, France
| | - Abderrahmane Bourredjem
- INSERM, CIC1432, Clinical Epidemiology Unit, Dijon, France
- Clinical Investigation Center, Clinical Epidemiology/Clinical Trials Unit, Dijon University Hospital, Dijon, France
| | - Ryo Kawasaki
- Department of Vision Informatics, Osaka University Graduate School of Medicine, Suita, Japan
| | - Christine Binquet
- INSERM, CIC1432, Clinical Epidemiology Unit, Dijon, France
- Clinical Investigation Center, Clinical Epidemiology/Clinical Trials Unit, Dijon University Hospital, Dijon, France
| | - Alain M. Bron
- Department of Ophthalmology, University Hospital, Dijon, France
- Centre des Sciences du Goût et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne Franche-Comté, Dijon, France
| | - Catherine Creuzot-Garcher
- Department of Ophthalmology, University Hospital, Dijon, France
- Centre des Sciences du Goût et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne Franche-Comté, Dijon, France
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26
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Petropoulos IN, Al-Mohammedi A, Chen X, Ferdousi M, Ponirakis G, Kemp H, Chopra R, Hau S, Schargus M, Vollert J, Sturm D, Bharani T, Kleinschnitz C, Stettner M, Peto T, Maier C, Rice ASC, Malik RA. The Utility of Corneal Nerve Fractal Dimension Analysis in Peripheral Neuropathies of Different Etiology. Transl Vis Sci Technol 2020; 9:43. [PMID: 32934893 PMCID: PMC7463182 DOI: 10.1167/tvst.9.9.43] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 08/10/2020] [Indexed: 02/07/2023] Open
Abstract
Purpose Quantification of corneal confocal microscopy (CCM) images has shown a significant reduction in corneal nerve fiber length (CNFL) in a range of peripheral neuropathies. We assessed whether corneal nerve fractal dimension (CNFrD) analysis, a novel metric to quantify the topological complexity of corneal subbasal nerves, can differentiate peripheral neuropathies of different etiology. Methods Ninety patients with peripheral neuropathy, including 29 with diabetic peripheral neuropathy (DPN), 34 with chronic inflammatory demyelinating polyneuropathy (CIDP), 13 with chemotherapy-induced peripheral neuropathy (CIPN), 14 with human immunodeficiency virus-associated sensory neuropathy (HIV-SN), and 20 healthy controls (HCs), underwent CCM for estimation of corneal nerve fiber density (CNFD), CNFL, corneal nerve branch density (CNBD), CNFrD, and CNFrD adjusted for CNFL (ACNFrD). Results In patients with DPN, CIDP, CIPN, or HIV-SN compared to HCs, CNFD (P = 0.004-0.0001) and CNFL (P = 0.05-0.0001) were significantly lower, with a further significant reduction among subgroups. CNFrD was significantly lower in patients with CIDP compared to HCs and patients with HIV-SN (P = 0.02-0.0009) and in patients with DPN compared to HCs and patients with HIV-SN, CIPN, or CIDP (P = 0.001-0.0001). ACNFrD was lower in patients with CIPN, CIDP, or DPN compared to HCs (P = 0.03-0.0001) and in patients with DPN compared to those with HIV-SN, CIPN, or CIDP (P = 0.01-0.005). Conclusions CNFrD can detect a distinct pattern of corneal nerve loss in patients with DPN or CIDP compared to those with CIPN or HIV-SN and controls. Translational Relevance Various peripheral neuropathies are characterized by a comparable degree of corneal nerve loss. Assessment of corneal nerve topology by CNFrD could be useful in differentiating neuropathies based on the pattern of loss.
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Affiliation(s)
| | | | - Xin Chen
- School of Computer Science, University of Nottingham, Nottingham, UK
| | - Maryam Ferdousi
- Institute of Cardiovascular Science, University of Manchester, Manchester, UK
| | | | - Harriet Kemp
- Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK
| | - Reena Chopra
- NIHR Moorfields Clinical Research Facility, Moorfields Eye Hospital, London, UK
| | - Scott Hau
- NIHR Moorfields Clinical Research Facility, Moorfields Eye Hospital, London, UK
| | - Marc Schargus
- Department of Ophthalmology, University Eye Hospital, Dusseldorf, Germany
| | - Jan Vollert
- Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK.,Division of Neurophysiology, Center of Biomedicine and Medical Technology Mannheim (CBTM), Medical Faculty Mannheim, Ruprecht-Karls University, Heidelberg, Germany
| | - Dietrich Sturm
- BG Universitätsklinikum Bergmannsheil GmbH, Department of Neurology, Ruhr University, Bochum, Germany
| | - Tina Bharani
- Division of Research, Weill Cornell Medicine-Qatar, Doha, Qatar
| | | | - Mark Stettner
- Department of Neurology, Essen University Hospital, Essen, Germany
| | - Tunde Peto
- Queen's University Belfast, Belfast, Northern Ireland
| | - Christoph Maier
- BG Universitätsklinikum Bergmannsheil GmbH, Department of Pain Medicine, Ruhr University, Bochum, Germany
| | - Andrew S C Rice
- Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, UK
| | - Rayaz A Malik
- Division of Research, Weill Cornell Medicine-Qatar, Doha, Qatar
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27
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Lo Castro D, Tegolo D, Valenti C. A visual framework to create photorealistic retinal vessels for diagnosis purposes. J Biomed Inform 2020; 108:103490. [PMID: 32640292 DOI: 10.1016/j.jbi.2020.103490] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 05/14/2020] [Accepted: 06/15/2020] [Indexed: 11/30/2022]
Abstract
The methods developed in recent years for synthesising an ocular fundus can be been divided into two main categories. The first category of methods involves the development of an anatomical model of the eye, where artificial images are generated using appropriate parameters for modelling the vascular networks and fundus. The second type of method has been made possible by the development of deep learning techniques and improvements in the performance of hardware (especially graphics cards equipped with a large number of cores). The methodology proposed here to produce high-resolution synthetic fundus images is intended to be an alternative to the increasingly widespread use of generative adversarial networks to overcome the problems that arise in producing slightly modified versions of the same real images. This will allow the simulation of pathologies and the prediction of eye-related diseases. The proposed approach is based on the principle of least action and correctly places the vessels on the simulated eye fundus without using real morphometric information. An a posteriori analysis of the average characteristics such as the size, length, bifurcations, and endpoint positioning confirmed the substantial accuracy of the proposed approach compared to real data. A graphical user interface allows the user to make any changes in real time by controlling the positions of control points.
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Affiliation(s)
- Dario Lo Castro
- Dipartimento di Matematica e Informatica, Università degli Studi di Palermo, Italy.
| | - Domenico Tegolo
- Dipartimento di Matematica e Informatica, Università degli Studi di Palermo, Italy; Institute of Biophysics, National Research Council, Palermo, Italy.
| | - Cesare Valenti
- Dipartimento di Matematica e Informatica, Università degli Studi di Palermo, Italy.
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Chiquet C, Gavard O, Arnould L, Mautuit T, Macgillivray TJ, Bron AM, Semecas R, Trucco E, Florent A. Retinal vessel phenotype in patients with primary open-angle glaucoma. Acta Ophthalmol 2020; 98:e88-e93. [PMID: 31359603 DOI: 10.1111/aos.14192] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Accepted: 06/23/2019] [Indexed: 11/30/2022]
Abstract
PURPOSE To characterize the phenotype of retinal vessels using central retinal artery equivalent (CRAE), central retinal vein equivalent (CRVE), tortuosity and fractal dimension (FD) in primary open-angle glaucoma (POAG) subjects. METHODS This prospective case-control multicentre study included 61 POAG subjects and 61 controls matched for age, systemic hypertension and body mass index. Fundus images of the right eye were acquired using a non-mydriatic camera. Central retinal artery equivalent (CRAE), CRVE, arteriole-to-venule ratio, FD and tortuosity of the vascular network were measured using VAMPIRE software (Vessel Assessment and Measurement Platform for Images of the Retina). Primary open-angle glaucoma (POAG) patients underwent 24.2 sita-standard visual field and peri-papillary optical coherence tomography (OCT) examinations. Data were expressed as median and interquartile range (75-25th percentiles). RESULTS The control group was comparable to the POAG group for sex ratio, refraction and intraocular pressure. The mean CRAE and the mean CRVE were significantly lower in the POAG group than in the control group [150.5 (137.9; 157.1) μm versus 161.3 (154.0; 168.4) μm and 204.8 (190.1; 218.1) μm versus 233.5 (222.3; 246.9) μm, respectively; p < 0.001] and for fractal parameters as well. No significant difference was found for tortuosity between the two groups. There was a significant correlation between CRAE and retinal nerve fibre layer (RNFL) thickness (r = 0.27; p = 0.03). VAMPIRE parameters were not correlated with visual field indices. CONCLUSION Primary open-angle glaucoma (POAG) was associated with a narrowing of arterial and venous retinal vessels, a higher arteriole-to-venule ratio and lower values of FD. The relationship between CRAE and RNFL thickness needs further investigation.
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Affiliation(s)
- Christophe Chiquet
- Department of Ophthalmology University Hospital of Grenoble Grenoble France
- Grenoble Alpes University Grenoble France
| | - Olivier Gavard
- Department of Ophthalmology University Hospital of Grenoble Grenoble France
- Grenoble Alpes University Grenoble France
| | - Louis Arnould
- Department of Ophthalmology University Hospital of Dijon Dijon France
| | - Thibaud Mautuit
- Department of Ophthalmology University Hospital of Grenoble Grenoble France
- Grenoble Alpes University Grenoble France
| | - Tom J. Macgillivray
- VAMPIRE Project Centre for Clinical Brain Sciences University of Edinburgh Edinburgh UK
| | - Alain M. Bron
- Department of Ophthalmology University Hospital of Dijon Dijon France
| | - Rachel Semecas
- Department of Ophthalmology University Hospital of Grenoble Grenoble France
| | - Emmanuele Trucco
- VAMPIRE Project Computing, School of Science and Engineering University of Dundee Dundee UK
| | - Aptel Florent
- Department of Ophthalmology University Hospital of Grenoble Grenoble France
- Grenoble Alpes University Grenoble France
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Lemmens S, Devulder A, Van Keer K, Bierkens J, De Boever P, Stalmans I. Systematic Review on Fractal Dimension of the Retinal Vasculature in Neurodegeneration and Stroke: Assessment of a Potential Biomarker. Front Neurosci 2020; 14:16. [PMID: 32116491 PMCID: PMC7025576 DOI: 10.3389/fnins.2020.00016] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 01/08/2020] [Indexed: 01/23/2023] Open
Abstract
Introduction: Ocular manifestations in several neurological pathologies accentuate the strong relationship between the eye and the brain. Retinal alterations in particular can serve as surrogates for cerebral changes. Offering a “window to the brain,” the transparent eye enables non-invasive imaging of these changes in retinal structure and vasculature. Fractal dimension (FD) reflects the overall complexity of the retinal vasculature. Changes in FD could reflect subtle changes in the cerebral vasculature that correspond to preclinical stages of neurodegenerative diseases. In this review, the potential of this retinal vessel metric to serve as a biomarker in neurodegeneration and stroke will be explored. Methods: A literature search was conducted, following the PRISMA Statement 2009 criteria, in four large bibliographic databases (Pubmed, Embase, Web Of Science and Cochrane Library) up to 12 October 2019. Articles have been included based upon their relevance. Wherever possible, level of evidence (LOE) has been assessed by means of the Oxford Centre for Evidence-based Medicine Level of Evidence classification. Results: Twenty-one studies were included for qualitative synthesis. We performed a narrative synthesis and produced summary tables of findings of included papers because methodological heterogeneity precluded a meta-analysis. A significant association was found between decreased FD and neurodegenerative disease, mainly addressing cognitive impairment (CI) and dementia. In acute, subacute as well as chronic settings, decreased FD seems to be associated with stroke. Differences in FD between subtypes of ischemic stroke remain unclear. Conclusions: This review provides a summary of the scientific literature regarding the association between retinal FD and neurodegenerative disease and stroke. Central pathology is associated with a decreased FD, as a measure of microvascular network complexity. As retinal FD reflects the global integrity of the cerebral microvasculature, it is an attractive parameter to explore. Despite obvious concerns, mainly due to a lack of methodological standardization, retinal FD remains a promising non-invasive and low-cost diagnostic biomarker for neurodegenerative and cerebrovascular disease. Before FD can be implemented in clinic as a diagnostic biomarker, the research community should strive for uniformization and standardization.
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Affiliation(s)
- Sophie Lemmens
- Department of Ophthalmology, University Hospitals UZ Leuven, Leuven, Belgium.,Research Group Ophthalmology, Biomedical Science Group, Department of Neurosciences, KU Leuven, Leuven, Belgium.,Health Unit, VITO (Flemish Institute for Technological Research), Mol, Belgium
| | - Astrid Devulder
- Department of Ophthalmology, University Hospitals UZ Leuven, Leuven, Belgium.,Research Group Ophthalmology, Biomedical Science Group, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Karel Van Keer
- Department of Ophthalmology, University Hospitals UZ Leuven, Leuven, Belgium.,Research Group Ophthalmology, Biomedical Science Group, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Johan Bierkens
- Health Unit, VITO (Flemish Institute for Technological Research), Mol, Belgium
| | - Patrick De Boever
- Health Unit, VITO (Flemish Institute for Technological Research), Mol, Belgium.,Centre of Environmental Sciences, Hasselt University, Diepenbeek, Belgium
| | - Ingeborg Stalmans
- Department of Ophthalmology, University Hospitals UZ Leuven, Leuven, Belgium.,Research Group Ophthalmology, Biomedical Science Group, Department of Neurosciences, KU Leuven, Leuven, Belgium
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30
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Popovic N, Vujosevic S, Popovic T. Regional Patterns in Retinal Microvascular Network Geometry in Health and Disease. Sci Rep 2019; 9:16340. [PMID: 31705046 PMCID: PMC6841983 DOI: 10.1038/s41598-019-52659-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 10/21/2019] [Indexed: 01/04/2023] Open
Abstract
The study explores the regional differences in microvascular geometry between the optic disc (O) and the macular area (M) in health and disease. Skeletonized manually segmented vascular networks from 15 healthy, 15 retinas with diabetic retinopathy (DR), and 15 retinas with glaucoma from publicly available High-Resolution Fundus (HRF) image database were used. When visualized by a digital fundus camera, O has a substantial proportion of small arteries and larger arterioles, while M contains smaller arterioles at the periphery and avascular zone in the center. We hypothesized that in pathological conditions the vascular network remodelling patterns in these two regions may be different. The analysis of box-counting fractal dimension (Db), lacunarity (Λ), and microvascular density showed that in healthy retinas, Λ and vessel density were lower in the M compared to the O, while the Db did not change. In retinas with DR, the Db was the lowest in the M, which was different from all other groups. The vessel density followed this trend. Lacunarity was the highest in the O of DR group compared to all other groups. The results show that in DR various regions of retinal microvascular network remodel in a different manner and to different extent.
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Affiliation(s)
- Natasa Popovic
- Faculty of Medicine, University of Montenegro, Kruševac bb, Podgorica, Montenegro.
| | - Stela Vujosevic
- Eye Clinic, University Hospital "Maggiore della Caritá", Novara, Italy
| | - Tomo Popovic
- Faculty for Information Systems and Technologies, University of Donja Gorica, Oktoih 1, Podgorica, Montenegro
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31
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Peripapillary retinal artery in first diagnosed and untreated normal tension glaucoma. BMC Ophthalmol 2019; 19:203. [PMID: 31590635 PMCID: PMC6781404 DOI: 10.1186/s12886-019-1211-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Accepted: 09/03/2019] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Glaucoma, an important cause of visual impairment in many countries, remains a common eye condition due to difficulties in its early diagnosis. We analyzed the characteristics of retinal arteries to add a valuable technology for helping the normal tension glaucoma (NTG) diagnosis. METHODS This study included 51 patients with newly diagnosed NTG with hemifield defects and 60 age-matched controls. Peripapillary retinal arteriolar calibers (PRACs) photoed by non-mydriatic retinal camera were measured using ImageJ by two masked readers. We also performed spectral-domain optical coherence tomography to evaluate retinal nerve fiber layer thickness (RNFLT) and optic disc parameters. Their relations to retinal arteriolar calibers were investigated by univariate and multivariate linear regression. The area under the receiver operating characteristic curve (AUROC) was used to confirm the powers to detect NTG by PRACs. RESULTS PRACs in four quadrants were significantly reduced in individuals with first diagnosed NTG (82 ± 15.1 μm, 80 ± 13.6 μm, 71 ± 11.6 μm, and 64 ± 10.0 μm) compared with those in age-matched controls (101 ± 9.8 μm, 105 ± 8.7 μm, 90 ± 7.5 μm, and 82 ± 9.8 μm). Superotemporal and inferotemporal PRACs in the visual field-affected hemifield were narrower than those in the unaffected hemifield in NTG group (P ≤ 0.004). Temporal PRACs in the RNFL unaffected hemifield were significantly narrower than in healthy eyes (P < 0.001). Superotemporal PRAC showed a significant correlation with superior RNFLT (β = 0.659, P < 0.001), and a similar relationship was found between inferotemporal PRAC and inferior RNFLT (β = 0.227, P = 0.015). The diagnostic capability of temporal PRACs was satisfactory (superotemporal PRAC; AUROC 0.983, cut-off value 84.7 μm, inferotemporal PRAC; AUROC 0.946, cut-off value 94.2 μm). CONCLUSIONS PRAC and inferotemporal PRAC are valid parameters for discriminating patients with NTG.
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Chan KKW, Tang F, Tham CCY, Young AL, Cheung CY. Retinal vasculature in glaucoma: a review. BMJ Open Ophthalmol 2017; 1:e000032. [PMID: 29354699 PMCID: PMC5721639 DOI: 10.1136/bmjophth-2016-000032] [Citation(s) in RCA: 107] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Revised: 02/13/2017] [Accepted: 03/20/2017] [Indexed: 01/03/2023] Open
Abstract
Despite the critical impact of glaucoma on global blindness, its aetiology is not fully characterised. Elevated intraocular pressure is highly associated with glaucomatous optic neuropathy. However, visual field loss still progresses in some patients with normal or even low intraocular pressure. Vascular factors have been suggested to play a role in glaucoma development, based on numerous studies showing associations of glaucoma with blood pressure, ocular perfusion pressure, vasospasm, cardiovascular disease and ocular blood flow. As the retinal vasculature is the only part of the human circulation that readily allows non-invasive visualisation of the microcirculation, a number of quantitative retinal vascular parameters measured from retinal photographs using computer software (eg, calibre, fractal dimension, tortuosity and branching angle) are currently being explored for any association with glaucoma and its progression. Several population-based and clinical studies have reported that changes in retinal vasculature (eg, retinal arteriolar narrowing and decreased fractal dimension) are associated with optic nerve damage and glaucoma, supporting the vascular theory of glaucoma pathogenesis. This review summarises recent findings on the relationships between quantitatively measured structural retinal vascular changes with glaucoma and other markers of optic nerve head damage, including retinal nerve fibre layer thickness. Clinical implications, recent new advances in retinal vascular imaging (eg, optical coherence tomography angiography) and future research directions are also discussed.
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Affiliation(s)
- Karen K W Chan
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Department of Ophthalmology and Visual Sciences, Prince of Wales Hospital and Alice Ho Miu Ling Nethersole Hospital, Hong Kong, China
| | - Fangyao Tang
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Clement C Y Tham
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Alvin L Young
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China.,Department of Ophthalmology and Visual Sciences, Prince of Wales Hospital and Alice Ho Miu Ling Nethersole Hospital, Hong Kong, China
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
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Holm S, Russell G, Nourrit V, McLoughlin N. DR HAGIS-a fundus image database for the automatic extraction of retinal surface vessels from diabetic patients. J Med Imaging (Bellingham) 2017; 4:014503. [PMID: 28217714 DOI: 10.1117/1.jmi.4.1.014503] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2016] [Accepted: 01/16/2017] [Indexed: 11/14/2022] Open
Abstract
A database of retinal fundus images, the DR HAGIS database, is presented. This database consists of 39 high-resolution color fundus images obtained from a diabetic retinopathy screening program in the UK. The NHS screening program uses service providers that employ different fundus and digital cameras. This results in a range of different image sizes and resolutions. Furthermore, patients enrolled in such programs often display other comorbidities in addition to diabetes. Therefore, in an effort to replicate the normal range of images examined by grading experts during screening, the DR HAGIS database consists of images of varying image sizes and resolutions and four comorbidity subgroups: collectively defined as the diabetic retinopathy, hypertension, age-related macular degeneration, and Glaucoma image set (DR HAGIS). For each image, the vasculature has been manually segmented to provide a realistic set of images on which to test automatic vessel extraction algorithms. Modified versions of two previously published vessel extraction algorithms were applied to this database to provide some baseline measurements. A method based purely on the intensity of images pixels resulted in a mean segmentation accuracy of 95.83% ([Formula: see text]), whereas an algorithm based on Gabor filters generated an accuracy of 95.71% ([Formula: see text]).
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Affiliation(s)
- Sven Holm
- University of Manchester , Faculty of Biology, Medicine and Health, Division of Pharmacy and Optometry, Manchester, United Kingdom
| | - Greg Russell
- University of Manchester , Faculty of Biology, Medicine and Health, Division of Pharmacy and Optometry, Manchester, United Kingdom
| | - Vincent Nourrit
- Telecom Bretagne , Département d'Optique Technopôle Brest-Iroise, Brest, France
| | - Niall McLoughlin
- University of Manchester , Faculty of Biology, Medicine and Health, Division of Pharmacy and Optometry, Manchester, United Kingdom
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34
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Dziubek A, Guidoboni G, Harris A, Hirani AN, Rusjan E, Thistleton W. Effect of ocular shape and vascular geometry on retinal hemodynamics: a computational model. Biomech Model Mechanobiol 2015; 15:893-907. [DOI: 10.1007/s10237-015-0731-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2015] [Accepted: 09/23/2015] [Indexed: 12/31/2022]
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35
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Affiliation(s)
- Alun D Hughes
- Institute of Cardiovascular Sciences, University College London, London, WC1E 6BT, UK
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36
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37
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Abstract
Purpose To report demographic and ocular features of pediatric glaucoma suspects in an ethnically diverse population of North Central Texas. Design Retrospective cross-sectional chart review. Participants Subjects included 75 (136 eyes) pediatric glaucoma suspects. Patients with one or more of the following risk factors were included: cup-to disc (C/D) ratio of ≥0.6; intraocular pressure (IOP) ≥21 mmHg; family history of glaucoma; congenital glaucoma in the opposite eye; history of blunt trauma to either eye; and presence of either Sturge-Weber or Axenfeld–Rieger syndrome, or oculodermal melanocytosis. Methods Data were extracted from electronic patient medical records. Patient records with incomplete data were excluded. The main outcome measures were race, sex, age, IOP, C/D, family history of glaucoma; and glaucoma treatment. Results Subjects included 28 (37.3%) Hispanics, 20 (26.6%) African Americans, 20 (26.6%) Caucasians, and seven (9.3%) Asians. Forty (53.3%) of the patients were male. Suspicious optic disc was seen in 57 (76%); elevated IOP in 25 (33.3%); presence of family history in 13 (17.3%), and Sturge–Weber syndrome in nine (12%) patients. The average C/D ratio was 0.58±0.2. The C/D ratios of African American (0.65±0.2), Hispanic (0.63±0.2), and Asian (0.62±0.15) patients were significantly greater than those of Caucasians (0.43±0.18; P=0.0004, 0.0003, and 0.0139, respectively). Caucasian patients were the youngest (7.9±4.8 years). Eleven cases (14.7%) required medication. Conclusion Thirty-three point seven percent of patients seen in the glaucoma clinic were glaucoma suspects. The most common risk factors for suspected glaucoma were suspicious optic discs, elevated IOP, and family history of glaucoma. Most patients required only close observation. Long-term follow-up of these patients is warranted to determine the mechanisms of conversion to glaucoma.
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Affiliation(s)
- Karanjit Kooner
- Department of Ophthalmology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Matthew Harrison
- Department of Ophthalmology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Zohra Prasla
- Department of Ophthalmology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Mohannad Albdour
- Department of Ophthalmology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Beverley Adams-Huet
- Department of Clinical Sciences, Division of Biostatistics, University of Texas Southwestern Medical Center, Dallas, TX, USA
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38
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Ghim WH, Lee MW. A Case of Posner-Schlossman Syndrome with Retinal Arterial Tortuosity in a Young Male. JOURNAL OF THE KOREAN OPHTHALMOLOGICAL SOCIETY 2014. [DOI: 10.3341/jkos.2014.55.11.1710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Affiliation(s)
- Woon Hyung Ghim
- Department of Ophthalmology, Dankook University Medical College, Cheonan, Korea
| | - Myung Won Lee
- Department of Ophthalmology, Dankook University Medical College, Cheonan, Korea
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