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Yii F, Bernabeu MO, Dhillon B, Strang N, MacGillivray T. Retinal Changes From Hyperopia to Myopia: Not All Diopters Are Created Equal. Invest Ophthalmol Vis Sci 2024; 65:25. [PMID: 38758640 PMCID: PMC11107950 DOI: 10.1167/iovs.65.5.25] [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: 01/12/2024] [Accepted: 04/30/2024] [Indexed: 05/19/2024] Open
Abstract
Purpose To quantitatively characterize retinal changes across different quantiles of refractive error in 34,414 normal eyes of 23,064 healthy adults in the UK Biobank. Methods Twelve optic disc (OD), foveal and vascular parameters were derived from color fundus photographs, correcting for ocular magnification as appropriate. Quantile regression was used to test the independent associations between these parameters and spherical equivalent refraction (SER) across 34 refractive quantiles (high hyperopia to high myopia)-controlling for age, sex and corneal radius. Results More negative SER was nonlinearly associated with greater Euclidian (largely horizontal) OD-fovea distance, larger OD, less circular OD, more obliquely orientated OD (superior pole tilted towards the fovea), brighter fovea, lower vascular complexity, less tortuous vessels, more concave (straightened out towards the fovea) papillomacular arterial/venous arcade and wider central retinal arterioles/venules. In myopia, these parameters varied more strongly with SER as myopia increased. For example, while every standard deviation (SD) decrease in vascular complexity was associated with 0.63 D (right eye: 95% confidence interval [CI], 0.58-0.68) to 0.68 D (left eye: 95% CI, 0.63-0.73) higher myopia in the quantile corresponding to -0.60 D, it was associated with 1.61 D (right eye: 95% CI, 1.40-1.82) to 1.70 D (left eye: 95% CI, 1.56-1.84) higher myopia in the most myopic quantile. OD-fovea angle (degree of vertical separation between OD and fovea) was found to vary linearly with SER, but the magnitude was of little practical importance (less than 0.10 D variation per SD change in angle in almost all refractive quantiles) compared with the changes in OD-fovea distance. Conclusions Several interrelated retinal changes indicative of an increasing (nonconstant) rate of mechanical stretching are evident at the posterior pole as myopia increases. These changes also suggest that the posterior pole stretches predominantly in the temporal horizontal direction.
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Affiliation(s)
- Fabian Yii
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
- Curle Ophthalmology Laboratory, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
| | - Miguel O. Bernabeu
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
- The Bayes Centre, University of Edinburgh, Edinburgh, United Kingdom
| | - Baljean Dhillon
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
- Curle Ophthalmology Laboratory, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
- Princess Alexandra Eye Pavilion, Edinburgh, United Kingdom
| | - Niall Strang
- Department of Vision Sciences, Glasgow Caledonian University, Glasgow, United Kingdom
| | - Tom MacGillivray
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
- Curle Ophthalmology Laboratory, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
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Wang G, Huang Y, Ma K, Duan Z, Luo Z, Xiao P, Yuan J. Automatic vessel crossing and bifurcation detection based on multi-attention network vessel segmentation and directed graph search. Comput Biol Med 2023; 155:106647. [PMID: 36848799 DOI: 10.1016/j.compbiomed.2023.106647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 01/04/2023] [Accepted: 02/07/2023] [Indexed: 02/17/2023]
Abstract
Analysis of the vascular tree is the basic premise to automatically diagnose retinal biomarkers associated with ophthalmic and systemic diseases, among which accurate identification of intersection and bifurcation points is quite challenging but important for disentangling complex vascular network and tracking vessel morphology. In this paper, we present a novel directed graph search-based multi-attentive neural network approach to automatically segment the vascular network and separate intersections and bifurcations from color fundus images. Our approach uses multi-dimensional attention to adaptively integrate local features and their global dependencies while learning to focus on target structures at different scales to generate binary vascular maps. A directed graphical representation of the vascular network is constructed to represent the topology and spatial connectivity of the vascular structures. Using local geometric information including color difference, diameter, and angle, the complex vascular tree is decomposed into multiple sub-trees to finally classify and label vascular feature points. The proposed method has been tested on the DRIVE dataset and the IOSTAR dataset containing 40 images and 30 images, respectively, with 0.863 and 0.764 F1-score of detection points and average accuracy of 0.914 and 0.854 for classification points. These results demonstrate the superiority of our proposed method outperforming state-of-the-art methods in feature point detection and classification.
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Affiliation(s)
- Gengyuan Wang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China; School of Life Sciences, South China University of Technology, Guangzhou, 510006, Guangdong, China
| | - Yuancong Huang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China
| | - Ke Ma
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China
| | - Zhengyu Duan
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China
| | - Zhongzhou Luo
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China
| | - Peng Xiao
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China.
| | - Jin Yuan
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China.
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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: 0] [Impact Index Per Article: 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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Ye J, Lin J, Shen M, Chen W, Zhang R, Lu F, Shao Y. Reduced Radial Peripapillary Capillary in Pathological Myopia Is Correlated With Visual Acuity. Front Neurosci 2022; 16:818530. [PMID: 35464317 PMCID: PMC9033284 DOI: 10.3389/fnins.2022.818530] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 02/28/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose To quantify the radial peripapillary capillary (RPC) density and the peripapillary retinal nerve fiber layer (pRNFL) thickness in pathological myopia and examine associations among these factors and best-corrected visual acuity (BCVA). Methods The cohort was composed of 41 eyes as control and 79 eyes with high myopia (59 simple high myopia, 20 pathological myopia). Optical coherence tomography angiography was done to obtain RPC density and pRNFL thickness, superficial retinal capillary plexus (SRCP), and deep retinal capillary plexus (DRCP) density. The axial length (AL) was measured. Correlations among BCVA, RPC density, pRNFL thickness, AL, and other parameters were determined. Results For pathological myopia, the densities of RPC, SRCP, and DRCP were significantly less than those of the control and simple high myopia groups (p ≤ 0.005). There was no statistical difference in pRNFL thickness between pathological myopia and simple high myopia (p = 0.063), whereas there was significant difference in global pRNFL thickness between pathological myopia and control (p = 0.008). The global RPC density showed the greatest area under the curve (AUC = 0.962, sensitivity = 94.74%, specificity = 90.00%, cutoff value = 47.8%) for pathological myopia, whereas the AUC of pRNFL thickness, SRCP, and DRCP were only 0.675, 0.824, and 0.865, respectively. The univariate and multiple linear regression models showed that RPC density, SRCP density, and AL were correlated with BCVA (All p < 0.05). In the final BCVA model with multiple generalized estimating equation analysis, AL, RPC density and interaction between RPC and AL were shown (all p < 0.03). For an eye with AL ≥ 27.94 mm, global RPC density was predicted to be less than 48.77% with a high risk of visual impairment. Conclusion Peripapillary alterations, both the decreasing RPC density and pRNFL thickness, occurred in pathological myopia compared with the control. The RPC density was associated with BCVA, and this relationship was affected by AL.
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Lal B, Alonso-Caneiro D, Read SA, Tran B, Van Bui C, Tang D, Fiedler JT, Ho S, Carkeet A. Changes in Retinal Optical Coherence Tomography Angiography Indexes Over 24 Hours. Invest Ophthalmol Vis Sci 2022; 63:25. [PMID: 35348589 PMCID: PMC8976927 DOI: 10.1167/iovs.63.3.25] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Purpose To evaluate changes in the retinal microvasculature of young adults over 24 hours using optical coherence tomography angiography (OCT-A). Methods Participants (n = 44, mean age 23.2 ± 4.1 years, 24 myopes and 20 nonmyopes) with normal ophthalmological findings were recruited. Two macular OCT-A and OCT scans, systemic blood pressure, intraocular pressure (IOP), and biometry measurements were taken every four hours over 24 hours. Superficial and deep retinal layer en face images were analyzed to extract magnification-corrected vascular indexes using image analysis including foveal avascular zone metrics, vessel density, and perfusion density for the foveal, parafoveal, and perifoveal zones. Results Significant diurnal variations (P < 0.001) were observed in the vessel and perfusion density in the three superficial retinal layer regions, with acrophase between 4:30 PM and 8:30 PM. Only foveal and parafoveal regions of the deep retinal layer exhibited significant diurnal variations with acrophase between 9 AM and 3 PM. Myopes and nonmyopes had different acrophases but not amplitudes in the parafoveal perfusion density of superficial retinal layer (P = 0.039). Significant correlations were observed between diurnal amplitudes or acrophases of superficial retinal layer indexes and systemic pulse pressure, IOP, axial length and retinal thickness. Conclusions This study shows, for the first time, that significant diurnal variation exists in OCT-A indexes of macular superficial and deep retinal layer over 24 hours and were related to variations in various ocular and systemic measurements. Myopes and nonmyopes showed differences in the timing but not in amplitude of the superficial retinal layer parafoveal perfusion density variations but not in deep retinal layer.
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Affiliation(s)
- Barsha Lal
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - David Alonso-Caneiro
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Scott A Read
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Binh Tran
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Cong Van Bui
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Daniel Tang
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Joshua T Fiedler
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Steven Ho
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
| | - Andrew Carkeet
- School of Optometry & Vision Science, Queensland University of Technology, Kelvin Grove, Brisbane, Australia
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Xiang L, Zhou Y, Chen Y, Jiang S, Fei C, Wang Y, Bai Y, Zhang X, Li K, Shen X. Assessment of the retinal vasculature in healthy Chinese preschool children aged 4-6 years old using optical coherence tomography angiography. BMC Ophthalmol 2021; 21:415. [PMID: 34856943 PMCID: PMC8638475 DOI: 10.1186/s12886-021-02154-4] [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: 07/20/2021] [Accepted: 10/22/2021] [Indexed: 11/10/2022] Open
Abstract
PURPOSE To establish normal parameters of macular and optic disc vasculature by optical coherence tomography angiography (OCTA) in healthy preschool children aged 4-6 years old in China. OCTA reflects retinal metabolism and development in children at these ages and could be used clinically and in future studies to aid diagnosis and prediction of retinal abnormalities and developmental stagnation. METHODS In this cross-sectional study, we measured foveal, parafoveal, and perifoveal vessel density in the superficial capillary plexus (SCP); the deep capillary plexus (DCP), the foveal avascular zone (FAZ), and the radial capillary peripapillary (RPC) in the optic disc using investigational spectral-domain OCTA. The magnification effect of the FAZ area and microvasculature measurements was corrected by Littman and the modified Bennett formula. RESULTS A total of 242 eyes (116 males and 126 females, 5.31 ± 0.73 years) were recruited for the analysis. The mean macular vessel density was 48.10 ± 2.92% and 48.74 ± 6.51% in the SCP and the DCP, respectively. The RPC vessel density was 47.17 ± 2.52%, 47.99 ± 4.48%, and 48.41 ± 3.07% in the whole image, inside disc, and peripapillary, respectively; and the mean FAZ area was 0.28 ± 0.11 mm2. A significant difference between male and female participants was found in the retinal vasculature (DCP, SCP, and RPC). None of these parameters were significantly different in age (P > 0.05), except that DCP slightly increased with aging. The right and left eyes had good consistency in the parameters of the macula and optic disc. CONCLUSIONS Our study establishes the macular and optic disc OCTA reference values in 4- to 6-year-old healthy preschool children. They may be used in longitudinal OCTA studies and clinical applications.
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Affiliation(s)
- Lu Xiang
- Department of Ophthalmology, Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Yingming Zhou
- Department of Ophthalmology, Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Yanwei Chen
- Department of Ophthalmology, Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Siyu Jiang
- Department of Ophthalmology, Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Chunli Fei
- Department of Ophthalmology, Wuxi Branch of Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Yangyang Wang
- Department of Ophthalmology, Wuxi Branch of Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Yang Bai
- Department of Ophthalmology, Wuxi Branch of Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Xuan Zhang
- Department of Ophthalmology, Wuxi Branch of Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Kai Li
- Department of Ophthalmology, Wuxi Branch of Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China
| | - Xi Shen
- Department of Ophthalmology, Ruijin Hospital, Shanghai Jiaotong University of Medicine, Shanghai, China.
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Semecas R, Arnould L, Aptel F, Gavard O, Mautuit T, Creuzot-Garcher C, Bron A, MacGillivray T, Hogg S, Trucco E, Chiquet C. Retinal Vessel Phenotype in Patients with a History of Retinal Vein Occlusion. Ophthalmic Res 2021; 65:722-729. [PMID: 33910213 PMCID: PMC9808644 DOI: 10.1159/000516235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 02/26/2021] [Indexed: 01/07/2023]
Abstract
INTRODUCTION The aim of the study was to estimate the phenotype of retinal vessels using central retinal artery equivalent (CRAE), central retinal vein equivalent (CRVE), tortuosity, and fractal analysis in the unaffected contralateral eye of patients with central or branch retinal vein occlusion (CRVO or BRVO). METHODS Thirty-four patients suffering from CRVO, 15 suffering from BRVO, and 49 controlled matched subjects had a fundus image analyzed using the VAMPIRE software. The intraclass correlation coefficient and a Bland-Altman plot were done for the reproducibility study. RESULTS There was a lack of evidence of difference between the control group and the CRVO group for CRAE (p = 0.06), CRVE (p = 0.3), and arterio-venule ratio (AVR, p = 0.6). Contralateral eyes of CRVO exhibited a significantly higher arterial and minimum arterial tortuosity values (p = 0.012), as compared with control eyes. Contralateral eyes of patients with a history of BRVO had a significantly higher CRAE (p = 0.02), AVR (p = 0.006), and minimal arterial tortuosity (p = 0.05). Fractal analysis showed that contralateral eyes of BRVO had higher values of fractal parameters (D0a, p = 0.005). CONCLUSION This study suggests that CVRO or BRVO is not triggered by the same retinal vascular phenotypes in the contralateral eye. The morphology of retinal vasculature may be associated with the occurrence of RVO, independently of known risk factors.
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Affiliation(s)
- Rachel Semecas
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Louis Arnould
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Clinical Epidemiology/Clinical Trials Unit, INSERM, CIC1432, Dijon University Hospital, Clinical Investigation Center, Dijon, France
| | - Florent Aptel
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Olivier Gavard
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Thibaud Mautuit
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Catherine Creuzot-Garcher
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Eye and Nutrition Research Group, CSGA, UMR 1324 INRA, Dijon, France
| | - Alain Bron
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Eye and Nutrition Research Group, CSGA, UMR 1324 INRA, Dijon, France
| | - Tom MacGillivray
- VAMPIRE Project, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Stephen Hogg
- VAMPIRE project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Emmanuel Trucco
- VAMPIRE project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Christophe Chiquet
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France,*Christophe Chiquet,
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Kim YD, Noh KJ, Byun SJ, Lee S, Kim T, Sunwoo L, Lee KJ, Kang SH, Park KH, Park SJ. Effects of Hypertension, Diabetes, and Smoking on Age and Sex Prediction from Retinal Fundus Images. Sci Rep 2020; 10:4623. [PMID: 32165702 PMCID: PMC7067849 DOI: 10.1038/s41598-020-61519-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Accepted: 02/28/2020] [Indexed: 12/25/2022] Open
Abstract
Retinal fundus images are used to detect organ damage from vascular diseases (e.g. diabetes mellitus and hypertension) and screen ocular diseases. We aimed to assess convolutional neural network (CNN) models that predict age and sex from retinal fundus images in normal participants and in participants with underlying systemic vascular-altered status. In addition, we also tried to investigate clues regarding differences between normal ageing and vascular pathologic changes using the CNN models. In this study, we developed CNN age and sex prediction models using 219,302 fundus images from normal participants without hypertension, diabetes mellitus (DM), and any smoking history. The trained models were assessed in four test-sets with 24,366 images from normal participants, 40,659 images from hypertension participants, 14,189 images from DM participants, and 113,510 images from smokers. The CNN model accurately predicted age in normal participants; the correlation between predicted age and chronologic age was R2 = 0.92, and the mean absolute error (MAE) was 3.06 years. MAEs in test-sets with hypertension (3.46 years), DM (3.55 years), and smoking (2.65 years) were similar to that of normal participants; however, R2 values were relatively low (hypertension, R2 = 0.74; DM, R2 = 0.75; smoking, R2 = 0.86). In subgroups with participants over 60 years, the MAEs increased to above 4.0 years and the accuracies declined for all test-sets. Fundus-predicted sex demonstrated acceptable accuracy (area under curve > 0.96) in all test-sets. Retinal fundus images from participants with underlying vascular-altered conditions (hypertension, DM, or smoking) indicated similar MAEs and low coefficients of determination (R2) between the predicted age and chronologic age, thus suggesting that the ageing process and pathologic vascular changes exhibit different features. Our models demonstrate the most improved performance yet and provided clues to the relationship and difference between ageing and pathologic changes from underlying systemic vascular conditions. In the process of fundus change, systemic vascular diseases are thought to have a different effect from ageing. Research in context. Evidence before this study. The human retina and optic disc continuously change with ageing, and they share physiologic or pathologic characteristics with brain and systemic vascular status. As retinal fundus images provide high-resolution in-vivo images of retinal vessels and parenchyma without any invasive procedure, it has been used to screen ocular diseases and has attracted significant attention as a predictive biomarker for cerebral and systemic vascular diseases. Recently, deep neural networks have revolutionised the field of medical image analysis including retinal fundus images and shown reliable results in predicting age, sex, and presence of cardiovascular diseases. Added value of this study. This is the first study demonstrating how a convolutional neural network (CNN) trained using retinal fundus images from normal participants measures the age of participants with underlying vascular conditions such as hypertension, diabetes mellitus (DM), or history of smoking using a large database, SBRIA, which contains 412,026 retinal fundus images from 155,449 participants. Our results indicated that the model accurately predicted age in normal participants, while correlations (coefficient of determination, R2) in test-sets with hypertension, DM, and smoking were relatively low. Additionally, a subgroup analysis indicated that mean absolute errors (MAEs) increased and accuracies declined significantly in subgroups with participants over 60 years of age in both normal participants and participants with vascular-altered conditions. These results suggest that pathologic retinal vascular changes occurring in systemic vascular diseases are different form the changes in spontaneous ageing process, and the ageing process observed in retinal fundus images may saturate at age about 60 years. Implications of all available evidence. Based on this study and previous reports, the CNN could accurately and reliably predict age and sex using retinal fundus images. The fact that retinal changes caused by ageing and systemic vascular diseases occur differently motivates one to understand the retina deeper. Deep learning-based fundus image reading may be a more useful and beneficial tool for screening and diagnosing systemic and ocular diseases after further development.
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Affiliation(s)
- Yong Dae Kim
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea.,Department of Ophthalmology, Kangdong Sacred Heart Hospital, Seoul, Korea
| | - Kyoung Jin Noh
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea
| | - Seong Jun Byun
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea
| | - Soochahn Lee
- School of Electrical Engineering, Kookmin University, Seoul, Republic of Korea
| | - Tackeun Kim
- Department of Neurosurgery, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Leonard Sunwoo
- Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Kyong Joon Lee
- Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Si-Hyuck Kang
- Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Kyu Hyung Park
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea
| | - Sang Jun Park
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Republic of Korea.
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Cheng D, Chen Q, Wu Y, Yu X, Shen M, Zhuang X, Tian Z, Yang Y, Wang J, Lu F, Shen L. Deep perifoveal vessel density as an indicator of capillary loss in high myopia. Eye (Lond) 2019; 33:1961-1968. [PMID: 31527763 DOI: 10.1038/s41433-019-0573-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Revised: 05/22/2019] [Accepted: 08/15/2019] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVES This study investigates the macular vasculature of both vascular layers in different degrees of myopia by optical coherence tomography angiography (OCTA). METHODS One hundred and forty-five eyes of 145 healthy subjects with spherical equivalents (SE) ranging from +0.50 to -16.50 dioptres were divided into three groups. The foveal avascular zone (FAZ) area and vessel density (VD) of OCTA images were compared. RESULTS Compared with other groups, high myopia had a larger FAZ and less perifoveal VD in both layers and less deep total VD. Compared with other myopia, high myopia had less total VD in the superficial layer and parafoveal VD in the deep layer. Between emmetropia and low myopia, there was a difference only in the deep parafoveal VD. Except for the parafoveal VD in both layers and the superficial total VD, there were significant correlations of the FAZ with axial length (AL) and SE as well as VD. The deep perifoveal VD was most associated with high myopia. CONCLUSIONS An increased FAZ and decreased VD in both layers were correlated with AL elongation. The decreasing deep perifoveal VD was most associated with high myopia. OCTA may provide additional information regarding the progression of pathologies in high myopia.
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Affiliation(s)
- Dan Cheng
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Qi Chen
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yufei Wu
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Xueting Yu
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Meixiao Shen
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Xiran Zhuang
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Zhongxu Tian
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Ye Yang
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jianhua Wang
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL, USA
| | - Fan Lu
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Lijun Shen
- School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, Zhejiang, China.
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Nelson AJ, Chang R, LeTran V, Vu B, Burkemper B, Chu Z, Fard A, Kashani A, Xu B, Wang R, Varma R, Richter GM. Ocular Determinants of Peripapillary Vessel Density in Healthy African Americans: The African American Eye Disease Study. Invest Ophthalmol Vis Sci 2019; 60:3368-3373. [PMID: 31917454 PMCID: PMC6681862 DOI: 10.1167/iovs.19-27035] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Accepted: 07/03/2019] [Indexed: 01/01/2023] Open
Abstract
Purpose The African American (AA) population has unique ocular anatomic characteristics and a disproportionately high incidence of glaucoma, which is associated with lower peripapillary vessel density (VD). This study aimed to identify ocular determinants of peripapillary VD in healthy AAs. Methods This was a cross-sectional, population-based study of 1029 AAs, ages 40 and older. Participants underwent examination to obtain axial length (AL), IOP, central corneal thickness (CCT), mean retinal nerve fiber layer (RNFL) thickness, visual field mean deviation (MD), and 6 × 6-mm optical coherence tomography angiography scans of the optic nerve. Participants with glaucoma, vision-threatening diabetic retinopathy, or other relevant ocular disease were excluded. Prototype software was used to quantify VD. A multivariable regression model, controlling for age and signal strength, identified the ocular variables that predicted peripapillary VD. The contribution of each variable was assessed with the magnitude of standardized regression coefficients (SRC). Results Based on univariate regressions, AL, RNFL thickness, and MD had significant associations with peripapillary VD (all P < 0.001). In the final multivariate model, lower mean RNFL thickness (β = 0.0022, P < 0.001, SRC = 0.542) and longer AL (β = -0.0055, P < 0.001, SRC = -0.118) were associated with lower peripapillary VD, controlling for age and signal strength, with model R2 of 0.69. Conclusions Thinner RNFL and longer AL were the most influential ocular determinants of lower peripapillary perfusion in healthy AA eyes. Additional research is needed to clarify whether longer AL increases risk of glaucoma by affecting capillary perfusion.
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Affiliation(s)
- Andrew J. Nelson
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, California, United States
| | - Ryuna Chang
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, California, United States
| | - Vivian LeTran
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, California, United States
| | - Brian Vu
- University of Colorado School of Medicine, Aurora, Colorado, United States
| | - Bruce Burkemper
- Departments of Preventive Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, California, United States
| | - Zhongdi Chu
- Department of Bioengineering, University of Washington, Washington, United States
| | - Ali Fard
- Carl Zeiss Meditec, Dublin, California, United States
| | - Amir Kashani
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, California, United States
| | - Benjamin Xu
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, California, United States
| | - Ruikang Wang
- Department of Bioengineering, University of Washington, Washington, United States
| | - Rohit Varma
- Southern California Eye Institute, CHA Hollywood Presbyterian Medical Center, Los Angeles, California, United States
| | - Grace M. Richter
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, California, United States
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Guo Y, Sung MS, Park SW. Assessment of superficial retinal microvascular density in healthy myopia. Int Ophthalmol 2018; 39:1861-1870. [DOI: 10.1007/s10792-018-1014-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Accepted: 08/29/2018] [Indexed: 12/21/2022]
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Abstract
Supplemental Digital Content is available in the text Objectives: To examine factors influencing retinal vasculature in two environmentally contrasted, cross-sectional studies of adult participants of European descent and to estimate the extent and specificity of genetic contributions to each retinal vasculature feature. Methods: Retinal images from 1088 participants in the Orkney Complex Disease Study and 387 in the CROATIA-Korčula study, taken using the same nonmydriatic camera system and graded by the same person, were evaluated. Using general linear models, we estimated the influence of an extensive range of systemic risk factors, calculated retinal traits heritabilities and genetic correlations. Main results: Systemic covariates explained little (<4%) of the variation in vessel tortuosity, substantially more (>10%, up to 31.7%) of the variation in vessel width and monofractal dimension. Suggestive not well trodden associations of biological interest included that of urate, tissue plasminogen activator and cardiac PR interval with arteriolar narrowing, that of carotid intima–media thickness with less-tortuous arterioles and of cardiac QT interval with more tortuous venules. The genetic underpinning of tortuosity is largely distinct from that of the other retinal vascular features, whereas that of fractal dimension and vessel width greatly overlaps. The previously recognized influence of ocular axial length on vessel widths was high and can be expected to lead to artefactual genetic associations [genetic correlation with central retinal arteriolar equivalent: −0.53 (standard error 0.11)]. The significant genetic correlation between SBP and central retinal arteriolar equivalent, −0.53 (standard error 0.22) (after adjusting for age, sex and axial length of the eye), augurs more favourably for the discovery of genetic variants relevant to vascular physiology.
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13
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Li M, Yang Y, Jiang H, Gregori G, Roisman L, Zheng F, Ke B, Qu D, Wang J. Retinal Microvascular Network and Microcirculation Assessments in High Myopia. Am J Ophthalmol 2017; 174:56-67. [PMID: 27818204 DOI: 10.1016/j.ajo.2016.10.018] [Citation(s) in RCA: 148] [Impact Index Per Article: 21.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2016] [Revised: 10/23/2016] [Accepted: 10/26/2016] [Indexed: 12/29/2022]
Abstract
PURPOSE To investigate the changes of the retinal microvascular network and microcirculation in high myopia. DESIGN A cross-sectional, matched, comparative clinical study. PARTICIPANTS Twenty eyes of 20 subjects with nonpathological high myopia (28 ± 5 years of age) with a refractive error of -6.31 ± 1.23 D (mean ± SD) and 20 eyes of 20 age- and sex-matched control subjects (30 ± 6 years of age) with a refractive error of -1.40 ± 1.00 D were recruited. METHODS Optical coherence tomography angiography (OCTA) was used to image the retinal microvascular network, which was later quantified by fractal analysis (box counting [Dbox], representing vessel density) in both superficial and deep vascular plexuses. The Retinal Function Imager was used to image the retinal microvessel blood flow velocity (BFV). The BFV and microvascular density in the myopia group were corrected for ocular magnification using Bennett's formula. RESULTS The density of both superficial and deep microvascular plexuses was significantly decreased in the myopia group in comparison to the controls (P < .05). The decrease of the microvessel density of the annular zone (0.6-2.5 mm), measured as Dbox, was 2.1% and 2.9% in the superficial and deep vascular plexuses, respectively. Microvessel density reached a plateau from 0.5 mm to 1.25 mm from the fovea in both groups, but that in the myopic group was about 3% lower than the control group. No significant differences were detected between the groups in retinal microvascular BFV in either arterioles or venules (P > .05). Microvascular densities in both superficial (r = -0.45, P = .047) and deep (r = -0.54, P = .01) vascular plexuses were negatively correlated with the axial lengths in the myopic eye. No correlations were observed between BFV and vessel density (P > .05). CONCLUSIONS Retinal microvascular decrease was observed in the high myopia subjects, whereas the retinal microvessel BFV remained unchanged. The retinal microvascular network alteration may be attributed to ocular elongation that occurs with the progression of myopia. The novel quantitative analyses of the retinal microvasculature may help to characterize the underlying pathophysiology of myopia and enable early detection and prevention of myopic retinopathy.
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McGrory S, Cameron JR, Pellegrini E, Warren C, Doubal FN, Deary IJ, Dhillon B, Wardlaw JM, Trucco E, MacGillivray TJ. The application of retinal fundus camera imaging in dementia: A systematic review. ALZHEIMER'S & DEMENTIA: DIAGNOSIS, ASSESSMENT & DISEASE MONITORING 2016; 6:91-107. [PMID: 28229127 PMCID: PMC5312461 DOI: 10.1016/j.dadm.2016.11.001] [Citation(s) in RCA: 70] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Introduction The ease of imaging the retinal vasculature, and the evolving evidence suggesting this microvascular bed might reflect the cerebral microvasculature, presents an opportunity to investigate cerebrovascular disease and the contribution of microvascular disease to dementia with fundus camera imaging. Methods A systematic review and meta-analysis was carried out to assess the measurement of retinal properties in dementia using fundus imaging. Results Ten studies assessing retinal properties in dementia were included. Quantitative measurement revealed significant yet inconsistent pathologic changes in vessel caliber, tortuosity, and fractal dimension. Retinopathy was more prevalent in dementia. No association of age-related macular degeneration with dementia was reported. Discussion Inconsistent findings across studies provide tentative support for the application of fundus camera imaging as a means of identifying changes associated with dementia. The potential of fundus image analysis in differentiating between dementia subtypes should be investigated using larger well-characterized samples. Future work should focus on refining and standardizing methods and measurements.
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Affiliation(s)
- Sarah McGrory
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK
| | - James R Cameron
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK; Anne Rowling Regenerative Neurology Clinic, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK
| | - Enrico Pellegrini
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK
| | - Claire Warren
- College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK
| | - Fergus N Doubal
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK
| | - Ian J Deary
- Department of Psychology, University of Edinburgh, Edinburgh, UK; Department of Psychology, Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Baljean Dhillon
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK; Department of Psychology, Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK; Scottish Imaging Network: A Platform for Scientific Excellence (SINAPSE) Collaboration, Edinburgh, UK
| | - Emanuele Trucco
- VAMPIRE Project and Computer Vision and Image Processing Group School of Science and Engineering (Computing), University of Dundee, Dundee, UK
| | - Thomas J MacGillivray
- Centre for Clinical Brain Sciences, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh, UK; VAMPIRE Project and Edinburgh Clinical Research Facility, University of Edinburgh, Edinburgh, UK
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Yesil GD, Gishti O, Felix JF, Reiss I, Ikram MK, Steegers EAP, Hofman A, Jaddoe VWV, Gaillard R. Influence of Maternal Gestational Hypertensive Disorders on Microvasculature in School-Age Children: The Generation R Study. Am J Epidemiol 2016; 184:605-615. [PMID: 27756719 DOI: 10.1093/aje/kww059] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Accepted: 09/07/2016] [Indexed: 12/19/2022] Open
Abstract
Gestational hypertensive disorders may lead to vascular changes in the offspring. We examined the associations of maternal blood pressure development and hypertensive disorders during pregnancy with microvasculature adaptations in the offspring in childhood. This study was performed as part of the Generation R Study in Rotterdam, the Netherlands (2002-2012), among 3,748 pregnant mothers and their children for whom information was available on maternal blood pressure in different periods of pregnancy and gestational hypertensive disorders. Childhood retinal arteriolar and venular calibers were assessed at the age of 6 years. We found that higher maternal systolic and diastolic blood pressures in early pregnancy were associated with childhood retinal arteriolar narrowing (P < 0.05). Higher maternal systolic blood pressure in late pregnancy, but not in middle pregnancy, was associated with childhood narrower retinal venular caliber (standard deviation score per standardized residual increase in systolic blood pressure: -0.05; 95% confidence interval: -0.08, -0.01). Paternal blood pressure was not associated with childhood retinal vessel calibers. Children of mothers with gestational hypertensive disorders tended to have narrower retinal arteriolar caliber (standard deviation score: -0.13, 95% confidence interval: -0.27, 0.01). Our results suggest that higher maternal blood pressure during pregnancy is associated with persistent microvasculature adaptations in their children. Further studies are needed to replicate these observations.
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Retinal vessel diameter in bilateral glaucoma suspects: comparison between the eye converted to glaucoma and the contralateral non-converted eye. Graefes Arch Clin Exp Ophthalmol 2016; 254:1599-1608. [DOI: 10.1007/s00417-016-3392-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2015] [Revised: 04/12/2016] [Accepted: 05/23/2016] [Indexed: 10/21/2022] Open
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Gishti O, Jaddoe VWV, Felix JF, Reiss I, Steegers E, Hofman A, Ikram MK, Gaillard R. Impact of maternal smoking during pregnancy on microvasculature in childhood. The Generation R Study. Early Hum Dev 2015; 91:607-11. [PMID: 26298032 DOI: 10.1016/j.earlhumdev.2015.07.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2015] [Revised: 07/23/2015] [Accepted: 07/28/2015] [Indexed: 01/18/2023]
Abstract
BACKGROUND Fetal exposure to maternal smoking is associated with an adverse cardiovascular risk profile in later life. Early microvasculature adaptations might be part of the underlying mechanisms for these associations. AIMS The aim of this study was to examine the influence of maternal smoking during pregnancy on retinal vessel calibers in children. STUDY DESIGN We performed a population-based prospective cohort study among 3564 school-age children. Maternal smoking patterns during pregnancy were assessed by questionnaires. OUTCOME MEASURES At the median age of 6.0 years (95% range 5.8, 8.0 years), we measured childhood retinal vessel calibers from retinal photographs. RESULTS No differences were observed in childhood retinal arteriolar and venular calibers among offspring from mothers who smoked in the first trimester and mothers who continued smoking throughout pregnancy, as compared to mothers who did not smoke during pregnancy. Also, no dose-dependent associations of the number of cigarettes smoked during pregnancy with childhood retinal vessel calibers were present. CONCLUSION Maternal smoking during pregnancy did not influence childhood retinal arteriolar and venular calibers. The mechanisms linking fetal smoke exposure with cardiovascular risk factors in later life may include other mechanisms than structural microvasculature adaptations.
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Affiliation(s)
- Olta Gishti
- Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands; Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Vincent W V Jaddoe
- Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands; Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands.
| | - Janine F Felix
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Irwin Reiss
- Department of Neonatology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Eric Steegers
- Department of Obstetrics and Gynaecology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Mohammad Kamran Ikram
- Department of Ophthalmology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands; Singapore Eye Research Institute, Singapore; Duke-NUS Graduate Medical School, National University of Singapore, Singapore; Memory Aging & Cognition Centre (MACC), National University Health System, Singapore
| | - Romy Gaillard
- Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands; Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
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Impact of birth parameters and early life growth patterns on retinal microvascular structure in children. J Hypertens 2015; 33:1429-37. [DOI: 10.1097/hjh.0000000000000561] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Gishti O, Jaddoe VWV, Hofman A, Wong TY, Ikram MK, Gaillard R. Body fat distribution, metabolic and inflammatory markers and retinal microvasculature in school-age children. The Generation R Study. Int J Obes (Lond) 2015; 39:1482-7. [PMID: 26028060 DOI: 10.1038/ijo.2015.99] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2014] [Revised: 01/13/2015] [Accepted: 05/22/2015] [Indexed: 11/09/2022]
Abstract
OBJECTIVE To examine the associations of body fatness, metabolic and inflammatory markers with retinal vessel calibers among children. DESIGN We performed a population-based cohort study among 4145 school-age children. At the median age of 6.0 years (95% range 5.8, 8.0 years), we measured body mass index, total and abdominal fat mass, metabolic and inflammatory markers (blood levels of lipids, insulin and C-peptide and C-reactive protein) and retinal vascular calibers from retinal photographs. RESULTS We observed that compared with normal weight children, obese children had narrower retinal arteriolar caliber (difference -0.21 s.d. score (SDS; 95% confidence interval (CI) -0.35, -0.06)), but not venular caliber. Continuous analyses showed that higher body mass index and total body fat mass, but not android/gynoid fat mass ratio and pre-peritoneal fat mass, were associated with narrower retinal arteriolar caliber (P<0.05 for body mass index and total body fat mass), but not with retinal venular caliber. Lipid and insulin levels were not associated with retinal vessel calibers. Higher C-reactive protein was associated with only wider retinal venular caliber (difference 0.10 SDS (95% CI 0.06, 0.14) per SDS increase in C-reactive protein). This latter association was not influenced by body mass index. CONCLUSIONS Higher body fatness is associated with narrower retinal arteriolar caliber, whereas increased C-reactive protein levels are associated with wider retinal venular caliber. Increased fat mass and inflammation correlate with microvascular development from school-age onwards.
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Affiliation(s)
- O Gishti
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Pediatrics, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - V W V Jaddoe
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Pediatrics, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - A Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - T Y Wong
- Singapore Eye Research Institute, Singapore.,Duke-NUS Graduate Medical School, National University of Singapore, Singapore.,Memeory Aging & Cognition Centre (MACC), National University Health System, Singapore
| | - M K Ikram
- Singapore Eye Research Institute, Singapore.,Duke-NUS Graduate Medical School, National University of Singapore, Singapore.,Memeory Aging & Cognition Centre (MACC), National University Health System, Singapore.,Department of Ophthalmology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - R Gaillard
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Pediatrics, Erasmus University Medical Center, Rotterdam, The Netherlands.,Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
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Gishti O, Jaddoe VWV, Felix JF, Klaver CCW, Hofman A, Wong TY, Ikram MK, Gaillard R. Retinal microvasculature and cardiovascular health in childhood. Pediatrics 2015; 135:678-85. [PMID: 25755243 DOI: 10.1542/peds.2014-3341] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/09/2015] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND AND OBJECTIVE Alterations in retinal microvasculature are associated with increased risk of cardiovascular disease. We examined the associations of retinal vessel caliber with cardiovascular markers in school-age children. METHODS Among 4007 school-age children (median age of 6.0 years), we measured cardiovascular markers and retinal vessel calibers from digitized retinal photographs. RESULTS Narrower retinal arteriolar caliber was associated with higher systolic and diastolic blood pressure (-0.20 SD score [SDS] [95% confidence interval (CI) -0.24 to -0.18] and -0.14 SDS [-0.17 to -0.11], respectively, per SDS increase in retinal arteriolar caliber), mean arterial pressure, and pulse pressure, but not with carotid-femoral pulse wave velocity, heart rate, cardiac output, or left ventricular mass. A wider retinal venular caliber was associated with lower systolic blood pressure, mean arterial pressure, and pulse pressure and higher carotid-femoral pulse wave velocity (carotid-femoral pulse wave velocity difference = 0.04 SDS [95% CI 0.01 to 0.07] per SDS increase in retinal venular caliber). Both narrower retinal arteriolar and venular calibers were associated with higher risk of hypertension at the age of 6 years, with the strongest association for retinal arteriolar caliber (odds ratio 1.35 [95% CI 1.21 to 1.45] per SDS decrease in arteriolar caliber). Adjustment for parental and infant sociodemographic factors did not influence the observed associations. CONCLUSIONS Both retinal arteriolar and venular calibers are associated with blood pressure in school-age children, whereas retinal venular caliber is associated with carotid-femoral pulse wave velocity. Microvascular adaptations in childhood might influence cardiovascular health and disease from childhood onward.
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Affiliation(s)
- Olta Gishti
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Vincent W V Jaddoe
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, Netherlands;
| | - Janine F Felix
- The Generation R Study Group, Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | | | - Albert Hofman
- Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore; and Duke-NUS Graduate Medical School, National University of Singapore, Singapore
| | - Mohammad Kamran Ikram
- Singapore Eye Research Institute, Singapore; and Duke-NUS Graduate Medical School, National University of Singapore, Singapore
| | - Romy Gaillard
- The Generation R Study Group, Department of Pediatrics, Department of Epidemiology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
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Gishti O, Jaddoe VW, Felix JF, Reiss I, Hofman A, Ikram MK, Steegers EA, Gaillard R. Influence of Maternal Angiogenic Factors During Pregnancy on Microvascular Structure in School-Age Children. Hypertension 2015; 65:722-8. [DOI: 10.1161/hypertensionaha.114.05008] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Olta Gishti
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Vincent W.V. Jaddoe
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Janine F. Felix
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Irwin Reiss
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Albert Hofman
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Mohammad Kamran Ikram
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Eric A.P. Steegers
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
| | - Romy Gaillard
- From the Generation R Study Group (O.G., V.W.V.J., J.F.F., R.G.), and Departments of Pediatrics (O.G., V.W.V.J., I.R., R.G.), Epidemiology (O.G., V.W.V.J., J.F.F., A.H., R.G.), Ophthalmology (M.K.I.), Obstetrics and Gynecology (E.A.P.S.), and Neonatology (I.R.), Erasmus MC, University Medical Center, Rotterdam, the Netherlands; Singapore Eye Research Institute and Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore (M.K.I.); and Memory Aging & Cognition
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Willerslev A, Li XQ, Munch IC, Larsen M. Flow patterns on spectral-domain optical coherence tomography reveal flow directions at retinal vessel bifurcations. Acta Ophthalmol 2014; 92:461-4. [PMID: 23819809 DOI: 10.1111/aos.12233] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
PURPOSE To study intravascular characteristics of flowing blood in retinal vessels using spectral-domain optical coherence tomography (SD-OCT). METHODS Examination of selected arterial bifurcations and venous sites of confluence in 25 healthy 11-year-old children recruited as an ad hoc subsample from the population-based, observational Copenhagen Child Cohort 2000 study. RESULTS The blood stream in retinal arteries maintains a figure-of-8 SD-OCT profile consistent with a laminar flow in concentric sheets and a parabolic velocity distribution up to the point of divergence at arterial bifurcations. In contrast, the blood stream at the site of confluence of two retinal veins remains divided into two parallel sets of sheets with separate velocity distribution for a downstream distance of at least four trunk vessel diameters. Consequently, retinal trunk vessels near bifurcations/confluences have distinctly different internal SD-OCT profiles, a figure-of-8 pattern in arteries and a figure figure-of-88 in veins that can be used to distinguish between the two vessel types. CONCLUSION This study verified the hypothesis that directions of blood flow at dichotomous vascular branchings can be determined using SD-OCT. This feature may assist the identification of flow reversal near sites of vascular occlusion, the analysis of blood flow near vascular malformations and the segmentation of retinal SD-OCT images.
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Affiliation(s)
- Anne Willerslev
- Department of Ophthalmology, Glostrup Hospital, Glostrup, DenmarkFaculty of Health Sciences, University of Copenhagen, Copenhagen, DenmarkDepartment of Ophthalmology, Roskilde Hospital, Roskilde, Denmark
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Retinal vascular fractal dimension and its relationship with cardiovascular and ocular risk factors. Am J Ophthalmol 2012; 154:663-674.e1. [PMID: 22840482 DOI: 10.1016/j.ajo.2012.04.016] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2012] [Revised: 04/18/2012] [Accepted: 04/24/2012] [Indexed: 11/21/2022]
Abstract
PURPOSE To examine the influence of a range of cardiovascular risk factors and ocular conditions on retinal vascular fractal dimension in the Singapore Malay Eye Study. DESIGN Population-based cross-sectional study. METHODS Fractal analysis of the retinal vessels is a method to quantify the global geometric complexity of the retinal vasculature. Retinal vascular fractal dimension (D(f)) and caliber were measured from retinal photographs using a computer-assisted program. D(f) and arteriolar caliber were combined to form a retinal vascular optimality score (ranging from 0 to 3). Data on cardiovascular and ocular factors were collected from all participants based on a standardized protocol. RESULTS Two thousand nine hundred thirteen (88.8% of 3280 participants) persons had retinal photographs of sufficient quality for the measurement. The mean D(f) was 1.405 (standard deviation, 0.046; interquartile range, 1.243 to 1.542). In the multiple linear regression analysis, after controlling for gender, serum glucose, intraocular pressure, anterior chamber depth, and retinal vascular caliber, smaller D(f) was associated independently with older age (standardized regression coefficient [sβ] = -0.311; P < .001), higher mean arterial blood pressure (sβ = -0.085; P < .001), a more myopic spherical equivalent (sβ = 0.152; P < .001), and presence of cataract (sβ = -0.107; P < .001). Retinal vascular optimality score was associated significantly with higher mean arterial blood pressure (P > .001 for trend). CONCLUSIONS Age, blood pressure, refractive error, and lens opacity had significant influence on retinal vascular fractal measurements. A new score of retinal vascular optimality combining fractals and caliber showed strong association with blood pressure. Quantitative analysis of retinal vasculature therefore may provide additional information on microvascular architecture and optimality.
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Benavente-Pérez A, Hosking SL, Logan NS, Broadway DC. Ocular blood flow measurements in healthy human myopic eyes. Graefes Arch Clin Exp Ophthalmol 2010; 248:1587-94. [DOI: 10.1007/s00417-010-1407-9] [Citation(s) in RCA: 68] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2009] [Revised: 04/27/2010] [Accepted: 05/02/2010] [Indexed: 11/28/2022] Open
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Nowroozzadeh MH. Relationship of retinal vascular caliber with ocular biomechanics. Am J Ophthalmol 2010; 149:867-8; author reply 868-9. [PMID: 20399932 DOI: 10.1016/j.ajo.2010.01.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2009] [Accepted: 01/05/2010] [Indexed: 11/17/2022]
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Sun C, Wang JJ, Mackey DA, Wong TY. Retinal Vascular Caliber: Systemic, Environmental, and Genetic Associations. Surv Ophthalmol 2009; 54:74-95. [PMID: 19171211 DOI: 10.1016/j.survophthal.2008.10.003] [Citation(s) in RCA: 277] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Affiliation(s)
- Cong Sun
- Centre for Eye Research Australia, University of Melbourne, Victoria, Australia
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Azegrouz H, Trucco E, Dhillon B, MacGillivray T, MacCormick IJ. Thickness dependent tortuosity estimation for retinal blood vessels. CONFERENCE PROCEEDINGS : ... ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL CONFERENCE 2008; 2006:4675-8. [PMID: 17945850 DOI: 10.1109/iembs.2006.260558] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
This paper describes a framework for the automated estimation of vessel tortuosity in retinal images. We introduce a new tortuosity metric that takes into account vessel thickness, yielding estimates plausibly closer to intuition and medical judgement than those from previous metrics. We also propose an algorithm identifying automatically a vasculature segment connecting two points specified manually. Starting from a binary image of the vasculature, the algorithm computes a skeletal (medial axis) representation on which all terminal and branching points are located. This is then converted to a graph representation including connectivity as well as thickness information for all vessels. Target segments for tortuosity estimation are identified automatically from end points selected manually using a shortest-path algorithm. Results are presented and compared with those provided by clinical classification on 50 vessels from DRIVE images. An overall agreement with clinical judgement of 92.4% is achieved, superior to that of comparison measures.
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Affiliation(s)
- Hind Azegrouz
- Joint Res. Inst. Signal and Image Processing, Heriot Watt Univ., Scotland, UK.
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Cheung N, Tikellis G, Saw SM, Amirul Islam FM, Mitchell P, Wang JJ, Wong TY. Relationship of axial length and retinal vascular caliber in children. Am J Ophthalmol 2007; 144:658-662. [PMID: 17869206 DOI: 10.1016/j.ajo.2007.07.023] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2007] [Revised: 07/18/2007] [Accepted: 07/20/2007] [Indexed: 11/25/2022]
Abstract
PURPOSE Previous studies in older adults suggest that longer axial length is associated with narrower arteriolar caliber. In this study, we re-examined this relationship in a cohort of children, while controlling for the effects of ocular magnification. DESIGN Cross-sectional study of 767 children aged 7 to 9 years. METHODS Retinal vascular calibers were measured from retinal photographs using a computer-based program. Ocular magnification was corrected using the Bengtsson formula. Standardized examination of refraction and ultrasound ocular biometry was performed for all children. RESULTS In models that adjusted for age, gender, ethnicity, body mass index, blood pressure, and birth weight, longer axial length was associated strongly with narrower retinal arteriolar caliber (3.18-microm decrease per standard deviation increase in axial length; P < .001) and venular caliber (4.62-microm decrease standard deviation increase in axial length; P < .001) before correction for ocular magnification. However, after correction, these associations no longer were significant (0.44 microm; P = .31, change for arteriolar caliber; and 0.70 microm; P = .25, for venular caliber). CONCLUSIONS Our study in children found no association between axial length and retinal vascular caliber after correcting for ocular magnification, suggesting that the previously reported association was likely related to differences in ocular magnification.
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Affiliation(s)
- Ning Cheung
- Centre for Eye Research Australia, University of Melbourne, Melbourne, Victoria, Australia
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Cheung N, Sharrett AR, Klein R, Criqui MH, Islam FMA, Macura KJ, Cotch MF, Klein BEK, Wong TY. Aortic distensibility and retinal arteriolar narrowing: the multi-ethnic study of atherosclerosis. Hypertension 2007; 50:617-22. [PMID: 17698721 DOI: 10.1161/hypertensionaha.107.091926] [Citation(s) in RCA: 96] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Increased aortic stiffness and retinal arteriolar narrowing are subclinical vascular effects of chronic hypertension and predict future cardiovascular events. The relationship between these 2 vascular measures is uncertain and is examined in the Multi-Ethnic Study of Atherosclerosis. This cross-sectional analysis involves 3425 participants (aged 45 to 85 years) free of clinical cardiovascular disease. Retinal vascular caliber was quantified from digital retinal photographs using standardized protocols. Aortic distensibility was determined from chest MRI. After controlling for age, squared age, gender, race, study center, height, weight, heart rate, cigarette smoking, past and current systolic blood pressure, use of antihypertensive medications, diabetes, fasting glucose, lipid profile, and C-reactive protein, reduced aortic distensibility (first versus fourth distensibility quartile) was associated with increased odds of retinal arteriolar narrowing (odds ratio: 1.72; 95% CI: 1.15 to 2.58, comparing lowest to highest quartile of arteriolar caliber). Further adjustments for atherosclerotic measures (carotid intima-media thickness, coronary calcium score, and ankle brachial index) had minimal impact on this association (odds ratio: 1.70; 95% CI: 1.13 to 2.55). Reduced aortic distensibility was not associated with retinal venular caliber. We conclude that increased aortic stiffness is associated with retinal arteriolar narrowing, independent of measured blood pressure levels and vascular risk factors. These data suggest that changes in the microvasculature may play a role linking aortic stiffness with clinical cardiovascular events.
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Affiliation(s)
- Ning Cheung
- Centre for Eye Research Australia, University of Melbourne, Melbourne, Victoria, Australia
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Cheung N, Bluemke DA, Klein R, Sharrett AR, Islam FMA, Cotch MF, Klein BEK, Criqui MH, Wong TY. Retinal arteriolar narrowing and left ventricular remodeling: the multi-ethnic study of atherosclerosis. J Am Coll Cardiol 2007; 50:48-55. [PMID: 17601545 PMCID: PMC4547559 DOI: 10.1016/j.jacc.2007.03.029] [Citation(s) in RCA: 110] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2007] [Revised: 03/02/2007] [Accepted: 03/06/2007] [Indexed: 12/26/2022]
Abstract
OBJECTIVES This study sought to examine the relationships of retinal vascular signs with left ventricular (LV) mass, volume, and concentric remodeling. BACKGROUND Microvascular disease, reflected as retinopathy lesions, has been shown to predict clinical congestive heart failure. Whether these retinal vascular changes are related to early structural alterations and remodeling of the heart in asymptomatic individuals is unknown. METHODS A cross-sectional, population-based study of 4,593 participants ages 45 to 85 years, free of clinical cardiovascular disease. Retinal vascular calibers and retinopathy were graded from retinal photographs according to standardized protocols. The LV mass and volume were measured from cardiac magnetic resonance imaging. Extent of LV concentric remodeling was determined by the ratio of LV mass to end-diastolic volume (M/V ratio). RESULTS After controlling for age, gender, race, center, past and current systolic blood pressure, body mass index, smoking, antihypertensive medications, diabetes, diabetes duration, glycosylated hemoglobin, lipid profile, and C-reactive protein, narrower retinal arteriolar caliber was associated with concentric (highest quintile of M/V ratio) remodeling (odds ratio [OR] 2.06, 95% confidence interval 1.57 to 2.70). This association was seen in men and women, and was present even in those without diabetes, without hypertension, and without significant coronary calcification. In multivariate analysis, the presence of retinopathy (OR 1.31, 95% confidence interval 1.08 to 1.61) was also associated with concentric remodeling. CONCLUSIONS Narrower retinal arteriolar caliber is associated with LV concentric remodeling independent of traditional risk factors and coronary atherosclerotic burden, supporting the hypothesis that microvascular disease may contribute to cardiac remodeling.
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Affiliation(s)
- Ning Cheung
- Centre for Eye Research Australia, University of Melbourne, Victoria, Australia
- Royal Melbourne Hospital, Melbourne, Victoria, Australia
| | - David A. Bluemke
- Departments of Radiology and Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Ronald Klein
- Department of Ophthalmology and Visual Science, University of Wisconsin, Madison, Wisconsin
| | - A. Richey Sharrett
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - F. M. Amirul Islam
- Centre for Eye Research Australia, University of Melbourne, Victoria, Australia
| | - Mary Frances Cotch
- Division of Epidemiology and Clinical Research, National Eye Institute, National Institutes of Health, Bethesda, Maryland
| | - Barbara E. K. Klein
- Department of Ophthalmology and Visual Science, University of Wisconsin, Madison, Wisconsin
| | - Michael H. Criqui
- Department of Medicine, University of California San Diego, San Diego, California
| | - Tien Yin Wong
- Centre for Eye Research Australia, University of Melbourne, Victoria, Australia
- Singapore Eye Research Institute, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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Liew G, Mitchell P, Wang JJ, Wong TY. Effect of axial length on retinal vascular network geometry. Am J Ophthalmol 2006; 141:597; author reply 597-8. [PMID: 16490528 DOI: 10.1016/j.ajo.2005.11.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2005] [Revised: 11/01/2005] [Accepted: 11/09/2005] [Indexed: 11/23/2022]
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Reply. Am J Ophthalmol 2006. [DOI: 10.1016/j.ajo.2005.11.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Patton N, Aslam TM, MacGillivray T, Deary IJ, Dhillon B, Eikelboom RH, Yogesan K, Constable IJ. Retinal image analysis: concepts, applications and potential. Prog Retin Eye Res 2005; 25:99-127. [PMID: 16154379 DOI: 10.1016/j.preteyeres.2005.07.001] [Citation(s) in RCA: 257] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
As digital imaging and computing power increasingly develop, so too does the potential to use these technologies in ophthalmology. Image processing, analysis and computer vision techniques are increasing in prominence in all fields of medical science, and are especially pertinent to modern ophthalmology, as it is heavily dependent on visually oriented signs. The retinal microvasculature is unique in that it is the only part of the human circulation that can be directly visualised non-invasively in vivo, readily photographed and subject to digital image analysis. Exciting developments in image processing relevant to ophthalmology over the past 15 years includes the progress being made towards developing automated diagnostic systems for conditions, such as diabetic retinopathy, age-related macular degeneration and retinopathy of prematurity. These diagnostic systems offer the potential to be used in large-scale screening programs, with the potential for significant resource savings, as well as being free from observer bias and fatigue. In addition, quantitative measurements of retinal vascular topography using digital image analysis from retinal photography have been used as research tools to better understand the relationship between the retinal microvasculature and cardiovascular disease. Furthermore, advances in electronic media transmission increase the relevance of using image processing in 'teleophthalmology' as an aid in clinical decision-making, with particular relevance to large rural-based communities. In this review, we outline the principles upon which retinal digital image analysis is based. We discuss current techniques used to automatically detect landmark features of the fundus, such as the optic disc, fovea and blood vessels. We review the use of image analysis in the automated diagnosis of pathology (with particular reference to diabetic retinopathy). We also review its role in defining and performing quantitative measurements of vascular topography, how these entities are based on 'optimisation' principles and how they have helped to describe the relationship between systemic cardiovascular disease and retinal vascular changes. We also review the potential future use of fundal image analysis in telemedicine.
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Affiliation(s)
- Niall Patton
- Lions Eye Institute, 2, Verdun Street, Nedlands, WA 6009, Australia.
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