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Han Y, Zhang L, Yu Z, Ling S, Zhang X, Yu D, Li Z. Prediction model for asymptomatic carotid atherosclerosis using retinal microvascular intelligent analysis: A retrospective study. J Stroke Cerebrovasc Dis 2024; 33:107780. [PMID: 38802034 DOI: 10.1016/j.jstrokecerebrovasdis.2024.107780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Revised: 03/19/2024] [Accepted: 05/17/2024] [Indexed: 05/29/2024] Open
Abstract
IMPORTANCE Early detection and timely diagnosis of asymptomatic carotid atherosclerosis significantly assist in the prevention of ischemic stroke for them. OBJECTIVE This observational study aimed to develop and validate a novel prediction model to assist in the early diagnosis of carotid atherosclerosis based on new characteristic variables screened by retinal microvascular intelligence analysis. MAIN OUTCOME(S) AND METHOD (S) The least absolute shrinkage and selection operator (LASSO) combined with 10-fold cross-validation were screened for characteristic variables, and nomograms were plotted to demonstrate the prediction model. Receiver operating characteristic (ROC) curves and area under the curve (AUC), calibration plots and brier score (BS), and decision curve analysis (DCA) were used to evaluate the risk model's discrimination, calibration, and clinical applicability. RESULTS Age, gender, diabetes mellitus (DM), drinking history, vascular branching angle, mean vascular diameter within 0.5-1.0 papillary diameter (PD), curvature tortuosity arteriole in the inferior region of the optic disc, and vascular density in the nasal region of the optic disc were identified as characteristic variables for carotid atherosclerosis with retinal microvascular intelligence analysis. The predictive nomogram model presented good discrimination with AUCs of 0.790 (0.774-0.806), and the calibration curve displayed high consistency between predicted and actual probability. The DCA demonstrated that this nomogram model led to net benefits in a threshold probability range of 20 %-94 % and could be adapted for clinical decision-making. The results of the 100-bootstrap resampling strategy for internal validation also show that the risk model is well discriminated with an AUC of 0.789 and excellent calibration. External validation showed good discrimination with AUCs of 0.703 (0.627 - 0.779) and good calibration, the risk threshold is 10 %-92 % in terms of DCA. CONCLUSIONS AND RELEVANCE The novel prediction model based on retinal microvascular intelligence analysis constructed in this study could be effective prognoses for predicting the risk of asymptomatic carotid atherosclerosis in a Chinese screening population.
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Affiliation(s)
- Yuqing Han
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China
| | - Lihua Zhang
- Department of Ultrasonography, Tianjin Institute of Neurosurgery, Tianjin Huanhu Hospital, Tianjin 300350, China
| | - Zhenjie Yu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China
| | - Saiguang Ling
- Evision Technology (Beijing) Co. Ltd., Beijing 100085, China
| | - Xue Zhang
- Evision Technology (Beijing) Co. Ltd., Beijing 100085, China
| | - Delin Yu
- Department of Ultrasonography, Tianjin Institute of Neurosurgery, Tianjin Huanhu Hospital, Tianjin 300350, China
| | - Zhiqing Li
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China.
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Magesan K, Gnanaraj R, Tojjar J, Amose T, Alagorie AR, Mahalingam M, Sen P, Verma A, Sadda SR. Fractal analysis of the macular region in healthy eyes using swept-source optical coherence tomography angiography. Graefes Arch Clin Exp Ophthalmol 2023; 261:2787-2794. [PMID: 37199803 DOI: 10.1007/s00417-023-06117-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 05/03/2023] [Accepted: 05/10/2023] [Indexed: 05/19/2023] Open
Abstract
PURPOSE This cross-sectional observational study evaluated the relationship between retinal vascular fractal dimension (FD) and age, as well as other vascular parameters in healthy eyes using swept-source optical coherence tomography angiography (SS-OCTA). METHODS The study cohort consisted of 222 eyes of 116 healthy participants with no ocular or systemic disease. SS-OCTA images were captured and analyzed using the Plex Elite 9000 and software tools available in the advanced retinal imaging (ARI) network hub. The retinal vascular layers were defined by the instrument's automatic retinal layer segmentation. The fractal analysis was performed on the superficial capillary plexus (SCP), deep capillary plexus (DCP), and the whole retina. Grayscale OCTA images were standardized and binarized using ImageJ and fractal box-counting analyses were performed using Fractalyse software. Pearson's correlation was used to analyze the correlation between FD and retinal vascular parameters. RESULTS The results showed that FD values were significantly higher in the 6 mm ring and the whole 6 × 6 scan region when compared to the 1 mm ETDRS central subfield. The correlation between age and FD was weak with a significant positive correlation between age and FD of the SCP in the 6 mm ring and between age and FD of the DCP in the 1 mm ring. Overall, differences in FD values in these healthy eyes were extremely small regardless of age or macular location. CONCLUSION FD values in normal eyes show little variation with age and are relatively stable across the macula. This suggests that FD values may not need adjustment for age or location when evaluated in the context of retinal disease.
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Affiliation(s)
- Kowsigan Magesan
- Elite School of Optometry, Unit of Medical Research Foundation, Chennai, Tamil Nadu, India
- Shri Bhagwan Mahavir Vitreoretinal Services, Medical Research Foundation, Chennai, Tamil Nadu, India
| | - Ramya Gnanaraj
- Shri Bhagwan Mahavir Vitreoretinal Services, Medical Research Foundation, Chennai, Tamil Nadu, India
- Doheny Eye Institute, Pasadena, CA, USA
| | - Jasaman Tojjar
- Doheny Eye Institute, Pasadena, CA, USA
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, 150 N, Orange Grove Blvd, Pasadena, CA, 91103, USA
| | - T Amose
- Elite School of Optometry, Unit of Medical Research Foundation, Chennai, Tamil Nadu, India
- Shri Bhagwan Mahavir Vitreoretinal Services, Medical Research Foundation, Chennai, Tamil Nadu, India
| | | | - Maanasi Mahalingam
- Elite School of Optometry, Unit of Medical Research Foundation, Chennai, Tamil Nadu, India
- Shri Bhagwan Mahavir Vitreoretinal Services, Medical Research Foundation, Chennai, Tamil Nadu, India
| | - Parveen Sen
- Shri Bhagwan Mahavir Vitreoretinal Services, Medical Research Foundation, Chennai, Tamil Nadu, India
| | - Aditya Verma
- Shri Bhagwan Mahavir Vitreoretinal Services, Medical Research Foundation, Chennai, Tamil Nadu, India
- Doheny Eye Institute, Pasadena, CA, USA
- Department of Ophthalmology and Visual Sciences, University of Louisville, Kentucky, USA
| | - SriniVas R Sadda
- Doheny Eye Institute, Pasadena, CA, USA.
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, 150 N, Orange Grove Blvd, Pasadena, CA, 91103, USA.
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Raffa L, Abudawd O, Bugshan N, Fageeh S, Ramos L, Novo J, Rouco J, Ortega M. Computer-assisted evaluation of retinal vessel tortuosity in moderate-to-late preterm children. Eur J Ophthalmol 2023; 33:1874-1882. [PMID: 36775924 DOI: 10.1177/11206721231157262] [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] [Indexed: 02/14/2023]
Abstract
PURPOSE Since very preterm children often have increased retinal tortuosity that may indicate decisive architectural changes in the systemic microvascular network, we used a new semi-automatic software to measure retinal vessel tortuosity on fundus digital images of moderate-to-late preterm (MLP) children. METHODS In this observational case-control study, the global and local tortuosity parameters of retinal vessels were evaluated on fundus photographs of 36 MLP children and 36 age- and sex-matched controls. The associations between birth parameters and parameters reflecting retinal vessel tortuosity were evaluated using correlation analysis. RESULTS Even after incorporation of anatomical factors, the global and local tortuosity parameters were not significantly different between groups. The MLP group showed a smaller arteriolar caliber (0.53 ± 0.2) than the controls (0.56 ± 0.2; p = 0.013). Other local tortuosity parameters, such as vessel length, distance to fovea, and distance to optic disc, were not significantly different between arteries and veins. Tortuosity in both groups was higher among vessels closer to the fovea (r = -0.077, p < 0.001) and the optic disc (r = -0.0544, p = 0.009). Global tortuosity showed a weakly positive correlation with gestational age and a weakly negative correlation with birth weight in both groups. CONCLUSION MLP patients did not display increased vessel tortuosity in comparison with the controls; however, the arteriolar caliber in the MLP group was smaller than that in children born full-term. Larger studies should confirm this finding and explore associations between cardiovascular and metabolic status and retinal vessel geometry in MLP children.
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Affiliation(s)
- Lina Raffa
- Department of Ophthalmology, King Abdulaziz University Hospital, Jeddah, Saudi Arabia
- Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Ola Abudawd
- Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Nada Bugshan
- Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Samiha Fageeh
- Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Lucia Ramos
- VARPA Research Group, Instituto de Investigacion Biomedica de A Coruna (INIBIC), Universidade da Coruna, A Coruna, Spain
| | - Jorge Novo
- Centro de Investigacion CITIC, Universidade da Coruna, A Coruna, Spain
- VARPA Research Group, Instituto de Investigacion Biomedica de A Coruna (INIBIC), Universidade da Coruna, A Coruna, Spain
| | - Jose Rouco
- Centro de Investigacion CITIC, Universidade da Coruna, A Coruna, Spain
- VARPA Research Group, Instituto de Investigacion Biomedica de A Coruna (INIBIC), Universidade da Coruna, A Coruna, Spain
| | - Marcos Ortega
- Centro de Investigacion CITIC, Universidade da Coruna, A Coruna, Spain
- VARPA Research Group, Instituto de Investigacion Biomedica de A Coruna (INIBIC), Universidade da Coruna, A Coruna, Spain
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Reimann B, Sleurs H, Dockx Y, Rasking L, De Boever P, Pirard C, Charlier C, Nawrot TS, Plusquin M. Exposure to endocrine disrupters and cardiometabolic health effects in preschool children: Urinary parabens are associated with wider retinal venular vessels. CHEMOSPHERE 2023; 328:138570. [PMID: 37019399 DOI: 10.1016/j.chemosphere.2023.138570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 03/28/2023] [Accepted: 03/31/2023] [Indexed: 06/19/2023]
Abstract
BACKGROUND AND AIM Parabens are widely used as antimicrobial preservatives in personal care products. Studies investigating obesogenic or cardiovascular effects of parabens show discordant results, while data on preschool children are lacking. Paraben exposure during early childhood could have profound cardiometabolic effects later in life. METHODS In this cross-sectional study paraben concentrations [methyl (MeP), ethyl (EtP), propyl (PrP), butyl (BuP)] were measured by ultra-performance liquid chromatography/tandem mass spectrometry in 300 urinary samples of 4-6-year-old children of the ENVIRONAGE birth cohort. Paraben values below the limit of quantitation (LOQ) were imputed by censored likelihood multiple imputation. The associations between log-transformed paraben values and cardiometabolic measurements (BMI z-scores, waist circumference, blood pressure and retinal microvasculature) were analyzed in multiple linear regression models with a priori selected covariates. Effect modification by sex was investigated by including interaction terms. RESULTS Geometric means (geometric SD) of urinary MeP, EtP, and PrP levels above the LOQ were 32.60 (6.64), 1.26 (3.45), and 4.82 (4.11) μg/L, respectively. For BuP more than 96% of all measurements were below the LOQ. Regarding the microvasculature, we found direct associations between MeP and central retinal venular equivalent (β = 1.23, p = 0.039) and PrP with the retinal tortuosity index (x103)(β = 1.75, p = 0.0044). Furthermore, we identified inverse associations between MeP and ∑parabens with BMI z-scores (β = -0.067, p = 0.015 and β = -0.070, p = 0.014 respectively), and EtP with mean arterial pressure (β = -0.69, p = 0.048). The direction of association between EtP and BMI z-scores showed evidence for sex-specific differences with a direct trend in boys (β = 0.10, p = 0.060). CONCLUSIONS Already at young age paraben exposure is associated with potentially adverse changes in the retinal microvasculature.
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Affiliation(s)
- Brigitte Reimann
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Hanne Sleurs
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Yinthe Dockx
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Leen Rasking
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Patrick De Boever
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium; Health Unit, Flemish Institute for Technological Research, Mol, Belgium
| | - Catherine Pirard
- Laboratory of Clinical, Forensic and Environmental Toxicology, CHU of Liege, B35, 4000, Liege, Belgium; Center for Interdisciplinary Research on Medicines (CIRM), University of Liege (ULg), CHU, (B35), 4000, Liege, Belgium
| | - Corinne Charlier
- Laboratory of Clinical, Forensic and Environmental Toxicology, CHU of Liege, B35, 4000, Liege, Belgium; Center for Interdisciplinary Research on Medicines (CIRM), University of Liege (ULg), CHU, (B35), 4000, Liege, Belgium
| | - Tim S Nawrot
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium; Department of Public Health, Environment & Health Unit, Leuven University (KU Leuven), 3000, Leuven, Belgium
| | - Michelle Plusquin
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium.
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Integrating oculomics with genomics reveals imaging biomarkers for preventive and personalized prediction of arterial aneurysms. EPMA J 2023; 14:73-86. [PMID: 36866161 PMCID: PMC9971392 DOI: 10.1007/s13167-023-00315-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 01/15/2023] [Indexed: 02/15/2023]
Abstract
Objective Arterial aneurysms are life-threatening but usually asymptomatic before requiring hospitalization. Oculomics of retinal vascular features (RVFs) extracted from retinal fundus images can reflect systemic vascular properties and therefore were hypothesized to provide valuable information on detecting the risk of aneurysms. By integrating oculomics with genomics, this study aimed to (i) identify predictive RVFs as imaging biomarkers for aneurysms and (ii) evaluate the value of these RVFs in supporting early detection of aneurysms in the context of predictive, preventive and personalized medicine (PPPM). Methods This study involved 51,597 UK Biobank participants who had retinal images available to extract oculomics of RVFs. Phenome-wide association analyses (PheWASs) were conducted to identify RVFs associated with the genetic risks of the main types of aneurysms, including abdominal aortic aneurysm (AAA), thoracic aneurysm (TAA), intracranial aneurysm (ICA) and Marfan syndrome (MFS). An aneurysm-RVF model was then developed to predict future aneurysms. The performance of the model was assessed in both derivation and validation cohorts and was compared with other models employing clinical risk factors. An RVF risk score was derived from our aneurysm-RVF model to identify patients with an increased risk of aneurysms. Results PheWAS identified a total of 32 RVFs that were significantly associated with the genetic risks of aneurysms. Of these, the number of vessels in the optic disc ('ntreeA') was associated with both AAA (β = -0.36, P = 6.75e-10) and ICA (β = -0.11, P = 5.51e-06). In addition, the mean angles between each artery branch ('curveangle_mean_a') were commonly associated with 4 MFS genes (FBN1: β = -0.10, P = 1.63e-12; COL16A1: β = -0.07, P = 3.14e-09; LOC105373592: β = -0.06, P = 1.89e-05; C8orf81/LOC441376: β = 0.07, P = 1.02e-05). The developed aneurysm-RVF model showed good discrimination ability in predicting the risks of aneurysms. In the derivation cohort, the C-index of the aneurysm-RVF model was 0.809 [95% CI: 0.780-0.838], which was similar to the clinical risk model (0.806 [0.778-0.834]) but higher than the baseline model (0.739 [0.733-0.746]). Similar performance was observed in the validation cohort, with a C-index of 0.798 (0.727-0.869) for the aneurysm-RVF model, 0.795 (0.718-0.871) for the clinical risk model and 0.719 (0.620-0.816) for the baseline model. An aneurysm risk score was derived from the aneurysm-RVF model for each study participant. The individuals in the upper tertile of the aneurysm risk score had a significantly higher risk of aneurysm compared to those in the lower tertile (hazard ratio = 17.8 [6.5-48.8], P = 1.02e-05). Conclusion We identified a significant association between certain RVFs and the risk of aneurysms and revealed the impressive capability of using RVFs to predict the future risk of aneurysms by a PPPM approach. Our finds have great potential to support not only the predictive diagnosis of aneurysms but also a preventive and more personalized screening plan which may benefit both patients and the healthcare system. Graphical abstract Supplementary Information The online version contains supplementary material available at 10.1007/s13167-023-00315-7.
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Liu G, Jiang A, Cao L, Ling S, Wang X, Bu S, Lu F. Optic disc and retinal vascular features in first 6 years of Chinese children. Front Pediatr 2023; 11:1101768. [PMID: 37033190 PMCID: PMC10077150 DOI: 10.3389/fped.2023.1101768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 02/23/2023] [Indexed: 04/11/2023] Open
Abstract
Purpose Retinal microvasculature plays an important role in children's fundus lesions and even in their later life. However, little was known on the features of normal retina in early life. The purpose of this study was to explore the normal retinal features in the first 6 years of life and provide information for future research. Methods Children, aged from birth to 6 years old and diagnosed with various unilateral ocular diseases were included. Venous phase fundus fluorescein angiography images with the optic disc at the center were collected. Based on the ResUNet convolutional neural network, optic disc and retinal vascular features in the posterior retina were computed automatically. Results A total of 146 normal eyes of 146 children were included. Among different age groups, no changes were shown in the optic disc diameter (y = -0.00002x + 1.362, R2 = 0.025, p = 0.058). Retinal vessel density and fractal dimension are linearly and strongly correlated (r = 0.979, p < 0.001). Older children had smaller value of fractal dimension (y = -0.000026x + 1.549, R2 = 0.075, p = 0.001) and narrower vascular caliber if they were less than 3 years old (y = -0.008x + 84.861, R2 = 0.205, p < 0.001). No differences were in the density (y = -0.000007x + 0.134, R2 = 0.023, p = 0.067) and the curvature of retinal vessels (lnC = -0.00001x - 4.657, R2 = 0.001, p = 0.667). Conclusions Age and gender did not impact the optic disc diameter, vessel density, and vessel curvature significantly in this group of children. Trends of decreased vessel caliber in the first 3 years of life and decreased vessel complexity with age were observed. The structural characteristics provide information for future research to better understand the developmental origin of the healthy and diseased retina.
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Affiliation(s)
- Guina Liu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Anna Jiang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Le Cao
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Saiguang Ling
- EVision Technology (Beijing) Co. LTD, Beijing, China
| | - Xi Wang
- EVision Technology (Beijing) Co. LTD, Beijing, China
| | - Shaochong Bu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, China
- Correspondence: Shaochong Bu Fang Lu
| | - Fang Lu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
- Correspondence: Shaochong Bu Fang Lu
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Rudnicka AR, Welikala R, Barman S, Foster PJ, Luben R, Hayat S, Khaw KT, Whincup P, Strachan D, Owen CG. Artificial intelligence-enabled retinal vasculometry for prediction of circulatory mortality, myocardial infarction and stroke. Br J Ophthalmol 2022; 106:1722-1729. [PMID: 36195457 PMCID: PMC9685715 DOI: 10.1136/bjo-2022-321842] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Accepted: 08/03/2022] [Indexed: 02/02/2023]
Abstract
AIMS We examine whether inclusion of artificial intelligence (AI)-enabled retinal vasculometry (RV) improves existing risk algorithms for incident stroke, myocardial infarction (MI) and circulatory mortality. METHODS AI-enabled retinal vessel image analysis processed images from 88 052 UK Biobank (UKB) participants (aged 40-69 years at image capture) and 7411 European Prospective Investigation into Cancer (EPIC)-Norfolk participants (aged 48-92). Retinal arteriolar and venular width, tortuosity and area were extracted. Prediction models were developed in UKB using multivariable Cox proportional hazards regression for circulatory mortality, incident stroke and MI, and externally validated in EPIC-Norfolk. Model performance was assessed using optimism adjusted calibration, C-statistics and R2 statistics. Performance of Framingham risk scores (FRS) for incident stroke and incident MI, with addition of RV to FRS, were compared with a simpler model based on RV, age, smoking status and medical history (antihypertensive/cholesterol lowering medication, diabetes, prevalent stroke/MI). RESULTS UKB prognostic models were developed on 65 144 participants (mean age 56.8; median follow-up 7.7 years) and validated in 5862 EPIC-Norfolk participants (67.6, 9.1 years, respectively). Prediction models for circulatory mortality in men and women had optimism adjusted C-statistics and R2 statistics between 0.75-0.77 and 0.33-0.44, respectively. For incident stroke and MI, addition of RV to FRS did not improve model performance in either cohort. However, the simpler RV model performed equally or better than FRS. CONCLUSION RV offers an alternative predictive biomarker to traditional risk-scores for vascular health, without the need for blood sampling or blood pressure measurement. Further work is needed to examine RV in population screening to triage individuals at high-risk.
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Affiliation(s)
| | - Roshan Welikala
- Faculty of Science, Engineering and Computing, Kingston University, Kingston-Upon-Thames, UK
| | - Sarah Barman
- Faculty of Science, Engineering and Computing, Kingston University, Kingston-Upon-Thames, UK
| | - Paul J Foster
- NIHR Biomedical Research Centre at Moorfields Eye Hospital and UCL Institute of Ophthalmology, University College London, London, UK
| | - Robert Luben
- MRC Epidemiology Unit, Cambridge University, Cambridge, UK
| | - Shabina Hayat
- Department of Psychiatry, Cambridge Public Health, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Kay-Tee Khaw
- MRC Epidemiology Unit, Cambridge University, Cambridge, UK
| | - Peter Whincup
- Population Health Research Institute, St George's University of London, London, UK
| | - David Strachan
- Population Health Research Institute, St George's University of London, London, UK
| | - Christopher G Owen
- Population Health Research Institute, St George's University of London, London, UK
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Li LJ, Du R, Loy SL, Chong YS, Chan JKY, Wong TY, Eriksson JG, Huang Z, Zhang C. Retinal microvasculature and risk of spontaneous abortion in multiethnic Southeast Asian women. Fertil Steril 2022; 118:748-757. [PMID: 35981917 DOI: 10.1016/j.fertnstert.2022.06.033] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 06/14/2022] [Accepted: 06/28/2022] [Indexed: 01/13/2023]
Abstract
OBJECTIVE To better understand the underlying pathogenesis of spontaneous abortion that affects 10%-20% of recognized pregnancies. We used retinal imaging to study the role of systemic microvasculature and the risk of spontaneous abortion. DESIGN A prospective multiethnic preconception cohort study conducted in Singapore. SETTING Hospital-based. PATIENT(S) A total of 1,032 Southeast Asian women who intended to conceive naturally were screened at study entry, among which 480 women spontaneously conceived within the 12-month observation period. After excluding 24 women who were lost to follow-up, we calculated the spontaneous abortion rate among 456 women. Further, we included 379 women for the final association analysis because 63 women did not undergo preconception retinal imaging examination and 14 had other types of pregnancy loss instead of spontaneous abortion. INTERVENTION(S) Trained photographers performed retinal examination using a 45-degree nonmydriatic retinal camera at study entry during the preconception screening. Using a semiautomated, computer-based program, we assessed quantitative retinal microvascular measurements, including caliber, fractal dimension, curvature tortuosity, and branching angle. Clinical research coordinators collected information on sociodemographic status, menstrual characteristics, and lifestyle, and assessed blood pressure and anthropometry at study entry. MAIN OUTCOME MEASURE(S) We performed a modified Poisson regression model to estimate the relative risk (RR) and 95% confidence interval (CI) for each retinal microvascular feature and its association with spontaneous abortion after adjusting for major confounders such as maternal prepregnancy, body mass index, and previous pregnancy loss history. RESULT(S) We reported a spontaneous abortion rate of 13.4% (61 out of 456). Among all retinal microvascular features, retinal arteriolar caliber, retinal arteriolar, and venular curvature tortuosity were associated with a high risk of incident spontaneous abortion. In the regression model, per SD increase in retinal curvature tortuosity was associated with a 25%-34% increased risk of incident spontaneous abortion (arteriolar: unadjusted RR, 1.29 [95% CI, 1.06-1.56] and adjusted RR, 1.26 [1.04-1.53]; venule: unadjusted RR, 1.30 [1.08-1.55] and adjusted RR, 1.34 [1.09-1.64]). CONCLUSION(S) Our prospective cohort observed an increased risk of spontaneous abortion among Asian women with more tortuous retinal vessels assessed during the preconception phase. Our results indicate a role of vascular inflammatory and oxidative stress in the pathogenesis of spontaneous abortion. CLINICAL TRIAL REGISTRATION NUMBER ClinicalTrials.gov, NCT03531658.
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Affiliation(s)
- Ling-Jun Li
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
| | - Ruochen Du
- Biostatics Unit, Yong Loo Lin School of Medicine, National University of Singapore
| | - See Ling Loy
- Duke-NUS Medical School, Singapore, Singapore; Department of Reproductive Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Yap Seng Chong
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Jerry Kok Yen Chan
- Duke-NUS Medical School, Singapore, Singapore; Department of Reproductive Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Johan G Eriksson
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland; Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A∗STAR), Singapore
| | - Zhongwei Huang
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Institute of Molecular and Cell Biology, Agency of Science, Technology & Research, Singapore, Singapore
| | - Cuilin Zhang
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Epidemiology Branch, Division of Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland
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9
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He Y, Chen X, Tsui I, Vajzovic L, Sadda SR. Insights into the developing fovea revealed by imaging. Prog Retin Eye Res 2022; 90:101067. [PMID: 35595637 DOI: 10.1016/j.preteyeres.2022.101067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 04/21/2022] [Accepted: 04/24/2022] [Indexed: 11/17/2022]
Abstract
Early development of the fovea has been documented by histological studies over the past few decades. However, structural distortion due to sample processing and the paucity of high-quality post-mortem tissue has limited the effectiveness of this approach. With the continuous progress in high-resolution non-invasive imaging technology, most notably optical coherence tomography (OCT) and OCT angiography (OCT-A), in vivo visualization of the developing retina has become possible. Combining the information from histologic studies with this novel imaging information has provided a more complete and accurate picture of retinal development, and in particular the developing fovea. Advances in neonatal care have increased the survival rate of extremely premature infants. However, with enhanced survival there has been an attendant increase in retinal developmental complications. Several key abnormalities, including a thickening of the inner retina at the foveal center, a shallower foveal pit, a smaller foveal avascular zone, and delayed development of the photoreceptors have been described in preterm infants when compared to full-term infants. Notably these abnormalities, which are consistent with a partial arrest of foveal development, appear to persist into later childhood and adulthood in these eyes of individuals born prematurely. Understanding normal foveal development is vital to interpreting these pathologic findings associated with prematurity. In this review, we first discuss the various advanced imaging technologies that have been adapted for imaging the infant eye. We then review the key events and steps in the development of the normal structure of the fovea and contrast structural features in normal and preterm retina from infancy to childhood. Finally, we discuss the development of the perifoveal retinal microvasculature and highlight future opportunities to expand our understanding of the developing fovea.
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Affiliation(s)
- Ye He
- Department of Ophthalmology, University of California - Los Angeles, Los Angeles, CA, USA; Doheny Eye Institute, Pasadena, CA, USA; Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, China
| | - Xi Chen
- Department of Ophthalmology, Duke Eye Center, Duke University, Durham, NC, USA
| | - Irena Tsui
- Department of Ophthalmology, University of California - Los Angeles, Los Angeles, CA, USA; Doheny Eye Institute, Pasadena, CA, USA
| | - Lejla Vajzovic
- Department of Ophthalmology, Duke Eye Center, Duke University, Durham, NC, USA
| | - Srinivas R Sadda
- Department of Ophthalmology, University of California - Los Angeles, Los Angeles, CA, USA; Doheny Eye Institute, Pasadena, CA, USA.
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10
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Beeche C, Singh JP, Leader JK, Gezer S, Oruwari AP, Dansingani KK, Chhablani J, Pu J. Super U-Net: a modularized generalizable architecture. PATTERN RECOGNITION 2022; 128:108669. [PMID: 35528144 PMCID: PMC9070860 DOI: 10.1016/j.patcog.2022.108669] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
OBJECTIVE To develop and validate a novel convolutional neural network (CNN) termed "Super U-Net" for medical image segmentation. METHODS Super U-Net integrates a dynamic receptive field module and a fusion upsampling module into the classical U-Net architecture. The model was developed and tested to segment retinal vessels, gastrointestinal (GI) polyps, skin lesions on several image types (i.e., fundus images, endoscopic images, dermoscopic images). We also trained and tested the traditional U-Net architecture, seven U-Net variants, and two non-U-Net segmentation architectures. K-fold cross-validation was used to evaluate performance. The performance metrics included Dice similarity coefficient (DSC), accuracy, positive predictive value (PPV), and sensitivity. RESULTS Super U-Net achieved average DSCs of 0.808±0.0210, 0.752±0.019, 0.804±0.239, and 0.877±0.135 for segmenting retinal vessels, pediatric retinal vessels, GI polyps, and skin lesions, respectively. The Super U-net consistently outperformed U-Net, seven U-Net variants, and two non-U-Net segmentation architectures (p < 0.05). CONCLUSION Dynamic receptive fields and fusion upsampling can significantly improve image segmentation performance.
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Affiliation(s)
- Cameron Beeche
- Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Jatin P Singh
- Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Joseph K Leader
- Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Sinem Gezer
- Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Amechi P Oruwari
- Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Kunal K Dansingani
- Department of Ophthalmology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Jay Chhablani
- Department of Ophthalmology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Jiantao Pu
- Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
- Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA
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11
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Zhou Y, Wagner SK, Chia MA, Zhao A, Woodward-Court P, Xu M, Struyven R, Alexander DC, Keane PA. AutoMorph: Automated Retinal Vascular Morphology Quantification Via a Deep Learning Pipeline. Transl Vis Sci Technol 2022; 11:12. [PMID: 35833885 PMCID: PMC9290317 DOI: 10.1167/tvst.11.7.12] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To externally validate a deep learning pipeline (AutoMorph) for automated analysis of retinal vascular morphology on fundus photographs. AutoMorph has been made publicly available, facilitating widespread research in ophthalmic and systemic diseases. Methods AutoMorph consists of four functional modules: image preprocessing, image quality grading, anatomical segmentation (including binary vessel, artery/vein, and optic disc/cup segmentation), and vascular morphology feature measurement. Image quality grading and anatomical segmentation use the most recent deep learning techniques. We employ a model ensemble strategy to achieve robust results and analyze the prediction confidence to rectify false gradable cases in image quality grading. We externally validate the performance of each module on several independent publicly available datasets. Results The EfficientNet-b4 architecture used in the image grading module achieves performance comparable to that of the state of the art for EyePACS-Q, with an F1-score of 0.86. The confidence analysis reduces the number of images incorrectly assessed as gradable by 76%. Binary vessel segmentation achieves an F1-score of 0.73 on AV-WIDE and 0.78 on DR HAGIS. Artery/vein scores are 0.66 on IOSTAR-AV, and disc segmentation achieves 0.94 in IDRID. Vascular morphology features measured from the AutoMorph segmentation map and expert annotation show good to excellent agreement. Conclusions AutoMorph modules perform well even when external validation data show domain differences from training data (e.g., with different imaging devices). This fully automated pipeline can thus allow detailed, efficient, and comprehensive analysis of retinal vascular morphology on color fundus photographs. Translational Relevance By making AutoMorph publicly available and open source, we hope to facilitate ophthalmic and systemic disease research, particularly in the emerging field of oculomics.
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Affiliation(s)
- Yukun Zhou
- Centre for Medical Image Computing, University College London, London, UK.,NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK.,Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Siegfried K Wagner
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK
| | - Mark A Chia
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK
| | - An Zhao
- Centre for Medical Image Computing, University College London, London, UK.,Department of Computer Science, University College London, London, UK
| | - Peter Woodward-Court
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK.,Institute of Health Informatics, University College London, London, UK
| | - Moucheng Xu
- Centre for Medical Image Computing, University College London, London, UK.,Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Robbert Struyven
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK.,Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - Daniel C Alexander
- Centre for Medical Image Computing, University College London, London, UK.,Department of Computer Science, University College London, London, UK
| | - Pearse A Keane
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, UK
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12
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Wu DH, Wu LT, Wang YL, Wang JL. Changes of retinal structure and function in patients with internal carotid artery stenosis. BMC Ophthalmol 2022; 22:123. [PMID: 35287632 PMCID: PMC8922770 DOI: 10.1186/s12886-022-02345-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 03/08/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND To investigate the structural and functional changes of the retina in patients with different degrees of internal carotid artery (ICA) stenosis. METHODS This cross-sectional study included patients with varying degrees ICA stenosis. Clinical characteristics of 41 patients were collected after being divided into four groups according to the ICA stenosis indicated by computed tomographic angiography (Group 0: without ICA stenosis, Group 1: ipsilateral slight ICA stenosis, Group 2: ipsilateral moderate ICA stenosis, Group 3: ipsilateral severe ICA stenosis). Retinal vessel caliber (RVC) was measured quantitatively with the Integrative Vessel Analysis software. The retinal sensitivity was examined with the MP-3 microperimeter. The relationships among central retinal artery equivalent (CRAE), central retinal vein equivalent, arteriole to venule ratio (AVR), mean retinal sensitivity (MS) and ICA stenosis degree were analysed. RESULTS The CRAE in Group 3 were significantly smaller compared with Group 0, Group 1 and Group 2 (P < 0.001, P < 0.001, P = 0.002). Significant decrease was found between Group 3 with other groups in MS at fovea (P < 0.001, P < 0.001, P = 0.002). Moreover, there was a positive correlation found between MS and CRAE (Beta = 0.60, P < 0.001 at fovea; Beta = 0.64, P < 0.001 at 2 degree; Beta = 0.60, P < 0.001 at 4 degree; Beta = 0.55, P < 0.001 at 8 degree; Beta = 0.53, P < 0.001 at 12 degree). CONCLUSIONS The present study revealed smaller CRAE and AVR in ipsilateral severe ICA stenosis patients. And the MS decreased in patients with severe ICA stenosis. In addition, MS had a positive correlation with CRAE.
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Affiliation(s)
- Dong-Hui Wu
- Department of Ophthalmology, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China
| | - Lan-Ting Wu
- Department of Ophthalmology, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China
| | - Yan-Ling Wang
- Department of Ophthalmology, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China.
| | - Jia-Lin Wang
- Department of Ophthalmology, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China.
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13
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Climie RE, Park C, Avolio A, Mynard JP, Kruger R, Bruno RM. Vascular Ageing in Youth: A Call to Action. Heart Lung Circ 2021; 30:1613-1626. [PMID: 34275753 DOI: 10.1016/j.hlc.2021.06.516] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Revised: 05/31/2021] [Accepted: 06/06/2021] [Indexed: 12/18/2022]
Abstract
Extensive evidence shows that risk factors for cardiovascular disease (CVD) begin to develop early in life. Childhood obesity and elevated blood pressure (BP) have become overwhelmingly challenging, with 57% of today's children predicted to be obese by the age of 35 years, and global rates of hypertension in children and adolescents increasing by 75% from 2000 to 2015. Thus, there is an urgent need for tools that can assess early CVD risk in youth, which may lead to better risk stratification, preventative intervention, and personalised medicine. Vascular ageing (the deterioration in vascular structure and function) is a pivotal progenitor of health degeneration associated with elevated BP. Exposure to adverse environmental and genetic factors from fetal life promotes the development and accumulation of subclinical vascular changes that direct an individual towards a trajectory of early vascular ageing (EVA)-an independent predictor of target organ damage in the heart, brain, and kidneys. Therefore, characterising vascular ageing from youth may provide a window into cardiovascular risk later in life. However, vascular ageing measurements only have value when techniques are accurate/validated and when reliable thresholds are available for defining normal ranges and ranges that signal increased risk of disease. The aim of this paper is to summarise current evidence on the importance of vascular ageing assessment in youth and the impact of interventions to prevent or delay EVA, to highlight the need for standardisation and validation of measurement techniques in children and adolescents, and the importance of establishing reference values for vascular ageing measures in this population.
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Affiliation(s)
- R E Climie
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Tas, Australia; Baker Heart and Diabetes Institute, Melbourne, Vic, Australia; Université de Paris, INSERM, U970, Paris Cardiovascular Research Center (PARCC), Paris, France.
| | - C Park
- MRC Unit for Lifelong Health and Ageing at UCL, Institute of Cardiovascular Science, UCL, London, UK
| | - A Avolio
- Department of Biomedical Sciences, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, NSW, Australia
| | - J P Mynard
- Heart Research, Murdoch Children's Research Institute, Melbourne, Vic, Australia; Department of Paediatrics, University of Melbourne, Melbourne, Vic, Australia; Department of Biomedical Engineering, University of Melbourne, Melbourne, Vic, Australia; Department of Cardiology, Royal Children's Hospital, Melbourne, Vic, Australia
| | - R Kruger
- Hypertension in Africa Research Team (HART); North-West University, Potchefstroom, South Africa; MRC Research Unit for Hypertension and Cardiovascular Disease, North-West University, Potchefstroom, South Africa
| | - R-M Bruno
- Université de Paris, INSERM, U970, Paris Cardiovascular Research Center (PARCC), Paris, France. https://twitter.com/rosam_bruno
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14
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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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15
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Retinal blood vessels segmentation using classical edge detection filters and the neural network. INFORMATICS IN MEDICINE UNLOCKED 2021. [DOI: 10.1016/j.imu.2021.100521] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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17
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Pachade S, Porwal P, Kokare M, Giancardo L, Meriaudeau F. Retinal vasculature segmentation and measurement framework for color fundus and SLO images. Biocybern Biomed Eng 2020. [DOI: 10.1016/j.bbe.2020.03.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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18
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P Vilela MA, Colossi CG, Freitas HP, Valle GD, Pellanda LC. Ocular Alterations Associated with Primary Congenital Heart Disease - A Cross-sectional Study. Middle East Afr J Ophthalmol 2020; 27:28-33. [PMID: 32549721 PMCID: PMC7276169 DOI: 10.4103/meajo.meajo_89_19] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 09/17/2019] [Accepted: 01/20/2020] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE The objective of the study was to asses ocular findings' prevalence in children with primary congenital heart disease (CHD). PATIENTS AND METHODS This is a prospective cross-sectional study of children with CHD treated at a specialized center in the South of Brazil between 2013 and 2015. They underwent a complete ocular examination, including measurement of visual acuity, refraction test, external motility, anterior and posterior biomicroscopy, and binocular indirect fundoscopy with retinal photographs. Two experienced examiners independently assessed fundus findings: one at the time of examination and image capture, while the other assessed only the captured images. RESULTS Of a total of 146 children examined, 124 were included in this analysis (16% loss). Seventy children were male (55.5%). The average age was 9.3 years (minimum 1 month and maximum 15 years). Caucasians race were 81.2%, African Descendants race were 11.1%, and others were 7.7%. About 57.1% had already had heart surgery. About 14.8% had visual acuity below 0.6 and 2.8% below 0.1. Strabismus was found in 7.4% and cataracts in 1.7%. Retinal alterations were recognized in 13.5%, of which 4.8% were related to vascular narrowing or dilation and/or abnormal arteriovenous crossing; 7.14% were related to increased vascular tortuosity, while 1.6% were related to active toxoplasmic chorioretinitis lesions. Concomitant abnormalities in ocular motility, biomicroscopy, or ophthalmoscopy were detected in 24% of the cases. CONCLUSION Children under the age of 15 years old with primary CHD have a high prevalence of ocular alterations, with external ocular and retinal manifestations, with higher occurrence rate among cyanotic cases. This leads us to strongly recommend the performance of a complete ophthalmological examination in such cases.
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Affiliation(s)
- Manuel A P Vilela
- Post-Graduation Department, Ivo Correa-Meyer Institute of Ophthalmology, Porto Alegre and Institute of Cardiology - Hospital De Viamão, Viamão, RS, Brazil.,Medical School, Federal University of Health Sciences of Porto Alegre, Porto Alegre, RS, Brazil
| | - Carina G Colossi
- Post-Graduation Department, Ivo Correa-Meyer Institute of Ophthalmology, Porto Alegre and Institute of Cardiology - Hospital De Viamão, Viamão, RS, Brazil
| | - Henrique P Freitas
- Post-Graduation Department, Ivo Correa-Meyer Institute of Ophthalmology, Porto Alegre and Institute of Cardiology - Hospital De Viamão, Viamão, RS, Brazil
| | - Giulia Del Valle
- Medical School, Federal University of Health Sciences of Porto Alegre, Porto Alegre, RS, Brazil
| | - Lúcia C Pellanda
- Medical School, Federal University of Health Sciences of Porto Alegre, Porto Alegre, RS, Brazil
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19
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Stefanutti C, Mesce D, Pacella F, Di Giacomo S, Turchetti P, Forastiere M, Trovato Battagliola E, La Torre G, Smaldone G, Pacella E. Optical coherence tomography of retinal and choroidal layers in patients with familial hypercholesterolaemia treated with lipoprotein apheresis. ATHEROSCLEROSIS SUPP 2020; 40:49-54. [PMID: 31818450 DOI: 10.1016/j.atherosclerosissup.2019.08.031] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
PURPOSE Detect and quantify morpho-functional alterations of the retina and choroid in patients affected by familial hypercholesterolemia (FH) treated with lipoprotein apheresis (LA) using optic coherence tomography (OCT) and optic coherence tomography-angriography (OCTA). DESIGN Observational study. SUBJECTS To be diagnosed: A group of 20 patients (40 eyes) being clinically and genetically diagnosed as FH and under treatment (FH-Group)", for at least 2 years, was compared to a control group of 20 healthy subjects (40 eyes), with a normal lipid profile and no ocular disease (CT-Group). METHODS Participants were studied with the slit lamp, binocular indirect fundoscopy, OCT and OCTA. MAIN OUTCOME MEASURES Best corrected visual acuity (BVCA), spherical equivalent (SE), intraocular pressure (IOP), central macular thickness (CMT), choroidal thickness (CHT), retinal nerve fiber layer in four quadrants (RNFL (Superior = Sup; Inferior = Inf; Nasal = Nas Temporal = Temp), and the mean value across the four quadrants (RNFL G), foveal avascular zone (FAZ) and vascular density (VD). RESULTS FH subjects had smaller RNFL superiorly (108 ± 19,38 μm OD/111 ± 16,56 μm OS FH-Group vs 127 ± 7,42 μm OD/129 ± 14,64 μm OS CT-Group; P < 0,001 for both OD and OS) and inferiorly (108 ± 23,58 μm OD/115 ± 17,33 μm OS FH-Group vs 128 ± 18,15 μm OD/133 ± 17,38 μm OS CT-Group; P = 0,002 OD; P = 0,001 OS). G RNFL was consequently smaller (93 ± 12,94 μm OD/94 ± 10,49 μm OS FH-Group vs 101 ± 9,01 μm OD/101 ± 10,20 μm OS CT-Group; P = 0,03 OD; P = 0,02 OS). FH subjects had a larger FAZ (0,31 ± 0,08 mm2 OD/0,33 ± 0,10 mm2 in OS FH-Group vs 0,21 ± 0,05 mm2 OD/0,21 ± 0,07 mm2 OS CT-Group; P < 0,001 OD; P = 0,002 OS). CONCLUSIONS Early signs of retinal vessel damage in FH patients can be detected and quantified with OCT and OCTA.
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Affiliation(s)
- Claudia Stefanutti
- Extracorporeal Therapeutic Techniques Unit, Lipid Clinic and Atherosclerosis Prevention Centre Regional Centre for Rare Diseases, Immunohematology and Transfusion Medicine, 'Umberto I' Hospital, Department of Molecular Medicine, Sapienza University of Rome, Italy
| | - Dario Mesce
- Extracorporeal Therapeutic Techniques Unit, Lipid Clinic and Atherosclerosis Prevention Centre Regional Centre for Rare Diseases, Immunohematology and Transfusion Medicine, 'Umberto I' Hospital, Department of Molecular Medicine, Sapienza University of Rome, Italy
| | - Fernanda Pacella
- Department of Sense Organs, Faculty of Medicine and Dentistry, Sapienza University of Rome, Italy
| | - Serafina Di Giacomo
- Extracorporeal Therapeutic Techniques Unit, Lipid Clinic and Atherosclerosis Prevention Centre Regional Centre for Rare Diseases, Immunohematology and Transfusion Medicine, 'Umberto I' Hospital, Department of Molecular Medicine, Sapienza University of Rome, Italy
| | - Paolo Turchetti
- National Institute for Health, Migration and Poverty (INMP/NIHMP), Rome, Italy
| | - Michele Forastiere
- Department of Sense Organs, Faculty of Medicine and Dentistry, Sapienza University of Rome, Italy
| | | | - Giuseppe La Torre
- Department of Public Health and Infectious Diseases, Faculty of Pharmacy and Medicine, Sapienza University of Rome, Italy
| | - Gianpaolo Smaldone
- Department of Sense Organs, Faculty of Medicine and Dentistry, Sapienza University of Rome, Italy
| | - Elena Pacella
- Department of Sense Organs, Faculty of Medicine and Dentistry, Sapienza University of Rome, Italy.
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20
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Cox B, Luyten LJ, Dockx Y, Provost E, Madhloum N, De Boever P, Neven KY, Sassi F, Sleurs H, Vrijens K, Vineis P, Plusquin M, Nawrot TS. Association Between Maternal Prepregnancy Body Mass Index and Anthropometric Parameters, Blood Pressure, and Retinal Microvasculature in Children Age 4 to 6 Years. JAMA Netw Open 2020; 3:e204662. [PMID: 32396192 PMCID: PMC7218490 DOI: 10.1001/jamanetworkopen.2020.4662] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
IMPORTANCE Maternal prepregnancy body mass index (BMI; calculated as weight in kilograms divided by height in meters squared) has previously been associated with offspring cardiometabolic risk factors, such as fat mass, glucose and insulin levels, and blood pressure, but these associations appear to be largely mediated by offspring BMI. To our knowledge, no studies have assessed alterations in the retinal microvasculature in association with maternal prepregnancy BMI. OBJECTIVE To investigate the association between maternal prepregnancy BMI and anthropometric parameters, blood pressure, and retinal vessel parameters in children age 4 to 6 years. DESIGN, SETTING, AND PARTICIPANTS Participants included mother-child pairs of the population-based Environmental Influence on Early Aging (ENVIRONAGE) birth cohort study (Flanders, Belgium) who were recruited at birth from February 2010 to June 2014 and followed-up at age 4 to 6 years between October 2014 and July 2018. Data were analyzed from February 2019 to April 2019. EXPOSURES Maternal prepregnancy BMI based on height and weight measurements at the first antenatal visit (weeks 7-9 of gestation). MAIN OUTCOMES AND MEASURES Children's anthropometric, blood pressure, and retinal microcirculation measurements at age 4 to 6 years. Retinal vessel diameters and the tortuosity index, a measure for the curvature of the retinal vasculature, were obtained by fundus image analysis. RESULTS This study included 240 mothers and children with a mean (SD) age of 29. 9 (4.2) years and 54.8 (4.7) months, respectively. Of these, 114 children (47.5%) were boys. Maternal prepregnancy BMI was positively associated with the child's birth weight, BMI, waist circumference, blood pressure, and retinal vessel tortuosity. A 1-point increase in maternal prepregnancy BMI was associated with a 0.26-mm Hg (95% CI, 0.08-0.44) higher mean arterial pressure for their children, with similar estimates for systolic and diastolic blood pressure. Independent from the association with blood pressure, a 1-point increase in maternal prepregnancy BMI was associated with a 0.40 (95% CI, 0.01-0.80) higher retinal tortuosity index (× 103). The hypothesis that these associations reflect direct intrauterine mechanisms is supported by the following observations: associations were independent of the current child's BMI and the estimates for paternal BMI at the follow-up visit did not reach significance. CONCLUSIONS AND RELEVANCE Considering that blood pressure tracks from childhood into adulthood and microvascular changes may be early markers of cardiometabolic disease development, our results suggest that maternal prepregnancy BMI is an important modifiable risk factor for later-life cardiovascular health of the offspring.
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Affiliation(s)
- Bianca Cox
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Leen J. Luyten
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
- Unité de Recherche en Biologie Cellulaire, Namur Research Institute for Life Sciences, Namur University, Namur, Belgium
| | - Yinthe Dockx
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Eline Provost
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
- Health Unit, Flemish Institute for Technological Research, Mol, Belgium
| | - Narjes Madhloum
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Patrick De Boever
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
- Health Unit, Flemish Institute for Technological Research, Mol, Belgium
| | - Kristof Y. Neven
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Franco Sassi
- Imperial College Business School, Centre for Health Economics and Policy Innovation, London, England
| | - Hanne Sleurs
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Karen Vrijens
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Paolo Vineis
- School of Public Health, Imperial College, London, England
| | - Michelle Plusquin
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Tim S. Nawrot
- Center for Environmental Sciences, Hasselt University, Hasselt, Belgium
- Environment & Health Unit, Department of Public Health, Leuven University, Leuven, Belgium
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21
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Association between Coronary Artery Measurements and Retinal Microvasculature in Children with New Onset of Kawasaki Disease. Sci Rep 2019; 9:16714. [PMID: 31723195 PMCID: PMC6853953 DOI: 10.1038/s41598-019-53220-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2018] [Accepted: 10/24/2019] [Indexed: 02/07/2023] Open
Abstract
About a quarter of children with new onset of Kawasaki disease (KD) encounter coronary arterial involvement. While KD is known to cause vasculitis of medium-sized vessels, few studies have been done to study the involvement of the microcirculation. We aimed to investigate the association between coronary arterial dilatation and retinal microvasculature in a pilot setting, in order to further study the pathophysiological mechanism of KD from the perspective of small vessels changes. We performed a cross-sectional, observational, hospital-based study on 11 children aged 2 years and above with new-onset KD. Cardiac imaging technicians performed the echocardiographic examinations and recorded right coronary artery (RCA), left coronary artery (LCA) and left anterior descending artery (LAD). Qualified retinal graders reviewed and graded standardised retinal photographs to assess retinal microvascular parameters. Among 11 participants, there were 7 boys and 4 girls. Median and interquartile range of participants’ age were 5.92 (3.08) years. After adjusting for age and sex, each unit increase in LAD (mm) was significantly associated with increment of retinal arteriolar tortuosity (4.25 × 10−5 units, 95% Confidence Interval: 1.19, 7.32). Retinal arteriolar geometric changes were associated with LAD dilatation in 11 children with new onset of KD. Our pilot provided proof-of-concept that retinal imaging might be useful for detecting coronary arterial involvement in young children with KD and it needs further investigation.
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22
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Campbell MD, Laitinen TT, Hughes A, Pahkala K, Juonala M, Kähönen M, Wong TY, Lehtimäki T, Hutri-Kähönen N, Raitakari OT, Tapp RJ. Impact of Ideal Cardiovascular Health in Childhood on the Retinal Microvasculature in Midadulthood: Cardiovascular Risk in Young Finns Study. J Am Heart Assoc 2019; 7:e009487. [PMID: 30371260 PMCID: PMC6474976 DOI: 10.1161/jaha.118.009487] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background This study examined the association between ideal cardiovascular health (CVH) and the retinal microvasculature in midadulthood. Methods and Results The Cardiovascular Risk in Young Finns Study included children from 5 Finnish University cities, who were chosen randomly from the national population register. Participants ranged from 12 to 18 years in childhood (1986) and from 37 to 43 years in midadulthood (2011). Ideal CVH was defined according to the American Heart Association criteria. Retinal microvascular measures included diameters, lengths, length:diameter ratio, and tortuosity. From childhood to adulthood, fasting plasma glucose and blood pressure were significantly higher in those with impaired fasting glucose or diabetes mellitus. Childhood ideal CVH was negatively associated with adult arteriolar tortuosity (β=−0.008; 95% confidence interval [CI], −0.01 to −0.003; P=0.001). Improved ideal CVH from childhood to adulthood was positively associated with adult arteriolar diameter (β=0.122; 95% CI, 0.01–0.24; P=0.033) and negatively associated with adult length:diameter ratio (β=−0.666; 95% CI, −1.25 to −0.08; P=0.026). When stratified by glucose metabolism, among those with diabetes mellitus and impaired fasting glucose, there was a negative association between childhood ideal CVH and adult venular diameter (diabetes mellitus: β=−2.75; 95% CI, −5.46 to −0.04; P=0.047; impaired fasting glucose: β=−2.13; 95% CI, −4.18 to −0.08; P=0.042). Conclusions This study is the first to comprehensively examine the impact of CVH from childhood to midadulthood on quantitative measures of the retinal microvasculature. Ideal CVH in childhood and improvement in CVH from childhood to adulthood appears to have a protective effect on the retinal microvasculature in those with, without, and at risk of diabetes mellitus.
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Affiliation(s)
- Matthew D Campbell
- 1 School of Food Science and Nutrition University of Leeds United Kingdom.,2 Multidisciplinary Cardiovascular Research Centre University of Leeds United Kingdom
| | - Tomi T Laitinen
- 3 Research Centre of Applied and Preventive Cardiovascular Medicine University of Turku Finland.,4 Paavo Nurmi Centre Sports & Exercise Medicine Unit Department of Health and Physical Activity University of Turku Finland
| | - Alun Hughes
- 5 Institute of Cardiovascular Science University College London United Kingdom
| | - Katja Pahkala
- 3 Research Centre of Applied and Preventive Cardiovascular Medicine University of Turku Finland.,4 Paavo Nurmi Centre Sports & Exercise Medicine Unit Department of Health and Physical Activity University of Turku Finland
| | - Markus Juonala
- 3 Research Centre of Applied and Preventive Cardiovascular Medicine University of Turku Finland
| | - Mika Kähönen
- 6 Department of Clinical Physiology Tampere University Hospital and the Faculty of Medicine and Life Sciences University of Tampere Finland
| | - Tien Y Wong
- 7 Singapore National Eye Centre Singapore & Ophthalmology and Visual Sciences Academic Clinical Program Duke-NUS Medical School National University of Singapore
| | - Terho Lehtimäki
- 8 Department of Clinical Chemistry Fimlab Laboratories Faculty of Medicine and Life Sciences University of Tampere Finland
| | - Nina Hutri-Kähönen
- 9 Department of Paediatrics Tampere University Hospital University of Tampere Finland
| | - Olli T Raitakari
- 3 Research Centre of Applied and Preventive Cardiovascular Medicine University of Turku Finland.,10 Department of Clinical Physiology and Nuclear Medicine Turku University Hospital Turku Finland
| | - Robyn J Tapp
- 11 School of Clinical and Applied Sciences Leeds Beckett University Leeds United Kingdom.,12 Population Health Research Institute St George's University of London United Kingdom
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23
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Veluchamy A, Ballerini L, Vitart V, Schraut KE, Kirin M, Campbell H, Joshi PK, Relan D, Harris S, Brown E, Vaidya SS, Dhillon B, Zhou K, Pearson ER, Hayward C, Polasek O, Deary IJ, MacGillivray T, Wilson JF, Trucco E, Palmer CNA, Doney ASF. Novel Genetic Locus Influencing Retinal Venular Tortuosity Is Also Associated With Risk of Coronary Artery Disease. Arterioscler Thromb Vasc Biol 2019; 39:2542-2552. [PMID: 31597446 PMCID: PMC6882544 DOI: 10.1161/atvbaha.119.312552] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Supplemental Digital Content is available in the text. The retina may provide readily accessible imaging biomarkers of global cardiovascular health. Increasing evidence suggests variation in retinal vascular traits is highly heritable. This study aimed to identify the genetic determinants of retinal vascular traits.
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Affiliation(s)
- Abirami Veluchamy
- From the Division of Population Health and Genomics (A.V., E.R.P., C.N.A.P., A.S.F.D.), University of Dundee, United Kingdom
| | - Lucia Ballerini
- Ninewells Hospital and Medical School and VAMPIRE project, Computer Vision and Image Processing Group, School of Science and Engineering (Computing) (L.B., E.T.), University of Dundee, United Kingdom.,VAMPIRE project, Centre for Clinical Brain Sciences, Chancellor's Building, Royal Infirmary of Edinburgh, Scotland, United Kingdom (L.B., D.R., B.D., T.M.)
| | - Veronique Vitart
- MRC Human Genetics Unit (V.V., C.H., J.F.W.), MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, United Kingdom
| | - Katharina E Schraut
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Scotland, United Kingdom (K.E.S., M.K., H.C., P.K.J., J.F.W.).,Centre for Cardiovascular Science (K.E.S.), Queen's Medical Research Institute, University of Edinburgh, Royal Infirmary of Edinburgh, Scotland, United Kingdom
| | - Mirna Kirin
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Scotland, United Kingdom (K.E.S., M.K., H.C., P.K.J., J.F.W.).,Department of Public Health, University of Split, School of Medicine, Croatia (M.K., O.P.)
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Scotland, United Kingdom (K.E.S., M.K., H.C., P.K.J., J.F.W.)
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Scotland, United Kingdom (K.E.S., M.K., H.C., P.K.J., J.F.W.)
| | - Devanjali Relan
- VAMPIRE project, Centre for Clinical Brain Sciences, Chancellor's Building, Royal Infirmary of Edinburgh, Scotland, United Kingdom (L.B., D.R., B.D., T.M.).,Department of Computer Science, BML Munjal University, Gurgaon, Haryana, India (D.R.)
| | - Sarah Harris
- Medical Genetics Section, Centre for Genomic and Experimental Medicine (S.H.), MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, United Kingdom.,Centre for Cognitive Ageing and Cognitive Epidemiology (S.H., I.J.D.), University of Edinburgh, United Kingdom.,Department of Psychology (S.H.), University of Edinburgh, United Kingdom
| | - Ellie Brown
- Clinical Research Imaging Centre (E.B., S.S.V.), Queen's Medical Research Institute, University of Edinburgh, Royal Infirmary of Edinburgh, Scotland, United Kingdom
| | - Suraj S Vaidya
- Clinical Research Imaging Centre (E.B., S.S.V.), Queen's Medical Research Institute, University of Edinburgh, Royal Infirmary of Edinburgh, Scotland, United Kingdom
| | - Baljean Dhillon
- VAMPIRE project, Centre for Clinical Brain Sciences, Chancellor's Building, Royal Infirmary of Edinburgh, Scotland, United Kingdom (L.B., D.R., B.D., T.M.)
| | - Kaixin Zhou
- Renji Hospital, University of Chinese Academy of Sciences, Chongqing, China (K.Z.)
| | - Ewan R Pearson
- From the Division of Population Health and Genomics (A.V., E.R.P., C.N.A.P., A.S.F.D.), University of Dundee, United Kingdom
| | - Caroline Hayward
- MRC Human Genetics Unit (V.V., C.H., J.F.W.), MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, United Kingdom
| | - Ozren Polasek
- Department of Public Health, University of Split, School of Medicine, Croatia (M.K., O.P.)
| | - Ian J Deary
- Department of Psychology (I.J.D.), University of Edinburgh, United Kingdom.,Centre for Cognitive Ageing and Cognitive Epidemiology (S.H., I.J.D.), University of Edinburgh, United Kingdom
| | - Thomas MacGillivray
- VAMPIRE project, Centre for Clinical Brain Sciences, Chancellor's Building, Royal Infirmary of Edinburgh, Scotland, United Kingdom (L.B., D.R., B.D., T.M.)
| | - James F Wilson
- MRC Human Genetics Unit (V.V., C.H., J.F.W.), MRC Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, United Kingdom.,Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Scotland, United Kingdom (K.E.S., M.K., H.C., P.K.J., J.F.W.)
| | - Emanuele Trucco
- Ninewells Hospital and Medical School and VAMPIRE project, Computer Vision and Image Processing Group, School of Science and Engineering (Computing) (L.B., E.T.), University of Dundee, United Kingdom
| | - Colin N A Palmer
- From the Division of Population Health and Genomics (A.V., E.R.P., C.N.A.P., A.S.F.D.), University of Dundee, United Kingdom
| | - Alexander S F Doney
- From the Division of Population Health and Genomics (A.V., E.R.P., C.N.A.P., A.S.F.D.), University of Dundee, United Kingdom
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Diaz-Pinto A, Colomer A, Naranjo V, Morales S, Xu Y, Frangi AF. Retinal Image Synthesis and Semi-Supervised Learning for Glaucoma Assessment. IEEE TRANSACTIONS ON MEDICAL IMAGING 2019; 38:2211-2218. [PMID: 30843823 DOI: 10.1109/tmi.2019.2903434] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Recent works show that generative adversarial networks (GANs) can be successfully applied to image synthesis and semi-supervised learning, where, given a small labeled database and a large unlabeled database, the goal is to train a powerful classifier. In this paper, we trained a retinal image synthesizer and a semi-supervised learning method for automatic glaucoma assessment using an adversarial model on a small glaucoma-labeled database and a large unlabeled database. Various studies have shown that glaucoma can be monitored by analyzing the optic disc and its surroundings, and for that reason, the images used in this paper were automatically cropped around the optic disc. The novelty of this paper is to propose a new retinal image synthesizer and a semi-supervised learning method for glaucoma assessment based on the deep convolutional GANs. In addition, and to the best of our knowledge, this system is trained on an unprecedented number of publicly available images (86926 images). This system, hence, is not only able to generate images synthetically but to provide labels automatically. Synthetic images were qualitatively evaluated using t-SNE plots of features associated with the images and their anatomical consistency was estimated by measuring the proportion of pixels corresponding to the anatomical structures around the optic disc. The resulting image synthesizer is able to generate realistic (cropped) retinal images, and subsequently, the glaucoma classifier is able to classify them into glaucomatous and normal with high accuracy (AUC = 0.9017). The obtained retinal image synthesizer and the glaucoma classifier could then be used to generate an unlimited number of cropped retinal images with glaucoma labels.
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25
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Orlov NV, Coletta C, van Asten F, Qian Y, Ding J, AlGhatrif M, Lakatta E, Chew E, Wong W, Swaroop A, Fiorillo E, Delitala A, Marongiu M, Goldberg IG, Schlessinger D. Age-related changes of the retinal microvasculature. PLoS One 2019; 14:e0215916. [PMID: 31048908 PMCID: PMC6497255 DOI: 10.1371/journal.pone.0215916] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2018] [Accepted: 04/10/2019] [Indexed: 01/17/2023] Open
Abstract
Purpose Blood vessels of the retina provide an easily-accessible, representative window into the condition of microvasculature. We investigated how retinal vessel structure captured in fundus photographs changes with age, and how this may reflect features related to patient health, including blood pressure. Results We used two approaches. In the first approach, we segmented the retinal vasculature from fundus photographs and then we correlated 25 parameterized aspects ("traits")—comprising 15 measures of tortuosity, 7 fractal ranges of self-similarity, and 3 measures of junction numbers—with participant age and blood pressure. In the second approach, we examined entire fundus photographs with a set of algorithmic CHARM features. We studied 2,280 Sardinians, ages 20–28, and an U.S. based population from the AREDS study in 1,178 participants, ages 59–84. Three traits (relating to tortuosity, vessel bifurcation number, and vessel endpoint number) showed significant changes with age in both cohorts, and one additional trait (relating to fractal number) showed a correlation in the Sardinian cohort only. When using second approach, we found significant correlations of particular CHARM features with age and blood pressure, which were stronger than those detected when using parameterized traits, reflecting a greater signal from the entire photographs than was captured in the segmented microvasculature. Conclusions These findings demonstrate that automated quantitative image analysis of fundus images can reveal general measures of patient health status.
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Affiliation(s)
- Nikita V. Orlov
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
- * E-mail: ,
| | - Cristopher Coletta
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Freekje van Asten
- Division of Epidemiology and Clinical Applications, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
- Neurobiology, Neurodegeneration and Repair Laboratory, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Yong Qian
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Jun Ding
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Majd AlGhatrif
- Laboratory of Cardiovascular Science, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Edward Lakatta
- Laboratory of Cardiovascular Science, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Emily Chew
- Division of Epidemiology and Clinical Applications, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Wai Wong
- Division of Epidemiology and Clinical Applications, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Anand Swaroop
- Neurobiology, Neurodegeneration and Repair Laboratory, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Edoardo Fiorillo
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Monserrato, Cagliari, Italy
| | - Alessandro Delitala
- Department of Clinical and Experimental Medicine, Azienda Ospedaliero Universitaria di Sassari, Sassari, Italy
| | - Michele Marongiu
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Monserrato, Cagliari, Italy
| | - Ilya G. Goldberg
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - David Schlessinger
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
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26
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Owen CG, Rudnicka AR, Welikala RA, Fraz MM, Barman SA, Luben R, Hayat SA, Khaw KT, Strachan DP, Whincup PH, Foster PJ. Retinal Vasculometry Associations with Cardiometabolic Risk Factors in the European Prospective Investigation of Cancer-Norfolk Study. Ophthalmology 2019; 126:96-106. [PMID: 30075201 PMCID: PMC6302796 DOI: 10.1016/j.ophtha.2018.07.022] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Revised: 07/16/2018] [Accepted: 07/27/2018] [Indexed: 02/02/2023] Open
Abstract
PURPOSE To examine associations between retinal vessel morphometry and cardiometabolic risk factors in older British men and women. DESIGN Retinal imaging examination as part of the European Prospective Investigation into Cancer-Norfolk Eye Study. PARTICIPANTS Retinal imaging and clinical assessments were carried out in 7411 participants. Retinal images were analyzed using a fully automated validated computerized system that provides novel measures of vessel morphometry. METHODS Associations between cardiometabolic risk factors, chronic disease, and retinal markers were analyzed using multilevel linear regression, adjusted for age, gender, and within-person clustering, to provide percentage differences in tortuosity and absolute differences in width. MAIN OUTCOMES MEASURES Retinal arteriolar and venular tortuosity and width. RESULTS In all, 279 802 arterioles and 285 791 venules from 5947 participants (mean age, 67.6 years; standard deviation [SD], 7.6 years; 57% female) were analyzed. Increased venular tortuosity was associated with higher body mass index (BMI; 2.5%; 95% confidence interval [CI], 1.7%-3.3% per 5 kg/m2), hemoglobin A1c (HbA1c) level (2.2%; 95% CI, 1.0%-3.5% per 1%), and prevalent type 2 diabetes (6.5%; 95% CI, 2.8%-10.4%); wider venules were associated with older age (2.6 μm; 95% CI, 2.2-2.9 μm per decade), higher triglyceride levels (0.6 μm; 95% CI, 0.3-0.9 μm per 1 mmol/l), BMI (0.7 μm; 95% CI, 0.4-1.0 per 5 kg/m2), HbA1c level (0.4 μm; 95% CI, -0.1 to 0.9 per 1%), and being a current smoker (3.0 μm; 95% CI, 1.7-4.3 μm); smoking also was associated with wider arterioles (2.1 μm; 95% CI, 1.3-2.9 μm). Thinner venules were associated with high-density lipoprotein (HDL) (1.4 μm; 95% CI, 0.7-2.2 per 1 mmol/l). Arteriolar tortuosity increased with age (5.4%; 95% CI, 3.8%-7.1% per decade), higher systolic blood pressure (1.2%; 95% CI, 0.5%-1.9% per 10 mmHg), in females (3.8%; 95% CI, 1.4%-6.4%), and in those with prevalent stroke (8.3%; 95% CI, -0.6% to 18%); no association was observed with prevalent myocardial infarction. Narrower arterioles were associated with age (0.8 μm; 95% CI, 0.6-1.0 μm per decade), higher systolic blood pressure (0.5 μm; 95% CI, 0.4-0.6 μm per 10 mmHg), total cholesterol level (0.2 μm; 95% CI, 0.0-0.3 μm per 1 mmol/l), and HDL (1.2 μm; 95% CI, 0.7-1.6 μm per 1 mmol/l). CONCLUSIONS Metabolic risk factors showed a graded association with both tortuosity and width of retinal venules, even among people without clinical diabetes, whereas atherosclerotic risk factors correlated more closely with arteriolar width, even excluding those with hypertension and cardiovascular disease. These noninvasive microvasculature measures should be evaluated further as predictors of future cardiometabolic disease.
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Affiliation(s)
- Christopher G Owen
- Population Health Research Institute, St. George's, University of London, London, United Kingdom.
| | - Alicja R Rudnicka
- Population Health Research Institute, St. George's, University of London, London, United Kingdom
| | - Roshan A Welikala
- Faculty of Science, Engineering and Computing, Kingston University, Kingston-upon-Thames, Surrey, United Kingdom
| | - M Moazam Fraz
- School of Electrical Engineering and Computer Science, National University of Sciences and Technology, Islamabad, Pakistan
| | - Sarah A Barman
- Faculty of Science, Engineering and Computing, Kingston University, Kingston-upon-Thames, Surrey, United Kingdom
| | - Robert Luben
- Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge, Cambridge, United Kingdom
| | - Shabina A Hayat
- Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge, Cambridge, United Kingdom
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge, Cambridge, United Kingdom
| | - David P Strachan
- Population Health Research Institute, St. George's, University of London, London, United Kingdom
| | - Peter H Whincup
- Population Health Research Institute, St. George's, University of London, London, United Kingdom
| | - Paul J Foster
- Integrative Epidemiology Research Group, UCL Institute of Ophthalmology, London, United Kingdom; NIHR Biomedical Research Centre at Moorfields Eye Hospital and UCL Institute of Ophthalmology, London, United Kingdom
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Lind A, Dahlgren J, Raffa L, Allvin K, Ghazi Mroué D, Andersson Grönlund M. Visual Function and Fundus Morphology in Relation to Growth and Cardiovascular Status in 10-Year-Old Moderate-to-Late Preterm Children. Am J Ophthalmol 2018; 195:121-130. [PMID: 30081018 DOI: 10.1016/j.ajo.2018.07.037] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2018] [Revised: 07/19/2018] [Accepted: 07/25/2018] [Indexed: 12/01/2022]
Abstract
PURPOSE To study visual function and ocular fundus morphology in relation to growth, metabolic status, and blood pressure in moderate-to-late preterm (MLP) children at 10 years of age. DESIGN Prospective cohort study. METHODS In this population-based observational study, nonsyndromic MLP children born in Gothenburg, Sweden, were examined neonatally in the years 2002-2003 concerning length, weight, head circumference, and insulin-like growth factor I (IGF-I). At 10 years of age, 33 children (10 girls) were examined regarding previously mentioned variables, and regarding visual acuity, refraction, fundus morphology, IGF binding protein 3, leptin, adiponectin, and blood pressure. An age- and sex-matched control group consisted of 28 children (9 girls). RESULTS Myopia was more commonly found in MLP children than in controls (P = .004, 95% CI 1.8 to 49.8). The MLP group had smaller optic disc area (P = .01, 95% CI -0.5 to -0.1), smaller rim area (P = .001, 95% CI -0.5 to -0.2), fewer branching points (P = .0001, 95% CI -5.7 to -2.1), and higher index of tortuosity of arteries (P = .03, 95% CI 0.002 to 0.03) and veins (P = .02, 95% CI 0.003 to 0.02). Refraction correlated with IGF-I (P = .0005, rs = 0.60 in right eye, and P = .002, rs = 0.55 in left eye) at 10 years of age. Tortuosity of arteries at assessment correlated with neonatal IGF-I levels (P = .03, rs = -0.39). Tortuosity of veins correlated with a leptin/adiponectin ratio at assessment (P = .04, rs = 0.37). CONCLUSION The findings suggest that being born MLP is associated with myopia, smaller optic disc and rim areas, and abnormal retinal vascularization. Furthermore, metabolic status and growth factors seem to have an impact on ocular development.
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Affiliation(s)
- Alexandra Lind
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska University Hospital, Gothenburg, Sweden.
| | - Jovanna Dahlgren
- Department of Pediatrics, Institute of Clinical Sciences, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Lina Raffa
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska University Hospital, Gothenburg, Sweden; Department of Ophthalmology, King Abdulaziz University Hospital, Jeddah, Saudi Arabia
| | - Kerstin Allvin
- Department of Pediatrics, Institute of Clinical Sciences, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Deala Ghazi Mroué
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Marita Andersson Grönlund
- Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska University Hospital, Gothenburg, Sweden; Department of Ophthalmology, Sahlgrenska University Hospital, Gothenburg, Sweden
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Pediatric Hypertension: Impact on the Heart, Brain, Kidney, and Retina. CURRENT CARDIOVASCULAR RISK REPORTS 2018. [DOI: 10.1007/s12170-018-0577-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Welikala RA, Foster PJ, Whincup PH, Rudnicka AR, Owen CG, Strachan DP, Barman SA. Automated arteriole and venule classification using deep learning for retinal images from the UK Biobank cohort. Comput Biol Med 2017; 90:23-32. [PMID: 28917120 DOI: 10.1016/j.compbiomed.2017.09.005] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 09/05/2017] [Accepted: 09/05/2017] [Indexed: 01/12/2023]
Abstract
The morphometric characteristics of the retinal vasculature are associated with future risk of many systemic and vascular diseases. However, analysis of data from large population based studies is needed to help resolve uncertainties in some of these associations. This requires automated systems that extract quantitative measures of vessel morphology from large numbers of retinal images. Associations between retinal vessel morphology and disease precursors/outcomes may be similar or opposing for arterioles and venules. Therefore, the accurate detection of the vessel type is an important element in such automated systems. This paper presents a deep learning approach for the automatic classification of arterioles and venules across the entire retinal image, including vessels located at the optic disc. This comprises of a convolutional neural network whose architecture contains six learned layers: three convolutional and three fully-connected. Complex patterns are automatically learnt from the data, which avoids the use of hand crafted features. The method is developed and evaluated using 835,914 centreline pixels derived from 100 retinal images selected from the 135,867 retinal images obtained at the UK Biobank (large population-based cohort study of middle aged and older adults) baseline examination. This is a challenging dataset in respect to image quality and hence arteriole/venule classification is required to be highly robust. The method achieves a significant increase in accuracy of 8.1% when compared to the baseline method, resulting in an arteriole/venule classification accuracy of 86.97% (per pixel basis) over the entire retinal image.
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Affiliation(s)
- R A Welikala
- School of Computer Science and Mathematics, Kingston University, Surrey, KT1 2EE, United Kingdom.
| | - P J Foster
- NIHR Biomedical Research Centre, Moorfields Eye Hospital, London, EC1V 2PD, United Kingdom; UCL Institute of Ophthalmology, London, EC1V 9EL, United Kingdom
| | - P H Whincup
- Population Health Research Institute, St. George's, University of London, London, SW17 0RE, United Kingdom
| | - A R Rudnicka
- Population Health Research Institute, St. George's, University of London, London, SW17 0RE, United Kingdom
| | - C G Owen
- Population Health Research Institute, St. George's, University of London, London, SW17 0RE, United Kingdom
| | - D P Strachan
- Population Health Research Institute, St. George's, University of London, London, SW17 0RE, United Kingdom
| | - S A Barman
- School of Computer Science and Mathematics, Kingston University, Surrey, KT1 2EE, United Kingdom
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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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Newman AR, Andrew NH, Casson RJ. Review of paediatric retinal microvascular changes as a predictor of cardiovascular disease. Clin Exp Ophthalmol 2016; 45:33-44. [DOI: 10.1111/ceo.12773] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Revised: 04/25/2016] [Accepted: 05/02/2016] [Indexed: 01/02/2023]
Affiliation(s)
- Alexander R Newman
- South Australian Institute of Ophthalmology, Royal Adelaide Hospital; Adelaide South Australia Australia
| | - Nicholas H Andrew
- South Australian Institute of Ophthalmology, Royal Adelaide Hospital; Adelaide South Australia Australia
| | - Robert J Casson
- South Australian Institute of Ophthalmology, Royal Adelaide Hospital; Adelaide South Australia Australia
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Welikala R, Fraz M, Foster P, Whincup P, Rudnicka A, Owen C, Strachan D, Barman S. Automated retinal image quality assessment on the UK Biobank dataset for epidemiological studies. Comput Biol Med 2016; 71:67-76. [DOI: 10.1016/j.compbiomed.2016.01.027] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Revised: 01/14/2016] [Accepted: 01/30/2016] [Indexed: 12/01/2022]
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Welikala RA, Fraz MM, Hayat S, Rudnicka AR, Foster PJ, Whincup PH, Owen CG, Strachan DP, Barman SA. Automated retinal vessel recognition and measurements on large datasets. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2016; 2015:5239-42. [PMID: 26737473 DOI: 10.1109/embc.2015.7319573] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The characteristics of the retinal vascular network have been prospectively associated with many systemic and vascular diseases. QUARTZ is a fully automated software that has been developed to localize and quantify the morphological characteristics of blood vessels in retinal images for use in epidemiological studies. This software was used to analyse a dataset containing 16,000 retinal images from the EPIC-Norfolk cohort study. The objective of this paper is to both assess the suitability of this dataset for computational analysis and to further evaluate the QUARTZ software.
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Li LJ, Ikram MK, Wong TY. Retinal vascular imaging in early life: insights into processes and risk of cardiovascular disease. J Physiol 2015; 594:2175-203. [PMID: 26435039 DOI: 10.1113/jp270947] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2015] [Accepted: 09/28/2015] [Indexed: 12/18/2022] Open
Abstract
Cardiovascular disease (CVD) is the leading cause of morbidity and mortality globally. In recent years, studies have shown that the origins of CVD may be traced to vascular and metabolic processes in early life. Retinal vascular imaging is a new technology that allows detailed non-invasive in vivo assessment and monitoring of the microvasculature. In this systematic review, we described the application of retinal vascular imaging in children and adolescents, and we examined the use of retinal vascular imaging in understanding CVD risk in early life. We reviewed all publications with quantitative retinal vascular assessment in two databases: PubMed and Scopus. Early life CVD risk factors were classified into four groups: birth risk factors, environmental risk factors, systemic risk factors and conditions linked to future CVD development. Retinal vascular changes were associated with lower birth weight, shorter gestational age, low-fibre and high-sugar diet, lesser physical activity, parental hypertension history, childhood hypertension, childhood overweight/obesity, childhood depression/anxiety and childhood type 1 diabetes mellitus. In summary, there is increasing evidence supporting the view that structural changes in the retinal microvasculature are associated with CVD risk factors in early life. Thus, the retina is a useful site for pre-clinical assessment of microvascular processes that may underlie the future development of CVD in adulthood.
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Affiliation(s)
- Ling-Jun Li
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.,Duke-NUS Graduate Medical School, National University of Singapore, Singapore
| | - Mohammad Kamran Ikram
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.,Duke-NUS Graduate Medical School, National University of Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.,Duke-NUS Graduate Medical School, National University of Singapore, Singapore
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Tapp RJ, Hussain SM, Battista J, Hutri-Kähönen N, Lehtimäki T, Hughes AD, Thom SAM, Metha A, Raitakari OT, Kähönen M. Impact of blood pressure on retinal microvasculature architecture across the lifespan: the Young Finns Study. Microcirculation 2015; 22:146-55. [PMID: 25559612 DOI: 10.1111/micc.12187] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2014] [Accepted: 01/02/2015] [Indexed: 11/29/2022]
Abstract
OBJECTIVE The present study examined the impact of BP from childhood to mid-adulthood on retinal microvascular architecture. METHODS The Cardiovascular Risk in Young Finns Study included children aged 3-18 years, from five Finnish University cities, with participants chosen randomly from the national population registrar from those areas. The age of participants included in the current analyses in childhood (1980) ranged from three to nine years and in mid-adulthood (2011) ranged from 34 to 40 years (complete data n = 657). Measures of retinal microvasculature architecture measured in adulthood included diameters, tortuosity, lengths, and LDR. RESULTS Regression analysis showed a strong negative association between childhood systolic BP and adult arteriolar diameter (standardized regression coefficient [β] -0.300; p < 0.001) and with change in systolic BP from childhood to adulthood (β = -0.249; p < 0.001). For arteriolar tortuosity, there was a strong positive association between childhood systolic BP and adult arteriolar tortuosity (β = 0.154; p < 0.001) and no association with change in systolic BP from childhood to adulthood (β = 0.072; p = 0.110). CONCLUSIONS High BP in childhood and increased BP from childhood to adulthood impacts on retinal microvascular architecture in mid-adulthood.
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Affiliation(s)
- Robyn J Tapp
- Department of Optometry and Vision Sciences, The University of Melbourne, Parkville, Victoria, Australia
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MacGillivray TJ, Cameron JR, Zhang Q, El-Medany A, Mulholland C, Sheng Z, Dhillon B, Doubal FN, Foster PJ, Trucco E, Sudlow C. Suitability of UK Biobank Retinal Images for Automatic Analysis of Morphometric Properties of the Vasculature. PLoS One 2015; 10:e0127914. [PMID: 26000792 PMCID: PMC4441470 DOI: 10.1371/journal.pone.0127914] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2014] [Accepted: 04/20/2015] [Indexed: 11/22/2022] Open
Abstract
Purpose To assess the suitability of retinal images held in the UK Biobank - the largest retinal data repository in a prospective population-based cohort - for computer assisted vascular morphometry, generating measures that are commonly investigated as candidate biomarkers of systemic disease. Methods Non-mydriatic fundus images from both eyes of 2,690 participants - people with a self-reported history of myocardial infarction (n=1,345) and a matched control group (n=1,345) - were analysed using VAMPIRE software. These images were drawn from those of 68,554 UK Biobank participants who underwent retinal imaging at recruitment. Four operators were trained in the use of the software to measure retinal vascular tortuosity and bifurcation geometry. Results Total operator time was approximately 360 hours (4 minutes per image). 2,252 (84%) of participants had at least one image of sufficient quality for the software to process, i.e. there was sufficient detection of retinal vessels in the image by the software to attempt the measurement of the target parameters. 1,604 (60%) of participants had an image of at least one eye that was adequately analysed by the software, i.e. the measurement protocol was successfully completed. Increasing age was associated with a reduced proportion of images that could be processed (p=0.0004) and analysed (p<0.0001). Cases exhibited more acute arteriolar branching angles (p=0.02) as well as lower arteriolar and venular tortuosity (p<0.0001). Conclusions A proportion of the retinal images in UK Biobank are of insufficient quality for automated analysis. However, the large size of the UK Biobank means that tens of thousands of images are available and suitable for computational analysis. Parametric information measured from the retinas of participants with suspected cardiovascular disease was significantly different to that measured from a matched control group.
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Affiliation(s)
- Thomas J MacGillivray
- VAMPIRE project, Clinical Research Imaging Centre, University of Edinburgh, Edinburgh, United Kingdom
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
- Clinical Research Facility, University of Edinburgh, Edinburgh, United Kingdom
- * E-mail:
| | - James R. Cameron
- The Anne Rowling Regenerative Neurology Clinic, University of Edinburgh, Edinburgh, United Kingdom
| | - Qiuli Zhang
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Ahmed El-Medany
- Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Carl Mulholland
- Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Ziyan Sheng
- Medical School, University of Edinburgh, Edinburgh, United Kingdom
| | - Bal Dhillon
- VAMPIRE project, School of Clinical Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Fergus N. Doubal
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Paul J. Foster
- National Institute for Health Research, Biomedical Research Centre at Moorfields Eye Hospital & University College London Institute of Ophthalmology, London, United Kingdom
| | - Emmanuel Trucco
- VAMPIRE project, School of Computing, University of Dundee, Dundee, United Kingdom
| | - Cathie Sudlow
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
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Hussain SM, Kähönen M, Raitakari OT, Skilton MR, Witt N, Chaturvedi N, Hutri-Kähönen N, Lehtimäki T, Vaahtoranta-Lehtonen H, Juonala M, Wijetunge S, Hughes AD, McG Thom SA, Metha A, Tapp RJ. Impact of Fetal Growth and Preterm Birth on the Retinal Microvasculature in Mid-Adulthood. Microcirculation 2015; 22:285-93. [DOI: 10.1111/micc.12197] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2014] [Accepted: 02/26/2015] [Indexed: 11/30/2022]
Affiliation(s)
- Sultana Monira Hussain
- Department of Optometry and Vision Sciences; The University of Melbourne; Parkville Victoria Australia
- Department of Epidemiology and Preventive Medicine; Monash University; Melbourne Victoria Australia
| | - Mika Kähönen
- Department of Clinical Physiology; Tampere University Hospital and the University of Tampere; Tampere Finland
| | - Olli T. Raitakari
- The Research Centre of Applied and Preventive Cardiovascular Medicine; University of Turku; Turku Finland
- Department of Clinical Physiology and Nuclear Medicine; Turku University Hospital; Turku Finland
| | - Michael R. Skilton
- Boden Institute of Obesity Nutrition Exercise and Eating Disorders; University of Sydney; Sydney New South Wales Australia
| | - Nicholas Witt
- International Centre for Circulatory Health; NHLI; Imperial College; London and Imperial College Healthcare NHS Trust; London UK
| | - Nish Chaturvedi
- International Centre for Circulatory Health; NHLI; Imperial College; London and Imperial College Healthcare NHS Trust; London UK
| | - Nina Hutri-Kähönen
- Department of Pediatrics; University of Tampere and Tampere University Hospital; Tampere Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry; Fimlab Laboratories; University of Tampere School of Medicine; Tampere Finland
| | | | - Markus Juonala
- Division of Medicine; Turku University Hospital; Turku Finland
| | - Sumangali Wijetunge
- International Centre for Circulatory Health; NHLI; Imperial College; London and Imperial College Healthcare NHS Trust; London UK
| | - Alun D. Hughes
- International Centre for Circulatory Health; NHLI; Imperial College; London and Imperial College Healthcare NHS Trust; London UK
- Institute of Cardiovascular Science; University College London; London UK
| | - Simon A. McG Thom
- International Centre for Circulatory Health; NHLI; Imperial College; London and Imperial College Healthcare NHS Trust; London UK
| | - Andrew Metha
- Department of Optometry and Vision Sciences; The University of Melbourne; Parkville Victoria Australia
| | - Robyn J. Tapp
- Department of Optometry and Vision Sciences; The University of Melbourne; Parkville Victoria Australia
- The Melbourne School of Population and Global Health; The University of Melbourne; Parkville Victoria Australia
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Abstract
Altered levels of selenium and copper have been linked with altered cardiovascular disease risk factors including changes in blood triglyceride and cholesterol levels. However, it is unclear whether this can be observed prenatally. This cross-sectional study includes 274 singleton births from 2004 to 2005 in Baltimore, Maryland. We measured umbilical cord serum selenium and copper using inductively coupled plasma mass spectrometry. We evaluated exposure levels vis-à-vis umbilical cord serum triglyceride and total cholesterol concentrations in multivariable regression models adjusted for gestational age, birth weight, maternal age, race, parity, smoking, prepregnancy body mass index, n-3 fatty acids and methyl mercury. The percent difference in triglycerides comparing those in the highest v. lowest quartile of selenium was 22.3% (95% confidence interval (CI): 7.1, 39.7). For copper this was 43.8% (95% CI: 25.9, 64.3). In multivariable models including both copper and selenium as covariates, copper, but not selenium, maintained a statistically significant association with increased triglycerides (percent difference: 40.7%, 95% CI: 22.1, 62.1). There was limited evidence of a relationship of increasing selenium with increasing total cholesterol. Our findings provide evidence that higher serum copper levels are associated with higher serum triglycerides in newborns, but should be confirmed in larger studies.
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Cheung CYL, Ong YT, Ikram MK, Ong SY, Li X, Hilal S, Catindig JAS, Venketasubramanian N, Yap P, Seow D, Chen CP, Wong TY. Microvascular network alterations in the retina of patients with Alzheimer's disease. Alzheimers Dement 2014; 10:135-42. [PMID: 24439169 DOI: 10.1016/j.jalz.2013.06.009] [Citation(s) in RCA: 203] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2013] [Revised: 04/23/2013] [Accepted: 06/02/2013] [Indexed: 12/31/2022]
Abstract
BACKGROUND Although cerebral small-vessel disease has been implicated in the development of Alzheimer's disease (AD), the cerebral microcirculation is difficult to visualize directly in vivo. Because the retina provides a noninvasive window to assess the microcirculation, we determined whether quantitatively measured retinal microvascular parameters are associated with AD. METHODS We conducted a case-control study (case:control matching ≈ 1:2). Retinal photographs were analyzed using a computer program, and a spectrum of quantitative retinal microvascular parameters (caliber, fractal dimension, tortuosity, and bifurcation) were measured. Logistic regression models were used to compute the odds ratio (OR) and 95% confidence interval for AD adjusting for age, gender, ethnicity, smoking, hypertension, diabetes, hypercholesterolemia, and history of myocardial infarction. RESULTS We included 136 demented patients with AD and 290 age-gender-race-matched controls. Persons with narrower venular caliber (OR per standard deviation [SD] decrease, 2.01 [1.27-3.19]), decreased arteriolar and venular fractal dimension (OR per SD decrease 1.35 [1.08-1.68], 1.47 [1.17-1.84], respectively) and increased arteriolar and venular tortuosity (OR per SD increase, 1.84 [1.40-2.31], 1.94 [1.48-2.53], respectively) were more likely to have AD. These associations still persisted when only AD cases without a history of cerebrovascular disease were included. CONCLUSIONS Patients with AD have altered microvascular network in the retina (narrower retinal venules and a sparser and more tortuous retinal vessels) compared with matched nondemented controls. These changes in retinal microvasculature may reflect similar pathophysiological processes in cerebral microvasculature in the brains of patients with AD.
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Affiliation(s)
- Carol Yim-Lui Cheung
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Centre for Quantitative Medicine, Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore.
| | - Yi Ting Ong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore
| | - M Kamran Ikram
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Centre for Quantitative Medicine, Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore; Memory Aging and Cognition Centre, National University Health System, Singapore; Department of Ophthalmology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Shin Yeu Ong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Centre for Quantitative Medicine, Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore
| | - Xiang Li
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Saima Hilal
- Memory Aging and Cognition Centre, National University Health System, Singapore
| | | | | | - Philip Yap
- Department of Geriatric Medicine, Khoo Teck Puat Hospital, Singapore
| | - Dennis Seow
- Department of Geriatric Medicine, Singapore General Hospital, Singapore
| | - Christopher P Chen
- Memory Aging and Cognition Centre, National University Health System, Singapore; Department of Pharmacology, National University of Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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Delineation of blood vessels in pediatric retinal images using decision trees-based ensemble classification. Int J Comput Assist Radiol Surg 2013; 9:795-811. [DOI: 10.1007/s11548-013-0965-9] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2013] [Accepted: 11/18/2013] [Indexed: 10/25/2022]
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Hughes AD, Bathula R, Park C, Tillin T, Wit N, McG Thom S, Chaturvedi N. Microcirculatory rarefaction in South Asians - a potential mechanism for increased cardiovascular risk and diabetes. PLoS One 2013; 8:e76680. [PMID: 24116136 PMCID: PMC3792020 DOI: 10.1371/journal.pone.0076680] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2013] [Accepted: 08/30/2013] [Indexed: 12/15/2022] Open
Abstract
People of South Asian descent have an increased risk of cardiovascular disease (CVD) and diabetes, but little is known about the microcirculation in South Asian people despite evidence that this plays an important role in the aetiology of CVD. We compared the retinal microcirculation in a population-based sample of 287 middle-aged adults (144 European 143 South Asian) matched for age and sex. Retinal photographs were taken and analysed using a validated semi-automated program and microvascular measures were compared. Blood pressure, anthropometry and fasting bloods were also measured. South Asians had significantly fewer arteriolar and venular vessels and bifurcations. Arterioles and venules were longer and venules were also more tortuous in South Asians. These differences were not explained by adjustment for traditional risk factors including blood pressure, body mass index, diabetes or measures of insulin resistance. People of South Asian descent have rarefaction of the retinal microcirculation compared to age-sex matched individuals of European descent. Reduced microvascular density could contribute to the elevated risk of CVD and impaired glucose tolerance in South Asian people.
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Affiliation(s)
- Alun D. Hughes
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
- * E-mail:
| | - Raj Bathula
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Chloe Park
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Therese Tillin
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Nicholas Wit
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Simon McG Thom
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Nish Chaturvedi
- International Centre for Circulatory Health, NHLI Division, Faculty of Medicine, Imperial College London and Imperial College Healthcare NHS Trust, London, United Kingdom
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Li LJ, Lee YS, Wong TY, Cheung CYL. Can the retinal microvasculature offer clues to cardiovascular risk factors in early life? Acta Paediatr 2013; 102:941-6. [PMID: 23682621 DOI: 10.1111/apa.12294] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2013] [Accepted: 05/15/2013] [Indexed: 11/29/2022]
Abstract
UNLABELLED Adulthood cardiovascular diseases (CVD) burdening in adulthood have been suggested to have possible predisposition early in life. We aimed to systematically review the literatures on retinal microvasculature among paediatric population in relation to a range of environmental and systemic changes. Papers with quantitative retinal vascular assessment and epidemiological design were reviewed. CONCLUSION This review supports the theory that major vascular diseases have pathological predisposition early in life by providing morphological evidence on retinal microcirculation in vivo.
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Affiliation(s)
- Ling-Jun Li
- Singapore Eye Research Institute, Singapore National Eye Center; Singapore; Singapore
| | - Yung-Seng Lee
- Department of Paediatrics; National University of Singapore; Singapore; Singapore
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Fraz M, Remagnino P, Hoppe A, Rudnicka A, Owen C, Whincup P, Barman S. Quantification of blood vessel calibre in retinal images of multi-ethnic school children using a model based approach. Comput Med Imaging Graph 2013; 37:48-60. [DOI: 10.1016/j.compmedimag.2013.01.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2012] [Revised: 01/15/2013] [Accepted: 01/18/2013] [Indexed: 10/27/2022]
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Kalitzeos AA, Lip GYH, Heitmar R. Retinal vessel tortuosity measures and their applications. Exp Eye Res 2012; 106:40-6. [PMID: 23146682 DOI: 10.1016/j.exer.2012.10.015] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2012] [Revised: 10/05/2012] [Accepted: 10/30/2012] [Indexed: 10/27/2022]
Abstract
Structural retinal vascular characteristics, such as vessel calibers, tortuosity and bifurcation angles are increasingly quantified in an objective manner, slowly replacing subjective qualitative disease classification schemes. This paper provides an overview of the current methodologies and calculations used to compute retinal vessel tortuosity. We set out the different parameter calculations and provide an insight into the clinical applications, while critically reviewing its pitfalls and shortcomings.
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Affiliation(s)
- Angelos A Kalitzeos
- Aston University, School of Life and Health Sciences, Aston Triangle, Birmingham B4 7ET, UK
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Cheung CYL, Ikram MK, Sabanayagam C, Wong TY. Retinal microvasculature as a model to study the manifestations of hypertension. Hypertension 2012; 60:1094-103. [PMID: 23045470 DOI: 10.1161/hypertensionaha.111.189142] [Citation(s) in RCA: 168] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The retinal vasculature allows direct noninvasive visualization of the body's mircrovasculature. Because the retina and other end organs (brain and kidney) share similar anatomical features and physiological properties, the retinal vessels offer a unique and easily accessible window to study the health and disease of the human microcirculation. Advanced retinal vascular imaging technologies have been developed to allow a more objective and precise assessment of retinal vascular changes. The changes in the retinal vasculature associated with hypertension can be broadly divided into 3 groups: (1) classic retinal vascular changes in response to blood pressure (referred to as hypertensive retinopathy signs), (2) changes in retinal vascular caliber, and (3) changes in more global geometrical patterns of the retina. In this review, we summarize the current understanding of the relationship between retinal vascular changes and blood pressure, the evidence for the retinal vasculature as a biological model to study the manifestation and early pathogenic correlates of hypertension, the latest advances in retinal vascular imaging technologies, and the future opportunities and challenges of retinal vascular imaging. We suggest that further development of retinal vascular analyses and standardized measurement protocols, evaluation of the clinical use of retinal vascular imaging in assessing cardiovascular risk prediction, and using retinal vascular imaging to test antihypertensive treatments will allow the translation of retinal vascular imaging as a tool to improve the diagnosis, prognosis, and management of hypertension in clinical practice.
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Affiliation(s)
- Carol Yim-lui Cheung
- Singapore Eye Research Institute, 11 Third Hospital Ave, Singapore 168751, Singapore
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47
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Fraz MM, Remagnino P, Hoppe A, Uyyanonvara B, Rudnicka AR, Owen CG, Barman SA. An Ensemble Classification-Based Approach Applied to Retinal Blood Vessel Segmentation. IEEE Trans Biomed Eng 2012; 59:2538-48. [DOI: 10.1109/tbme.2012.2205687] [Citation(s) in RCA: 503] [Impact Index Per Article: 41.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Salonen I, Huttunen K, Hirvonen MR, Dufva J, Groundstroem K, Dufva H, Salonen RO. Exhaled nitric oxide and atherosclerosis. Eur J Clin Invest 2012; 42:873-80. [PMID: 22428603 DOI: 10.1111/j.1365-2362.2012.02662.x] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Fractional exhaled nitric oxide concentration (FENO) measurement has been proposed to be an important adjunct in the diagnosis and management of asthma, pulmonary hypertension and cystic fibrosis. But do we understand how other diseases influence the FENO values? In particular, atherosclerosis is one of the pathological conditions, in which nitric oxide (NO) production is inhibited and its degradation enhanced. Therefore, hypothesis of the current study was that FENO is inversely associated with risk markers of atherosclerosis and with diseases leading secondarily to the progression of atherosclerosis. MATERIALS AND METHODS A long-term FENO value (median of biweekly measurements over a 24-week period) of 53 patients with ischaemic heart disease (IHD) was compared with the results of clinical and biochemical analyses. RESULTS Fractional exhaled NO was inversely associated with the plasma concentration of triglycerides (P = 0·01) and with the blood concentration of glycated haemoglobin A1c (P = 0·03). It also tended to be inversely associated with the plasma glucose concentration (P = 0·10). However, there were no statistically significant associations with inflammatory or other biochemical markers, health status, lifestyle or other personal determinants. CONCLUSIONS In accordance with the hypothesis, FENO is inversely associated with some of risk markers of atherosclerosis in patients with stable IHD (triglycerides and haemoglobin A1c, a marker of hyperglycaemic metabolism). A potential explanation is that, at hyperglycaemia and with higher triglyceride concentrations, atherosclerosis leads to endothelial dysfunction and, subsequently, to decreased production and increased degradation of NO.
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Affiliation(s)
- Iiris Salonen
- Laboratory of Clinical Chemistry, Kymenlaakso Hospital Services, Kotka, Finland.
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Ensemble Classification System Applied for Retinal Vessel Segmentation on Child Images Containing Various Vessel Profiles. ACTA ACUST UNITED AC 2012. [DOI: 10.1007/978-3-642-31298-4_45] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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