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Saloň A, De Boever P, Goswami N. Microvascular Changes during Viral Infections: A Systematic Review of Studies Using Retinal Vessel Diameter Assessments. Biomedicines 2024; 12:1488. [PMID: 39062061 PMCID: PMC11274461 DOI: 10.3390/biomedicines12071488] [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: 05/22/2024] [Revised: 06/18/2024] [Accepted: 07/01/2024] [Indexed: 07/28/2024] Open
Abstract
Viral infection frequently affects the cardiovascular system, and vascular disturbances in patients can lead to health complications. One essential component of the cardiovascular system that is vulnerable to the inflammatory effects of viral infections is the microcirculatory system. As a suitable and practical non-invasive method to assess the structure and function of the retinal microcirculation, a proxy for the microcirculatory system, retinal fundus imaging can be used. We examined the impact of viral infections on retinal vessel diameters and performed a systematic analysis of the literature. Our search was carried out on PubMed using predefined search queries. After a methodological filtering process, we were able to reduce the corpus of 363 publications to 16 studies that met the search parameters. We used a narrative review style to summarise the observations. Six studies covered COVID-19, seven described HIV, and three were included in the subgroup called others, covering viruses, such as Dengue Fever and Crimean-Congo Haemorrhagic Fever. Analysis of the literature showed that viral infections are associated with alterations in the retinal vessels' vasoactivity. COVID-19 and other infections cause inflammation-associated the vasodilatation of microvasculature as a short-term effect of the infection. Long COVID-19 as well as HIV are the cause of chronic inflammation impacting microvascular morphology via retinal vessel diameter narrowing. The review emphasises the importance of the understudied area of viral infections' effects on retinal microcirculation. Continuous research in this area is needed to further verify retinal fundus imaging as an innovative tool for the optimal diagnosis of microvascular changes. As changes in the microvasculature precede changes in bigger arteries, the early detection of microvascular changes can go a long way in reducing the morbidity and mortality associated with cardiovascular diseases.
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Affiliation(s)
- Adam Saloň
- Division of Physiology & Pathophysiology, Otto Loewi Research Centre for Vascular Biology, Immunology, and Inflammation, Medical University of Graz, 8010 Graz, Austria
- Vascular Biology Center, Augusta University, Augusta, GA 30912, USA
- Faculty of Health and Social Sciences, Inland Norway University of Applied Sciences, 2624 Lillehammer, Norway
| | - Patrick De Boever
- Centre for Environmental Sciences, Hasselt University, 3500 Hasselt, Belgium;
- Antwerp University Hospital (UZA), 2650 Edegem, Belgium
| | - Nandu Goswami
- Division of Physiology & Pathophysiology, Otto Loewi Research Centre for Vascular Biology, Immunology, and Inflammation, Medical University of Graz, 8010 Graz, Austria
- Center for Space and Aviation Health, College of Medicine, Mohammed Bin Rashid University of Medicine and Health Sciences, Dubai P.O. Box 505055, United Arab Emirates
- Integrative Health Department, Alma Mater Europaea, 2000 Maribor, Slovenia
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Iorga RE, Costin D, Munteanu-Dănulescu RS, Rezuș E, Moraru AD. Non-Invasive Retinal Vessel Analysis as a Predictor for Cardiovascular Disease. J Pers Med 2024; 14:501. [PMID: 38793083 PMCID: PMC11122007 DOI: 10.3390/jpm14050501] [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: 04/19/2024] [Revised: 05/06/2024] [Accepted: 05/08/2024] [Indexed: 05/26/2024] Open
Abstract
Cardiovascular disease (CVD) is the most frequent cause of death worldwide. The alterations in the microcirculation may predict the cardiovascular mortality. The retinal vasculature can be used as a model to study vascular alterations associated with cardiovascular disease. In order to quantify microvascular changes in a non-invasive way, fundus images can be taken and analysed. The central retinal arteriolar (CRAE), the venular (CRVE) diameter and the arteriolar-to-venular diameter ratio (AVR) can be used as biomarkers to predict the cardiovascular mortality. A narrower CRAE, wider CRVE and a lower AVR have been associated with increased cardiovascular events. Dynamic retinal vessel analysis (DRVA) allows the quantification of retinal changes using digital image sequences in response to visual stimulation with flicker light. This article is not just a review of the current literature, it also aims to discuss the methodological benefits and to identify research gaps. It highlights the potential use of microvascular biomarkers for screening and treatment monitoring of cardiovascular disease. Artificial intelligence (AI), such as Quantitative Analysis of Retinal vessel Topology and size (QUARTZ), and SIVA-deep learning system (SIVA-DLS), seems efficient in extracting information from fundus photographs and has the advantage of increasing diagnosis accuracy and improving patient care by complementing the role of physicians. Retinal vascular imaging using AI may help identify the cardiovascular risk, and is an important tool in primary cardiovascular disease prevention. Further research should explore the potential clinical application of retinal microvascular biomarkers, in order to assess systemic vascular health status, and to predict cardiovascular events.
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Affiliation(s)
- Raluca Eugenia Iorga
- Department of Surgery II, Discipline of Ophthalmology, “Grigore T. Popa” University of Medicine and Pharmacy, Strada Universitatii No. 16, 700115 Iași, Romania; (R.E.I.); (A.D.M.)
| | - Damiana Costin
- Doctoral School, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania
| | | | - Elena Rezuș
- Department of Internal Medicine II, Discipline of Reumathology, “Grigore T. Popa” University of Medicine and Pharmacy, 700115 Iași, Romania;
| | - Andreea Dana Moraru
- Department of Surgery II, Discipline of Ophthalmology, “Grigore T. Popa” University of Medicine and Pharmacy, Strada Universitatii No. 16, 700115 Iași, Romania; (R.E.I.); (A.D.M.)
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Sakko S, Karpale M, Tapio J, Leppänen I, Ahokas O, Saarela V, Liinamaa MJ, Koivunen P. Hemoglobin levels are associated with retinal vascular caliber in a middle-aged birth cohort. Sci Rep 2024; 14:9092. [PMID: 38643302 PMCID: PMC11032340 DOI: 10.1038/s41598-024-59688-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 04/13/2024] [Indexed: 04/22/2024] Open
Abstract
Vascular and neural structures of the retina can be visualized non-invasively and used to predict ocular and systemic pathologies. We set out to evaluate the association of hemoglobin (Hb) levels within the national reference interval with retinal vascular caliber, optical coherence tomography (OCT) and visual field (VF) parameters in the Northern Finland 1966 Birth Cohort (n = 2319, 42.1% male, average age 47 years). The studied parameters were evaluated in Hb quintiles and multivariable linear regression models. The lowest Hb quintile of both sexes presented the narrowest central retinal vein equivalent (CRVE) and the healthiest cardiometabolic profile compared to the other Hb quintiles. In the regression models, CRVE associated positively with Hb levels in both sexes, (Bmales = 0.068 [0.001; 0.135], Bfemales = 0.087 [0.033; 0.140]), after being adjusted for key cardiometabolic and inflammatory parameters, smoking status, and fellow vessel caliber. No statistically significant associations of Hb levels with central retinal artery equivalent, OCT or VF parameters were detected. In conclusion, Hb levels were positively and specifically associated with CRVE, indicating that Hb levels are an independent factor affecting CRVE and the effect is in parallel with established risk factors for cardiometabolic diseases.
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Affiliation(s)
- Samuli Sakko
- Biocenter Oulu and Faculty of Biochemistry and Molecular Medicine, Oulu Center for Cell-Matrix Research, University of Oulu, P.O. Box 5400, 90014, Oulu, Finland
| | - Mikko Karpale
- Biocenter Oulu and Faculty of Biochemistry and Molecular Medicine, Oulu Center for Cell-Matrix Research, University of Oulu, P.O. Box 5400, 90014, Oulu, Finland
| | - Joona Tapio
- Biocenter Oulu and Faculty of Biochemistry and Molecular Medicine, Oulu Center for Cell-Matrix Research, University of Oulu, P.O. Box 5400, 90014, Oulu, Finland
| | - Iina Leppänen
- Department of Ophthalmology, Medical Research Center Oulu and Research Unit of Clinical Medicine, Oulu University Hospital, University of Oulu, Oulu, Finland
| | - Oona Ahokas
- Department of Ophthalmology, Medical Research Center Oulu and Research Unit of Clinical Medicine, Oulu University Hospital, University of Oulu, Oulu, Finland
| | - Ville Saarela
- Department of Ophthalmology, Medical Research Center Oulu and Research Unit of Clinical Medicine, Oulu University Hospital, University of Oulu, Oulu, Finland
| | - M Johanna Liinamaa
- Department of Ophthalmology, Medical Research Center Oulu and Research Unit of Clinical Medicine, Oulu University Hospital, University of Oulu, Oulu, Finland.
| | - Peppi Koivunen
- Biocenter Oulu and Faculty of Biochemistry and Molecular Medicine, Oulu Center for Cell-Matrix Research, University of Oulu, P.O. Box 5400, 90014, Oulu, Finland.
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Wong YL, Yu M, Chong C, Yang D, Xu D, Lee ML, Hsu W, Wong TY, Cheng C, Cheung CY. Association between deep learning measured retinal vessel calibre and incident myocardial infarction in a retrospective cohort from the UK Biobank. BMJ Open 2024; 14:e079311. [PMID: 38514140 PMCID: PMC10961540 DOI: 10.1136/bmjopen-2023-079311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 02/19/2024] [Indexed: 03/23/2024] Open
Abstract
BACKGROUND Cardiovascular disease is a leading cause of global death. Prospective population-based studies have found that changes in retinal microvasculature are associated with the development of coronary artery disease. Recently, artificial intelligence deep learning (DL) algorithms have been developed for the fully automated assessment of retinal vessel calibres. METHODS In this study, we validate the association between retinal vessel calibres measured by a DL system (Singapore I Vessel Assessment) and incident myocardial infarction (MI) and assess its incremental performance in discriminating patients with and without MI when added to risk prediction models, using a large UK Biobank cohort. RESULTS Retinal arteriolar narrowing was significantly associated with incident MI in both the age, gender and fellow calibre-adjusted (HR=1.67 (95% CI: 1.19 to 2.36)) and multivariable models (HR=1.64 (95% CI: 1.16 to 2.32)) adjusted for age, gender and other cardiovascular risk factors such as blood pressure, diabetes mellitus (DM) and cholesterol status. The area under the receiver operating characteristic curve increased from 0.738 to 0.745 (p=0.018) in the age-gender-adjusted model and from 0.782 to 0.787 (p=0.010) in the multivariable model. The continuous net reclassification improvements (NRIs) were significant in the age and gender-adjusted (NRI=21.56 (95% CI: 3.33 to 33.42)) and the multivariable models (NRI=18.35 (95% CI: 6.27 to 32.61)). In the subgroup analysis, similar associations between retinal arteriolar narrowing and incident MI were observed, particularly for men (HR=1.62 (95% CI: 1.07 to 2.46)), non-smokers (HR=1.65 (95% CI: 1.13 to 2.42)), patients without DM (HR=1.73 (95% CI: 1.19 to 2.51)) and hypertensive patients (HR=1.95 (95% CI: 1.30 to 2.93)) in the multivariable models. CONCLUSION Our results support DL-based retinal vessel measurements as markers of incident MI in a predominantly Caucasian population.
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Affiliation(s)
- Yiu Lun Wong
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, Hong Kong
| | - Marco Yu
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Crystal Chong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Dawei Yang
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, Hong Kong
| | - Dejiang Xu
- School of Computing, National University of Singapore, Singapore
| | - Mong Li Lee
- School of Computing, National University of Singapore, Singapore
| | - Wynne Hsu
- School of Computing, National University of Singapore, Singapore
| | - Tien Y Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Tsinghua Medicine, Tsinghua University, Beijing, China
| | - Chingyu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
- Centre for Innovation and Precision Eye Health; and Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, Hong Kong
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Zhang W, Guo X, Jiang X, Liu J, Han X, Guo C. RETINAL MICROVASCULAR CHANGES AND RISK OF CORONARY HEART DISEASE: A Systematic Review and Meta-Analysis. Retina 2024; 44:333-344. [PMID: 37831943 DOI: 10.1097/iae.0000000000003959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2023]
Abstract
PURPOSE To quantify associations between various retinal microvascular changes and the risk of the development of coronary heart disease (CHD). METHODS PubMed, Embase, Web of Science, and Cochrane Library databases were searched for cohort studies on the association between retinal microvascular changes and incident CHD up to July 31, 2023. The summary risk estimates were estimated using the random-effects model. Subgroup and sensitivity analyses were performed to investigate the potential source of heterogeneity. RESULTS The authors identified 21 studies that met the inclusion criteria of this meta-analysis through database searching. This study yielded significant associations between retinal microvascular changes, including arteriolar narrowing, venular widening, vessel occlusion, and other retinal vascular signs, and the risk of CHD, with pooled adjusted hazard ratios of 1.20 (95% confidence interval: 1.13-1.27). In sex- and age-stratified analyses, retinal microvascular changes were associated with a greater risk of developing CHD in female patients and younger adults. CONCLUSION A range of retinal microvascular changes was associated with the risk of CHD, particularly in female patients and younger ages. The results of this study support the concept that retinal microvascular abnormalities may be markers for future CHD. Noninvasive retinal microvascular assessments may be helpful in screening patients with increased CHD risk.
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Affiliation(s)
- Wenyi Zhang
- Cardiovascular Center, Beijing Tongren Hospital, Capital Medical University, Beijing, People's Republic of China
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Fu Y, Yusufu M, Wang Y, He M, Shi D, Wang R. Association of retinal microvascular density and complexity with incident coronary heart disease. Atherosclerosis 2023; 380:117196. [PMID: 37562159 DOI: 10.1016/j.atherosclerosis.2023.117196] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 06/20/2023] [Accepted: 07/26/2023] [Indexed: 08/12/2023]
Abstract
BACKGROUND AND AIMS The high mortality rate and huge disease burden of coronary heart disease (CHD) highlight the importance of its early detection and timely intervention. Given the non-invasive nature of fundus photography and recent development in the quantification of retinal microvascular parameters with deep learning techniques, our study aims to investigate the association between incident CHD and retinal microvascular parameters. METHODS UK Biobanks participants with gradable fundus images and without a history of diagnosed CHD at recruitment were included for analysis. A fully automated artificial intelligence system was used to extract quantitative measurements that represent the density and complexity of the retinal microvasculature, including fractal dimension (Df), number of vascular segments (NS), vascular skeleton density (VSD) and vascular area density (VAD). RESULTS A total of 57,947 participants (mean age 55.6 ± 8.1 years; 56% female) without a history of diagnosed CHD were included. During a median follow-up of 11.0 (interquartile range, 10.88 to 11.19) years, 3211 incident CHD events occurred. In multivariable Cox proportional hazards models, we found decreasing Df (adjusted HR = 0.80, 95% CI, 0.65-0.98, p = 0.033), lower NS of arteries (adjusted HR = 0.69, 95% CI, 0.54-0.88, p = 0.002) and venules (adjusted HR = 0.77, 95% CI, 0.61-0.97, p = 0.024), and reduced arterial VSD (adjusted HR = 0.72, 95% CI, 0.57-0.91, p = 0.007) and venous VSD (adjusted HR = 0.78, 95% CI, 0.62-0.98, p = 0.034) were related to an increased risk of incident CHD. CONCLUSIONS Our study revealed a significant association between retinal microvascular parameters and incident CHD. As the lower complexity and density of the retinal vascular network may indicate an increased risk of incident CHD, this may empower its prediction with the quantitative measurements of retinal structure.
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Affiliation(s)
- Yuechuan Fu
- Department of Ophthalmology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China
| | - Mayinuer Yusufu
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Australia; Department of Surgery (Ophthalmology), The University of Melbourne, Melbourne, Australia
| | - Yueye Wang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, 510060, China
| | - Mingguang He
- The Hong Kong Polytechnic University, Kowloon, Hong Kong Special Administrative Region of China.
| | - Danli Shi
- The Hong Kong Polytechnic University, Kowloon, Hong Kong Special Administrative Region of China.
| | - Ruobing Wang
- Department of Ophthalmology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200127, China.
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7
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Abdul-Rahman A, Morgan W, Vukmirovic A, Mehnert A, Obreschow D, Yu DY. Empirical retinal venous pulse wave velocity using modified photoplethysmography. BMC Res Notes 2023; 16:48. [PMID: 37031176 PMCID: PMC10082983 DOI: 10.1186/s13104-023-06309-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 03/14/2023] [Indexed: 04/10/2023] Open
Abstract
OBJECTIVE Using the novel imaging method of high-speed modified photoplethysmography we measured the retinal venous pulse wave velocity in a single case. RESULTS A healthy 30-year-old subject underwent high-speed modified photoplethysmography (120 frames per second) with simultaneous ophthalmodynamometry at 26 Meditron units. A video of the optic nerve was analyzed using custom software. A harmonic regression model was fitted to each pixel in the time series and used to quantify the retinal vascular pulse wave parameters. Retinal venous pulsation at the optic disc was observed as a complex dynamic wall motion, whereas contraction commenced at a point in the vein at the center of the optic disc, and progressed centrifugally. The empirically estimated retinal venous pulse wave velocity at this segment was approximately 22.24694 mm/s. This measurement provides an estimate for future studies in the field.
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Affiliation(s)
- Anmar Abdul-Rahman
- Department of Ophthalmology, Counties Manukau DHB, Auckland, New Zealand.
| | - William Morgan
- Centre for Ophthalmology and Visual Science, The University of Western Australia, Perth, Australia
- Lions Eye Institute, University of Western Australia, Perth, Australia
| | - Aleksandar Vukmirovic
- Centre for Ophthalmology and Visual Science, The University of Western Australia, Perth, Australia
- Lions Eye Institute, University of Western Australia, Perth, Australia
| | - Andrew Mehnert
- Centre for Ophthalmology and Visual Science, The University of Western Australia, Perth, Australia
- Lions Eye Institute, University of Western Australia, Perth, Australia
| | - Danail Obreschow
- International Centre for Radio Astronomy Research (ICRAR), University of Western Australia, Perth, Australia
- International Space Centre, University of Western Australia, Perth, Australia
| | - Dao-Yi Yu
- Centre for Ophthalmology and Visual Science, The University of Western Australia, Perth, Australia
- Lions Eye Institute, University of Western Australia, Perth, Australia
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Arnould L, Meriaudeau F, Guenancia C, Germanese C, Delcourt C, Kawasaki R, Cheung CY, Creuzot-Garcher C, Grzybowski A. Using Artificial Intelligence to Analyse the Retinal Vascular Network: The Future of Cardiovascular Risk Assessment Based on Oculomics? A Narrative Review. Ophthalmol Ther 2023; 12:657-674. [PMID: 36562928 PMCID: PMC10011267 DOI: 10.1007/s40123-022-00641-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 12/09/2022] [Indexed: 12/24/2022] Open
Abstract
The healthcare burden of cardiovascular diseases remains a major issue worldwide. Understanding the underlying mechanisms and improving identification of people with a higher risk profile of systemic vascular disease through noninvasive examinations is crucial. In ophthalmology, retinal vascular network imaging is simple and noninvasive and can provide in vivo information of the microstructure and vascular health. For more than 10 years, different research teams have been working on developing software to enable automatic analysis of the retinal vascular network from different imaging techniques (retinal fundus photographs, OCT angiography, adaptive optics, etc.) and to provide a description of the geometric characteristics of its arterial and venous components. Thus, the structure of retinal vessels could be considered a witness of the systemic vascular status. A new approach called "oculomics" using retinal image datasets and artificial intelligence algorithms recently increased the interest in retinal microvascular biomarkers. Despite the large volume of associated research, the role of retinal biomarkers in the screening, monitoring, or prediction of systemic vascular disease remains uncertain. A PubMed search was conducted until August 2022 and yielded relevant peer-reviewed articles based on a set of inclusion criteria. This literature review is intended to summarize the state of the art in oculomics and cardiovascular disease research.
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Affiliation(s)
- Louis Arnould
- Ophthalmology Department, Dijon University Hospital, 14 Rue Paul Gaffarel, 21079, Dijon CEDEX, France. .,University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR U1219, 33000, Bordeaux, France.
| | - Fabrice Meriaudeau
- Laboratory ImViA, IFTIM, Université Bourgogne Franche-Comté, 21078, Dijon, France
| | - Charles Guenancia
- Pathophysiology and Epidemiology of Cerebro-Cardiovascular Diseases, (EA 7460), Faculty of Health Sciences, Université de Bourgogne Franche-Comté, Dijon, France.,Cardiology Department, Dijon University Hospital, Dijon, France
| | - Clément Germanese
- Ophthalmology Department, Dijon University Hospital, 14 Rue Paul Gaffarel, 21079, Dijon CEDEX, France
| | - Cécile Delcourt
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, UMR U1219, 33000, Bordeaux, France
| | - Ryo Kawasaki
- Artificial Intelligence Center for Medical Research and Application, Osaka University Hospital, Osaka, Japan
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Catherine Creuzot-Garcher
- Ophthalmology Department, Dijon University Hospital, 14 Rue Paul Gaffarel, 21079, Dijon CEDEX, France.,Centre des Sciences du Goût et de l'Alimentation, AgroSup Dijon, CNRS, INRAE, Université Bourgogne Franche-Comté, Dijon, France
| | - Andrzej Grzybowski
- Department of Ophthalmology, University of Warmia and Mazury, Olsztyn, Poland.,Institute for Research in Ophthalmology, Poznan, Poland
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Relationship of 24-h ambulatory blood pressure variability with micro and macrovascular parameters and hypertension status. J Hypertens 2023; 41:74-82. [PMID: 36453654 DOI: 10.1097/hjh.0000000000003300] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
OBJECTIVES Increased blood pressure variability (BPV) has been associated with an increased risk of subclinical organ damage and cardiovascular events, independently of elevated average BP values. We aimed to investigate the association of BPV indices with micro- and macrovascular parameters, some of them not previously studied. METHODS We evaluated 344 individuals (233 never-treated/newly diagnosed hypertensive and 111 normotensive individuals). BPV was assessed using average real variability (ARV) during 24-h, daytime and night-time ambulatory blood pressure monitoring, and systolic weighted standard deviation (wSD). Retinal microvascular diameter was assessed by nonmydriatic retinal photography. Arterial stiffness was assessed by pulse wave velocity (PWV) and aortic augmentation index (AIx); subendocardial variability ratio (SEVR) was used as an index of myocardial perfusion. Carotid intima-media thickness (cIMT) was measured by ultrasound. Data were analyzed using multiple regression analysis. RESULTS After adjusting for potential confounders, PWV and cIMT were independently associated with ARV components in the total sample (P < 0.023 and P < 0.014, respectively). Within hypertensives only PWV and cIMT were independently associated with ARV components (P < 0.002 for PWV and P < 0.003 for cIMT). In contrast, within normotensives, only retinal parameters and AIx were associated with ARV components (P < 0.017 and P = 0.013, respectively). None of the univariate correlations between vascular parameters and wSD remained significant after adjustment for potential confounders. CONCLUSION Short-term BPV as assessed by ARV is independently associated with macrovascular parameters in untreated hypertensive patients, and with microvascular parameters in normotensive individuals.
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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: 25] [Impact Index Per Article: 12.5] [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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Prognostic Modelling Studies of Coronary Heart Disease—A Systematic Review of Conventional and Genetic Risk Factor Studies. J Cardiovasc Dev Dis 2022; 9:jcdd9090295. [PMID: 36135440 PMCID: PMC9505820 DOI: 10.3390/jcdd9090295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 08/19/2022] [Accepted: 08/25/2022] [Indexed: 11/25/2022] Open
Abstract
This study aims to provide an overview of multivariable prognostic modelling studies developed for coronary heart disease (CHD) in the general population and to explore the optimal prognostic model by comparing the models’ performance. A systematic review was performed using Embase, PubMed, Cochrane, Web of Science, and Scopus databases until 30 November 2019. In this work, only prognostic studies describing conventional risk factors alone or a combination of conventional and genomic risk factors, being developmental and/or validation prognostic studies of a multivariable model, were included. A total of 4021 records were screened by titles and abstracts, and 72 articles were eligible. All the relevant studies were checked by comparing the discrimination, reclassification, and calibration measures. Most of the models were developed in the United States and Canada and targeted the general population. The models included a set of similar predictors, such as age, sex, smoking, cholesterol level, blood pressure, BMI, and diabetes mellitus. In this study, many articles were identified and screened for consistency and reliability using CHARM and GRIPS statements. However, the usefulness of most prognostic models was not demonstrated; only a limited number of these models supported clinical evidence. Unfortunately, substantial heterogeneity was recognized in the definition and outcome of CHD events. The inclusion of genetic risk scores in addition to conventional risk factors might help in predicting the incidence of CHDs; however, the generalizability of the existing prognostic models remains open. Validation studies for the existing developmental models are needed to ensure generalizability, improve the research quality, and increase the transparency of the study.
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12
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Guo S, Yin S, Song W, Tse G, Liu J, Hei K, Chen K, Su L, Liu T. Retinal Microvascular Abnormalities Predict Clinical Outcomes in Patients with Heart Failure. Diagnostics (Basel) 2022; 12:diagnostics12092078. [PMID: 36140480 PMCID: PMC9497585 DOI: 10.3390/diagnostics12092078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 08/22/2022] [Accepted: 08/25/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Narrower retinal arterioles and wider retinal venules have been associated with the incidence of heart failure (HF). However, whether they are predictive of the prognosis of heart failure (HF) is unclear. We aimed to explore the role of retinal vessel calibers in predicting long-term clinical outcomes of HF. Methods: This is a prospective, single-center, observational study that surveyed patients in a tertiary referral hospital for the treatment of HF. Retinal vessel caliber was graded using retinal photography. The primary endpoint was the composite endpoint of HF rehospitalization and mortality at 12 months. Results: There were 55 patients with chronic HF included in the final analysis. At 12 months, the cumulative incidence of the primary endpoint, HF rehospitalization, and mortality tended to be higher with the widening of the central retinal venular equivalent (CRVE) (p for non-linearity = 0.059) and was significantly increased when CRVE reached a cut-off value (283 μm) (p = 0.011) following adjustment for age, sex, etiology of HF, and diabetes. No association between the central retinal arteriolar equivalent (CRAE) and arteriolar-to-venular caliber ratio (AVR) was found with the clinical outcome in both univariable and multivariable Cox regression. CRAE, CRVE, and AVR had no relationship with the concentration of the N-terminal pro-B-type natriuretic peptide. In addition, CRVE was not associated with cardiac diastolic and systolic function. Conclusions: When the retinal venular caliber widens to a certain point, the composite incidence of HF rehospitalization and mortality significantly increase, suggesting retinal vessel caliber imaging may provide insight into the development of HF.
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Affiliation(s)
- Shaohua Guo
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
| | - Songtao Yin
- Department of Ophthalmology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
| | - Wenhua Song
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
| | - Gary Tse
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
- Pears Building, Kent and Medway Medical School, University of Kent, Canterbury CT2 7FS, UK
| | - Juping Liu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China
| | - Kaiwen Hei
- Tianjin Key Laboratory of Retinal Functions and Diseases, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China
| | - Kangyin Chen
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
| | - Long Su
- Department of Ophthalmology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
- Correspondence: (L.S.); (T.L.)
| | - Tong Liu
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin 300211, China
- Correspondence: (L.S.); (T.L.)
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13
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Hanssen H, Streese L, Vilser W. Retinal vessel diameters and function in cardiovascular risk and disease. Prog Retin Eye Res 2022; 91:101095. [PMID: 35760749 DOI: 10.1016/j.preteyeres.2022.101095] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 06/03/2022] [Accepted: 06/13/2022] [Indexed: 12/13/2022]
Abstract
In the last two decades evidence has gradually accumulated suggesting that the eye may be a unique window for cardiovascular risk stratification based on the assessment of subclinical damage of retinal microvascular structure and function. This can be facilitated by non-invasive analysis of static retinal vessel diameters and dynamic recording of flicker light-induced and endothelial function-related dilation of both retinal arterioles and venules. Recent new findings have made retinal microvascular biomarkers strong candidates for clinical implementation as reliable risk predictors. Beyond a review of the current evidence and state of research, the article aims to discuss the methodological benefits and pitfalls and to identify research gaps and future directions. Above all, the potential use for screening and treatment monitoring of cardiovascular disease risk are highlighted. The article provides fundamental comprehension of retinal vessel imaging by explaining anatomical and physiological essentials of the retinal microcirculation leading to a detailed description of the methodological approach. This allows for better understanding of the underlying retinal microvascular pathology associated with the prevalence and development of cardiovascular disease. A body of new evidence is presented on the clinical validity and predictive value of retinal vessel diameters and function for incidence cardiovascular disease and outcome. Findings in children indicate the potential for utility in childhood cardiovascular disease prevention, and the efficacy of exercise interventions highlight the treatment sensitivity of retinal microvascular biomarkers. Finally, coming from the availability of normative data, solutions for diagnostic challenges are discussed and conceptual steps towards clinical implementation are put into perspective.
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Affiliation(s)
- Henner Hanssen
- Department of Sport, Exercise and Health, Preventive Sports Medicine and Systems Physiology, Medical Faculty, University of Basel, Switzerland.
| | - Lukas Streese
- Department of Sport, Exercise and Health, Preventive Sports Medicine and Systems Physiology, Medical Faculty, University of Basel, Switzerland
| | - Walthard Vilser
- Institute of Biomedical Engineering and Informatics, Ilmenau University of Technology, Ilmenau, Germany; Neonatology and Pediatric Intensive Care Unit, Department of Pediatrics, Jena University Hospital, Jena, Germany
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14
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Eid P, Arnould L, Gabrielle PH, Aho LS, Farnier M, Creuzot-Garcher C, Cottin Y. Retinal Microvascular Changes in Familial Hypercholesterolemia: Analysis with Swept-Source Optical Coherence Tomography Angiography. J Pers Med 2022; 12:jpm12060871. [PMID: 35743656 PMCID: PMC9224994 DOI: 10.3390/jpm12060871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 05/18/2022] [Accepted: 05/25/2022] [Indexed: 02/01/2023] Open
Abstract
Familial hypercholesterolemia (FH) is a common but underdiagnosed genetic disorder affecting cholesterol metabolism, leading to atherosclerotic disease. The relationship between retinal microvascular changes and the presence of atheroma in patients with FH (FH group), and in comparison to volunteers without FH (CT group), needs further investigation. This cross-sectional study was conducted in a university hospital between October 1, 2020 and May 31, 2021. Cardiovascular data, including the Coronary Artery Calcium (CAC) score, were recorded for FH patients. Macula angiograms were acquired using swept-source optical coherence tomography angiography (SS OCT-A) to analyze both the superficial capillary plexus (SCP) and deep capillary plexus (DCP). A total of 162 eyes of 83 patients were enrolled in the FH group and 121 eyes of 78 volunteers in the CT group. A statistically significant association was found between the CAC score and both vessel density (β = −0.002 [95% CI, −0.004; −0.0005], p = 0.010) and vessel length (β = −0.00005 [95% CI, −0.00008; −0.00001], p = 0.010) in the DCP. The FH group had a significantly lower foveal avascular zone circularity index than the CT group in multivariate analysis (0.67 ± 0.16 in the FH group vs. 0.72 ± 0.10 in the CT group, β = 0.04 [95% CI, 0.002; 0.07], p = 0.037). Retinal microvascularization is altered in FH and retinal vascular densities are modified according to the CAC score.
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Affiliation(s)
- Pétra Eid
- Ophthalmology Department, University Hospital, 21000 Dijon, France; (P.E.); (L.A.); (P.-H.G.)
| | - Louis Arnould
- Ophthalmology Department, University Hospital, 21000 Dijon, France; (P.E.); (L.A.); (P.-H.G.)
- INSERM, CIC1432, Clinical Epidemiology Unit, Dijon University Hospital, 21000 Dijon, France
| | - Pierre-Henry Gabrielle
- Ophthalmology Department, University Hospital, 21000 Dijon, France; (P.E.); (L.A.); (P.-H.G.)
- Centre des Sciences du Gout et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, University of Burgundy Franche-Comté, 21000 Dijon, France
| | - Ludwig S. Aho
- Epidemiology Department, University Hospital, 21000 Dijon, France;
| | - Michel Farnier
- Lipid Clinic, Point Medical and Department of Cardiology, University Hospital, 21000 Dijon, France;
| | - Catherine Creuzot-Garcher
- Ophthalmology Department, University Hospital, 21000 Dijon, France; (P.E.); (L.A.); (P.-H.G.)
- Centre des Sciences du Gout et de l’Alimentation, AgroSup Dijon, CNRS, INRAE, University of Burgundy Franche-Comté, 21000 Dijon, France
- Correspondence: ; Tel.: +33-380293536
| | - Yves Cottin
- Cardiology Department, University Hospital, 21000 Dijon, France;
- PEC 2, University Bourgogne Franche-Comte, 21000 Dijon, France
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15
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Li J, Kokubo Y, Arafa A, Sheerah HA, Watanabe M, Nakao YM, Honda-Kohmo K, Kashima R, Sakai Y, Watanabe E, Teramoto M, Dohi T, Koga M. Mild Hypertensive Retinopathy and Risk of Cardiovascular Disease: The Suita Study. J Atheroscler Thromb 2022; 29:1663-1671. [PMID: 35034920 DOI: 10.5551/jat.63317] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
AIMS This study aimed to investigate the association of mild hypertensive retinopathy with cardiovascular disease (CVD) risk. METHODS A total of 7,027 residents aged 30-79 years without a history of CVD participated in the annual health checkups and retinal photography assessments. Retinal microvascular abnormalities were graded using the standard protocols and classified according to the Keith-Wagener-Barker classification. Mild hypertensive retinopathy was defined as grades 1 and 2. Cox proportional hazard model was used to calculate hazard ratios (HRs) and 95% confidence intervals (CIs) for total CVD and its subtypes according to the presence and absence of mild hypertensive retinopathy. RESULTS During a median follow-up of 17 years, 351 incident stroke and 247 coronary heart disease (CHD) cases were diagnosed. After adjustment for traditional cardiovascular risk factors, mild hypertensive retinopathy was positively associated with risk of CVD (multivariable HR=1.24; 95% CI, 1.04-1.49) and stroke (1.28; 1.01-1.62) but not with risk of CHD (1.19; 0.89-1.58). Generalized arteriolar narrowing and enhanced arteriolar wall reflex were positively associated with CVD risk, the multivariable HR (95% CI) was 1.24 (1.00- 1.54)and 1.33 (1.02-1.74), respectively. Moreover, mild hypertensive retinopathy was positively associated with stroke risk in normotensive participants. CONCLUSION Mild hypertensive retinopathy was positively associated with CVD and stroke risk in the urban Japanese population. Especially, generalized arteriolar narrowing and enhanced arteriolar wall reflex were positively associated with CVD risk. These findings suggested that retinal photography could be helpful for cardiovascular risk stratification in the primary cardiovascular prevention.
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Affiliation(s)
- Jiaqi Li
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Public health, Department of Social Medicine, Osaka University Graduate School of Medicine
| | - Yoshihiro Kokubo
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center
| | - Ahmed Arafa
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Public health, Department of Social Medicine, Osaka University Graduate School of Medicine.,Department of Public Health, Faculty of Medicine, Beni-Suef University
| | - Haytham A Sheerah
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Public health, Department of Social Medicine, Osaka University Graduate School of Medicine.,Health Promotion and Health Education Research Chair, King Saud University
| | - Makoto Watanabe
- Division of Preventive Healthcare, National Cerebral and Cardiovascular Center
| | - Yoko M Nakao
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Department of Medical and Health Information Management, National Cerebral and Cardiovascular Center
| | - Kyoko Honda-Kohmo
- Division of Preventive Healthcare, National Cerebral and Cardiovascular Center
| | - Rena Kashima
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Public Health Division, Ibaraki Public Health Center, Osaka Prefectural Government
| | - Yukie Sakai
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center
| | - Emi Watanabe
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center
| | - Masayuki Teramoto
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Public health, Department of Social Medicine, Osaka University Graduate School of Medicine
| | - Tomoharu Dohi
- Department of Preventive Cardiology, National Cerebral and Cardiovascular Center.,Department of Cardiovascular Medicine, Osaka University Graduate School of Medicine
| | - Masatoshi Koga
- Department of Cerebrovascular Medicine, National Cerebral and Cardiovascular Center
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16
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Zekavat SM, Raghu VK, Trinder M, Ye Y, Koyama S, Honigberg MC, Yu Z, Pampana A, Urbut S, Haidermota S, O’Regan DP, Zhao H, Ellinor PT, Segrè AV, Elze T, Wiggs JL, Martone J, Adelman RA, Zebardast N, Del Priore L, Wang JC, Natarajan P. Deep Learning of the Retina Enables Phenome- and Genome-Wide Analyses of the Microvasculature. Circulation 2022; 145:134-150. [PMID: 34743558 PMCID: PMC8746912 DOI: 10.1161/circulationaha.121.057709] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 11/03/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND The microvasculature, the smallest blood vessels in the body, has key roles in maintenance of organ health and tumorigenesis. The retinal fundus is a window for human in vivo noninvasive assessment of the microvasculature. Large-scale complementary machine learning-based assessment of the retinal vasculature with phenome-wide and genome-wide analyses may yield new insights into human health and disease. METHODS We used 97 895 retinal fundus images from 54 813 UK Biobank participants. Using convolutional neural networks to segment the retinal microvasculature, we calculated vascular density and fractal dimension as a measure of vascular branching complexity. We associated these indices with 1866 incident International Classification of Diseases-based conditions (median 10-year follow-up) and 88 quantitative traits, adjusting for age, sex, smoking status, and ethnicity. RESULTS Low retinal vascular fractal dimension and density were significantly associated with higher risks for incident mortality, hypertension, congestive heart failure, renal failure, type 2 diabetes, sleep apnea, anemia, and multiple ocular conditions, as well as corresponding quantitative traits. Genome-wide association of vascular fractal dimension and density identified 7 and 13 novel loci, respectively, that were enriched for pathways linked to angiogenesis (eg, vascular endothelial growth factor, platelet-derived growth factor receptor, angiopoietin, and WNT signaling pathways) and inflammation (eg, interleukin, cytokine signaling). CONCLUSIONS Our results indicate that the retinal vasculature may serve as a biomarker for future cardiometabolic and ocular disease and provide insights into genes and biological pathways influencing microvascular indices. Moreover, such a framework highlights how deep learning of images can quantify an interpretable phenotype for integration with electronic health record, biomarker, and genetic data to inform risk prediction and risk modification.
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Affiliation(s)
- Seyedeh Maryam Zekavat
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, CT (S.M.Z., J.M., R.A.A., L.D.P., J.C.W.)
- Computational Biology & Bioinformatics Program (S.M.Z., Y.Y., H.Z.), Yale University, New Haven, CT
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
| | - Vineet K. Raghu
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
- Cardiovascular Research Center (S.M.Z., V.K.R., M.C.H., S.U., S.H., P.T.E., P.N.), Massachusetts General Hospital, Harvard Medical School, Boston
- Cardiovascular Imaging Research Center (V.K.R.), Massachusetts General Hospital, Harvard Medical School, Boston
| | - Mark Trinder
- Centre for Heart Lung Innovation, University of British Columbia, Vancouver, Canada (M.T.)
| | - Yixuan Ye
- Computational Biology & Bioinformatics Program (S.M.Z., Y.Y., H.Z.), Yale University, New Haven, CT
| | - Satoshi Koyama
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
| | - Michael C. Honigberg
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
- Cardiovascular Research Center (S.M.Z., V.K.R., M.C.H., S.U., S.H., P.T.E., P.N.), Massachusetts General Hospital, Harvard Medical School, Boston
| | - Zhi Yu
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
| | - Akhil Pampana
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
| | - Sarah Urbut
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
- Cardiovascular Research Center (S.M.Z., V.K.R., M.C.H., S.U., S.H., P.T.E., P.N.), Massachusetts General Hospital, Harvard Medical School, Boston
| | - Sara Haidermota
- Cardiovascular Research Center (S.M.Z., V.K.R., M.C.H., S.U., S.H., P.T.E., P.N.), Massachusetts General Hospital, Harvard Medical School, Boston
| | - Declan P. O’Regan
- MRC London Institute of Medical Sciences, Imperial College London, UK (D.P.O.)
| | - Hongyu Zhao
- Computational Biology & Bioinformatics Program (S.M.Z., Y.Y., H.Z.), Yale University, New Haven, CT
- School of Public Health (H.Z.), Yale University, New Haven, CT
| | - Patrick T. Ellinor
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
- Cardiovascular Research Center (S.M.Z., V.K.R., M.C.H., S.U., S.H., P.T.E., P.N.), Massachusetts General Hospital, Harvard Medical School, Boston
| | - Ayellet V. Segrè
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston (A.V.S., T.E., J.L.W., N.Z.)
| | - Tobias Elze
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston (A.V.S., T.E., J.L.W., N.Z.)
| | - Janey L. Wiggs
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston (A.V.S., T.E., J.L.W., N.Z.)
| | - James Martone
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, CT (S.M.Z., J.M., R.A.A., L.D.P., J.C.W.)
| | - Ron A. Adelman
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, CT (S.M.Z., J.M., R.A.A., L.D.P., J.C.W.)
| | - Nazlee Zebardast
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston (A.V.S., T.E., J.L.W., N.Z.)
| | - Lucian Del Priore
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, CT (S.M.Z., J.M., R.A.A., L.D.P., J.C.W.)
| | - Jay C. Wang
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, CT (S.M.Z., J.M., R.A.A., L.D.P., J.C.W.)
| | - Pradeep Natarajan
- Program in Medical and Population Genetics and Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA (S.M.Z., V.K.R., M.T., S.K., M.C.H., Z.Y., A.P., S.U., P.T.E., P.N.)
- Cardiovascular Research Center (S.M.Z., V.K.R., M.C.H., S.U., S.H., P.T.E., P.N.), Massachusetts General Hospital, Harvard Medical School, Boston
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17
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Arnould L, Guenancia C, Binquet C, Delcourt C, Chiquet C, Daien V, Cottin Y, Bron AM, Acar N, Creuzot-Garcher C. [Retinal vascular network: Changes with aging and systemic vascular disease (cardiac and cerebral)]. J Fr Ophtalmol 2021; 45:104-118. [PMID: 34836702 DOI: 10.1016/j.jfo.2021.09.004] [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: 07/28/2021] [Revised: 09/28/2021] [Accepted: 09/28/2021] [Indexed: 11/17/2022]
Abstract
For over 10 years, the description of the retinal microvascular network has benefited from the development of new imaging techniques. Automated retinal image analysis software, as well as OCT angiography (OCT-A), are able to highlight subtle, early changes in the retinal vascular network thanks to a large amount of microvascular quantitative data. The challenge of current research is to demonstrate the association between these microvascular changes, the systemic vascular aging process, and cerebrovascular and cardiovascular disease. Indeed, a pathophysiological continuum exists between retinal microvascular changes and systemic vascular diseases. In the Montrachet study, we found that a suboptimal retinal vascular network, as identified by the Singapore I Vessel Assessment (SIVA) software, was significantly associated with treated diabetes and an increased risk of cardiovascular mortality. In addition, we supplemented our research on the retinal vascular network with the use of OCT-A. In the EYE-MI study, we showed the potential role of quantitative characterization of the retinal microvascular network by OCT-A in order to assess the cardiovascular risk profile of patients with a history of myocardial infarction. A high AHA (American Heart Association) risk score was associated with low retinal vascular density independently of hemodynamic changes. Thus, a better understanding of the association between the retinal microvasculature and macrovascular disease might make its use conceivable for early identification of at-risk patients and to suggest a personalized program of preventative care. The retinal vascular network could therefore represent an indicator of systemic vascular disease as well as an interesting predictive biomarker for vascular events.
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Affiliation(s)
- L Arnould
- Service d'ophtalmologie, CHU de Dijon, Dijon, France; Centre d'investigation clinique 1432, Dijon, France; Laboratoire œil et nutrition, CSGA, UMR 1324 INRA, Dijon, France.
| | - C Guenancia
- Service de cardiologie, CHU de Dijon, Dijon, France; Laboratoire PEC 2, Dijon, France
| | - C Binquet
- Centre d'investigation clinique 1432, Dijon, France
| | - C Delcourt
- Inserm U1219, équipe LEHA, université de Bordeaux, Bordeaux, France
| | - C Chiquet
- Service d'ophtalmologie, CHU de Grenoble, Grenoble, France
| | - V Daien
- Service d'ophtalmologie, CHU de Montpellier, Montpellier, France
| | - Y Cottin
- Service de cardiologie, CHU de Dijon, Dijon, France
| | - A M Bron
- Service d'ophtalmologie, CHU de Dijon, Dijon, France; Laboratoire œil et nutrition, CSGA, UMR 1324 INRA, Dijon, France
| | - N Acar
- Laboratoire œil et nutrition, CSGA, UMR 1324 INRA, Dijon, France
| | - C Creuzot-Garcher
- Service d'ophtalmologie, CHU de Dijon, Dijon, France; Laboratoire œil et nutrition, CSGA, UMR 1324 INRA, Dijon, France
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18
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Aschauer J, Aschauer S, Pollreisz A, Datlinger F, Gatterer C, Mylonas G, Egner B, Hofer D, Steiner I, Hengstenberg C, Schmidt-Erfurth U. Identification of Subclinical Microvascular Biomarkers in Coronary Heart Disease in Retinal Imaging. Transl Vis Sci Technol 2021; 10:24. [PMID: 34787666 PMCID: PMC8606892 DOI: 10.1167/tvst.10.13.24] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Purpose Cardiovascular disease and foremost coronary heart disease (CHD) are the worldwide leading causes of death. The aim of this study was to use non-invasive, multimodel retinal imaging to define microvascular features in patients with and without coronary angiography (CA)-confirmed CHD. Methods In this prospective, cross-sectional pilot study we included adult patients who presented to a tertiary referral center for elective CA due to suspected CHD. All patients underwent widefield fundus photography for retinopathy grading. Optical coherence tomography angiography was used to measure vessel density (VD) of the individual capillary plexuses in 6 × 6-mm macular volume scans. Adaptive optics imaging was performed to assess the first-order arteriolar lumen diameter (LD), total diameter (TD), wall-to-lumen ratio (WLR), and wall cross-section area, as well as to qualitatively describe vessel morphology. Results Of the included 45 patients (13 females; 65 ± 10 years old), 27 were confirmed with CHD in elective CA. The most prevalent retinal vascular pathologies were arteriovenous nickings, focal arterial narrowings, and microaneurysms. VD in the superficial capillary plexus, deep capillary plexus, and choriocapillaris was lower in CHD patients, although the odds ratios were not significantly different from 1 (P = 0.06–0.92). Median arterial LD, TD, and WLR values were 98.3 µm (interquartile range [IQR] = 13.0), 122.9 µm (IQR = 17.6), and 0.26 µm (IQR = 0.07), respectively, with a trend toward a higher WLR in CHD patients. Conclusions In a cardiovascular risk population, high-resolution quantitative and qualitative microvascular phenotyping in the retina may provide valuable subclinical indicators for coronary artery impairment, although larger clinical trials are needed. Translational Relevance Subclinical retinal microvascular changes may serve as non-invasive, cost-effective biomarkers for risk stratification of patients with CHD.
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Affiliation(s)
- Julia Aschauer
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria.,Vienna Clinical Trial Center, Medical University of Vienna, Vienna, Austria
| | - Stefan Aschauer
- Division of Cardiology, Department of Internal Medicine II, Medical University of Vienna, Vienna, Austria
| | - Andreas Pollreisz
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria.,Vienna Clinical Trial Center, Medical University of Vienna, Vienna, Austria
| | - Felix Datlinger
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria.,Vienna Clinical Trial Center, Medical University of Vienna, Vienna, Austria
| | - Constantin Gatterer
- Division of Cardiology, Department of Internal Medicine II, Medical University of Vienna, Vienna, Austria
| | - Georgios Mylonas
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
| | - Berit Egner
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
| | - Dominik Hofer
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
| | - Irene Steiner
- CeMSIIS, Institute for Medical Statistics, Medical University of Vienna, Vienna, Austria
| | - Christian Hengstenberg
- Division of Cardiology, Department of Internal Medicine II, Medical University of Vienna, Vienna, Austria
| | - Ursula Schmidt-Erfurth
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
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19
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Lal A, Dave N, Gibbs OJ, Barry MAT, Sood A, Mitchell P, Thiagalingam A. Effect of ECG-gating Retinal Photographs on Retinal Vessel Caliber Measurements in Subjects with and without Type 2 Diabetes. Curr Eye Res 2021; 46:1742-1750. [PMID: 33960254 DOI: 10.1080/02713683.2021.1927112] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Purpose/Aim of this study: Retinal vessel caliber is an independent risk marker of cardiovascular disease risk. However, variable mechanical delays in capturing retinal photographs and cardiac cycle-induced retinal vascular changes have been shown to reduce the accuracy of retinal vessel caliber measurements, but this has only ever been investigated in healthy subjects. This cross-sectional study is the first study to investigate this issue in type 2 diabetes. The aim of this study was to determine whether ECG-gating retinal photographs reduce the variability in retinal arteriolar and venular caliber measurements in controls and type 2 diabetes.Materials and Methods: Fifteen controls and 15 patients with type 2 diabetes were arbitrarily recruited from Westmead Hospital, Sydney, Australia. A mydriatic fundoscope connected to our novel ECG synchronization unit captured 10 ECG-gated (at the QRS) and 10 ungated digital retinal photographs of the left eye in a randomized fashion, blinded to study participants. Two independent reviewers used an in-house semi-automated software to grade single cross-sectional vessel diameters across photographs, between 900 and 1800 microns from the optic disc edge. The coefficient of variation compared caliber variability between retinal arterioles and venules.Results: Our ECG synchronization unit reported the smallest time delay (33.1 ± 48.4 ms) in image capture known in the literature. All 30 participants demonstrated a higher reduction in retinal arteriolar (ungated: 1.02, 95%CI 0.88-1.17% vs ECG-gated: 0.39, 95%CI 0.29-0.49%, p < .0001) than venular (ungated 0.62, 95%CI 0.53-0.73% vs ECG-gated: 0.26, 95%CI 0.19-0.35%, p < .0001) coefficient of variation by ECG-gating photographs. Intra-observer repeatability and inter-observer reproducibility analysis reported high interclass correlation coefficients ranging from 0.80 to 0.86 and 0.80 to 0.93 respectively.Conclusion: ECG-gating photographs at the QRS are recommended for retinal vessel caliber analysis in controls and patients with type 2 diabetes as they refine measurements.
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Affiliation(s)
- Anchal Lal
- Department of Cardiology, Westmead Hospital, Sydney, Australia.,Sydney Medical School, The University of Sydney, Sydney, Australia.,Centre for Vision Research, The Westmead Institute for Medical Research Hospital, Sydney, Australia
| | - Neha Dave
- School of Medicine and Public Health, University of Newcastle, Callaghan, Australia
| | - Oliver J Gibbs
- Department of Cardiology, Westmead Hospital, Sydney, Australia.,Sydney Medical School, The University of Sydney, Sydney, Australia
| | | | - Annika Sood
- Department of Cardiology, Westmead Hospital, Sydney, Australia
| | - Paul Mitchell
- Sydney Medical School, The University of Sydney, Sydney, Australia.,Centre for Vision Research, The Westmead Institute for Medical Research Hospital, Sydney, Australia
| | - Aravinda Thiagalingam
- Department of Cardiology, Westmead Hospital, Sydney, Australia.,Sydney Medical School, The University of Sydney, Sydney, Australia
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20
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Ramasamy LK, Padinjappurathu SG, Kadry S, Damaševičius R. Detection of diabetic retinopathy using a fusion of textural and ridgelet features of retinal images and sequential minimal optimization classifier. PeerJ Comput Sci 2021; 7:e456. [PMID: 34013026 PMCID: PMC8114804 DOI: 10.7717/peerj-cs.456] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 03/03/2021] [Indexed: 06/12/2023]
Abstract
Diabetes is one of the most prevalent diseases in the world, which is a metabolic disorder characterized by high blood sugar. Diabetes complications are leading to Diabetic Retinopathy (DR). The early stages of DR may have either no sign or cause minor vision problems, but later stages of the disease can lead to blindness. DR diagnosis is an exceedingly difficult task because of changes in the retina during the disease stages. An automatic DR early detection method can save a patient's vision and can also support the ophthalmologists in DR screening. This paper develops a model for the diagnostics of DR. Initially, we extract and fuse the ophthalmoscopic features from the retina images based on textural gray-level features like co-occurrence, run-length matrix, as well as the coefficients of the Ridgelet Transform. Based on the retina features, the Sequential Minimal Optimization (SMO) classification is used to classify diabetic retinopathy. For performance analysis, the openly accessible retinal image datasets are used, and the findings of the experiments demonstrate the quality and efficacy of the proposed method (we achieved 98.87% sensitivity, 95.24% specificity, 97.05% accuracy on DIARETDB1 dataset, and 90.9% sensitivity, 91.0% specificity, 91.0% accuracy on KAGGLE dataset).
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21
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Rim TH, Lee CJ, Tham YC, Cheung N, Yu M, Lee G, Kim Y, Ting DSW, Chong CCY, Choi YS, Yoo TK, Ryu IH, Baik SJ, Kim YA, Kim SK, Lee SH, Lee BK, Kang SM, Wong EYM, Kim HC, Kim SS, Park S, Cheng CY, Wong TY. Deep-learning-based cardiovascular risk stratification using coronary artery calcium scores predicted from retinal photographs. Lancet Digit Health 2021; 3:e306-e316. [PMID: 33890578 DOI: 10.1016/s2589-7500(21)00043-1] [Citation(s) in RCA: 66] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 02/17/2021] [Accepted: 03/02/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND Coronary artery calcium (CAC) score is a clinically validated marker of cardiovascular disease risk. We developed and validated a novel cardiovascular risk stratification system based on deep-learning-predicted CAC from retinal photographs. METHODS We used 216 152 retinal photographs from five datasets from South Korea, Singapore, and the UK to train and validate the algorithms. First, using one dataset from a South Korean health-screening centre, we trained a deep-learning algorithm to predict the probability of the presence of CAC (ie, deep-learning retinal CAC score, RetiCAC). We stratified RetiCAC scores into tertiles and used Cox proportional hazards models to evaluate the ability of RetiCAC to predict cardiovascular events based on external test sets from South Korea, Singapore, and the UK Biobank. We evaluated the incremental values of RetiCAC when added to the Pooled Cohort Equation (PCE) for participants in the UK Biobank. FINDINGS RetiCAC outperformed all single clinical parameter models in predicting the presence of CAC (area under the receiver operating characteristic curve of 0·742, 95% CI 0·732-0·753). Among the 527 participants in the South Korean clinical cohort, 33 (6·3%) had cardiovascular events during the 5-year follow-up. When compared with the current CAC risk stratification (0, >0-100, and >100), the three-strata RetiCAC showed comparable prognostic performance with a concordance index of 0·71. In the Singapore population-based cohort (n=8551), 310 (3·6%) participants had fatal cardiovascular events over 10 years, and the three-strata RetiCAC was significantly associated with increased risk of fatal cardiovascular events (hazard ratio [HR] trend 1·33, 95% CI 1·04-1·71). In the UK Biobank (n=47 679), 337 (0·7%) participants had fatal cardiovascular events over 10 years. When added to the PCE, the three-strata RetiCAC improved cardiovascular risk stratification in the intermediate-risk group (HR trend 1·28, 95% CI 1·07-1·54) and borderline-risk group (1·62, 1·04-2·54), and the continuous net reclassification index was 0·261 (95% CI 0·124-0·364). INTERPRETATION A deep learning and retinal photograph-derived CAC score is comparable to CT scan-measured CAC in predicting cardiovascular events, and improves on current risk stratification approaches for cardiovascular disease events. These data suggest retinal photograph-based deep learning has the potential to be used as an alternative measure of CAC, especially in low-resource settings. FUNDING Yonsei University College of Medicine; Ministry of Health and Welfare, Korea Institute for Advancement of Technology, South Korea; Agency for Science, Technology, and Research; and National Medical Research Council, Singapore.
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Affiliation(s)
- Tyler Hyungtaek Rim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore; Department of Ophthalmology, Institute of Vision Research, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Chan Joo Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Yih-Chung Tham
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Ning Cheung
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Marco Yu
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | | | | | - Daniel S W Ting
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | | | - Yoon Seong Choi
- Radiological Sciences Academic Clinical Programme, Duke-NUS Medical School, Singapore; Department of Radiology, Research Institute of Radiological Science, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Tae Keun Yoo
- Department of Ophthalmology, Institute of Vision Research, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | | | - Su Jung Baik
- Healthcare Research Team, Health Promotion Center, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Young Ah Kim
- Division of Healthcare Big Data, Yonsei University College of Medicine, Seoul, South Korea
| | - Sung Kyu Kim
- Philip Medical Center, Bundang, Seongnam, South Korea
| | - Sang-Hak Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea; Integrated Research Center for Cerebrovascular and Cardiovascular Diseases, Yonsei University College of Medicine, Seoul, South Korea
| | - Byoung Kwon Lee
- Division of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Seok-Min Kang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Edmund Yick Mun Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Hyeon Chang Kim
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, South Korea; Integrated Research Center for Cerebrovascular and Cardiovascular Diseases, Yonsei University College of Medicine, Seoul, South Korea
| | - Sung Soo Kim
- Department of Ophthalmology, Institute of Vision Research, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea.
| | - Sungha Park
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea; Integrated Research Center for Cerebrovascular and Cardiovascular Diseases, Yonsei University College of Medicine, Seoul, South Korea.
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore.
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
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22
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Allon R, Aronov M, Belkin M, Maor E, Shechter M, Fabian ID. Retinal Microvascular Signs as Screening and Prognostic Factors for Cardiac Disease: A Systematic Review of Current Evidence. Am J Med 2021; 134:36-47.e7. [PMID: 32861624 DOI: 10.1016/j.amjmed.2020.07.013] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Revised: 07/09/2020] [Accepted: 07/09/2020] [Indexed: 12/25/2022]
Abstract
The substantial burden of heart disease promotes an interest in new ways of screening for early disease diagnosis, especially by means of noninvasive imaging. Increasing evidence for association between retinal microvascular signs and heart disease prompted us to systematically investigate the relevant current literature on the subject. We scrutinized the current literature by searching PubMed and Embase databases from 2000 to 2020 for clinical studies of the association between retinal microvascular signs and prevalent or incident heart disease in humans. Following exclusions, we extracted the relevant data from 42 publications (comprising 14 prospective, 26 cross-sectional, and 2 retrospective studies). Our search yielded significant associations between retinal vascular changes, including diameter, tortuosity, and branching, and various cardiac diseases, including acute coronary syndrome, coronary artery disease, heart failure, and conduction abnormalities. The findings of our research suggest that the retinal microvasculature can provide essential data about concurrent cardiac disease status and predict future risk of cardiac-related events.
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Affiliation(s)
| | | | - Michael Belkin
- Department of Ophthalmology, Goldschleger Eye Institute, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel; Sacker Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Elad Maor
- Sacker Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Heart Transplantation Unit, Leviev Cardiothoracic and Vascular Center, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel
| | - Michael Shechter
- Sacker Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Leviev Heart Center, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel
| | - Ido Didi Fabian
- Department of Ophthalmology, Goldschleger Eye Institute, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel; Sacker Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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23
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Son J, Shin JY, Chun EJ, Jung KH, Park KH, Park SJ. Predicting High Coronary Artery Calcium Score From Retinal Fundus Images With Deep Learning Algorithms. Transl Vis Sci Technol 2020; 9:28. [PMID: 33184590 PMCID: PMC7410115 DOI: 10.1167/tvst.9.2.28] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Accepted: 03/06/2020] [Indexed: 01/04/2023] Open
Abstract
Purpose To evaluate high accumulation of coronary artery calcium (CAC) from retinal fundus images with deep learning technologies as an inexpensive and radiation-free screening method. Methods Individuals who underwent bilateral retinal fundus imaging and CAC score (CACS) evaluation from coronary computed tomography scans on the same day were identified. With this database, performances of deep learning algorithms (inception-v3) to distinguish high CACS from CACS of 0 were evaluated at various thresholds for high CACS. Vessel-inpainted and fovea-inpainted images were also used as input to investigate areas of interest in determining CACS. Results A total of 44,184 images from 20,130 individuals were included. A deep learning algorithm for discrimination of no CAC from CACS >100 achieved area under receiver operating curve (AUROC) of 82.3% (79.5%–85.0%) and 83.2% (80.2%–86.3%) using unilateral and bilateral fundus images, respectively, under a 5-fold cross validation setting. AUROC increased as the criterion for high CACS was increased, showing a plateau at 100 and losing significant improvement thereafter. AUROC decreased when fovea was inpainted and decreased further when vessels were inpainted, whereas AUROC increased when bilateral images were used as input. Conclusions Visual patterns of retinal fundus images in subjects with CACS > 100 could be recognized by deep learning algorithms compared with those with no CAC. Exploiting bilateral images improves discrimination performance, and ablation studies removing retinal vasculature or fovea suggest that recognizable patterns reside mainly in these areas. Translational Relevance Retinal fundus images can be used by deep learning algorithms for prediction of high CACS.
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Affiliation(s)
| | - Joo Young Shin
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul, Korea
| | - Eun Ju Chun
- Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Korea
| | | | - Kyu Hyung Park
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Sang Jun Park
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
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24
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A deep-learning system for the assessment of cardiovascular disease risk via the measurement of retinal-vessel calibre. Nat Biomed Eng 2020; 5:498-508. [PMID: 33046867 DOI: 10.1038/s41551-020-00626-4] [Citation(s) in RCA: 102] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Accepted: 09/08/2020] [Indexed: 12/16/2022]
Abstract
Retinal blood vessels provide information on the risk of cardiovascular disease (CVD). Here, we report the development and validation of deep-learning models for the automated measurement of retinal-vessel calibre in retinal photographs, using diverse multiethnic multicountry datasets that comprise more than 70,000 images. Retinal-vessel calibre measured by the models and by expert human graders showed high agreement, with overall intraclass correlation coefficients of between 0.82 and 0.95. The models performed comparably to or better than expert graders in associations between measurements of retinal-vessel calibre and CVD risk factors, including blood pressure, body-mass index, total cholesterol and glycated-haemoglobin levels. In retrospectively measured prospective datasets from a population-based study, baseline measurements performed by the deep-learning system were associated with incident CVD. Our findings motivate the development of clinically applicable explainable end-to-end deep-learning systems for the prediction of CVD on the basis of the features of retinal vessels in retinal photographs.
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25
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Association Between Caliber of Retinal Vessels and Cardiovascular Disease: a Systematic Review and Meta-Analysis. Curr Atheroscler Rep 2020; 22:16. [PMID: 32440852 DOI: 10.1007/s11883-020-0834-2] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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26
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Geneid MI, Uusitalo JJ, Leiviskä IL, Saarela VO, Liinamaa MJ. Relation between retinal vessel diameter and posterior segment optical coherence tomography variables in middle-aged Caucasians: the Northern Finland Birth Cohort Eye Study. Br J Ophthalmol 2020; 104:1435-1442. [PMID: 31959591 DOI: 10.1136/bjophthalmol-2019-314803] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2019] [Revised: 12/20/2019] [Accepted: 12/27/2019] [Indexed: 11/04/2022]
Abstract
AIMS Studying the relationship between retinal vessel diameter (RVD) with (1) macular thickness and volume, (2) retinal nerve fibre layer (RNFL), (3) ganglion cell-inner plexiform layer (GC-IPL) and (4) optic nerve head (ONH) in a population cohort of middle-aged Caucasians. METHODS We collected data from 3070 individuals. We used a semiautomated computer-assisted programme to measure central retinal arteriolar equivalent and central retinal venular equivalent. Macular and ONH parameters were assessed by optical coherence tomography. RESULTS Data from 2155 persons were analysed. A larger RVD was associated with a thicker macula and increased macular volume; each SD increase in average macular thickness and volume was associated with a 3.28 µm and a 3.19 µm increase in arteriolar diameter and a 5.10 µm and a 5.08 µm increase in venular diameter, respectively (p<0.001 for all). A larger rim area, greater GC-IPL and RNFL thicknesses were associated with larger RVD; each SD increase in rim area, GC-IPL thickness and RNFL thickness was associated with a 1.21 µm, 2.68 µm and a 3.29 µm increase in arteriolar diameter and a 2.13 µm, 4.02 µm and 5.04 µm increase in venular diameter, respectively (p<0.001 for all). CONCLUSIONS Increased macular thickness, macular volume, GC-IPL thickness, RNFL thickness and optic nerve rim area were associated with larger RVDs in all subjects. This study clarified the anatomical correlations between both macular and ONH parameters with RVD for middle-aged Caucasians; these can represent a basis for further studies investigating the vascular aetiology of eye diseases.
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Affiliation(s)
- Mohamed I Geneid
- Department of Ophthalmology, Oulu University Hospital, Oulu, Finland.,Medical Research Center, University of Oulu, Oulu, Finland.,PEDEGO Research Unit, University of Oulu, Oulu, Finland.,Department of Ophthalmology, Päijät-Häme Central Hospital, Lahti, Finland
| | - Janne J Uusitalo
- Department of Ophthalmology, Oulu University Hospital, Oulu, Finland.,Medical Research Center, University of Oulu, Oulu, Finland
| | - Ilmari L Leiviskä
- Department of Ophthalmology, Oulu University Hospital, Oulu, Finland.,Medical Research Center, University of Oulu, Oulu, Finland
| | - Ville O Saarela
- Department of Ophthalmology, Oulu University Hospital, Oulu, Finland.,Medical Research Center, University of Oulu, Oulu, Finland.,PEDEGO Research Unit, University of Oulu, Oulu, Finland
| | - M Johanna Liinamaa
- Department of Ophthalmology, Oulu University Hospital, Oulu, Finland .,Medical Research Center, University of Oulu, Oulu, Finland.,PEDEGO Research Unit, University of Oulu, Oulu, Finland
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27
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Geneid M, Kettunen J, Nuuttila I, Lintonen T, Uusitalo J, Saarela V, Liinamaa MJ. Relationship between retinal vessel diameter with both retinal nerve fibre layer thickness and optic nerve head parameters in middle-aged Caucasians: the Northern Finland Birth Cohort Eye study. Acta Ophthalmol 2019; 97:532-538. [PMID: 30537339 PMCID: PMC6767424 DOI: 10.1111/aos.13992] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Accepted: 11/11/2018] [Indexed: 11/05/2022]
Abstract
Purpose To study the normal relationship between retinal vessel diameter (RVD) with retinal nerve fibre layer (RNFL) thickness and optic nerve head (ONH) parameters in a cohort of middle‐aged Caucasians. Methods We investigated 3070 individuals (6140 eyes). Central retinal arteriolar equivalent (CRAE) and central retinal venular equivalent (CRVE) were measured in the right eye using a semi‐automated computer‐assisted program. Retinal nerve fibre layer (RNFL) thickness and ONH parameters were assessed with Heidelberg retinal tomography (HRT). Results Data from 2217 persons were analysed including RNFL, CRAE, CRVE, sex, body mass index, mean arterial pressure, diabetes status, smoking status, optic disc area, rim area, spherical refraction and intraocular pressure. A larger RVD was associated with a thicker mean global RNFL thickness especially in global and inferior segments of the retina and with larger optic discs. Each 10 μm increase in the retinal arteriolar calibre was associated with a 5.58 μm increase in mean global RNFL thickness; the corresponding value for a 10 μm increase in venular calibre was 3.79 μm (p < 0.001 for both). Retinal venular calibre displayed consistent associations with RNFL thickness in both genders (p < 0.001 for all), whereas the association of arteriolar calibre and RNFL was more prominent in men (p < 0.001). Conclusion We found strong associations between larger RVD and thicker RNFL in all subjects. This study helps to clarify the association between RVD, RNFL thickness and ONH parameters and provides normal values for middle‐aged Caucasians that will help in future studies investigating the role of vascular aetiology in systemic and eye diseases.
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Affiliation(s)
- Mohamed Geneid
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
- Department of Ophthalmology Päijät‐Häme Central Hospital Lahti Finland
| | - Joonas Kettunen
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
| | - Iida Nuuttila
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
| | - Timo Lintonen
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
| | - Janne‐Joonas Uusitalo
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
| | - Ville Saarela
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
| | - M. Johanna Liinamaa
- Department of Ophthalmology Oulu University Hospital Oulu Finland
- MRC Oulu University of Oulu Oulu Finland
- PEDEGO Research Unit University of Oulu Oulu Finland
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28
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Li L, Wang S, Huang H, Cai Y, Xi Y, Bai Y, Ma C. Effects of Rosuvastatin and Aspirin on Retinal Vascular Structures in Hypercholesterolemic Patients with Low-to-Moderate Risk of Coronary Artery Disease. Am J Cardiovasc Drugs 2019; 19:415-420. [PMID: 30793259 DOI: 10.1007/s40256-019-00330-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
INTRODUCTION Atherosclerosis erodes large elastic arteries and damages peripheral small vessels. Evaluating retinal vessel caliber enables exploration of the effect of improving microcirculation with statins. OBJECTIVE We investigated whether rosuvastatin therapy improves retinal vasculature in hypercholesterolemic patients with a low-to-moderate risk of coronary artery disease (CAD). METHODS This was a prospective, open-label, randomized study in which 127 patients were enrolled and randomized (ratio 1:1) into rosuvastatin and control groups. RESULTS Rosuvastatin increased retinal arteriolar calibers by 3.560 µm at 12 months, decreased retinal venular calibers by 3.110 µm at 6 months and by 5.860 µm at 12 months, and increased the artery-vein ratio (AVR) by 2.68% at 6 months and by 5.90% at 12 months. Meanwhile, in the control group, retinal arteriolar calibers decreased by 1.110 µm at 12 months, retinal venular calibers increased by 1.020 µm at 6 months and by 1.04 µm at 12 months, and AVR decreased by 1.12% at 6 months and by 1.73% at 12 months. All the above parameters were statistically significant between groups, but there was no significant change in retinal arteriolar calibers at 6 months. The increased AVR correlated significantly with decreased C-reactive protein (CRP) at 6 months and decreased low-density lipoprotein and CRP at 12 months. DISCUSSION For patients with a low-to-moderate risk of CAD, we found a significant effect of rosuvastatin on retinal microvasculature, including AVR increase, venular constriction, and arteriolar dilation after 6-12 months of treatment. CLINICAL TRIAL REGISTRATION Chinese Clinical Trial Registry identifier number ChiCTR-IOR-15006664.
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Liu M, Wake M, Wong TY, He M, Xiao Y, Burgner DP, Lycett K. Associations of retinal microvascular caliber with intermediate phenotypes of large arterial function and structure: A systematic review and meta‐analysis. Microcirculation 2019; 26:e12557. [DOI: 10.1111/micc.12557] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2018] [Revised: 03/25/2019] [Accepted: 05/09/2019] [Indexed: 02/05/2023]
Affiliation(s)
- Mengjiao Liu
- Murdoch Children's Research InstituteRoyal Children's Hospital Melbourne Victoria Australia
- Department of Paediatrics The University of Melbourne Melbourne Victoria Australia
| | - Melissa Wake
- Murdoch Children's Research InstituteRoyal Children's Hospital Melbourne Victoria Australia
- Department of Paediatrics The University of Melbourne Melbourne Victoria Australia
- Department of Paediatrics The Liggins InstituteThe University of Auckland Auckland New Zealand
| | - Tien Yin Wong
- Department of Ophthalmic Epidemiology Centre for Eye Research Australia The University of Melbourne Melbourne Victoria Australia
- Singapore Eye Research InstituteSingapore National Eye Center Singapore Singapore
- Duke‐NUS Medical SchoolNational University of Singapore Singapore Singapore
| | - Mingguang He
- Department of Ophthalmic Epidemiology Centre for Eye Research Australia The University of Melbourne Melbourne Victoria Australia
- State Key Laboratory of Ophthalmology Zhongshan Ophthalmic CenterSun Yat‐Sen University Guangzhou China
| | - Yinzong Xiao
- Department of Ophthalmic Epidemiology Centre for Eye Research Australia The University of Melbourne Melbourne Victoria Australia
| | - David P. Burgner
- Murdoch Children's Research InstituteRoyal Children's Hospital Melbourne Victoria Australia
- Department of Paediatrics The University of Melbourne Melbourne Victoria Australia
- Department of Paediatrics Monash University Melbourne Victoria Australia
| | - Kate Lycett
- Murdoch Children's Research InstituteRoyal Children's Hospital Melbourne Victoria Australia
- Department of Paediatrics The University of Melbourne Melbourne Victoria Australia
- Centre for Social & Early Emotional Development Deakin University Melbourne Victoria Australia
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Son J, Park SJ, Jung KH. Towards Accurate Segmentation of Retinal Vessels and the Optic Disc in Fundoscopic Images with Generative Adversarial Networks. J Digit Imaging 2019; 32:499-512. [PMID: 30291477 PMCID: PMC6499859 DOI: 10.1007/s10278-018-0126-3] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022] Open
Abstract
Automatic segmentation of the retinal vasculature and the optic disc is a crucial task for accurate geometric analysis and reliable automated diagnosis. In recent years, Convolutional Neural Networks (CNN) have shown outstanding performance compared to the conventional approaches in the segmentation tasks. In this paper, we experimentally measure the performance gain for Generative Adversarial Networks (GAN) framework when applied to the segmentation tasks. We show that GAN achieves statistically significant improvement in area under the receiver operating characteristic (AU-ROC) and area under the precision and recall curve (AU-PR) on two public datasets (DRIVE, STARE) by segmenting fine vessels. Also, we found a model that surpassed the current state-of-the-art method by 0.2 - 1.0% in AU-ROC and 0.8 - 1.2% in AU-PR and 0.5 - 0.7% in dice coefficient. In contrast, significant improvements were not observed in the optic disc segmentation task on DRIONS-DB, RIM-ONE (r3) and Drishti-GS datasets in AU-ROC and AU-PR.
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Affiliation(s)
- Jaemin Son
- VUNO Inc., 6F, 507, Gangnam-daero, Seocho-gu, Seoul, Republic of Korea
| | - Sang Jun Park
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Kyu-Hwan Jung
- VUNO Inc., 6F, 507, Gangnam-daero, Seocho-gu, Seoul, Republic of Korea
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Chyou AC, Klein BEK, Klein R, Barr RG, Cotch MF, Praestgaard A, Wong TY, Lima J, Bluemke DA, Kawut S. Retinal vascular changes and right ventricular structure and function: the MESA-Right Ventricle and MESA-Eye studies. Pulm Circ 2018; 9:2045894018819781. [PMID: 30622700 PMCID: PMC6304712 DOI: 10.1177/2045894018819781] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Accepted: 11/21/2018] [Indexed: 11/16/2022] Open
Abstract
Retinal vessel diameters have been associated with left ventricular morphology
and function but their relationship with the right ventricle (RV) has not been
studied. We hypothesized that wider retinal venules and narrower retinal
arterioles are associated with RV morphology and function. RV end-diastolic mass
(RVEDM), end-diastolic volume (RVEDV), end-systolic volume (RVESV), stroke
volume (RVSV), and ejection fraction (RVEF) were assessed using cardiac magnetic
resonance imaging (MRI) scans of 4204 participants without clinical
cardiovascular disease at the baseline examination; retinal photography was
obtained at the second examination. Mean diameters of retinal arterioles and
venules were measured and summarized as central retinal vein and artery
equivalents (“veins” and “arteries,” respectively). After adjusting for
covariates, wider veins were associated with greater RVEDM and RVEDV in women
(P = 0.04 and P = 0.02, respectively),
whereas there was an inverse association with RVEDV in men
(P = 0.02). In both sexes, narrower arteries were associated
with lower RVEDM (P < 0.001 in women and
P = 0.002 in men) and smaller RVEDV
(P < 0.001 in women and P = 0.04 in men) in
adjusted models. Narrower arteries were also associated with lower RVEF in men
but this was of borderline significance after adjusting for the LVEF
(P = 0.08). Wider retinal venular diameter was associated
with sex-specific changes in RVEDM and RVEDV in adults without clinical
cardiovascular disease. Narrower retinal arteriolar diameter was associated with
significantly lower RVEDM and smaller RVEDV in both sexes.
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Affiliation(s)
- Anthony C Chyou
- Division of Cardiology and the Department of Medicine, Weill Cornell Medical College, New York Presbyterian Hospital, New York City, NY, USA
| | - Barbara E K Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Ronald Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - R Graham Barr
- Department of Medicine, Columbia University College of Physicians and Surgeons, New York City, NY, USA
| | - Mary Frances Cotch
- National Eye Institute, National Institutes of Health, Bethesda, MD, USA
| | - Amy Praestgaard
- Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Tien Y Wong
- Singapore Eye Research Institute, National University of Singapore, Singapore, Republic of Singapore
| | - Joao Lima
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - David A Bluemke
- National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Bethesda, MD, USA
| | - Steven Kawut
- Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.,Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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Wei X, Balne PK, Meissner KE, Barathi VA, Schmetterer L, Agrawal R. Assessment of flow dynamics in retinal and choroidal microcirculation. Surv Ophthalmol 2018; 63:646-664. [DOI: 10.1016/j.survophthal.2018.03.003] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Revised: 03/19/2018] [Accepted: 03/19/2018] [Indexed: 01/08/2023]
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Folsom AR, Lutsey PL, Klein R, Klein BE, Tang W. Retinal microvascular signs and incidence of abdominal aortic aneurysm: The Atherosclerosis Risk in Communities Study. Ophthalmic Epidemiol 2018; 25:246-249. [PMID: 29281316 PMCID: PMC6095136 DOI: 10.1080/09286586.2017.1418387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
PURPOSE To test the hypothesis that retinal microvascular abnormalities known to predict other cardiovascular diseases are associated prospectively with risk of abdominal aortic aneurysm. The rationale is that aortic aneurysm involves small vessel pathology that parallels, to some degree, retinal vasculopathy. METHODS In 1993-1995, the Atherosclerosis Risk in Communities (ARIC) Study, a prospective population-based cohort, took retinal photographs of a randomly selected eye of 10,911 ARIC participants (initial mean age 60 years). Staff centrally graded the photographs using central retinal arteriolar equivalent (CRAE) and central retinal venular equivalent (CRVE) indices. We followed participants for incidence of abdominal aortic aneurysm (n = 378 events), measured via medical record linkage from 1993-1995 through 2011. RESULTS Wider venular diameters were associated with increased incidence of abdominal aortic aneurysm, with the hazard ratio (95% CI) being 1.61 (1.20, 2.16) for the highest versus lowest quartile of CRVE. However, adjustment for other abdominal aortic aneurysm risk factors, particularly smoking, eliminated the association of CRVE with abdominal aortic aneurysm. CRAE and frank retinopathy showed no association with abdominal aortic aneurysm incidence. CONCLUSION This prospective study found that retinal vascular diameters and retinopathy are not associated with incidence of abdominal aortic aneurysm.
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Affiliation(s)
- Aaron R. Folsom
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, 1300 South 2 Street, Suite 300, Minnesota, Minneapolis, MN 55454, USA
| | - Pamela L. Lutsey
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, 1300 South 2 Street, Suite 300, Minnesota, Minneapolis, MN 55454, USA
| | - Ronald Klein
- Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin, 610 Walnut Street, Madison, WI 53726, USA
| | - Barbara E. Klein
- Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health, University of Wisconsin, 610 Walnut Street, Madison, WI 53726, USA
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, 1300 South 2 Street, Suite 300, Minnesota, Minneapolis, MN 55454, USA
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Simon AE, Gillman MW. Risk Markers and Intermediate Outcomes in Research and Clinical Practice. Pediatrics 2018; 141:peds.2018-0920. [PMID: 29743193 DOI: 10.1542/peds.2018-0920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/02/2018] [Indexed: 11/24/2022] Open
Affiliation(s)
- Alan E Simon
- Environmental Influences on Child Health Outcomes (ECHO) Program, National Institutes of Health, Rockville, Maryland
| | - Matthew W Gillman
- Environmental Influences on Child Health Outcomes (ECHO) Program, National Institutes of Health, Rockville, Maryland
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35
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Benitez-Aguirre PZ, Wong TY, Craig ME, Davis EA, Cotterill A, Couper JJ, Cameron FJ, Mahmud FH, Jones TW, Hodgson LAB, Dalton RN, Dunger DB, Donaghue KC. The Adolescent Cardio-Renal Intervention Trial (AdDIT): retinal vascular geometry and renal function in adolescents with type 1 diabetes. Diabetologia 2018; 61:968-976. [PMID: 29396691 PMCID: PMC6447498 DOI: 10.1007/s00125-017-4538-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2017] [Accepted: 11/07/2017] [Indexed: 01/10/2023]
Abstract
AIMS/HYPOTHESIS We examined the hypothesis that elevation in urinary albumin creatinine ratio (ACR) in adolescents with type 1 diabetes is associated with abnormal retinal vascular geometry (RVG) phenotypes. METHODS A cross-sectional study at baseline of the relationship between ACR within the normoalbuminuric range and RVG in 963 adolescents aged 14.4 ± 1.6 years with type 1 diabetes (median duration 6.5 years) screened for participation in AdDIT. A validated algorithm was used to categorise log10 ACR into tertiles: upper tertile ACR was defined as 'high-risk' for future albuminuria and the lower two tertiles were deemed 'low-risk'. RVG analysis, using a semi-automated computer program, determined retinal vascular calibres (standard and extended zones) and tortuosity. RVG measures were analysed continuously and categorically (in quintiles: Q1-Q5) for associations with log10 ACR and ACR risk groups. RESULTS Greater log10 ACR was associated with narrower vessel calibres and greater tortuosity. The high-risk group was more likely to have extended zone vessel calibres in the lowest quintile (arteriolar Q1 vs Q2-Q5: OR 1.67 [95% CI 1.17, 2.38] and venular OR 1.39 [0.98, 1.99]) and tortuosity in the highest quintile (Q5 vs Q1-Q4: arteriolar OR 2.05 [1.44, 2.92] and venular OR 2.38 [1.67, 3.40]). The effects of retinal vascular calibres and tortuosity were additive such that the participants with the narrowest and most tortuous vessels were more likely to be in the high-risk group (OR 3.32 [1.84, 5.96]). These effects were independent of duration, blood pressure, BMI and blood glucose control. CONCLUSIONS/INTERPRETATION Higher ACR in adolescents is associated with narrower and more tortuous retinal vessels. Therefore, RVG phenotypes may serve to identify populations at high risk of diabetes complications during adolescence and well before onset of clinical diabetes complications.
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Affiliation(s)
- Paul Z Benitez-Aguirre
- Institute of Endocrinology and Diabetes, The Children's Hospital at Westmead, 170 Hawkesbury Rd, Locked Bag 4001, Westmead, NSW, 2145, Australia
- Discipline of Child and Adolescent Health, University of Sydney, Sydney, NSW, Australia
| | - Tien Y Wong
- Centre for Eye Research Australia, Melbourne, VIC, Australia
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Republic of Singapore
- Duke-NUS Medical School, National University of Singapore, Singapore, Republic of Singapore
| | - Maria E Craig
- Institute of Endocrinology and Diabetes, The Children's Hospital at Westmead, 170 Hawkesbury Rd, Locked Bag 4001, Westmead, NSW, 2145, Australia
- Discipline of Child and Adolescent Health, University of Sydney, Sydney, NSW, Australia
- School of Women's and Children's Health, University of New South Wales, Sydney, NSW, Australia
| | - Elizabeth A Davis
- Department of Endocrinology and Diabetes, Princess Margaret Hospital for Children, Perth, WA, Australia
- Telethon Kids Institute, University of Western Australia, Perth, WA, Australia
| | | | - Jennifer J Couper
- Endocrinology and Diabetes Centre, Women's and Children's Hospital, Adelaide, SA, Australia
- Robinson Research Institute, University of Adelaide, Adelaide, SA, Australia
| | - Fergus J Cameron
- Department of Endocrinology and Diabetes, Royal Children's Hospital, Melbourne, VIC, Australia
- Murdoch Children's Research Institute, Melbourne, VIC, Australia
- The University of Melbourne, Melbourne, VIC, Australia
| | - Farid H Mahmud
- Division of Endocrinology, Hospital for Sick Children, Toronto, ON, Canada
| | - Tim W Jones
- Department of Endocrinology and Diabetes, Princess Margaret Hospital for Children, Perth, WA, Australia
- Telethon Kids Institute, University of Western Australia, Perth, WA, Australia
| | | | - R Neil Dalton
- WellChild Laboratory, St Thomas' Hospital, King's College London, London, UK
| | - David B Dunger
- Department of Paediatrics, University of Cambridge, Box 116, Level 8, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK.
| | - Kim C Donaghue
- Institute of Endocrinology and Diabetes, The Children's Hospital at Westmead, 170 Hawkesbury Rd, Locked Bag 4001, Westmead, NSW, 2145, Australia.
- Discipline of Child and Adolescent Health, University of Sydney, Sydney, NSW, Australia.
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Association of retinal vessel calibers and longitudinal changes in arterial stiffness. J Hypertens 2018; 36:587-593. [DOI: 10.1097/hjh.0000000000001602] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Keel S, Itsiopoulos C, Koklanis K, Vukicevic M, Cameron F, Brazionis L. Vascular risk factors are associated with retinal arteriolar narrowing and venular widening in children and adolescents with type 1 diabetes. J Pediatr Endocrinol Metab 2017; 30:301-309. [PMID: 28222036 DOI: 10.1515/jpem-2016-0398] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Accepted: 12/19/2016] [Indexed: 12/22/2022]
Abstract
BACKGROUND The aim of the study was to describe the relationship of retinal arteriolar and venular calibre with vascular risk factors in children and adolescents with type 1 diabetes. METHODS In this hospital-based cross-sectional study, the medical files of 483 children and adolescents with type 1 diabetes were audited to collect retinal images and relevant clinical data. Retinal vascular calibre was measured using standardised protocols. RESULTS After multivariable adjustments, a vascular risk profile that included: older age, higher serum creatinine, higher systolic blood pressure (SBP), higher body mass index (BMI), abnormal estimated glomerular filtration rate (eGFR), lower high-density lipoproteins (HDL) cholesterol, longer duration of diabetes and higher serum sodium was associated with narrower central retinal artery equivalent (CRAE) (95% CI=-4.10/-0.76, p=0.004). A specific risk profile, including higher total cholesterol level, higher BMI, lower physical activity level, higher HbA1c, higher triglyceride levels, female gender and lower socio-economic status, was associated with wider central retinal vein equivalent (CRVE) (95% CI=1.14/5.62, p=0.003). CONCLUSIONS In summary, these findings support evidence that cardiovascular disease may have its origins early in life. Prospective and/or intervention studies are required to confirm whether the observed associations are involved in the causal pathway for retinal vascular calibre.
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Ho H, Cheung CY, Sabanayagam C, Yip W, Ikram MK, Ong PG, Mitchell P, Chow KY, Cheng CY, Tai ES, Wong TY. Retinopathy Signs Improved Prediction and Reclassification of Cardiovascular Disease Risk in Diabetes: A prospective cohort study. Sci Rep 2017; 7:41492. [PMID: 28148953 PMCID: PMC5288652 DOI: 10.1038/srep41492] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2016] [Accepted: 12/21/2016] [Indexed: 12/29/2022] Open
Abstract
CVD risk prediction in diabetics is imperfect, as risk models are derived mainly from the general population. We investigate whether the addition of retinopathy and retinal vascular caliber improve CVD prediction beyond established risk factors in persons with diabetes. We recruited participants from the Singapore Malay Eye Study (SiMES, 2004-2006) and Singapore Prospective Study Program (SP2, 2004-2007), diagnosed with diabetes but no known history of CVD at baseline. Retinopathy and retinal vascular (arteriolar and venular) caliber measurements were added to risk prediction models derived from Cox regression model that included established CVD risk factors and serum biomarkers in SiMES, and validated this internally and externally in SP2. We found that the addition of retinal parameters improved discrimination compared to the addition of biochemical markers of estimated glomerular filtration rate (eGFR) and high-sensitivity C-reactive protein (hsCRP). This was even better when the retinal parameters and biomarkers were used in combination (C statistic 0.721 to 0.774, p = 0.013), showing improved discrimination, and overall reclassification (NRI = 17.0%, p = 0.004). External validation was consistent (C-statistics from 0.763 to 0.813, p = 0.045; NRI = 19.11%, p = 0.036). Our findings show that in persons with diabetes, retinopathy and retinal microvascular parameters add significant incremental value in reclassifying CVD risk, beyond established risk factors.
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Affiliation(s)
- Henrietta Ho
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
| | - Carol Y Cheung
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore.,Chinese University of Hong Kong Eye Centre, Department of Ophthalmology and Visual Sciences, Hong Kong
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
| | - Wanfen Yip
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
| | - Mohammad Kamran Ikram
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
| | - Peng Guan Ong
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
| | - Paul Mitchell
- Centre for Vision Research, University of Sydney, New South Wales 2006, Australia
| | - Khuan Yew Chow
- Health Promotion Board, National Registry of Diseases Office, 168937, Singapore
| | - Ching Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
| | - E Shyong Tai
- National University Hospital Singapore, Division of Endocrinology, 119074, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Center, Duke-NUS Medical School, 168751, Singapore
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Seidelmann SB, Claggett B, Bravo PE, Gupta A, Farhad H, Klein BE, Klein R, Di Carli M, Solomon SD. Retinal Vessel Calibers in Predicting Long-Term Cardiovascular Outcomes: The Atherosclerosis Risk in Communities Study. Circulation 2016; 134:1328-1338. [PMID: 27682886 DOI: 10.1161/circulationaha.116.023425] [Citation(s) in RCA: 184] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2016] [Accepted: 09/14/2016] [Indexed: 02/07/2023]
Abstract
BACKGROUND Narrower retinal arterioles and wider retinal venules have been associated with negative cardiovascular outcomes. We investigated whether retinal vessel calibers are associated with cardiovascular outcomes in long-term follow-up and provide incremental value over the 2013 American College of Cardiology/American Heart Association Pooled Cohort Equations in predicting atherosclerotic cardiovascular disease events. METHODS A total of 10 470 men and women without prior atherosclerotic cardiovascular disease events or heart failure in the ARIC Study (Atherosclerosis Risk in Communities) underwent retinal photography at visit 3 (1993-1995). RESULTS During a mean follow-up of 16 years, there were 1779 incident coronary heart disease events, 548 ischemic strokes, 1395 heart failure events, and 2793 deaths. Rates of all outcomes were higher in those with wider retinal venules and narrower retinal arterioles. Subjects with wider retinal venules (hazard ratio [HR], 1.13; 95% confidence interval [CI], 1.08-1.18; HR, 1.18; 95% CI, 1.07-1.31; and HR, 1.10; 95% CI, 1.00-1.20 per 1-SD increase) and narrower retinal arterioles (HR, 1.06; 95% CI, 1.01-1.11; HR, 1.14; 95% CI, 1.03-1.26; and HR, 1.13; 95% CI, 1.03-1.24 per 1-SD decrease) had a higher risk of death and stroke in both sexes and incident coronary heart disease in women but not men (interaction P=0.02) after adjustment for the Pooled Cohort Equations risk score variables. The association between retinal vessel caliber and heart failure was nonsignificant after adjustment for systolic blood pressure. Among women with Pooled Cohort Equations-predicted 10-year atherosclerotic cardiovascular disease event risk <5% (overall risk, 3.9%), women in the narrowest arteriolar quartile had a 10-year event rate of 5.6% compared with 2.8% for women in the widest quartile (5.0% versus 3.4% for wider versus narrower venules). Retinal vessel caliber reclassified 21% of low-risk women (11% of all women) as intermediate risk (>5%). CONCLUSIONS Narrower retinal arterioles and wider retinal venules conferred long-term risk of mortality and ischemic stroke in both sexes and coronary heart disease in women. These measures serve as an inexpensive, reproducible biomarker that added incremental value to current practice guidelines in atherosclerotic cardiovascular disease event risk prediction in low-risk women.
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Affiliation(s)
- Sara B Seidelmann
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Brian Claggett
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Paco E Bravo
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Ankur Gupta
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Hoshang Farhad
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Barbara E Klein
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Ronald Klein
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Marcelo Di Carli
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.)
| | - Scott D Solomon
- From Cardiovascular Division (S.B.S, B.D., P.E.G., A.G., H.F., M.D.C., S.D.S.) and Department of Radiology, Division of Cardiovascular Imaging (S.B.S, P.E.G., A.G., H.F., M.D.C.), Brigham and Women's Hospital, Boston, MA; and Department of Ophthalmology and Visual Sciences, School of Medicine and Public Health University of Wisconsin, Madison (B.E.K., R.K.).
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Keel S, Itsiopoulos C, Koklanis K, Vukicevic M, Cameron F, Gilbertson H, Brazionis L. Dietary patterns and retinal vascular calibre in children and adolescents with type 1 diabetes. Acta Ophthalmol 2016; 94:e345-52. [PMID: 26749006 DOI: 10.1111/aos.12941] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Accepted: 10/25/2015] [Indexed: 12/12/2022]
Abstract
PURPOSE To examine the association between dietary patterns and retinal vascular calibre in children and adolescents with type 1 diabetes. METHODS A hospital-based cross-sectional study of 83 children and adolescents with type 1 diabetes was conducted over an 8-month period. Dietary patterns were extracted using principal components analysis from completed food frequency questionnaires. Retinal vascular calibre was measured by a trained grader using a standardized protocol and later summarized as central retinal artery equivalent (CRAE) and central retinal vein equivalent (CRVE) using a semi-automated computer program. RESULTS Three major dietary patterns were identified as follows: (1) processed foods, (2) plant-based foods and (3) vegetable/fish avoidance pattern. The processed pattern had high component loadings for processed meats and high fat takeaway foods. The plant-based pattern had high component loadings for a number of fruits including, but not limited to, pineapple, grapes oranges and mangos as well as a smaller number of vegetables, including beans and leeks. The vegetable and fish avoidance pattern had high inverse component loadings for canned and fresh fish as well as a number of vegetables including, but not limited to, pumpkin, green beans, broccoli, sweet potato and cabbage. Adjusted regression analysis revealed the 'vegetable/fish avoidance' dietary pattern was associated with a wider CRVE (ExpB = 3.67, 95% CI = 0.11/7.24, p = 0.039). After multivariable adjustments, a vascular risk profile that included: older age, higher BMI, higher systolic blood pressure, greater gestational age, longer screen viewing time, lower maternal education level, lower physical activity levels and lower high-density lipoproteins concentrations were more likely to display narrower CRAE (ExpB = -2.43, 95% CI = -4.92/0.06, p = 0.041). CONCLUSIONS This study provides the first evidence for a diet-calibre relationship in children and adolescents with type 1 diabetes. This outcome has potential public health implications, as promotion of healthy eating patterns in children and adolescents might attenuate changes in microvasculature that have been related to an increased risk of microvascular disease, such as retinopathy, in adulthood. Additional studies are warranted to explore and validate this novel finding.
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Affiliation(s)
- Stuart Keel
- Department of Clinical Vision Sciences; Latrobe University; Melbourne Vic. Australia
| | - Catherine Itsiopoulos
- Department of Dietetics and Human Nutrition; Latrobe University; Melbourne Vic. Australia
| | - Konstandina Koklanis
- Department of Clinical Vision Sciences; Latrobe University; Melbourne Vic. Australia
| | - Meri Vukicevic
- Department of Clinical Vision Sciences; Latrobe University; Melbourne Vic. Australia
| | - Fergus Cameron
- Department of Endocrinology and Diabetes; Royal Children's Hospital; Melbourne Vic. Australia
| | - Heather Gilbertson
- Department of Nutrition and Food Services; Royal Children's Hospital; Melbourne Vic. Australia
| | - Laima Brazionis
- Department of Medicine; University of Melbourne; St Vincent's Hospital; Melbourne Vic. Australia
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Keel S, Itsiopoulos C, Koklanis K, Vukicevic M, Cameron F, Brazionis L. Physical Activity, Sedentary Behaviors, and Retinal Vascular Caliber in Children and Adolescents With Type 1 Diabetes. Asia Pac J Ophthalmol (Phila) 2016; 5:180-4. [PMID: 27003733 DOI: 10.1097/apo.0000000000000186] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
PURPOSE The aim of this study was to investigate associations of physical activity and sedentary behaviors with retinal vascular caliber in children and adolescents with type 1 diabetes. DESIGN This was a hospital-based cross-sectional study. METHODS A study of 122 children and adolescents with type 1 diabetes was conducted over an 8-month period. Self-reported physical activity time and time spent watching TV or playing computer or video games were obtained using interviewer-administered questionnaires. Retinal vascular caliber was measured by a trained grader using a standardized protocol and later summarized as central retinal artery equivalent (CRAE) and central retinal vein equivalent (CRVE) using a semiautomated computer program. RESULTS After adjusting for confounders (age, sex, ethnicity, body mass index, systolic blood pressure, HbA1c, maternal smoking status, age at which cow's milk was introduced, and CRVE/CRAE, respectively), narrower CRAE was independently related to more time spent playing computer/video games [ExpB = -3.85; 95% confidence interval (CI), -6.41 to -1.29; P = 0.004], whereas wider CRVE was independently related to lower physical activity level (ExpB = -1.08; 95% CI, -2.01 to -0.15; P = 0.03) and more time spent playing computer/video games (ExpB = 4.72; 95% CI, 0.52-8.92; P = 0.02). Television viewing time was not associated with retinal vascular caliber after adjustment. CONCLUSIONS The results of this study suggest that physical activity and sedentary behaviors in the form of "screen viewing time" are associated with retinal vessel caliber early in life. These results suggest that retinal vascular caliber may provide prognostic information beyond current traditional cardiovascular risk factors. Future longitudinal and interventional studies are warranted to evaluate the relevance of these observations.
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Affiliation(s)
- Stuart Keel
- From the Departments of *Clinical Vision Sciences and †Dietetics, Latrobe University; ‡Department of Endocrinology and Diabetes, Royal Children's Hospital; and §Department of Medicine, University of Melbourne, St Vincent's Hospital, Melbourne, Victoria, Australia
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Guo VY, Chan JCN, Chung H, Ozaki R, So W, Luk A, Lam A, Lee J, Zee BCY. Retinal Information is Independently Associated with Cardiovascular Disease in Patients with Type 2 diabetes. Sci Rep 2016; 6:19053. [PMID: 26754623 PMCID: PMC4709555 DOI: 10.1038/srep19053] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2015] [Accepted: 12/04/2015] [Indexed: 11/30/2022] Open
Abstract
To evaluate the association between a series of retinal information and cardiovascular disease (CVD) and to evaluate whether this association is independent of traditional CVD risk factors in type 2 diabetes patients, we undertook an age-sex matched case-control study with 79 CVD cases and 150 non-CVD controls. All the participants underwent standardized physical examinations and retinal imaging. Retinal information was extracted from the retinal images using a semi-automatic computer program. Three stepwise logistic regression models were evaluated: model 1 with cardiovascular risk factors only; model 2 with retinal information only and model 3 with both cardiovascular risk factors and retinal information. The areas under the receiver operating characteristic curves (AUCs) were used to compare the performances of different models. Results showed that the AUCs were 0.692 (95%CI: 0.622−0.761) and 0.661 (95%CI: 0.588−0.735) for model 1 and model 2, respectively. In addition, model 3 had an AUC of 0.775 (95%CI: 0.716−0.834). Compared to the previous two models, the AUC of model 3 increased significantly (p < 0.05 in both comparisons). In conclusion, retinal information is independently associated with CVD in type 2 diabetes. Further work is needed to validate the translational value of applying retinal imaging analysis into clinical practice.
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Affiliation(s)
- Vivian Yawei Guo
- Division of Biostatistics, The Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, China.,Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong, China
| | - Juliana Chung Ngor Chan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China.,Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China.,Asia Diabetes Foundation, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China
| | - Harriet Chung
- Hong Kong Institute of Diabetes and Obesity, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China
| | - Risa Ozaki
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China
| | - Wingyee So
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China
| | - Andrea Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China
| | - Augustine Lam
- Department of Family Medicine, New Territories East Cluster, Hospital Authority (Ma On Shan Family Medicine Centre), Hong Kong, China
| | - Jack Lee
- Division of Biostatistics, The Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, China
| | - Benny Chung-Ying Zee
- Division of Biostatistics, The Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, China.,Clinical Trials and Biostatistics Lab, Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, China
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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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The role of retinal vessels caliber as a marker of vascular aging in large arteries. J Hypertens 2015; 33:818-26; discussion 826. [DOI: 10.1097/hjh.0000000000000492] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Schuster AKG, Fischer JE, Vossmerbaeumer U. A retinal snap shot may indicate individual risk for cardiovascular disease — The MIPH Eye&Health Study. Int J Cardiol 2015; 180:30-3. [DOI: 10.1016/j.ijcard.2014.11.015] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2014] [Revised: 10/27/2014] [Accepted: 11/03/2014] [Indexed: 10/24/2022]
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Garcia-Ortiz L, Gómez-Marcos MA, Recio-Rodríguez JI, Maderuelo-Fernández JA, Chamoso-Santos P, Rodríguez-González S, de Paz-Santana JF, Merchan-Cifuentes MA, Corchado-Rodríguez JM. Validation of the automatic image analyser to assess retinal vessel calibre (ALTAIR): a prospective study protocol. BMJ Open 2014; 4:e006144. [PMID: 25468505 PMCID: PMC4256642 DOI: 10.1136/bmjopen-2014-006144] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
INTRODUCTION The fundus examination is a non-invasive evaluation of the microcirculation of the retina. The aim of the present study is to develop and validate (reliability and validity) the ALTAIR software platform (Automatic image analyser to assess retinal vessel calibre) in order to analyse its utility in different clinical environments. METHODS AND ANALYSIS A cross-sectional study in the first phase and a prospective observational study in the second with 4 years of follow-up. The study will be performed in a primary care centre and will include 386 participants. The main measurements will include carotid intima-media thickness, pulse wave velocity by Sphygmocor, cardio-ankle vascular index through the VASERA VS-1500, cardiac evaluation by a digital ECG and renal injury by microalbuminuria and glomerular filtration. The retinal vascular evaluation will be performed using a TOPCON TRCNW200 non-mydriatic retinal camera to obtain digital images of the retina, and the developed software (ALTAIR) will be used to automatically calculate the calibre of the retinal vessels, the vascularised area and the branching pattern. For software validation, the intraobserver and interobserver reliability, the concurrent validity of the vascular structure and function, as well as the association between the estimated retinal parameters and the evolution or onset of new lesions in the target organs or cardiovascular diseases will be examined. ETHICS AND DISSEMINATION The study has been approved by the clinical research ethics committee of the healthcare area of Salamanca. All study participants will sign an informed consent to agree to participate in the study in compliance with the Declaration of Helsinki and the WHO standards for observational studies. Validation of this tool will provide greater reliability to the analysis of retinal vessels by decreasing the intervention of the observer and will result in increased validity through the use of additional information, especially in the areas of vascularisation and vessel branching patterns. TRIAL REGISTRATION NUMBER Clinical Trials.gov Identifier: NCT02087605.
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Affiliation(s)
- Luis Garcia-Ortiz
- Primary Care Research Unit La Alamedilla, Castilla and León Health Service (SACYL), Network of Preventive Activities and Health Promotion in Primary Care (REDIAPP), Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain Department of Medicine, University of Salamanca, Salamanca, Spain
| | - Manuel A Gómez-Marcos
- Primary Care Research Unit La Alamedilla, Castilla and León Health Service (SACYL), Network of Preventive Activities and Health Promotion in Primary Care (REDIAPP), Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain Department of Medicine, University of Salamanca, Salamanca, Spain
| | - Jose I Recio-Rodríguez
- Primary Care Research Unit La Alamedilla, Castilla and León Health Service (SACYL), Network of Preventive Activities and Health Promotion in Primary Care (REDIAPP), Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
| | - Jose A Maderuelo-Fernández
- Primary Care Research Unit La Alamedilla, Castilla and León Health Service (SACYL), Network of Preventive Activities and Health Promotion in Primary Care (REDIAPP), Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
| | - Pablo Chamoso-Santos
- BISITE Research Group, Computers and Automation Department, University of Salamanca, Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
| | - Sara Rodríguez-González
- BISITE Research Group, Computers and Automation Department, University of Salamanca, Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
| | - Juan F de Paz-Santana
- BISITE Research Group, Computers and Automation Department, University of Salamanca, Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
| | - Miguel A Merchan-Cifuentes
- Castilla and León Neuroscience Institute, University of Salamanca, Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
| | - Juan M Corchado-Rodríguez
- BISITE Research Group, Computers and Automation Department, University of Salamanca, Salamanca Institute for Biomedical Research (IBSAL), Salamanca, Spain
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Keel S, Koklanis C, Vukicevic M, Itsiopoulos C, Brazionis L. Diabetes, Diabetic Retinopathy, and Retinal Vascular Alterations: A Systematic Review. Asia Pac J Ophthalmol (Phila) 2014; 3:164-71. [PMID: 26107587 DOI: 10.1097/apo.0000000000000053] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
The aim of this review is to summarize the available findings from previous research that has focused on retinal vascular caliber characteristics in diabetes and diabetic retinopathy and identify any gaps that exist in the current literature. A systematic Medline, EMBASE, and PubMed search of relevant articles was conducted with coverage up to the 30th of September, 2012. The search was not restricted by language but was limited to studies conducted in humans. The majority of articles conducted on children and adolescents with type 1 diabetes have reported that arterioles with larger caliber were present in the early stages of diabetic retinopathy (n = 5). Only a few studies conducted on older individuals with type 1 diabetes (n = 2) suggest that smaller retinal arteriolar caliber is associated with increased severity of diabetic retinopathy. Much stronger trends have been identified between venular caliber and older individuals with diabetes, with the vast majority of studies reporting that retinal venular dilation represents a later sign of severe diabetic retinopathy (n = 6), with only 1 study highlighting associations with incident diabetes (n = 1). Significant developments have occurred to better understand the relationship between retinal vascular caliber and the onset and progression of diabetes and diabetic retinopathy. Recent evidence suggests that retinal arteriolar dilation may be a possible risk factor in the early development diabetic retinopathy and retinal venules are dilated in persons with severe diabetic retinopathy. Despite this, the clinical significance of these findings requires further evaluation.
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Affiliation(s)
- Stuart Keel
- From the Departments of *Clinical Vision Sciences, and †Dietetics, La Trobe University; and ‡Department of Medicine, University of Melbourne, St Vincent's Hospital, Melbourne, Victoria, Australia
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Khavandi K, Arunakirinathan M, Greenstein AS, Heagerty AM. Retinal arterial hypertrophy: the new LVH? Curr Hypertens Rep 2013; 15:244-52. [PMID: 23575736 DOI: 10.1007/s11906-013-0347-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Prevention of target organ damage represents the El Dorado for clinicians who treat hypertension. Although many of the cardiovascular sequelae of chronic hypertension are due to large artery atherosclerosis, an equal number are due to small artery dysfunction. These microvascular complications include eye disease (retinopathy), kidney failure, diastolic dysfunction of the heart and small vessel brain disease leading to stroke syndromes, dementia and even depression. Examination of the retinal vasculature represents the only way to reliably derive information regarding small arteries responsible for these diverse pathologies. This review aims to summarise the rapidly accruing evidence indicating that easily observable abnormalities of retinal arteries reflect target organ damage elsewhere in the body of hypertensive patients. In tandem, we also present putative mechanisms by which hypertension and diabetes fundamentally change small artery structure and function and how these processes may lead to target organ damage.
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Affiliation(s)
- Kaivan Khavandi
- British Heart Foundation Centre of Excellence, Department of Cardiology, St. Thomas' Hospital, King's College London, London, UK.
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Ogagarue ER, Lutsey PL, Klein R, Klein BE, Folsom AR. Association of ideal cardiovascular health metrics and retinal microvascular findings: the Atherosclerosis Risk in Communities Study. J Am Heart Assoc 2013; 2:e000430. [PMID: 24252843 PMCID: PMC3886782 DOI: 10.1161/jaha.113.000430] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [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 evaluated the prevalence of ideal cardiovascular (CV) health in the Atherosclerosis Risk in Communities Study and determined its relationship with prevalent retinopathy, wider retinal venular diameters, and narrower arteriolar diameters, which are risk markers for subclinical cerebrovascular disease and are associated with increased stroke and coronary heart disease (CHD) morbidity and mortality. Methods and Results We used gradings of fundus photography measurements from the Atherosclerosis Risk in Communities Study to examine the association of retinopathy and retinal arteriolar and venular calibers to the number of ideal CV health metrics. Prevalent retinopathy showed a graded relationship with the CV health categories and number of ideal CV health metrics present: retinopathy prevalence was 2.1% among those with ≥5 ideal CV health metrics compared with 13.1% among those with zero ideal CV health metrics (odds ratio [CI]), 4.8 [2.5 to 8.9]). Central retinal venule equivalent and central retinal arteriolar equivalent diameters also showed graded relationships with CV health categories and number of ideal CV health metrics: after adjustment for age, race, sex, and education, mean central retinal venular equivalent was 187.8 μm (95% CI, 186.9 to 188.6 μm) among those with ≥5 ideal CV health metrics compared with 201.1 μm (95% CI, 199.1 to 203.1 μm) among those with zero ideal CV health metrics. Mean central retinal arteriolar equivalent was 163.8 μm (95% CI, 163.0 to 164.5 μm) among those with ≥5 ideal CV health metrics compared with 157.9 μm (95% CI, 156.1 to 159.7 μm) among those with zero ideal CV health metrics. Conclusions Few adults had ideal cardiovascular health. Those with the best level of health were less likely to have retinopathy signs, wide retinal venules, and narrow retinal arterioles, which are associated with increased stroke and coronary heart disease risk.
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Affiliation(s)
- Ejovwoke R Ogagarue
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN
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