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Han Y, Zhang L, Yu Z, Ling S, Zhang X, Yu D, Li Z. Prediction model for asymptomatic carotid atherosclerosis using retinal microvascular intelligent analysis: A retrospective study. J Stroke Cerebrovasc Dis 2024; 33:107780. [PMID: 38802034 DOI: 10.1016/j.jstrokecerebrovasdis.2024.107780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Revised: 03/19/2024] [Accepted: 05/17/2024] [Indexed: 05/29/2024] Open
Abstract
IMPORTANCE Early detection and timely diagnosis of asymptomatic carotid atherosclerosis significantly assist in the prevention of ischemic stroke for them. OBJECTIVE This observational study aimed to develop and validate a novel prediction model to assist in the early diagnosis of carotid atherosclerosis based on new characteristic variables screened by retinal microvascular intelligence analysis. MAIN OUTCOME(S) AND METHOD (S) The least absolute shrinkage and selection operator (LASSO) combined with 10-fold cross-validation were screened for characteristic variables, and nomograms were plotted to demonstrate the prediction model. Receiver operating characteristic (ROC) curves and area under the curve (AUC), calibration plots and brier score (BS), and decision curve analysis (DCA) were used to evaluate the risk model's discrimination, calibration, and clinical applicability. RESULTS Age, gender, diabetes mellitus (DM), drinking history, vascular branching angle, mean vascular diameter within 0.5-1.0 papillary diameter (PD), curvature tortuosity arteriole in the inferior region of the optic disc, and vascular density in the nasal region of the optic disc were identified as characteristic variables for carotid atherosclerosis with retinal microvascular intelligence analysis. The predictive nomogram model presented good discrimination with AUCs of 0.790 (0.774-0.806), and the calibration curve displayed high consistency between predicted and actual probability. The DCA demonstrated that this nomogram model led to net benefits in a threshold probability range of 20 %-94 % and could be adapted for clinical decision-making. The results of the 100-bootstrap resampling strategy for internal validation also show that the risk model is well discriminated with an AUC of 0.789 and excellent calibration. External validation showed good discrimination with AUCs of 0.703 (0.627 - 0.779) and good calibration, the risk threshold is 10 %-92 % in terms of DCA. CONCLUSIONS AND RELEVANCE The novel prediction model based on retinal microvascular intelligence analysis constructed in this study could be effective prognoses for predicting the risk of asymptomatic carotid atherosclerosis in a Chinese screening population.
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Affiliation(s)
- Yuqing Han
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China
| | - Lihua Zhang
- Department of Ultrasonography, Tianjin Institute of Neurosurgery, Tianjin Huanhu Hospital, Tianjin 300350, China
| | - Zhenjie Yu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China
| | - Saiguang Ling
- Evision Technology (Beijing) Co. Ltd., Beijing 100085, China
| | - Xue Zhang
- Evision Technology (Beijing) Co. Ltd., Beijing 100085, China
| | - Delin Yu
- Department of Ultrasonography, Tianjin Institute of Neurosurgery, Tianjin Huanhu Hospital, Tianjin 300350, China
| | - Zhiqing Li
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin 300384, China.
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Marra KV, Chen JS, Robles-Holmes HK, Miller J, Wei G, Aguilar E, Ideguchi Y, Ly KB, Prenner S, Erdogmus D, Ferrara N, Campbell JP, Friedlander M, Nudleman E. Development of a Semi-automated Computer-based Tool for the Quantification of Vascular Tortuosity in the Murine Retina. OPHTHALMOLOGY SCIENCE 2024; 4:100439. [PMID: 38361912 PMCID: PMC10867761 DOI: 10.1016/j.xops.2023.100439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 10/10/2023] [Accepted: 11/27/2023] [Indexed: 02/17/2024]
Abstract
Purpose The murine oxygen-induced retinopathy (OIR) model is one of the most widely used animal models of ischemic retinopathy, mimicking hallmark pathophysiology of initial vaso-obliteration (VO) resulting in ischemia that drives neovascularization (NV). In addition to NV and VO, human ischemic retinopathies, including retinopathy of prematurity (ROP), are characterized by increased vascular tortuosity. Vascular tortuosity is an indicator of disease severity, need to treat, and treatment response in ROP. Current literature investigating novel therapeutics in the OIR model often report their effects on NV and VO, and measurements of vascular tortuosity are less commonly performed. No standardized quantification of vascular tortuosity exists to date despite this metric's relevance to human disease. This proof-of-concept study aimed to apply a previously published semi-automated computer-based image analysis approach (iROP-Assist) to develop a new tool to quantify vascular tortuosity in mouse models. Design Experimental study. Subjects C57BL/6J mice subjected to the OIR model. Methods In a pilot study, vasculature was manually segmented on flat-mount images of OIR and normoxic (NOX) mice retinas and segmentations were analyzed with iROP-Assist to quantify vascular tortuosity metrics. In a large cohort of age-matched (postnatal day 12 [P12], P17, P25) NOX and OIR mice retinas, NV, VO, and vascular tortuosity were quantified and compared. In a third experiment, vascular tortuosity in OIR mice retinas was quantified on P17 following intravitreal injection with anti-VEGF (aflibercept) or Immunoglobulin G isotype control on P12. Main Outcome Measures Vascular tortuosity. Results Cumulative tortuosity index was the best metric produced by iROP-Assist for discriminating between OIR mice and NOX controls. Increased vascular tortuosity correlated with disease activity in OIR. Treatment of OIR mice with aflibercept rescued vascular tortuosity. Conclusions Vascular tortuosity is a quantifiable feature of the OIR model that correlates with disease severity and may be quickly and accurately quantified using the iROP-Assist algorithm. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Kyle V. Marra
- Department of Molecular Medicine, The Scripps Research Institute, San Diego, California
- School of Medicine, University of California San Diego, San Diego, California
| | - Jimmy S. Chen
- Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, San Diego, California
| | - Hailey K. Robles-Holmes
- Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, San Diego, California
| | - Joseph Miller
- Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, San Diego, California
| | - Guoqin Wei
- Department of Molecular Medicine, The Scripps Research Institute, San Diego, California
| | - Edith Aguilar
- Department of Molecular Medicine, The Scripps Research Institute, San Diego, California
| | - Yoichiro Ideguchi
- Department of Molecular Medicine, The Scripps Research Institute, San Diego, California
| | - Kristine B. Ly
- College of Optometry, Pacific University, Forest Grove, Oregon
| | - Sofia Prenner
- Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, San Diego, California
| | - Deniz Erdogmus
- Department of Electrical and Computer Engineering, Northeastern University, Boston, Massachusetts
| | - Napoleone Ferrara
- Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, San Diego, California
| | - J. Peter Campbell
- Department of Ophthalmology, Casey Eye Institute, Oregon Health & Science University, Portland, Oregon
| | - Martin Friedlander
- Department of Molecular Medicine, The Scripps Research Institute, San Diego, California
| | - Eric Nudleman
- Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, San Diego, California
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3
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Csiszar A, Ungvari A, Patai R, Gulej R, Yabluchanskiy A, Benyo Z, Kovacs I, Sotonyi P, Kirkpartrick AC, Prodan CI, Liotta EM, Zhang XA, Toth P, Tarantini S, Sorond FA, Ungvari Z. Atherosclerotic burden and cerebral small vessel disease: exploring the link through microvascular aging and cerebral microhemorrhages. GeroScience 2024:10.1007/s11357-024-01139-7. [PMID: 38639833 DOI: 10.1007/s11357-024-01139-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Accepted: 03/14/2024] [Indexed: 04/20/2024] Open
Abstract
Cerebral microhemorrhages (CMHs, also known as cerebral microbleeds) are a critical but frequently underestimated aspect of cerebral small vessel disease (CSVD), bearing substantial clinical consequences. Detectable through sensitive neuroimaging techniques, CMHs reveal an extensive pathological landscape. They are prevalent in the aging population, with multiple CMHs often being observed in a given individual. CMHs are closely associated with accelerated cognitive decline and are increasingly recognized as key contributors to the pathogenesis of vascular cognitive impairment and dementia (VCID) and Alzheimer's disease (AD). This review paper delves into the hypothesis that atherosclerosis, a prevalent age-related large vessel disease, extends its pathological influence into the cerebral microcirculation, thereby contributing to the development and progression of CSVD, with a specific focus on CMHs. We explore the concept of vascular aging as a continuum, bridging macrovascular pathologies like atherosclerosis with microvascular abnormalities characteristic of CSVD. We posit that the same risk factors precipitating accelerated aging in large vessels (i.e., atherogenesis), primarily through oxidative stress and inflammatory pathways, similarly instigate accelerated microvascular aging. Accelerated microvascular aging leads to increased microvascular fragility, which in turn predisposes to the formation of CMHs. The presence of hypertension and amyloid pathology further intensifies this process. We comprehensively overview the current body of evidence supporting this interconnected vascular hypothesis. Our review includes an examination of epidemiological data, which provides insights into the prevalence and impact of CMHs in the context of atherosclerosis and CSVD. Furthermore, we explore the shared mechanisms between large vessel aging, atherogenesis, microvascular aging, and CSVD, particularly focusing on how these intertwined processes contribute to the genesis of CMHs. By highlighting the role of vascular aging in the pathophysiology of CMHs, this review seeks to enhance the understanding of CSVD and its links to systemic vascular disorders. Our aim is to provide insights that could inform future therapeutic approaches and research directions in the realm of neurovascular health.
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Affiliation(s)
- Anna Csiszar
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Stephenson Cancer Center, University of Oklahoma, Oklahoma City, OK, USA
- Oklahoma Center for Geroscience and Healthy Brain Aging, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Anna Ungvari
- Department of Public Health, Semmelweis University, Semmelweis University, Budapest, Hungary.
| | - Roland Patai
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Rafal Gulej
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Andriy Yabluchanskiy
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Stephenson Cancer Center, University of Oklahoma, Oklahoma City, OK, USA
- Oklahoma Center for Geroscience and Healthy Brain Aging, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Department of Health Promotion Sciences, College of Public Health, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- International Training Program in Geroscience, Doctoral College/Department of Public Health, Semmelweis University, Budapest, Hungary
| | - Zoltan Benyo
- Institute of Translational Medicine, Semmelweis University, 1094, Budapest, Hungary
- Cerebrovascular and Neurocognitive Disorders Research Group, HUN-REN, Semmelweis University, 1094, Budapest, Hungary
| | - Illes Kovacs
- Department of Ophthalmology, Semmelweis University, 1085, Budapest, Hungary
- Department of Ophthalmology, Weill Cornell Medical College, New York, NY, 10021, USA
| | - Peter Sotonyi
- Department of Vascular and Endovascular Surgery, Heart and Vascular Centre, Semmelweis University, 1122, Budapest, Hungary
| | - Angelia C Kirkpartrick
- Veterans Affairs Medical Center, Oklahoma City, OK, USA
- Department of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Calin I Prodan
- Veterans Affairs Medical Center, Oklahoma City, OK, USA
- Department of Neurology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Eric M Liotta
- International Training Program in Geroscience, Doctoral College/Department of Public Health, Semmelweis University, Budapest, Hungary
- Department of Neurology, Division of Stroke and Neurocritical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Xin A Zhang
- Department of Physiology, University of Oklahoma Health Science Center, Oklahoma City, OK, USA
| | - Peter Toth
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Department of Public Health, Semmelweis University, Semmelweis University, Budapest, Hungary
- Department of Neurosurgery, Medical School, University of Pecs, Pecs, Hungary
- Neurotrauma Research Group, Szentagothai Research Centre, University of Pecs, Pecs, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, University of Pecs, Pecs, Hungary
| | - Stefano Tarantini
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Stephenson Cancer Center, University of Oklahoma, Oklahoma City, OK, USA
- Oklahoma Center for Geroscience and Healthy Brain Aging, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Department of Health Promotion Sciences, College of Public Health, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- International Training Program in Geroscience, Doctoral College/Department of Public Health, Semmelweis University, Budapest, Hungary
| | - Farzaneh A Sorond
- Department of Neurology, Division of Stroke and Neurocritical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Zoltan Ungvari
- Vascular Cognitive Impairment, Neurodegeneration and Healthy Brain Aging Program, Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Stephenson Cancer Center, University of Oklahoma, Oklahoma City, OK, USA
- Oklahoma Center for Geroscience and Healthy Brain Aging, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Department of Health Promotion Sciences, College of Public Health, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- International Training Program in Geroscience, Doctoral College/Department of Public Health, Semmelweis University, Budapest, Hungary
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Hu J, Qiu L, Wang H, Zhang J. Semi-supervised point consistency network for retinal artery/vein classification. Comput Biol Med 2024; 168:107633. [PMID: 37992471 DOI: 10.1016/j.compbiomed.2023.107633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Revised: 10/02/2023] [Accepted: 10/23/2023] [Indexed: 11/24/2023]
Abstract
Recent deep learning methods with convolutional neural networks (CNNs) have boosted advance prosperity of medical image analysis and expedited the automatic retinal artery/vein (A/V) classification. However, it is challenging for these CNN-based approaches in two aspects: (1) specific tubular structures and subtle variations in appearance, contrast, and geometry, which tend to be ignored in CNNs with network layer increasing; (2) limited well-labeled data for supervised segmentation of retinal vessels, which may hinder the effectiveness of deep learning methods. To address these issues, we propose a novel semi-supervised point consistency network (SPC-Net) for retinal A/V classification. SPC-Net consists of an A/V classification (AVC) module and a multi-class point consistency (MPC) module. The AVC module adopts an encoder-decoder segmentation network to generate the prediction probability map of A/V for supervised learning. The MPC module introduces point set representations to adaptively generate point set classification maps of the arteriovenous skeleton, which enjoys its prediction flexibility and consistency (i.e. point consistency) to effectively alleviate arteriovenous confusion. In addition, we propose a consistency regularization between the predicted A/V classification probability maps and point set representations maps for unlabeled data to explore the inherent segmentation perturbation of the point consistency, reducing the need for annotated data. We validate our method on two typical public datasets (DRIVE, HRF) and a private dataset (TR280) with different resolutions. Extensive qualitative and quantitative experimental results demonstrate the effectiveness of our proposed method for supervised and semi-supervised learning.
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Affiliation(s)
- Jingfei Hu
- School of Biological Science and Medical Engineering, Beihang University, Beijing, 100191, China; Hefei Innovation Research Institute, Beihang University, Hefei, 230012, Anhui, China
| | - Linwei Qiu
- School of Biological Science and Medical Engineering, Beihang University, Beijing, 100191, China; Hefei Innovation Research Institute, Beihang University, Hefei, 230012, Anhui, China
| | - Hua Wang
- School of Biological Science and Medical Engineering, Beihang University, Beijing, 100191, China; Hefei Innovation Research Institute, Beihang University, Hefei, 230012, Anhui, China
| | - Jicong Zhang
- School of Biological Science and Medical Engineering, Beihang University, Beijing, 100191, China; Hefei Innovation Research Institute, Beihang University, Hefei, 230012, Anhui, China; Beijing Advanced Innovation Centre for Big Data-Based Precision Medicine, Beihang University, Beijing, 100083, China.
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5
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Mustafar R, Hishamuddin KAM, Mohd R, Kamaruzaman L, Halim WHWA, Hsien YM, Sze TK, Zaki WMDW, Ali A, Bain A. Retinal changes and cardiac biomarker assessment in relation to chronic kidney disease: a single centre study. BMC Nephrol 2023; 24:338. [PMID: 37957551 PMCID: PMC10644488 DOI: 10.1186/s12882-023-03386-w] [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: 03/10/2023] [Accepted: 11/01/2023] [Indexed: 11/15/2023] Open
Abstract
BACKGROUND The prevalence of chronic kidney disease (CKD) is rising in Malaysia. Early detection is necessary to prevent disease progression, especially in terms of cardiovascular (CV) risk, the main cause of death in end-stage renal disease (ESRD). Retinal changes have proven to be a good predictor of CKD whereas cardiac biomarkers are useful in cardiovascular risk stratification. We aimed to demonstrate the correlation between retinal changes and cardiac biomarkers with CKD. METHODS This single-centre cross-sectional study was conducted among patients with CKD stages 3, 4, and 5 (not on dialysis) from the Nephrology Clinic, Universiti Kebangsaan Malaysia Medical Centre. A total of 84 patients were recruited with an even distribution across all three stages. They underwent fundus photography where images were analysed for vessel calibre (central retinal venular equivalent (CRVE), central retinal arterial equivalent (CRAE), and tortuosity indices. Optical coherence tomography was used to measure macular volume. Blood samples were sent for laboratory measurement of high-sensitivity C-reactive protein (hs-CRP) and asymmetric dimethylarginine (ADMA). These parameters were analysed in relation to CKD. RESULTS The mean age was 58.8 ± 11.7 years, with 52.4% male and 47.6% female patients. Among them, 64.3% were diabetics. Retinal vessel tortuosity (r = -0.220, p-value = 0.044) had a negative correlation with the estimated glomerular filtration rate (eGFR). CRVE showed a positive correlation with proteinuria (r = 0.342, p = 0.001) but negative correlation with eGFR (r = -0.236, p = 0.031). Hs-CRP positively correlated with proteinuria (r = 0.313, p = 0.04) and negatively correlated with eGFR (r = -0.370, p = 0.001). Diabetic patients had a higher CRVE compared to non-diabetic patients (p = 0.02). History of ischaemic heart disease was associated with a smaller macula volume (p = 0.038). Male gender (r2 = 0.066, p = 0.031) and HbA1c had a positive influence (r2 = 0.066, p = 0.047) on retinal vessel tortuosity. There was a positive influence of age (r2 = 0.183, p = 0.012) and hs-CRP (r2 = 0.183, p = 0.045) on CRVE. As for macula volume, it negatively correlated with diabetes (r2 = 0.015, p = 0.040) and positively correlated with smoking (r2 = 0.015, p = 0.012). CONCLUSION Our study showed that eGFR value affects retinal vessel tortuosity, CRVE and hs-CRP. These parameters bear potential to be used as non-invasive tools in assessing CKD. However, only macula volume may be associated with CVD risk among the CKD population.
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Affiliation(s)
- Ruslinda Mustafar
- Department of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | | | - Rozita Mohd
- Department of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Lydia Kamaruzaman
- Department of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | | | - Yong Meng Hsien
- Department of Ophthalmology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Tan Kuan Sze
- Department of Ophthalmology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Wan Mimi Diyana Wan Zaki
- Department of Electrical, Electronic and Systems Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, Bangi, Malaysia
| | - Aziah Ali
- Faculty of Computing and Informatics, Multimedia University, Cyberjaya, Malaysia
| | - Arbaiyah Bain
- Department of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
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Brazionis L, Quinn N, Dabbah S, Ryan CD, Møller DM, Richardson H, Keech AC, Januszewski AS, Grauslund J, Rasmussen ML, Peto T, Jenkins AJ. Review and comparison of retinal vessel calibre and geometry software and their application to diabetes, cardiovascular disease, and dementia. Graefes Arch Clin Exp Ophthalmol 2023; 261:2117-2133. [PMID: 36801971 DOI: 10.1007/s00417-023-06002-7] [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: 10/03/2022] [Revised: 01/06/2023] [Accepted: 02/04/2023] [Indexed: 02/20/2023] Open
Abstract
Developments in retinal imaging technologies have enabled the quantitative evaluation of the retinal vasculature. Changes in retinal calibre and/or geometry have been reported in systemic vascular diseases, including diabetes mellitus (DM), cardiovascular disease (CVD), and more recently in neurodegenerative diseases, such as dementia. Several retinal vessel analysis softwares exist, some being disease-specific, others for a broader context. In the research setting, retinal vasculature analysis using semi-automated software has identified associations between retinal vessel calibre and geometry and the presence of or risk of DM and its chronic complications, and of CVD and dementia, including in the general population. In this article, we review and compare the most widely used semi-automated retinal vessel analysis softwares and their associations with ocular imaging findings in common systemic diseases, including DM and its chronic complications, CVD, and dementia. We also provide original data comparing retinal calibre grading in people with Type 1 DM using two softwares, with good concordance.
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Affiliation(s)
- Laima Brazionis
- Department of Medicine, The University of Melbourne, Melbourne, VIC, Australia
| | - Nicola Quinn
- NHMRC Clinical Trials Centre, The University of Sydney, 92 Parramatta Rd, Camperdown, NSW, 2050, Australia
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Sami Dabbah
- Department of Ophthalmology, Odense University Hospital, Odense, Denmark
| | - Chris D Ryan
- Department of Medicine, The University of Melbourne, Melbourne, VIC, Australia
- NHMRC Clinical Trials Centre, The University of Sydney, 92 Parramatta Rd, Camperdown, NSW, 2050, Australia
| | - Dennis M Møller
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Hilary Richardson
- Department of Medicine, The University of Melbourne, Melbourne, VIC, Australia
- NHMRC Clinical Trials Centre, The University of Sydney, 92 Parramatta Rd, Camperdown, NSW, 2050, Australia
| | - Anthony C Keech
- NHMRC Clinical Trials Centre, The University of Sydney, 92 Parramatta Rd, Camperdown, NSW, 2050, Australia
| | - Andrzej S Januszewski
- Department of Medicine, The University of Melbourne, Melbourne, VIC, Australia.
- NHMRC Clinical Trials Centre, The University of Sydney, 92 Parramatta Rd, Camperdown, NSW, 2050, Australia.
| | - Jakob Grauslund
- Department of Ophthalmology, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
- Steno Diabetes Center Odense, Odense University Hospital, Odense, Denmark
| | - Malin Lundberg Rasmussen
- Department of Ophthalmology, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, Belfast, UK.
- Institute of Clinical Science, Royal Victoria Hospital, Belfast, BT12 6BA, UK.
| | - Alicia J Jenkins
- Department of Medicine, The University of Melbourne, Melbourne, VIC, Australia
- NHMRC Clinical Trials Centre, The University of Sydney, 92 Parramatta Rd, Camperdown, NSW, 2050, Australia
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Baker Heart and Diabetes Institute, Melbourne, VIC, Australia
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7
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Wang J, Chen T, Qi X, Li Y, Yang X, Meng X. Retinal vascular fractal dimension measurements in patients with obstructive sleep apnea syndrome: a retrospective case-control study. J Clin Sleep Med 2023; 19:479-490. [PMID: 36458734 PMCID: PMC9978437 DOI: 10.5664/jcsm.10370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 10/25/2022] [Accepted: 10/25/2022] [Indexed: 12/03/2022]
Abstract
STUDY OBJECTIVES We performed a case-control study to investigate the correlation between the apnea-hypopnea index (AHI) and the retinal vascular fractal dimension (FD). METHODS We selected 527 individuals who underwent polysomnography during health checkups at the Huadong Sanatorium from January to December 2021 as the study population, of whom 468 were included and 59 were excluded. All participants underwent a detailed health examination, including medical history assessment, physical examination, assessment of lifestyle factors, fundus photography, and laboratory examinations. The retinal vasculature was quantitatively assessed using Singapore I Vessel Assessment (SIVA) software. The relationship between the AHI and the retinal vessel quantitative was examined by multiple linear regression analyses and restricted cubic spline. RESULTS Among the 468 studied individuals, the average age was 51.51 (43-58) years, with 369 (78.85%) men and 99 (21.15%) women. According to the AHI indicator, 355 individuals were diagnosed with obstructive sleep apnea (OSA) syndrome, with an average AHI of 17.00 (9.200-30.130) events/h; 113 individuals were classified as controls, with an average AHI of 2.13 (0.88-3.63) events/h. In multiple linear regression, following varying degrees of adjustment for confounding factors, FD was reduced by 0.013 (P = .012; 95% confidence interval [CI]: -0.024 to -0.003), FD arteriole (FDa) was reduced by 0.013 (P = .019; 95% CI: -0.024 to -0.002), and FD venule (FDv) was reduced by 0.014 (P = .08; 95% CI: -0.024 to -0.004) in the high-AHI group compared with the low-AHI group. All tests for trend P values were < .05. The restricted cubic spline in the overall OSA population and the individuals without diabetes revealed a U-shaped pattern of decreasing, then increasing, FD, FDa, and FDv with a rising AHI. In the OSA individual with diabetes, FD, FDa, and FDv gradually decreased with increasing AHI. CONCLUSIONS The FD is associated with AHI in OSA individuals. The link between AHI and FD varied for OSA individuals with and without diabetes. CITATION Wang J, Chen T, Qi X, Li Y, Yang X, Meng X. Retinal vascular fractal dimension measurements in patients with obstructive sleep apnea syndrome: a retrospective case-control study. J Clin Sleep Med. 2023;19(3):479-490.
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Affiliation(s)
- Jing Wang
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, China
| | - Tingli Chen
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, China
| | - Xing Qi
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, China
| | - Yihan Li
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, China
| | - Xiaolong Yang
- Department of Ophthalmology, Huadong Sanatorium, Wuxi, China
| | - Xiangming Meng
- Department of Otolaryngology, Wuxi Huishan District People’s Hospital, Luoshe Town, Huishan District, Wuxi, China
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Li LJ, Du R, Loy SL, Chong YS, Chan JKY, Wong TY, Eriksson JG, Huang Z, Zhang C. Retinal microvasculature and risk of spontaneous abortion in multiethnic Southeast Asian women. Fertil Steril 2022; 118:748-757. [PMID: 35981917 DOI: 10.1016/j.fertnstert.2022.06.033] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 06/14/2022] [Accepted: 06/28/2022] [Indexed: 01/13/2023]
Abstract
OBJECTIVE To better understand the underlying pathogenesis of spontaneous abortion that affects 10%-20% of recognized pregnancies. We used retinal imaging to study the role of systemic microvasculature and the risk of spontaneous abortion. DESIGN A prospective multiethnic preconception cohort study conducted in Singapore. SETTING Hospital-based. PATIENT(S) A total of 1,032 Southeast Asian women who intended to conceive naturally were screened at study entry, among which 480 women spontaneously conceived within the 12-month observation period. After excluding 24 women who were lost to follow-up, we calculated the spontaneous abortion rate among 456 women. Further, we included 379 women for the final association analysis because 63 women did not undergo preconception retinal imaging examination and 14 had other types of pregnancy loss instead of spontaneous abortion. INTERVENTION(S) Trained photographers performed retinal examination using a 45-degree nonmydriatic retinal camera at study entry during the preconception screening. Using a semiautomated, computer-based program, we assessed quantitative retinal microvascular measurements, including caliber, fractal dimension, curvature tortuosity, and branching angle. Clinical research coordinators collected information on sociodemographic status, menstrual characteristics, and lifestyle, and assessed blood pressure and anthropometry at study entry. MAIN OUTCOME MEASURE(S) We performed a modified Poisson regression model to estimate the relative risk (RR) and 95% confidence interval (CI) for each retinal microvascular feature and its association with spontaneous abortion after adjusting for major confounders such as maternal prepregnancy, body mass index, and previous pregnancy loss history. RESULT(S) We reported a spontaneous abortion rate of 13.4% (61 out of 456). Among all retinal microvascular features, retinal arteriolar caliber, retinal arteriolar, and venular curvature tortuosity were associated with a high risk of incident spontaneous abortion. In the regression model, per SD increase in retinal curvature tortuosity was associated with a 25%-34% increased risk of incident spontaneous abortion (arteriolar: unadjusted RR, 1.29 [95% CI, 1.06-1.56] and adjusted RR, 1.26 [1.04-1.53]; venule: unadjusted RR, 1.30 [1.08-1.55] and adjusted RR, 1.34 [1.09-1.64]). CONCLUSION(S) Our prospective cohort observed an increased risk of spontaneous abortion among Asian women with more tortuous retinal vessels assessed during the preconception phase. Our results indicate a role of vascular inflammatory and oxidative stress in the pathogenesis of spontaneous abortion. CLINICAL TRIAL REGISTRATION NUMBER ClinicalTrials.gov, NCT03531658.
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Affiliation(s)
- Ling-Jun Li
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
| | - Ruochen Du
- Biostatics Unit, Yong Loo Lin School of Medicine, National University of Singapore
| | - See Ling Loy
- Duke-NUS Medical School, Singapore, Singapore; Department of Reproductive Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Yap Seng Chong
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Jerry Kok Yen Chan
- Duke-NUS Medical School, Singapore, Singapore; Department of Reproductive Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Johan G Eriksson
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland; Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A∗STAR), Singapore
| | - Zhongwei Huang
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Institute of Molecular and Cell Biology, Agency of Science, Technology & Research, Singapore, Singapore
| | - Cuilin Zhang
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Bia-Echo Asia Centre for Reproductive Longevity and Equality (ACRLE), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Epidemiology Branch, Division of Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland
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9
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Karlsson RA, Hardarson SH. Artery vein classification in fundus images using serially connected U-Nets. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022; 216:106650. [PMID: 35139461 DOI: 10.1016/j.cmpb.2022.106650] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 01/12/2022] [Accepted: 01/18/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND AND OBJECTIVE Retinal vessels provide valuable information when diagnosing or monitoring various diseases affecting the retina and disorders affecting the cardiovascular or central nervous systems. Automated retinal vessel segmentation can assist clinicians and researchers when interpreting retinal images. As there are differences in both the structure and function of retinal arteries and veins, separating these two vessel types is essential. As manual segmentation of retinal images is impractical, an accurate automated method is required. METHODS In this paper, we propose a convolutional neural network based on serially connected U-nets that simultaneously segment the retinal vessels and classify them as arteries or veins. Detailed ablation experiments are performed to understand how the major components contribute to the overall system's performance. The proposed method is trained and tested on the public DRIVE and HRF datasets and a proprietary dataset. RESULTS The proposed convolutional neural network achieves an F1 score of 0.829 for vessel segmentation on the DRIVE dataset and an F1 score of 0.814 on the HRF dataset, consistent with the state-of-the-art methods on the former and outperforming the state-of-the-art on the latter. On the task of classifying the vessels into arteries and veins, the method achieves an F1 score of 0.952 for the DRIVE dataset exceeding the state-of-the-art performance. On the HRF dataset, the method achieves an F1 score of 0.966, which is consistent with the state-of-the-art. CONCLUSIONS The proposed method demonstrates competitive performance on both vessel segmentation and artery vein classification compared with state-of-the-art methods. The method outperforms human experts on the DRIVE dataset when classifying retinal images into arteries, veins, and background simultaneously. The method segments the vasculature on the proprietary dataset and classifies the retinal vessels accurately, even on challenging pathological images. The ablation experiments which utilize repeated runs for each configuration provide statistical evidence for the appropriateness of the proposed solution. Connecting several simple U-nets significantly improved artery vein classification performance. The proposed way of serially connecting base networks is not limited to the proposed base network or segmenting the retinal vessels and could be applied to other tasks.
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Affiliation(s)
- Robert Arnar Karlsson
- Faculty of Medicine at the University of Iceland, Sæmundargata 2, Reykjavík, 102, Iceland; Faculty of Electrical and Computer Engineering at the University of Iceland, Sæmundargata 2, Reykjavík, 102, Iceland.
| | - Sveinn Hakon Hardarson
- Faculty of Medicine at the University of Iceland, Sæmundargata 2, Reykjavík, 102, Iceland.
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10
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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: 42] [Impact Index Per Article: 21.0] [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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11
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Song Y, Zhou Z, Liu H, Du R, Zhou Y, Zhu S, Chen S. Tortuosity of branch retinal artery is more associated with the genesis and progress of diabetic retinopathy. Front Endocrinol (Lausanne) 2022; 13:972339. [PMID: 36277715 PMCID: PMC9582450 DOI: 10.3389/fendo.2022.972339] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 06/18/2022] [Accepted: 09/20/2022] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE The purpose of this study is to investigate the potential of using the tortuosity of branch retinal artery as a more promising indicator for early detection and accurate assessment of diabetic retinopathy (DR). DESIGN AND METHOD The diagnoses, consisting of whether DR or not as well as DR severity, were given by ophthalmologists upon the assessment of those fundus images from 495 diabetic patients. Meanwhile, benefiting from those good contrast and high optical resolution fundus images taken by confocal scanning laser ophthalmoscope, the branch arteries, branch veins, main arteries and main veins in retina can be segmented independently, and the tortuosity values of them were further extracted to investigate their potential correlations with DR genesis and progress based on one-way ANOVA test. RESULTS For both two comparisons, i.e., between non-DR group and DR group as well as among groups with different DR severity levels, larger tortuosity increments were always observed in retinal arteries and the increments in branch retinal vessels were even larger. Furthermore, it was newly found that branch arterial tortuosity was significantly associated with both DR genesis (p=0.030) and DR progress (p<0.001). CONCLUSION Based on this cohort study of 495 diabetic patients without DR and with different DR severity, the branch arterial tortuosity has been found to be more closely associated with DR genesis as well as DR progress. Therefore, the branch arterial tortuosity is expected to be a more direct and specific indicator for early detection of DR as well as accurate assessment of DR severity, which can further guide timely and rational management of DR to prevent from visual impairment or even blindness resulting from DR.
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Affiliation(s)
- Yunfeng Song
- College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China
| | - Zheng Zhou
- School of Innovation and Entrepreneurship, Liaoning Institute of Science and Technology, Benxi, China
| | - Henan Liu
- Department of Ophthalmology, Shengjing Hospital, China Medical University, Shenyang, China
| | - Runyu Du
- Department of Endocrinology, Shengjing Hospital, China Medical University, Shenyang, China
| | - Yaoyao Zhou
- School of Innovation and Entrepreneurship, Liaoning Institute of Science and Technology, Benxi, China
| | - Shanshan Zhu
- Research Institute for Medical and Biological Engineering, Ningbo University, Ningbo, China
- *Correspondence: Shanshan Zhu, ; Shuo Chen,
| | - Shuo Chen
- College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China
- Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Shenyang, China
- *Correspondence: Shanshan Zhu, ; Shuo Chen,
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12
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Touzé R, Abitbol MM, Bremond-Gignac D, Robert MP. RETINAL VASCULAR ABNORMALITIES IN CHILDREN WITH NEUROFIBROMATOSIS TYPE 1. Retina 2021; 41:2589-2595. [PMID: 34111884 DOI: 10.1097/iae.0000000000003234] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
PURPOSE Retinal vascular abnormalities (RVAs) have been recently described in patients with neurofibromatosis Type 1 (NF1) as vascular tortuosity, best visible on infrared imaging. This study assessed clinical RVA's characteristics in a large series of children with NF1. METHODS This retrospective observational study was conducted in children (0-18 years) with an NF1 diagnosis. Using near-infrared imaging, RVAs were classified according to the nature of vessels involvement and their degree of tortuosity. RESULTS Retinal imaging from 140 children, with a median age of 8.8 years (1.5-18), was included; 52 patients (37.1%) (81 eyes) exhibited RVAs. These RVAs comprised 96% (50/52) of simple vascular tortuosity and 17% (9/52) of a corkscrew pattern. A corkscrew pattern involved only small veins, whereas simple vascular tortuosity could affect both arteries and veins. No statistically significant age correlation was observed, but evolution of RVAs from simple vascular tortuosity to corkscrew pattern was observed in 5 cases. CONCLUSION Retinal vascular abnormalities occurred in 37.1% of children with NF1. These abnormalities may result from NF1 promoting localized tortuosity in both small arteries and veins, whereas only small second-order or tertiary-order venules evolve to a highly tortuous pattern.
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Affiliation(s)
- Romain Touzé
- Ophthalmology Department, Hôpital Universitaire Necker-Enfants Malades, Paris, France
| | - Marc M Abitbol
- Ophthalmology Department, Hôpital Universitaire Necker-Enfants Malades, Paris, France
- INSERM, UMRS 1138, Team 17, from Physiopathology of Ocular Diseases to Clinical Development, Paris University, Paris, France; and
| | - Dominique Bremond-Gignac
- Ophthalmology Department, Hôpital Universitaire Necker-Enfants Malades, Paris, France
- INSERM, UMRS 1138, Team 17, from Physiopathology of Ocular Diseases to Clinical Development, Paris University, Paris, France; and
| | - Matthieu P Robert
- Ophthalmology Department, Hôpital Universitaire Necker-Enfants Malades, Paris, France
- Borelli Centre, UMR 9010, CNRS-SSA-ENS Paris Saclay-Paris University, Paris, France
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13
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Tortuosity Index Calculations in Retinal Images: Some Criticalities Arising from Commonly Used Approaches. INFORMATION 2021. [DOI: 10.3390/info12110466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
A growing body of research in retinal imaging is recently considering vascular tortuosity measures or indexes, with definitions and methods mostly derived from cardiovascular research. However, retinal microvasculature has its own peculiarities that must be considered in order to produce reliable measurements. This study analyzed and compared various derived metrics (e.g., TI, TI_avg, TI*CV) across four existing computational workflows. Specifically, the implementation of the models on two critical OCT images highlighted main pitfalls of the methods, which may fail in reliably differentiating a highly tortuous image from a normal one. A tentative, encouraging approach to mitigate the issue on the same OCT exemplificative images is described in the paper, based on the suggested index TI*CV.
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14
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Wang Q, Liu L, Jonas JB, Gao B, Wu SL, Chen SH, Yan YN, Yang JY, Zhou WJ, Yang MC, Chan SY, Zhang L, Wei WB, Wang YX. Albuminuria and retinal vessel density in diabetes without diabetic retinopathy: the Kailuan Eye Study. Acta Ophthalmol 2021; 99:e669-e678. [PMID: 33354932 DOI: 10.1111/aos.14670] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 10/05/2020] [Indexed: 01/10/2023]
Abstract
BACKGROUND Diabetic retinopathy and chronic kidney disease are both major complications of diabetes mellitus. We explored the relationship between retinal vessel density (VD) and albuminuria in diabetic patients without conventionally defined diabetic retinopathy. METHODS The cross-sectional community-based Kailuan Diabetic Retinopathy Study included patients with type 2 diabetes without diabetic retinopathy who participated in the community-based longitudinal Kailuan study and who had undergone ocular fundus photography, kidney function assessment, and optical coherence tomographic angiography (OCT-angiography) for the assessment the retinal perfusion density (PD) and retinal VD. RESULTS The study included 447 patients (mean age: 60.9 ± 9.7 years). Higher PD and VD were associated with a lower urinary albumin-creatinine ratio (uACR) (macular region: p = 0.007: standardized regression coefficient beta: -0.14; and p = 0.008, beta: -0.13, respectively; parafoveal region: p = 0.006, beta: -0.14; and p = 0.007, beta: -0.14, respectively) after adjusting for age and ocular axial length. In a reverse manner, higher uACR was associated with lower PD and VD (macular region: p = 0.009, beta: -0.14; and p = 0.01, beta: -0.14, respectively; parafoveal region: p = 0.008, beta: -0.14; and p = 0.01, beta: -0.14, respectively), after adjusting for diabetes duration, blood pressure, serum concentration of C-reactive protein and high-density lipoprotein cholesterol and ocular axial length. In a multivariable model, the prevalence of macroalbuminuria increased by 11% (95% CI: 2%, 18%) and 17% (95% CI: 3%, 30%), respectively, for each mm-1 decrease in VD and each unit decrease in PD. CONCLUSIONS AND RELEVANCE After adjusting for systemic and ocular parameters, diabetic patients without diabetic retinopathy showed a reduction in OCT-angiographic retinal vascular measurements in association with systemic parameters indicating chronic kidney disease. Optical coherence tomographic (OCT)-angiographic retinal microvascular parameters may serve as markers for chronic kidney disease.
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Affiliation(s)
- Qian Wang
- Beijing Ophthalmology and Visual Science Key Lab Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment Beijing Tongren Eye CenterBeijing Tongren HospitalCapital Medical University Beijing China
| | - Lili Liu
- Renal Division Department of Medicine Peking University First Hospital Beijing China
| | - Jost B. Jonas
- Department of Ophthalmology Medical Faculty Mannheim of the Ruprecht‐Karis‐University Mannheim Germany
| | - Bixia Gao
- Renal Division Department of Medicine Peking University First Hospital Beijing China
| | - Shou Ling Wu
- Cardiology Department Kailuan General Hospital Tangshan China
| | | | - Yan Ni Yan
- Beijing Ophthalmology and Visual Science Key Lab Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment Beijing Tongren Eye CenterBeijing Tongren HospitalCapital Medical University Beijing China
| | - Jing Yan Yang
- Beijing Ophthalmology and Visual Science Key Lab Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment Beijing Tongren Eye CenterBeijing Tongren HospitalCapital Medical University Beijing China
| | - Wen Jia Zhou
- Beijing Ophthalmology and Visual Science Key Lab Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment Beijing Tongren Eye CenterBeijing Tongren HospitalCapital Medical University Beijing China
| | - Mo Chi Yang
- Department of Ophthalmology General Hospital of Ningxia Medical University Ningxia China
| | - Szy Yann Chan
- Department of Ophthalmology Peking University Third Hospital Beijing China
| | - Luxia Zhang
- Renal Division Department of Medicine Peking University First Hospital Beijing China
- National Institute of Health Data Science at Peking University Beijing China
| | - Wen Bin Wei
- Beijing Ophthalmology and Visual Science Key Lab Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment Beijing Tongren Eye CenterBeijing Tongren HospitalCapital Medical University Beijing China
| | - Ya Xing Wang
- Beijing Ophthalmology and Visual Science Key Lab Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment Beijing Tongren Eye CenterBeijing Tongren HospitalCapital Medical University Beijing China
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15
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Aronov M, Allon R, Stave D, Belkin M, Margalit E, Fabian ID, Rosenzweig B. Retinal Vascular Signs as Screening and Prognostic Factors for Chronic Kidney Disease: A Systematic Review and Meta-Analysis of Current Evidence. J Pers Med 2021; 11:jpm11070665. [PMID: 34357132 PMCID: PMC8307097 DOI: 10.3390/jpm11070665] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 07/13/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The substantial burden of kidney disease fosters interest in new ways of screening for early disease diagnosis, especially by non-invasive imaging. Increasing evidence for an association between retinal microvascular signs and kidney disease prompted us to investigate the relevant current literature on such an association systematically by performing a meta-analysis of our findings. METHODS We scrutinized the current literature by searching PubMed and Embase databases from for clinical studies of the association between retinal microvascular signs and prevalent or incident kidney disease. After excluding cases that did not meet our criteria, we extracted relevant data from 42 published studies (9 prospective, 32 cross-sectional, and 1 retrospective). RESULTS Our investigation yielded significant associations between retinal vascular changes (including retinopathy and retinal vascular diameter) and kidney dysfunction (including chronic kidney disease (CKD), end-stage renal disease (ESRD), albuminuria, and estimated glomerular filtration rate (eGFR) decline). According to our meta-analysis, retinopathy was associated with ESRD (hazard ratio (HR) 2.12 (95% confidence interval CI; 1.39-3.22)) and with CKD prevalence in the general population (odds ratio (OR) 1.31 (95% CI; 1.14-1.50)), and specifically in type 2 diabetic patients (OR 1.68 (95% CI; 1.68-2.16)). CRAE was associated with prevalent CKD (OR 1.41 (95% CI; 1.09-1.82)). CONCLUSIONS Our findings suggest that the retinal microvasculature can provide essential data about concurrent kidney disease status and predict future risk for kidney disease development and progression.
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Affiliation(s)
- Michael Aronov
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
- Correspondence: ; Tel.: +972-77-2009796
| | - Raviv Allon
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
| | - Danielle Stave
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
| | - Michael Belkin
- The Goldschleger Eye Institute, Sheba Medical Center, Tel Hashomer 5262000, Israel; (M.B.); (I.D.F.)
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Eyal Margalit
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
| | - Ido Didi Fabian
- The Goldschleger Eye Institute, Sheba Medical Center, Tel Hashomer 5262000, Israel; (M.B.); (I.D.F.)
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Barak Rosenzweig
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
- Department of Urology, Sheba Medical Center, Tel Hashomer 5262000, Israel;
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16
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Quinn N, Jenkins A, Ryan C, Januszewski A, Peto T, Brazionis L. Imaging the eye and its relevance to diabetes care. J Diabetes Investig 2021; 12:897-908. [PMID: 33190401 PMCID: PMC8169343 DOI: 10.1111/jdi.13462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 11/08/2020] [Accepted: 11/10/2020] [Indexed: 11/28/2022] Open
Abstract
Diabetes is a major cause of vision loss globally, yet this devastating complication is largely preventable. Early detection and treatment of diabetic retinopathy necessitates screening. Ocular imaging is widely used clinically, both for the screening and management of diabetic retinopathy. Common eye conditions, such as glaucoma, cataracts and retinal vessel thrombosis, and signs of systemic conditions, such as hypertension, are frequently revealed. As well as imaging by a skilled clinician during an eye examination, non-ophthalmic clinicians, such as general practitioners, endocrinologists, nurses and trained health workers, can also can carry out diabetic eye screening. This process usually comprises local imaging with remote grading, mostly human grading. However, grading incorporating artificial intelligence is emerging. In a clinical research context, retinal vasculature analyses using semi-automated software in many populations have identified associations between retinal vessel geometry, such as vessel caliber, and the risk of diabetic retinopathy and other chronic complications of type 1 and type 2 diabetes. Similarly, evaluation of corneal nerves by corneal confocal microscopy is revealing diabetes-related abnormalities, and associations with and predictive power for other chronic diabetes complications. As yet, the value of retinal vessel geometry and corneal confocal microscopy measures at an individual level is uncertain. In this article, targeting non-ocular clinicians and researchers, we review existent and emerging ocular imaging and grading tools, including artificial intelligence, and their associations between ocular imaging findings and diabetes and its chronic complications.
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Affiliation(s)
- Nicola Quinn
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Center for Public HealthQueen’s University BelfastBelfastUK
| | - Alicia Jenkins
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Center for Public HealthQueen’s University BelfastBelfastUK
| | - Chris Ryan
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Department of MedicineThe University of MelbourneMelbourneVictoriaAustralia
| | - Andrzej Januszewski
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Department of MedicineThe University of MelbourneMelbourneVictoriaAustralia
| | - Tunde Peto
- Center for Public HealthQueen’s University BelfastBelfastUK
| | - Laima Brazionis
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Department of MedicineThe University of MelbourneMelbourneVictoriaAustralia
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17
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Semecas R, Arnould L, Aptel F, Gavard O, Mautuit T, Creuzot-Garcher C, Bron A, MacGillivray T, Hogg S, Trucco E, Chiquet C. Retinal Vessel Phenotype in Patients with a History of Retinal Vein Occlusion. Ophthalmic Res 2021; 65:722-729. [PMID: 33910213 PMCID: PMC9808644 DOI: 10.1159/000516235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 02/26/2021] [Indexed: 01/07/2023]
Abstract
INTRODUCTION The aim of the study was to estimate the phenotype of retinal vessels using central retinal artery equivalent (CRAE), central retinal vein equivalent (CRVE), tortuosity, and fractal analysis in the unaffected contralateral eye of patients with central or branch retinal vein occlusion (CRVO or BRVO). METHODS Thirty-four patients suffering from CRVO, 15 suffering from BRVO, and 49 controlled matched subjects had a fundus image analyzed using the VAMPIRE software. The intraclass correlation coefficient and a Bland-Altman plot were done for the reproducibility study. RESULTS There was a lack of evidence of difference between the control group and the CRVO group for CRAE (p = 0.06), CRVE (p = 0.3), and arterio-venule ratio (AVR, p = 0.6). Contralateral eyes of CRVO exhibited a significantly higher arterial and minimum arterial tortuosity values (p = 0.012), as compared with control eyes. Contralateral eyes of patients with a history of BRVO had a significantly higher CRAE (p = 0.02), AVR (p = 0.006), and minimal arterial tortuosity (p = 0.05). Fractal analysis showed that contralateral eyes of BRVO had higher values of fractal parameters (D0a, p = 0.005). CONCLUSION This study suggests that CVRO or BRVO is not triggered by the same retinal vascular phenotypes in the contralateral eye. The morphology of retinal vasculature may be associated with the occurrence of RVO, independently of known risk factors.
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Affiliation(s)
- Rachel Semecas
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Louis Arnould
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Clinical Epidemiology/Clinical Trials Unit, INSERM, CIC1432, Dijon University Hospital, Clinical Investigation Center, Dijon, France
| | - Florent Aptel
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Olivier Gavard
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Thibaud Mautuit
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Catherine Creuzot-Garcher
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Eye and Nutrition Research Group, CSGA, UMR 1324 INRA, Dijon, France
| | - Alain Bron
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Eye and Nutrition Research Group, CSGA, UMR 1324 INRA, Dijon, France
| | - Tom MacGillivray
- VAMPIRE Project, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Stephen Hogg
- VAMPIRE project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Emmanuel Trucco
- VAMPIRE project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Christophe Chiquet
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France,*Christophe Chiquet,
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18
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Xu X, Gao B, Ding W, Wang Q, Zhang M, Tan T, Sun F, Lei J, Ji Q, Xu F. Retinal image measurements and their association with chronic kidney disease in Chinese patients with type 2 diabetes: the NCD study. Acta Diabetol 2021; 58:363-370. [PMID: 33098472 DOI: 10.1007/s00592-020-01621-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 10/12/2020] [Indexed: 12/29/2022]
Abstract
AIMS Retinal and renal microcirculations are known to share similar physiological changes during early diabetes because of abnormal glucose metabolism and other processes. The retinal vasculature therefore may serve as potential biomarker for the early identification of those at high risk of chronic kidney disease (CKD) in diabetes. METHODS Data from 1925 patients (aged 49.0 ± 10.3) with type 2 diabetes were analyzed. Various retinal image measurements (RIMs) were collected using a validated fully automated computer program. Multiple logistic regressions were performed to investigate the correlation between RIMs and CKD. RESULTS In logistic regression adjusting for multiple variables, wider venular calibers in the central and middle zones and narrower arteriolar caliber in the central zone were associated with CKD (p < 0.001, p = 0.020, and p < 0.001, respectively). Increased arteriolar tortuosity was associated with CKD (p = 0.035). Multiple image texture measurements were also significantly associated with CKD. CONCLUSIONS Renal dysfunction in type 2 diabetes was associated with various retinal image measurements. These non-invasive image measurements may serve as potential biomarkers for the early identification and monitoring of individuals at high risk of CKD in the course of diabetes.
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Affiliation(s)
- Xiayu Xu
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China
- Bioinspired Engineering and Biomechanics Center (BEBC), Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China
| | - Bin Gao
- Department of Endocrinology, Tangdu Hospital Air Force Military Medical University, Xi'an, 710038, People's Republic of China
| | - Wenxiang Ding
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China
- Bioinspired Engineering and Biomechanics Center (BEBC), Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China
| | - Qiong Wang
- Department of Endocrinology and Metabolism, Xijing Hospital, Air Force Military Medical University, Xi'an, 710032, People's Republic of China
| | - Maiye Zhang
- Department of Endocrinology and Metabolism, Xijing Hospital, Air Force Military Medical University, Xi'an, 710032, People's Republic of China
| | - Tao Tan
- Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands
| | - Fei Sun
- Department of Endocrinology and Metabolism, Xijing Hospital, Air Force Military Medical University, Xi'an, 710032, People's Republic of China
| | - Jianqin Lei
- Department of Ophthalmology, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, People's Republic of China
| | - Qiuhe Ji
- Department of Endocrinology and Metabolism, Xijing Hospital, Air Force Military Medical University, Xi'an, 710032, People's Republic of China.
| | - Feng Xu
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China.
- Bioinspired Engineering and Biomechanics Center (BEBC), Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China.
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19
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O'Neill RA, Maxwell AP, Kee F, Young I, Hogg RE, Cruise S, McGuinness B, McKay GJ. Association of reduced retinal arteriolar tortuosity with depression in older participants from the Northern Ireland Cohort for the Longitudinal Study of Ageing. BMC Geriatr 2021; 21:62. [PMID: 33446119 PMCID: PMC7809811 DOI: 10.1186/s12877-021-02009-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 01/04/2021] [Indexed: 01/01/2023] Open
Abstract
INTRODUCTION The retina shares similar anatomical and physiological features with the brain and subtle variations in retinal microvascular parameters (RMPs) may reflect similar vascular variation in the brain. The aim of this study was to assess associations between RMPs and measures of depression in the Northern Ireland Cohort for the Longitudinal Study of Ageing. METHODS RMPs (arteriolar and venular caliber, fractal dimension and tortuosity) were measured from optic disc centred fundus images using semi-automated software. Depression was characterised by the Centre for Epidemiologic Studies Depression Scale (CES-D) in the absence of mild cognitive impairment or use of anti-depressive medications. Associations between depression and RMPs were assessed by regression analyses with adjustment for potential confounders. RESULTS Data were available for 1376 participants of which 113 (8.2%) and 1263 (91.8%) were classified with and without depression. Participants had a mean age of 62.0 ± 8.4 yrs., 52% were female, and 8% were smokers. Individuals with depression had a higher CES-D score than those without (22.0 ± 6.2 versus 4.4 ± 3.9). Lower values of arteriolar tortuosity were significantly associated with depression, before and after adjustment for potential confounders (odds ratio = 0.79; 95% confidence intervals: 0.65, 0.96; P = 0.02). CONCLUSION Decreased retinal arteriolar tortuosity, a measure of the complexity of the retinal microvasculature was associated with depression in older adults independent of potential confounding factors. Retinal measures may offer opportunistic assessment of microvascular health associated with outcomes of depression.
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Affiliation(s)
- R A O'Neill
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - A P Maxwell
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - F Kee
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - I Young
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - R E Hogg
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - S Cruise
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - B McGuinness
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland
| | - G J McKay
- Centre for Public Health, Queens University Belfast, Belfast, Northern Ireland.
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20
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Velayutham V, Craig ME, Liew G, Wong TY, Jenkins AJ, Benitez-Aguirre PZ, Donaghue KC. Extended-Zone Retinal Vascular Caliber and Risk of Diabetic Retinopathy in Adolescents with Type 1 Diabetes. ACTA ACUST UNITED AC 2020; 4:1151-1157. [DOI: 10.1016/j.oret.2020.05.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Revised: 04/27/2020] [Accepted: 05/14/2020] [Indexed: 12/24/2022]
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21
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Czakó C, Kovács T, Ungvari Z, Csiszar A, Yabluchanskiy A, Conley S, Csipo T, Lipecz A, Horváth H, Sándor GL, István L, Logan T, Nagy ZZ, Kovács I. Retinal biomarkers for Alzheimer's disease and vascular cognitive impairment and dementia (VCID): implication for early diagnosis and prognosis. GeroScience 2020; 42:1499-1525. [PMID: 33011937 PMCID: PMC7732888 DOI: 10.1007/s11357-020-00252-7] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 08/10/2020] [Indexed: 12/11/2022] Open
Abstract
Cognitive impairment and dementia are major medical, social, and economic public health issues worldwide with significant implications for life quality in older adults. The leading causes are Alzheimer's disease (AD) and vascular cognitive impairment/dementia (VCID). In both conditions, pathological alterations of the cerebral microcirculation play a critical pathogenic role. Currently, the main pathological biomarkers of AD-β-amyloid peptide and hyperphosphorylated tau proteins-are detected either through cerebrospinal fluid (CSF) or PET examination. Nevertheless, given that they are invasive and expensive procedures, their availability is limited. Being part of the central nervous system, the retina offers a unique and easy method to study both neurodegenerative disorders and cerebral small vessel diseases in vivo. Over the past few decades, a number of novel approaches in retinal imaging have been developed that may allow physicians and researchers to gain insights into the genesis and progression of cerebromicrovascular pathologies. Optical coherence tomography (OCT), OCT angiography, fundus photography, and dynamic vessel analyzer (DVA) are new imaging methods providing quantitative assessment of retinal structural and vascular indicators-such as thickness of the inner retinal layers, retinal vessel density, foveal avascular zone area, tortuosity and fractal dimension of retinal vessels, and microvascular dysfunction-for cognitive impairment and dementia. Should further studies need to be conducted, these retinal alterations may prove to be useful biomarkers for screening and monitoring dementia progression in clinical routine. In this review, we seek to highlight recent findings and current knowledge regarding the application of retinal biomarkers in dementia assessment.
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Affiliation(s)
- Cecilia Czakó
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | - Tibor Kovács
- Department of Neurology, Semmelweis University, Budapest, Hungary
| | - Zoltan Ungvari
- Translational Geroscience Laboratory, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Vascular Cognitive Impairment and Neurodegeneration Program, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- International Training Program in Geroscience, Doctoral School of Basic and Translational Medicine/Department of Public Health, Semmelweis University, Budapest, Hungary
- International Training Program in Geroscience, Theoretical Medicine Doctoral School/Departments of Medical Physics and Informatics & Cell Biology and Molecular Medicine, University of Szeged, Szeged, Hungary
- Department of Health Promotion Sciences, College of Public Health, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Anna Csiszar
- Translational Geroscience Laboratory, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Vascular Cognitive Impairment and Neurodegeneration Program, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- International Training Program in Geroscience, Theoretical Medicine Doctoral School/Departments of Medical Physics and Informatics & Cell Biology and Molecular Medicine, University of Szeged, Szeged, Hungary
| | - Andriy Yabluchanskiy
- Translational Geroscience Laboratory, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Vascular Cognitive Impairment and Neurodegeneration Program, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Department of Health Promotion Sciences, College of Public Health, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Shannon Conley
- Department of Cell Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Tamas Csipo
- Translational Geroscience Laboratory, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Vascular Cognitive Impairment and Neurodegeneration Program, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- International Training Program in Geroscience, Doctoral School of Basic and Translational Medicine/Department of Public Health, Semmelweis University, Budapest, Hungary
| | - Agnes Lipecz
- Translational Geroscience Laboratory, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Vascular Cognitive Impairment and Neurodegeneration Program, Center for Geroscience and Healthy Brain Aging/Reynolds Oklahoma Center on Aging, Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
- Department of Ophthalmology, Josa Andras Hospital, Nyiregyhaza, Hungary
| | - Hajnalka Horváth
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | | | - Lilla István
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | - Trevor Logan
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | - Zoltán Zsolt Nagy
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | - Illés Kovács
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary.
- Department of Ophthalmology, Weill Cornell Medical College, New York City, NY, USA.
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Comprehensive retinal vascular measurements: a novel association with renal function in type 2 diabetic patients in China. Sci Rep 2020; 10:13737. [PMID: 32792602 PMCID: PMC7426409 DOI: 10.1038/s41598-020-70408-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 06/26/2020] [Indexed: 02/07/2023] Open
Abstract
To examine the association between various retinal vascular measurements and microalbuminuria in patients with type 2 diabetes in a northwestern China study. Data from 911 patients with type 2 diabetes were analyzed. Novel retinal vascular measurements from the whole vascular tree were extracted using a validated fully automatic computer program. Retinal vascular measurements were analyzed continuously and categorically for associations with microalbuminuria using multiple logistic regressions, adjusted for related variables. In logistic regression adjusting for multiple variables, microalbuminuria was associated with smaller peripheral arteriolar caliber, larger peripheral venular caliber, larger arteriolar tortuosity, and smaller arteriolar fractal dimension (p = 0.028, p < 0.001, p = 0.038, p = 0.035, respectively). In further categorical analyses, microalbuminuria was related to smaller peripheral arteriolar caliber [T1 vs. T3: odds ratio (OR) 2.029; 95% confidence interval (CI) 1.186–3.473], larger peripheral venular caliber (T1 vs. T3: OR 0.609; 95% CI 0.362–1.024), and smaller arteriolar fractal dimension (T1 vs. T3: OR 1.659; 95% CI 1.028–2.675). Microalbuminuria in type 2 diabetes is associated with both retinal vascular caliber and geometry. These noninvasive vascular measurements serve as potential preclinical markers to identify populations at high risk of early kidney disease in the course of diabetes.
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Fayed AE, Abdelbaki AM, El Zawahry OM, Fawzi AA. Optical coherence tomography angiography reveals progressive worsening of retinal vascular geometry in diabetic retinopathy and improved geometry after panretinal photocoagulation. PLoS One 2019; 14:e0226629. [PMID: 31887149 PMCID: PMC6936773 DOI: 10.1371/journal.pone.0226629] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2019] [Accepted: 12/02/2019] [Indexed: 11/25/2022] Open
Abstract
Purpose To quantify vessel tortuosity and fractal dimension of the superficial capillary plexus (SCP) of the macula in different stages of diabetic retinopathy (DR), and following panretinal photocoagulation (PRP) using optical coherence tomography angiography (OCTA). Methods 75 eyes of 75 subjects were divided into five groups; healthy controls, diabetes with no clinical DR, non-proliferative diabetic retinopathy (NPDR), proliferative diabetic retinopathy (PDR) and patients who received PRP for PDR (PDR+PRP).For vessel tortuosity, SCP slabs from 3x3 mm macular OCTA scans were processed using imageJ (NIH, USA), where large perifoveal vessels were traced and their length was measured with tortuosity calculated as the ratio between the actual length and the straight Euclidean length. For fractal dimension, SCP slabs were processed and imported to Fractalyse (ThéMA, France), where box-counting analyses produced fractal dimension values. Results We found a significant difference in vessel tortuosity and fractal dimension between the five groups (one-way ANOVA, p < 0.001both). NPDR and PDR had significantly more tortuous vessels and lower fractal dimension compared to healthy controls (Tukey HSD: p = 0.02, 0.015,0.015 and <0.001, respectively). Fractal dimension was also significantly lower in NPDR and PDR compared to eyes with no clinical DR (p <0.001 both), and in PDR compared to NPDR (p = 0.014). Following PRP, vessel tortuosity was significantly lower and fractal dimension was higher in PDR+PRP compared to PDR (p = 0.001 and 0.031, respectively). Conclusions We used macular OCTA scans to demonstrate significantly higher perifoveal large vessel tortuosity, and lower fractal dimension in NPDR and PDR compared to healthy controls. Vessel tortuosity shows more dramatic normalization than fractal dimension and could be explored as a sensitive marker for successful PRP.
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Affiliation(s)
- Alaa E. Fayed
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America
- Department of Ophthalmology, Kasr Al-Ainy School of Medicine, Cairo University, Cairo, Egypt
| | - Ahmed M. Abdelbaki
- Department of Ophthalmology, Kasr Al-Ainy School of Medicine, Cairo University, Cairo, Egypt
| | - Omar M. El Zawahry
- Department of Ophthalmology, Kasr Al-Ainy School of Medicine, Cairo University, Cairo, Egypt
| | - Amani A. Fawzi
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America
- * E-mail:
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24
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Computational assessment of the retinal vascular tortuosity integrating domain-related information. Sci Rep 2019; 9:19940. [PMID: 31882964 PMCID: PMC6934469 DOI: 10.1038/s41598-019-56507-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Accepted: 12/12/2019] [Indexed: 12/27/2022] Open
Abstract
The retinal vascular tortuosity presents a valuable potential as a clinical biomarker of many relevant vascular and systemic diseases. Commonly, the existent approaches face the tortuosity quantification by means of fully mathematical representations of the vessel segments. However, the specialists, based on their diagnostic experience, commonly analyze additional domain-related information that is not represented in these mathematical metrics of reference. In this work, we propose a novel computational tortuosity metric that outperforms the mathematical metrics of reference also incorporating anatomical properties of the fundus image such as the distinction between arteries and veins, the distance to the optic disc, the distance to the fovea, and the vessel caliber. The evaluation of its prognostic performance shows that the integration of the anatomical factors provides an accurate tortuosity assessment that is more adjusted to the specialists’ perception.
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Orlov NV, Coletta C, van Asten F, Qian Y, Ding J, AlGhatrif M, Lakatta E, Chew E, Wong W, Swaroop A, Fiorillo E, Delitala A, Marongiu M, Goldberg IG, Schlessinger D. Age-related changes of the retinal microvasculature. PLoS One 2019; 14:e0215916. [PMID: 31048908 PMCID: PMC6497255 DOI: 10.1371/journal.pone.0215916] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2018] [Accepted: 04/10/2019] [Indexed: 01/17/2023] Open
Abstract
Purpose Blood vessels of the retina provide an easily-accessible, representative window into the condition of microvasculature. We investigated how retinal vessel structure captured in fundus photographs changes with age, and how this may reflect features related to patient health, including blood pressure. Results We used two approaches. In the first approach, we segmented the retinal vasculature from fundus photographs and then we correlated 25 parameterized aspects ("traits")—comprising 15 measures of tortuosity, 7 fractal ranges of self-similarity, and 3 measures of junction numbers—with participant age and blood pressure. In the second approach, we examined entire fundus photographs with a set of algorithmic CHARM features. We studied 2,280 Sardinians, ages 20–28, and an U.S. based population from the AREDS study in 1,178 participants, ages 59–84. Three traits (relating to tortuosity, vessel bifurcation number, and vessel endpoint number) showed significant changes with age in both cohorts, and one additional trait (relating to fractal number) showed a correlation in the Sardinian cohort only. When using second approach, we found significant correlations of particular CHARM features with age and blood pressure, which were stronger than those detected when using parameterized traits, reflecting a greater signal from the entire photographs than was captured in the segmented microvasculature. Conclusions These findings demonstrate that automated quantitative image analysis of fundus images can reveal general measures of patient health status.
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Affiliation(s)
- Nikita V. Orlov
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
- * E-mail: ,
| | - Cristopher Coletta
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Freekje van Asten
- Division of Epidemiology and Clinical Applications, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
- Neurobiology, Neurodegeneration and Repair Laboratory, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Yong Qian
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Jun Ding
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Majd AlGhatrif
- Laboratory of Cardiovascular Science, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Edward Lakatta
- Laboratory of Cardiovascular Science, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Emily Chew
- Division of Epidemiology and Clinical Applications, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Wai Wong
- Division of Epidemiology and Clinical Applications, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Anand Swaroop
- Neurobiology, Neurodegeneration and Repair Laboratory, National Eye Institute/National Institutes of Health, Baltimore, Maryland, United States of America
| | - Edoardo Fiorillo
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Monserrato, Cagliari, Italy
| | - Alessandro Delitala
- Department of Clinical and Experimental Medicine, Azienda Ospedaliero Universitaria di Sassari, Sassari, Italy
| | - Michele Marongiu
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche (CNR), Monserrato, Cagliari, Italy
| | - Ilya G. Goldberg
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
| | - David Schlessinger
- Laboratory of Genetics & Genomics, National Institute on Aging/National Institutes of Health, Baltimore, Maryland, United States of America
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Ramos L, Novo J, Rouco J, Romeo S, Álvarez MD, Ortega M. Retinal vascular tortuosity assessment: inter-intra expert analysis and correlation with computational measurements. BMC Med Res Methodol 2018; 18:144. [PMID: 30458717 PMCID: PMC6245828 DOI: 10.1186/s12874-018-0598-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 10/30/2018] [Indexed: 01/20/2023] Open
Abstract
Background The retinal vascular tortuosity can be a potential indicator of relevant vascular and non-vascular diseases. However, the lack of a precise and standard guide for the tortuosity evaluation hinders its use for diagnostic and treatment purposes. This work aims to advance in the standardization of the retinal vascular tortuosity as a clinical biomarker with diagnostic potential, allowing, thereby, the validation of objective computational measurements on the basis of the entire spectrum of the expert knowledge. Methods This paper describes a multi-expert validation process of the computational vascular tortuosity measurements of reference. A group of five experts, covering the different clinical profiles of an ophthalmological service, and a four-grade scale from non-tortuous to severe tortuosity as well as non-tortuous / tortuous and asymptomatic / symptomatic binary classifications are considered for the analysis of the the multi-expert validation procedure. The specialists rating process comprises two rounds involving all the experts and a joint round to establish consensual rates. The expert agreement is analyzed throughout the rating procedure and, then, the consensual rates are set as the reference to validate the prognostic performance of four computational tortuosity metrics of reference. Results The Kappa indexes for the intra-rater agreement analysis were obtained between 0.35 and 0.83 whereas for the inter-rater agreement in the asymptomatic / symptomatic classification were between 0.22 and 0.76. The Area Under the Curve (AUC) for each expert against the consensual rates were placed between 0.61 and 0.83 whereas the prognostic performance of the best objective tortuosity metric was 0.80. Conclusions There is a high inter and intra-rater variability, especially for the case of the four grade scale. The prognostic performance of the tortuosity measurements is close to the experts’ performance, especially for Grisan measurement. However, there is a gap between the automatic effectiveness and the expert perception given the lack of clinical criteria in the computational measurements.
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Affiliation(s)
- Lucía Ramos
- University of A Coruña, Department of Computer Science, Campus de Elviña, A Coruña, 15071, Spain. .,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, A Coruña, Spain.
| | - Jorge Novo
- University of A Coruña, Department of Computer Science, Campus de Elviña, A Coruña, 15071, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, A Coruña, Spain
| | - José Rouco
- University of A Coruña, Department of Computer Science, Campus de Elviña, A Coruña, 15071, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, A Coruña, Spain
| | - Stephanie Romeo
- Servizo de Oftalmoloxía, Complexo Hospitalario Universitario de Ferrol, Ferrol, A coruña, Spain
| | - María D Álvarez
- Servizo de Oftalmoloxía, Complexo Hospitalario Universitario de Ferrol, Ferrol, A coruña, Spain
| | - Marcos Ortega
- University of A Coruña, Department of Computer Science, Campus de Elviña, A Coruña, 15071, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, A Coruña, Spain
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Klein R, Lee KE, Danforth L, Tsai MY, Gangnon RE, Meuer SE, Wong TY, Cheung CY, Klein BEK. The Relationship of Retinal Vessel Geometric Characteristics to the Incidence and Progression of Diabetic Retinopathy. Ophthalmology 2018; 125:1784-1792. [PMID: 29779685 DOI: 10.1016/j.ophtha.2018.04.023] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Revised: 04/16/2018] [Accepted: 04/17/2018] [Indexed: 12/14/2022] Open
Abstract
PURPOSE To examine the relationships of retinal vessel geometric characteristics (RVGCs) to the incidence and progression of diabetic retinopathy (DR). DESIGN Observational, prospective cohort study. PARTICIPANTS Nine hundred ninety-six persons with type 1 diabetes mellitus (T1DM) and 1370 persons with type 2 diabetes mellitus (T2DM) seen at a baseline examination who were eligible for follow-up examinations at subsequent 5-year intervals. A total of 3846 person-interval data from these follow-up examinations are the basis for the analyses. METHODS Diabetic retinopathy and macular edema were assessed by grading of 30° stereoscopic color fundus photographs. Retinal vessel geometric characteristics were assessed using the Singapore I Vessel Assessment program from a digitized copy of 1 of the field 1 fundus photographs obtained at baseline and follow-up. MAIN OUTCOME MEASURES The 5-year incidence of any DR, progression of DR, and incidence of proliferative diabetic retinopathy (PDR) and clinically significant macular edema (CSME) in right eyes. RESULTS Incident DR occurred in 45%, progression in 32%, PDR in 10%, and CSME in 5%. While adjusting for glycated hemoglobin, duration of diabetes, and other factors, retinal arteriolar simple tortuosity was associated significantly with the incidence of any DR (odds ratio [OR], 1.17; 95% confidence interval [CI], 1.01-1.35). Retinal venular branching angle was associated significantly with progression of DR (OR, 1.18; 95% CI, 1.03-1.36), retinal venular curvature tortuosity was associated significantly with the incidence of PDR (OR, 1.15; 95% CI, 1.01-1.30), and retinal venular branching angle (OR, 1.41; 95% CI, 1.10-1.82) was associated significantly with the incidence of CSME. There were no significant associations of other RVGCs with any of the DR outcomes in the full multivariate model. Inclusion of all possible RVGCs did not improve the predictive value of the models that already included retinal vessel diameter and baseline DR severity level. CONCLUSIONS Retinal vessel geometric characteristics of the retinal venules were associated with progression of DR; however, most of the RVGCs measured from digitized fundus photographs added little to the assessment of risk of incidence and progression of DR when other risk factors were considered in T1DM and T2DM.
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Affiliation(s)
- Ronald Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, Wisconsin.
| | - Kristine E Lee
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, Wisconsin
| | - Lorraine Danforth
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, Wisconsin
| | - Michael Y Tsai
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, United States
| | - Ronald E Gangnon
- Department of Population Health Sciences, University of Wisconsin-Madison, Madison, Wisconsin
| | - Stacy E Meuer
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, Wisconsin
| | - Tien Y Wong
- Department of Ophthalmology & Visual Sciences, Duke-NUS Medical School, Singapore, Republic of Singapore
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Barbara E K Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, Wisconsin
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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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Huang QF, Wei FF, Zhang ZY, Raaijmakers A, Asayama K, Thijs L, Yang WY, Mujaj B, Allegaert K, Verhamme P, Struijker-Boudier HAJ, Li Y, Staessen JA. Reproducibility of Retinal Microvascular Traits Decoded by the Singapore I Vessel Assessment Software Across the Human Age Range. Am J Hypertens 2018; 31:438-449. [PMID: 29186314 PMCID: PMC5861549 DOI: 10.1093/ajh/hpx202] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Accepted: 11/23/2017] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Retinal microvascular traits predict adverse health outcomes. The Singapore I Vessel Assessment (SIVA) software improved automated postprocessing of retinal photographs. In addition to microvessel caliber, it generates measures of arteriolar and venular geometry. Few studies addressed the reproducibility of SIVA measurements across a wide age range. METHODS In the current study, 2 blinded graders read images obtained by nonmydriatic retinal photography twice in 20 11-year-old children, born prematurely (n = 10) or at term (n = 10) and in 60 adults (age range, 18.9–86.1 years). RESULTS Former preterm compared with term children had lower microvessel diameter and disorganized vessel geometry with no differences in intraobserver and interobserver variability. Among adults, microvessel caliber decreased with age and blood pressure and arteriolar geometry was inversely correlated with female sex and age. Intraobserver differences estimated by the Bland–Altman method did not reach significance for any measurement. Across measurements, median reproducibility (RM) expressed as percent of the average trait value was 8.8% in children (median intraclass correlation coefficient [ICC], 0.94) and 8.0% (0.97) in adults. Likewise, interobserver differences did not reach significance with RM (ICC) of 10.6% (0.85) in children and 10.4% (0.93) in adults. Reproducibility was best for microvessel caliber (intraobserver/interobserver RM, 4.7%/6.0%; ICC, 0.98/0.96), worst for venular geometry (17.0%/18.8%; 0.93/0.84), and intermediate for arteriolar geometry (10.9%/14.9%; 0.95/0.86). CONCLUSIONS SIVA produces repeatable measures of the retinal microvasculature in former preterm and term children and in adults, thereby proving its usability from childhood to old age.
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Affiliation(s)
- Qi-Fang Huang
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
- Center for Epidemiological Studies and Clinical Trials and Center for Vascular Evaluations, Shanghai Institute of Hypertension, Shanghai Key Laboratory of Hypertension, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Fang-Fei Wei
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
| | - Zhen-Yu Zhang
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
| | - Anke Raaijmakers
- Department of Development and Regeneration, University of Leuven, Belgium
| | - Kei Asayama
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Tokyo, Japan
- Department of Planning for Drug Development and Clinical Evaluation, Tohoku University Graduate School of Pharmaceutical Sciences, Sendai, Japan
| | - Lutgarde Thijs
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
| | - Wen-Yi Yang
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
| | - Blerim Mujaj
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
| | - Karel Allegaert
- Department of Development and Regeneration, University of Leuven, Belgium
- Department of Pediatric Surgery and Intensive Care, Erasmus MC-Sophia Children’s Hospital, Rotterdam, The Netherlands
| | - Peter Verhamme
- Centre for Molecular and Vascular Biology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
| | | | - Yan Li
- Center for Epidemiological Studies and Clinical Trials and Center for Vascular Evaluations, Shanghai Institute of Hypertension, Shanghai Key Laboratory of Hypertension, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Jan A Staessen
- Studies Coordinating Centre, Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Belgium
- Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, The Netherlands
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30
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Kee AR, Wong TY, Li LJ. Retinal vascular imaging technology to monitor disease severity and complications in type 1 diabetes mellitus: A systematic review. Microcirculation 2018; 24. [PMID: 27749000 DOI: 10.1111/micc.12327] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2016] [Accepted: 10/11/2016] [Indexed: 12/25/2022]
Abstract
OBJECTIVE Type 1 diabetes mellitus (T1DM) is a major disease affecting a large number of young patients. In the recent years, retinal vascular imaging has provided an objective assessment of vascular health in patients with T1DM. Our study aimed to review the current literature on retinal vascular parameters in young patients with T1DM in order to understand the following: (i) How retinal vessels are affected in T1DM (ii) How such vascular changes can be predictive of future diabetic microvascular complications METHODS: We performed a systematic review and extracted relevant data from 17 articles. RESULTS We found significant correlations between retinal vessel changes and diabetes-related risk factors (eg, hypertension, hyperlipidemia, and obesity), diabetes-related features (eg, diabetes duration and glycemic control), and diabetes-related microvascular complications (eg, diabetic retinopathy, nephropathy, and neuropathy). CONCLUSION Our findings suggest that retinal microvasculature is associated with both disease severity and complications in young patients with T1DM.
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Affiliation(s)
- Ae Ra Kee
- Tan Tock Seng Hospital, National Healthcare Group, Singapore, Singapore
| | - Tien Yin Wong
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.,DUKE-NUS Graduate Medical School, Singapore, Singapore
| | - Ling-Jun Li
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore.,DUKE-NUS Graduate Medical School, Singapore, Singapore
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Li LJ, Tan KH, Aris IM, Chong YS, Saw SM, Gluckman P, Wang JJ, Wong TY. Gestational retinal microvasculature and the risk of 5 year postpartum abnormal glucose metabolism. Diabetologia 2017; 60:2368-2376. [PMID: 28939944 DOI: 10.1007/s00125-017-4441-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2017] [Accepted: 08/01/2017] [Indexed: 12/20/2022]
Abstract
AIMS/HYPOTHESIS Changes in retinal microvasculature may reflect insulin resistance. We examined the association of changes in retinal microvasculature during pregnancy and risk of subsequent abnormal glucose metabolism in a cohort of mothers at baseline and 5 years postpartum. METHODS Of the participants from the Singapore birth cohort (Growing Up in Singapore Towards Healthy Outcomes [GUSTO]), 276 mothers attended both baseline (at 26-28 weeks of gestation) and follow-up (5 year postpartum) visits. At baseline we performed retinal photography and assessed retinal microvascular variables using a validated grading system. At follow-up, we assessed glucose tolerance using a 75 g OGTT. We defined abnormal glucose metabolism if participants: (1) had onset of gestational diabetes mellitus (GDM) in subsequent pregnancies within a 5 year follow-up period (n = 103) or (2) had prediabetes (impaired fasting glucose, impaired glucose tolerance or HbA1c 5.7-6.4% [39-46 mmol/mol]) and diabetes diagnosed at the 5 year follow-up visit (n = 84), according to WHO guidelines. RESULTS The incidence of GDM in subsequent pregnancy and abnormal glucose metabolism 5 years postpartum was 25.2% and 30.4%, respectively. Each 10 μm widening in retinal venular calibre was associated with a significant risk of postpartum abnormal glucose metabolism (RR 1.2 [95% CI 1.0, 1.5]), independent of maternal age, college education, ethnicity, pre-pregnancy BMI and GDM at baseline. Narrower retinal arteriolar calibre and venular branching angle at baseline was associated with a higher insulin resistance index (1.4 [95% CI 1.1, 1.7] and 1.3 [95% CI 1.1, 1.6], respectively) at follow-up. CONCLUSIONS/INTERPRETATION Retinal microvasculature in pregnant women was associated with abnormal glucose metabolism 5 years postpartum. Alteration of microvascular structure during pregnancy may signal subclinical changes that underlie the development of prediabetes and diabetes.
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Affiliation(s)
- Ling-Jun Li
- Singapore Eye Research Institute, Singapore National Eye Centre, The Academia, 20 College Road, Discovery Tower Level 6, Singapore, 169856, Singapore.
- Academic Medicine Research Institute, Duke-NUS Medical School, Singapore, Singapore.
| | - Kok Hian Tan
- Academic Medicine Research Institute, Duke-NUS Medical School, Singapore, Singapore
- Division of Obstetrics and Gynecology, KK Women's and Children's Hospital, Singapore, Singapore
| | - Izzuddin M Aris
- Growth, Development and Metabolism, Singapore Institute for Clinical Sciences, Agency for Science Technology and Research (A*STAR), Singapore, Singapore
| | - Yap Seng Chong
- Growth, Development and Metabolism, Singapore Institute for Clinical Sciences, Agency for Science Technology and Research (A*STAR), Singapore, Singapore
- Department of Obstetrics and Gynecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Seang Mei Saw
- Singapore Eye Research Institute, Singapore National Eye Centre, The Academia, 20 College Road, Discovery Tower Level 6, Singapore, 169856, Singapore
- Academic Medicine Research Institute, Duke-NUS Medical School, Singapore, Singapore
| | - Peter Gluckman
- Growth, Development and Metabolism, Singapore Institute for Clinical Sciences, Agency for Science Technology and Research (A*STAR), Singapore, Singapore
| | - Jie Jin Wang
- Academic Medicine Research Institute, Duke-NUS Medical School, Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, The Academia, 20 College Road, Discovery Tower Level 6, Singapore, 169856, Singapore
- Academic Medicine Research Institute, Duke-NUS Medical School, Singapore, Singapore
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32
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Mulè G, Vadalà M, Geraci G, Cottone S. Retinal vascular imaging in cardiovascular medicine: New tools for an old examination. Atherosclerosis 2017; 268:188-190. [PMID: 29145994 DOI: 10.1016/j.atherosclerosis.2017.11.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 11/01/2017] [Indexed: 01/11/2023]
Affiliation(s)
- Giuseppe Mulè
- Dipartimento Biomedico di Medicina Interna e Specialistica (DIBIMIS), Unit of Nephrology and Hypertension, European Society of Hypertension Excellence Centre, Università di Palermo, Palermo, Italy.
| | - Maria Vadalà
- Dipartimento di Biomedicina Sperimentale e di Neuroscienze Cliniche (BIONEC), Ophthalmology Section, Università di Palermo, Palermo, Italy
| | - Giulio Geraci
- Dipartimento Biomedico di Medicina Interna e Specialistica (DIBIMIS), Unit of Nephrology and Hypertension, European Society of Hypertension Excellence Centre, Università di Palermo, Palermo, Italy
| | - Santina Cottone
- Dipartimento Biomedico di Medicina Interna e Specialistica (DIBIMIS), Unit of Nephrology and Hypertension, European Society of Hypertension Excellence Centre, Università di Palermo, Palermo, Italy
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Marcovecchio ML, Chiesa ST, Bond S, Daneman D, Dawson S, Donaghue KC, Jones TW, Mahmud FH, Marshall SM, Neil HAW, Dalton RN, Deanfield J, Dunger DB. ACE Inhibitors and Statins in Adolescents with Type 1 Diabetes. N Engl J Med 2017; 377:1733-1745. [PMID: 29091568 DOI: 10.1056/nejmoa1703518] [Citation(s) in RCA: 80] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND Among adolescents with type 1 diabetes, rapid increases in albumin excretion during puberty precede the development of microalbuminuria and macroalbuminuria, long-term risk factors for renal and cardiovascular disease. We hypothesized that adolescents with high levels of albumin excretion might benefit from angiotensin-converting-enzyme (ACE) inhibitors and statins, drugs that have not been fully evaluated in adolescents. METHODS We screened 4407 adolescents with type 1 diabetes between the ages of 10 and 16 years of age and identified 1287 with values in the upper third of the albumin-to-creatinine ratios; 443 were randomly assigned in a placebo-controlled trial of an ACE inhibitor and a statin with the use of a 2-by-2 factorial design minimizing differences in baseline characteristics such as age, sex, and duration of diabetes. The primary outcome for both interventions was the change in albumin excretion, assessed according to the albumin-to-creatinine ratio calculated from three early-morning urine samples obtained every 6 months over 2 to 4 years, and expressed as the area under the curve. Key secondary outcomes included the development of microalbuminuria, progression of retinopathy, changes in the glomerular filtration rate, lipid levels, and measures of cardiovascular risk (carotid intima-media thickness and levels of high-sensitivity C-reactive protein and asymmetric dimethylarginine). RESULTS The primary outcome was not affected by ACE inhibitor therapy, statin therapy, or the combination of the two. The use of an ACE inhibitor was associated with a lower incidence of microalbuminuria than the use of placebo; in the context of negative findings for the primary outcome and statistical analysis plan, this lower incidence was not considered significant (hazard ratio, 0.57; 95% confidence interval, 0.35 to 0.94). Statin use resulted in significant reductions in total, low-density lipoprotein, and non-high-density lipoprotein cholesterol levels, in triglyceride levels, and in the ratio of apolipoprotein B to apolipoprotein A1, whereas neither drug had significant effects on carotid intima-media thickness, other cardiovascular markers, the glomerular filtration rate, or progression of retinopathy. Overall adherence to the drug regimen was 75%, and serious adverse events were similar across the groups. CONCLUSIONS The use of an ACE inhibitor and a statin did not change the albumin-to-creatinine ratio over time. (Funded by the Juvenile Diabetes Research Foundation and others; AdDIT ClinicalTrials.gov number, NCT01581476 .).
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Affiliation(s)
- M Loredana Marcovecchio
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Scott T Chiesa
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Simon Bond
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Denis Daneman
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Sarah Dawson
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Kim C Donaghue
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Timothy W Jones
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Farid H Mahmud
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - Sally M Marshall
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - H Andrew W Neil
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - R Neil Dalton
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - John Deanfield
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
| | - David B Dunger
- From the Department of Paediatrics (M.L.M., D.B.D.) and the Wellcome Trust-Medical Research Council Institute of Metabolic Science (D.B.D.), University of Cambridge, and the Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Addenbrooke's Hospital (S.B., S.D.), Cambridge, the National Centre for Cardiovascular Prevention and Outcomes, University College London (S.T.C., J.D.), and the WellChild Laboratory, Evelina London Children's Hospital, St. Thomas' Hospital (R.N.D.), London, the Institute of Cellular Medicine (Diabetes), Faculty of Clinical Medical Sciences, Newcastle University, Newcastle upon Tyne (S.M.M.), and the Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford (H.A.W.N.) - all in the United Kingdom; the Department of Paediatrics, Hospital for Sick Children and University of Toronto, Toronto (D.D., F.H.M.); and the Institute of Endocrinology and Diabetes, Children's Hospital at Westmead and University of Sydney, Sydney (K.C.D.), and the Telethon Kids Institute, University of Western Australia, Perth (T.W.J.) - both in Australia
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Cheung CYL, Sabanayagam C, Law AKP, Kumari N, Ting DSW, Tan G, Mitchell P, Cheng CY, Wong TY. Retinal vascular geometry and 6 year incidence and progression of diabetic retinopathy. Diabetologia 2017. [PMID: 28623387 DOI: 10.1007/s00125-017-4333-0] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
AIMS/HYPOTHESIS We aimed to examine prospectively the association between a range of retinal vascular geometric variables measured from retinal photographs and the 6 year incidence and progression of diabetic retinopathy. METHODS We conducted a prospective, population-based cohort study of Asian Malay individuals aged 40-80 years at baseline (n = 3280) who returned for a 6 year follow-up. Retinal vascular geometric variables (tortuosity, branching, fractal dimension, calibre) were measured from baseline retinal photographs using a computer-assisted program (Singapore I Vessel Assessment). Diabetic retinopathy was graded from baseline and follow-up photographs using the modified Airlie House classification system. Incidence of diabetic retinopathy was defined as a severity of ≥15 at follow-up among those without diabetic retinopathy at baseline. Incidence of referable diabetic retinopathy was defined as moderate or severe non-proliferative diabetic retinopathy, proliferative diabetic retinopathy or diabetic macular oedema at follow-up in participants who had had no or mild non-proliferative diabetic retinopathy at baseline. Progression of diabetic retinopathy was defined as an increase in severity of ≥2 steps at follow-up. Log-binomial models with an expectation-maximisation algorithm were used to estimate RR adjusting for age, sex, diabetes duration, HbA1c level, BP, BMI, estimated GFR and total and HDL-cholesterol at baseline. RESULTS A total of 427 individuals with diabetes participated in the baseline and 6 year follow-up examinations. Of these, 19.2%, 7.57% and 19.2% developed incidence of diabetic retinopathy, incidence of referable diabetic retinopathy and diabetic retinopathy progression, respectively. After multivariate adjustment, greater arteriolar simple tortuosity (mean RR [95% CI], 1.34 [1.04, 1.74]), larger venular branching angle (RR 1.26 [1.00, 1.59]) and larger venular branching coefficient (RR 1.26 [1.03, 1.56]) were associated with incidence of diabetic retinopathy. Greater arteriolar simple tortuosity (RR 1.82 [1.32, 2.52]), larger venular branching coefficient (RR 1.46 [1.03, 2.07]), higher arteriolar fractal dimension (RR 1.59 [1.08, 2.36]) and larger arteriolar calibre (RR 1.83 [1.15, 2.90]) were associated with incidence of referable diabetic retinopathy. Greater arteriolar simple tortuosity (RR 1.34 [1.12, 1.61]) was associated with diabetic retinopathy progression. Addition of retinal vascular variables improved discrimination (C-statistic 0.796 vs 0.733, p = 0.031) and overall reclassification (net reclassification improvement 18.8%, p = 0.025) of any diabetic retinopathy risk beyond established risk factors. CONCLUSIONS/INTERPRETATION Retinal vascular geometry measured from fundus photographs predicted the incidence and progression of diabetic retinopathy in adults with diabetes, beyond established risk factors.
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Affiliation(s)
- Carol Yim-Lui Cheung
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore
- Department of Ophthalmology and Visual Sciences, Chinese University of Hong Kong, Hong Kong, Special Administrative Region, People's Republic of China
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore
- Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Republic of Singapore
| | - Antony Kwan-Pui Law
- Department of Ophthalmology and Visual Sciences, Chinese University of Hong Kong, Hong Kong, Special Administrative Region, People's Republic of China
| | - Neelam Kumari
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore
| | - Daniel Shu-Wei Ting
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore
| | - Gavin Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore
| | - Paul Mitchell
- Centre for Vision Research, University of Sydney, Sydney, NSW, Australia
| | - Ching Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore
- Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Republic of Singapore
- Ophthalmology and Visual Sciences Academic Clinical Programme, Duke-NUS Medical School, National University of Singapore, Singapore, Republic of Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, 11 Third Hospital Avenue, 168751, Singapore, Republic of Singapore.
- Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Republic of Singapore.
- Ophthalmology and Visual Sciences Academic Clinical Programme, Duke-NUS Medical School, National University of Singapore, Singapore, Republic of Singapore.
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Li LJ, Lamoureux E, Wong TY, Lek N. Short-term poor glycemic control and retinal microvascular changes in pediatric Type 1 Diabetes patients in Singapore: a pilot study. BMC Ophthalmol 2017; 17:60. [PMID: 28615013 PMCID: PMC5471853 DOI: 10.1186/s12886-017-0449-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Accepted: 04/22/2017] [Indexed: 11/20/2022] Open
Abstract
Background Poor glycemic control in Type 1 Diabetes (T1D) patients is strongly associated with an increased risk of diabetes-related microvascular complications later in life, but it is unclear whether short period of poor glycemic control in children with T1D can cause evident microvascular morphological changes long before any pathological manifestation. Our study aimed to investigate the longitudinal association between poor glycemic control and subsequent changes in retinal microvasculature, in a pilot study of 55 pediatric T1D patients from Singapore after a one-year follow-up. Methods This is a hospital-based, exposure-matched and retrospective longitudinal study. A total of 55 T1D patients were included from Singapore KK Women’s and Children Hospital, 28 of whom had poor glycemic control (average glycated hemoglobin [HbA1c] ≥8% during the year) while the other 27 age- and gender-matched subjects had good glycemic control (HbA1c <8%). Retinal photography was taken at diabetes annual screening and images were graded by trained graders using a semi-automated computer-based program (Singapore I Vessel Assessment [SIVA], version 4.0, Singapore Eye Research Institute, Singapore) and a spectrum of retinal vascular parameters (e.g. caliber, tortuosity, branching angle and fractal dimension) were measured quantitatively from 0.5 to 2.0 disc diameters. Results There was no significant difference in ethnicity, duration of T1D, blood pressure, body mass index (BMI) and low-density cholesterol lipoprotein (LDL) between the two groups. Retinal imaging was obtained at the end of 1 year of glycemic control assessment. In multiple linear regression adjusting for ethnicity, BMI, LDL and duration of T1D, patients with poor glycemic control tended to have marginally wider retinal arteriolar caliber (6.0 μm, 95% CI: −0.9, 12.8) and had significantly larger retinal arteriolar branching angle (10.1 degrees, 95% CI: 1.4, 18.9) compared with their age- and gender- matched counterparts with good glycemic control. Conclusions Our findings showed that abnormal retinal microvascular morphology was evident in pediatric patients with T1D after one-year’s poor glycemic control. Such morphological abnormalities may lead to future development of microvascular complications among T1D pediatric patients with poor glycemic control.
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Affiliation(s)
- Ling-Jun Li
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore. .,Duke-NUS Medical School, Department of Pediatrics, Singapore, Singapore.
| | - Ecosse Lamoureux
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.,Duke-NUS Medical School, Department of Pediatrics, Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.,Duke-NUS Medical School, Department of Pediatrics, Singapore, Singapore
| | - Ngee Lek
- Duke-NUS Medical School, Department of Pediatrics, Singapore, Singapore.,Department of Pediatrics, KK Women's and Children's Hospital, Singapore, Singapore
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Rasmussen ML, Broe R, Frydkjaer-Olsen U, Olsen BS, Mortensen HB, Peto T, Grauslund J. Retinal vascular geometry and its association to microvascular complications in patients with type 1 diabetes: the Danish Cohort of Pediatric Diabetes 1987 (DCPD1987). Graefes Arch Clin Exp Ophthalmol 2016; 255:293-299. [PMID: 27520462 DOI: 10.1007/s00417-016-3454-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2016] [Accepted: 07/26/2016] [Indexed: 11/25/2022] Open
Abstract
PURPOSE To examine associations between retinal vascular geometry (tortuosity, branching coefficient [BC] and length-diameter ratio [LDR]) and diabetic proliferative retinopathy (PDR), nephropathy, and peripheral neuropathy in patients with type 1 diabetes mellitus (T1DM). METHODS A cohort of patients with T1DM participated in a clinical examination in 2011. Blood and urine analyses were done and retinal images taken. PDR was defined as Early Treatment Diabetic Retinopathy Study level 61 or above, nephropathy as albumin-creatinin ratio ≥300 mg/g, and neuropathy as vibration perception threshold >25 Volt. Retinal vessel parameters were measured using semi-automated software. Multiple logistic regressions were performed to investigate correlations between retinal vascular parameters and outcomes. Models were adjusted for other variables (sex, age, duration of diabetes, systolic and diastolic blood pressure, HbA1c, and presence of microvascular complications). Odds ratios were given per standard deviation in retinal vascular parameter. RESULTS Retinal vascular analyses were performed in 181 patients. Mean age and duration of diabetes were 37.0 years and 29.4 years respectively, and 50.8% were male. Prevalence of PDR, nephropathy, and neuropathy were 26.5%, 6.8%, and 10.1% , respectively. Patients with increased arteriolar BC had a higher risk of nephropathy (OR: 3.10, 95% CI: [1.01-9.54]). Patients with increased venular BC had a higher risk of neuropathy (OR: 2.11, 95% CI: [1.11-4.03]). No associations were found in patients with PDR. CONCLUSIONS By analyzing the retinal vascular tree in patients with T1DM, we found a higher risk of complications in kidneys and nerves when BC was increased. This might indicate a suboptimal construction of the vascular tree in these patients.
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Affiliation(s)
- M L Rasmussen
- Department of Ophthalmology, Odense University Hospital, Sdr. Boulevard 29, DK-5000, Odense C, Denmark.
- The Clinical Research Institute, University of Southern Denmark, Odense, Denmark.
| | - R Broe
- Department of Ophthalmology, Odense University Hospital, Sdr. Boulevard 29, DK-5000, Odense C, Denmark
- The Clinical Research Institute, University of Southern Denmark, Odense, Denmark
- OPEN Odense Patient Data Explorative Network, Odense University Hospital, Odense, Denmark
| | - U Frydkjaer-Olsen
- Department of Ophthalmology, Odense University Hospital, Sdr. Boulevard 29, DK-5000, Odense C, Denmark
- The Clinical Research Institute, University of Southern Denmark, Odense, Denmark
| | - B S Olsen
- Department of Pediatrics E, Herlev and Gentofte Hospital, Arkaden, entrance 115, Herlev Ringvej 75, Herlev, 2730, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - H B Mortensen
- Department of Pediatrics E, Herlev and Gentofte Hospital, Arkaden, entrance 115, Herlev Ringvej 75, Herlev, 2730, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - T Peto
- The Clinical Research Institute, University of Southern Denmark, Odense, Denmark
- The NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, 162 City Rd, London, EC1V 2PD, UK
| | - J Grauslund
- Department of Ophthalmology, Odense University Hospital, Sdr. Boulevard 29, DK-5000, Odense C, Denmark
- The Clinical Research Institute, University of Southern Denmark, Odense, Denmark
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Wei FF, Zhang ZY, Petit T, Cauwenberghs N, Gu YM, Thijs L, Raaijmakers A, Jacobs L, Yang WY, Allegaert K, Kuznetsova T, Verhamme P, Struijker-Boudier HAJ, Li Y, Asayama K, Staessen JA. Retinal microvascular diameter, a hypertension-related trait, in ECG-gated vs. non-gated images analyzed by IVAN and SIVA. Hypertens Res 2016; 39:886-892. [DOI: 10.1038/hr.2016.81] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2015] [Revised: 04/19/2016] [Accepted: 05/22/2016] [Indexed: 11/09/2022]
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Newman AR, Andrew NH, Casson RJ. Review of paediatric retinal microvascular changes as a predictor of cardiovascular disease. Clin Exp Ophthalmol 2016; 45:33-44. [DOI: 10.1111/ceo.12773] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Revised: 04/25/2016] [Accepted: 05/02/2016] [Indexed: 01/02/2023]
Affiliation(s)
- Alexander R Newman
- South Australian Institute of Ophthalmology, Royal Adelaide Hospital; Adelaide South Australia Australia
| | - Nicholas H Andrew
- South Australian Institute of Ophthalmology, Royal Adelaide Hospital; Adelaide South Australia Australia
| | - Robert J Casson
- South Australian Institute of Ophthalmology, Royal Adelaide Hospital; Adelaide South Australia Australia
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Zaki WMDW, Zulkifley MA, Hussain A, Halim WHW, Mustafa NBA, Ting LS. Diabetic retinopathy assessment: Towards an automated system. Biomed Signal Process Control 2016. [DOI: 10.1016/j.bspc.2015.09.011] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Kenny GP, Sigal RJ, McGinn R. Body temperature regulation in diabetes. Temperature (Austin) 2016; 3:119-45. [PMID: 27227101 PMCID: PMC4861190 DOI: 10.1080/23328940.2015.1131506] [Citation(s) in RCA: 116] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Revised: 12/09/2015] [Accepted: 12/09/2015] [Indexed: 01/06/2023] Open
Abstract
The effects of type 1 and type 2 diabetes on the body's physiological response to thermal stress is a relatively new topic in research. Diabetes tends to place individuals at greater risk for heat-related illness during heat waves and physical activity due to an impaired capacity to dissipate heat. Specifically, individuals with diabetes have been reported to have lower skin blood flow and sweating responses during heat exposure and this can have important consequences on cardiovascular regulation and glycemic control. Those who are particularly vulnerable include individuals with poor glycemic control and who are affected by diabetes-related complications. On the other hand, good glycemic control and maintenance of aerobic fitness can often delay the diabetes-related complications and possibly the impairments in heat loss. Despite this, it is alarming to note the lack of information regarding diabetes and heat stress given the vulnerability of this population. In contrast, few studies have examined the effects of cold exposure on individuals with diabetes with the exception of its therapeutic potential, particularly for type 2 diabetes. This review summarizes the current state of knowledge regarding the impact of diabetes on heat and cold exposure with respect to the core temperature regulation, cardiovascular adjustments and glycemic control while also considering the beneficial effects of maintaining aerobic fitness.
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Affiliation(s)
- Glen P Kenny
- Human and Environmental Physiology Research Unit, Faculty of Health Sciences, Ottawa, ON, Canada; Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Ronald J Sigal
- Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, ON, Canada; Departments of Medicine, Cardiac Sciences, and Community Health Sciences, Cumming School of Medicine, Faculties of Medicine and Kinesiology, University of Calgary, Calgary, AB, Canada
| | - Ryan McGinn
- Human and Environmental Physiology Research Unit, Faculty of Health Sciences, Ottawa, ON, Canada; Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
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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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Kang HM, Sohn I, Jung J, Jeong JW, Park C. Age-related changes in pial arterial structure and blood flow in mice. Neurobiol Aging 2015; 37:161-170. [PMID: 26460142 DOI: 10.1016/j.neurobiolaging.2015.09.008] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Revised: 09/10/2015] [Accepted: 09/11/2015] [Indexed: 10/23/2022]
Abstract
Age-related cerebral blood flow decreases are thought to deteriorate cognition and cause senescence, although the related mechanism is unclear. To investigate the relationships between aging and changes in cerebral blood flow and vasculature, we obtained fluorescence images of young (2-month-old) and old (12-month-old) mice using indocyanine green (ICG). First, we found that the blood flow in old mice's brains is lower than that in young mice and that old mice had more curved pial arteries and fewer pial artery junctions than young mice. Second, using Western blotting, we determined that the ratio of collagen to elastin (related to cerebral vascular wall distensibility) increased with age. Finally, we found that the peak ICG intensity and blood flow index decreased, whereas the mean transit time increased, with age in the middle cerebral artery and superior sagittal sinus. Age-related changes in pial arterial structure and composition, concurrent with the observed changes in the blood flow parameters, suggest that age-related changes in the cerebral vasculature structure and distensibility may induce altered brain blood flow.
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Affiliation(s)
- Hye-Min Kang
- Department of Anatomy and Neurobiology, Biomedical Science Institute, School of Medicine, Kyung Hee University, Seoul, Korea
| | - Inkyung Sohn
- Department of Anatomy and Neurobiology, Biomedical Science Institute, School of Medicine, Kyung Hee University, Seoul, Korea
| | - Junyang Jung
- Department of Anatomy and Neurobiology, Biomedical Science Institute, School of Medicine, Kyung Hee University, Seoul, Korea
| | - Joo-Won Jeong
- Department of Anatomy and Neurobiology, Biomedical Science Institute, School of Medicine, Kyung Hee University, Seoul, Korea
| | - Chan Park
- Department of Anatomy and Neurobiology, Biomedical Science Institute, School of Medicine, Kyung Hee University, Seoul, Korea.
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McGowan A, Silvestri G, Moore E, Silvestri V, Patterson CC, Maxwell AP, McKay GJ. Evaluation of the Retinal Vasculature in Hypertension and Chronic Kidney Disease in an Elderly Population of Irish Nuns. PLoS One 2015; 10:e0136434. [PMID: 26327531 PMCID: PMC4556713 DOI: 10.1371/journal.pone.0136434] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2015] [Accepted: 08/03/2015] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Chronic kidney disease (CKD) and hypertension are global public health problems associated with considerable morbidity, premature mortality and attendant healthcare costs. Previous studies have highlighted that non-invasive examination of the retinal microcirculation can detect microvascular pathology that is associated with systemic disorders of the circulatory system such as hypertension. We examined the associations between retinal vessel caliber (RVC) and fractal dimension (DF), with both hypertension and CKD in elderly Irish nuns. METHODS Data from 1233 participants in the cross-sectional observational Irish Nun Eye Study (INES) were assessed from digital photographs with a standardized protocol using computer-assisted software. Multivariate regression analyses were used to assess associations with hypertension and CKD, with adjustment for age, body mass index (BMI), refraction, fellow eye RVC, smoking, alcohol consumption, ischemic heart disease (IHD), cerebrovascular accident (CVA), diabetes and medication use. RESULTS In total, 1122 (91%) participants (mean age: 76.3 [range: 56-100] years) had gradable retinal images of sufficient quality for blood vessel assessment. Hypertension was significantly associated with a narrower central retinal arteriolar equivalent (CRAE) in a fully adjusted analysis (P = 0.002; effect size = -2.16 μm; 95% confidence intervals [CI]: -3.51, -0.81 μm). No significant associations between other retinal vascular parameters and hypertension or between any retinal vascular parameters and CKD were found. CONCLUSIONS Individuals with hypertension have significantly narrower retinal arterioles which may afford an earlier opportunity for tailored prevention and treatment options to optimize the structure and function of the microvasculature, providing additional clinical utility. No significant associations between retinal vascular parameters and CKD were detected.
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Affiliation(s)
- Amy McGowan
- Centre for Public Health, Queen’s University Belfast, Belfast, Northern Ireland
| | - Giuliana Silvestri
- Centre for Experimental Medicine, Queen’s University Belfast, Belfast, Northern Ireland
- Department of Ophthalmology, Royal Victoria Hospital, Belfast, Northern Ireland
| | - Evelyn Moore
- Department of Ophthalmology, Royal Victoria Hospital, Belfast, Northern Ireland
| | - Vittorio Silvestri
- Department of Ophthalmology, Royal Victoria Hospital, Belfast, Northern Ireland
| | | | | | - Gareth J. McKay
- Centre for Public Health, Queen’s University Belfast, Belfast, Northern Ireland
- * E-mail:
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Jenkins AJ, Joglekar MV, Hardikar AA, Keech AC, O'Neal DN, Januszewski AS. Biomarkers in Diabetic Retinopathy. Rev Diabet Stud 2015; 12:159-95. [PMID: 26676667 DOI: 10.1900/rds.2015.12.159] [Citation(s) in RCA: 164] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
There is a global diabetes epidemic correlating with an increase in obesity. This coincidence may lead to a rise in the prevalence of type 2 diabetes. There is also an as yet unexplained increase in the incidence of type 1 diabetes, which is not related to adiposity. Whilst improved diabetes care has substantially improved diabetes outcomes, the disease remains a common cause of working age adult-onset blindness. Diabetic retinopathy is the most frequently occurring complication of diabetes; it is greatly feared by many diabetes patients. There are multiple risk factors and markers for the onset and progression of diabetic retinopathy, yet residual risk remains. Screening for diabetic retinopathy is recommended to facilitate early detection and treatment. Common biomarkers of diabetic retinopathy and its risk in clinical practice today relate to the visualization of the retinal vasculature and measures of glycemia, lipids, blood pressure, body weight, smoking, and pregnancy status. Greater knowledge of novel biomarkers and mediators of diabetic retinopathy, such as those related to inflammation and angiogenesis, has contributed to the development of additional therapeutics, in particular for late-stage retinopathy, including intra-ocular corticosteroids and intravitreal vascular endothelial growth factor inhibitors ('anti-VEGFs') agents. Unfortunately, in spite of a range of treatments (including laser photocoagulation, intraocular steroids, and anti-VEGF agents, and more recently oral fenofibrate, a PPAR-alpha agonist lipid-lowering drug), many patients with diabetic retinopathy do not respond well to current therapeutics. Therefore, more effective treatments for diabetic retinopathy are necessary. New analytical techniques, in particular those related to molecular markers, are accelerating progress in diabetic retinopathy research. Given the increasing incidence and prevalence of diabetes, and the limited capacity of healthcare systems to screen and treat diabetic retinopathy, there is need to reliably identify and triage people with diabetes. Biomarkers may facilitate a better understanding of diabetic retinopathy, and contribute to the development of novel treatments and new clinical strategies to prevent vision loss in people with diabetes. This article reviews key aspects related to biomarker research, and focuses on some specific biomarkers relevant to diabetic retinopathy.
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Affiliation(s)
- Alicia J Jenkins
- NHMRC Clinical Trials Centre, University of Sydney, Camperdown, Sydney, Australia
| | - Mugdha V Joglekar
- NHMRC Clinical Trials Centre, University of Sydney, Camperdown, Sydney, Australia
| | | | - Anthony C Keech
- NHMRC Clinical Trials Centre, University of Sydney, Camperdown, Sydney, Australia
| | - David N O'Neal
- NHMRC Clinical Trials Centre, University of Sydney, Camperdown, Sydney, Australia
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Sasongko MB, Wong TY, Nguyen TT, Cheung CY, Shaw JE, Kawasaki R, Lamoureux EL, Wang JJ. Retinal Vessel Tortuosity and Its Relation to Traditional and Novel Vascular Risk Markers in Persons with Diabetes. Curr Eye Res 2015; 41:551-7. [DOI: 10.3109/02713683.2015.1034371] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Fledelius HC, Sandfeld L, Rasmussen ÅK, Madsen CV, Feldt‐Rasmussen U. Ophthalmic experience over 10 years in an observational nationwide Danish cohort of Fabry patients with access to enzyme replacement. Acta Ophthalmol 2015; 93:258-64. [PMID: 25487570 DOI: 10.1111/aos.12588] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2014] [Accepted: 10/06/2014] [Indexed: 12/01/2022]
Abstract
PURPOSE Enzyme replacement therapy (ERT) was offered from year 2001 to patients with Fabry disease. The ophthalmic experience was analysed, as part of a general 10-year status. METHODS A retrospective observational series comprising 39 patients (25 females, 14 males) closely followed by the endocrinologists, and with regular ophthalmic control. Time of inclusion was when the option of ERT was started, at age 11-60 years. Eye data (standard eye examination, including retinal imaging) were incomplete in five, due to death or non-attendance, and five patients had refused treatment. RESULTS Vision was normal throughout, except in two young males with total unilateral central retinal artery occlusion, prior to and during enzyme replacement, respectively. Cornea verticillata and conjunctival vessel ectasies were common. Tortuosity of retinal arterioles and venules was recorded in eight and 18 patients, respectively, and phlebopathy in 22, although generally without evidence of loss of vessel wall integrity. Systemic vascular lesions with or without loss of function were recorded for kidney (n = 23), heart (n = 17) and brain (n = 7), and an association was suggested between nephropathy and abnormal morphology of retinal vessels. CONCLUSIONS Thirteen of 32 patients on ERT showed a reduction of corneal deposits over the study period. Abnormal ocular vessel morphology was a frequent finding. In contrast to the function loss related to systemic ischaemic lesions, we found no indication of impairment of visual parameters in 37. Compared to other Fabry series, two of 39 patients with serious unilateral occlusive retinal disease may appear a high number. The presence of retinal tortuosity is discussed, possibly reflecting haemodynamic events related to vessel wall deposits, but could also be 'constitutional', as part of the Fabry inheritance.
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Affiliation(s)
- Hans C. Fledelius
- Eye Departments Rigshospitalet and Glostrup Copenhagen University Copenhagen Denmark
| | - Lisbeth Sandfeld
- Eye Departments Rigshospitalet and Glostrup Copenhagen University Copenhagen Denmark
| | - Åse Krogh Rasmussen
- Department of Medical Endocrinology Rigshospitalet Copenhagen University Copenhagen Denmark
| | - Christoffer V. Madsen
- Department of Medical Endocrinology Rigshospitalet Copenhagen University Copenhagen Denmark
| | - Ulla Feldt‐Rasmussen
- Department of Medical Endocrinology Rigshospitalet Copenhagen University Copenhagen Denmark
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Early systemic microvascular damage in pigs with atherogenic diabetes mellitus coincides with renal angiopoietin dysbalance. PLoS One 2015; 10:e0121555. [PMID: 25909188 PMCID: PMC4409307 DOI: 10.1371/journal.pone.0121555] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2014] [Accepted: 02/16/2015] [Indexed: 12/16/2022] Open
Abstract
Background Diabetes mellitus (DM) is associated with a range of microvascular complications including diabetic nephropathy (DN). Microvascular abnormalities in the kidneys are common histopathologic findings in DN, which represent one manifestation of ongoing systemic microvascular damage. Recently, sidestream dark-field (SDF) imaging has emerged as a noninvasive tool that enables one to visualize the microcirculation. In this study, we investigated whether changes in the systemic microvasculature induced by DM and an atherogenic diet correlated spatiotemporally with renal damage. Methods Atherosclerotic lesion development was triggered in streptozotocin-induced DM pigs (140 mg/kg body weight) by administering an atherogenic diet for approximately 11 months. Fifteen months following induction of DM, microvascular morphology was visualized in control pigs (n = 7), non-diabetic pigs fed an atherogenic diet (ATH, n = 5), and DM pigs fed an atherogenic diet (DM+ATH, n = 5) using SDF imaging of oral mucosal tissue. Subsequently, kidneys were harvested from anethesized pigs and the expression levels of well-established markers for microvascular integrity, such as Angiopoietin-1 (Angpt1) and Angiopoietin-2 (Angpt2) were determined immunohistochemically, while endothelial cell (EC) abundance was determined by immunostaining for von Willebrand factor (vWF). Results Our study revealed an increase in the capillary tortuosity index in DM+ATH pigs (2.31±0.17) as compared to the control groups (Controls 0.89±0.08 and ATH 1.55±0.11; p<0.05). Kidney biopsies showed marked glomerular lesions consisting of mesangial expansion and podocyte lesions. Furthermore, we observed a disturbed Angpt2/ Angpt1balance in the cortex of the kidney, as evidenced by increased expression of Angpt2 in DM+ATH pigs as compared to Control pigs (p<0.05). Conclusion In the setting of DM, atherogenesis leads to the augmentation of mucosal capillary tortuosity, indicative of systemic microvascular damage. Concomitantly, a dysbalance in renal angiopoietins was correlated with the development of diabetic nephropathy. As such, our studies strongly suggest that defects in the systemic microvasculature mirror the accumulation of microvascular damage in the kidney.
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MacGillivray TJ, Trucco E, Cameron JR, Dhillon B, Houston JG, van Beek EJR. Retinal imaging as a source of biomarkers for diagnosis, characterization and prognosis of chronic illness or long-term conditions. Br J Radiol 2014; 87:20130832. [PMID: 24936979 PMCID: PMC4112401 DOI: 10.1259/bjr.20130832] [Citation(s) in RCA: 75] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2013] [Revised: 05/09/2014] [Accepted: 06/16/2014] [Indexed: 11/05/2022] Open
Abstract
The black void behind the pupil was optically impenetrable before the invention of the ophthalmoscope by von Helmholtz over 150 years ago. Advances in retinal imaging and image processing, especially over the past decade, have opened a route to another unexplored landscape, the retinal neurovascular architecture and the retinal ganglion pathways linking to the central nervous system beyond. Exploiting these research opportunities requires multidisciplinary teams to explore the interface sitting at the border between ophthalmology, neurology and computing science. It is from the detail and depth of retinal phenotyping that novel metrics and candidate biomarkers are likely to emerge. Confirmation that in vivo retinal neurovascular measures are predictive of microvascular change in the brain and other organs is likely to be a major area of research activity over the next decade. Unlocking this hidden potential within the retina requires integration of structural and functional data sets, that is, multimodal mapping and longitudinal studies spanning the natural history of the disease process. And with further advances in imaging, it is likely that this area of retinal research will remain active and clinically relevant for many years to come. Accordingly, this review looks at state-of-the-art retinal imaging and its application to diagnosis, characterization and prognosis of chronic illness or long-term conditions.
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Affiliation(s)
- T J MacGillivray
- Vampire Project, Clinical Research Imaging Centre, University of Edinburgh, Edinburgh, UK
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Cheung CYL, Ong YT, Ikram MK, Ong SY, Li X, Hilal S, Catindig JAS, Venketasubramanian N, Yap P, Seow D, Chen CP, Wong TY. Microvascular network alterations in the retina of patients with Alzheimer's disease. Alzheimers Dement 2014; 10:135-42. [PMID: 24439169 DOI: 10.1016/j.jalz.2013.06.009] [Citation(s) in RCA: 203] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2013] [Revised: 04/23/2013] [Accepted: 06/02/2013] [Indexed: 12/31/2022]
Abstract
BACKGROUND Although cerebral small-vessel disease has been implicated in the development of Alzheimer's disease (AD), the cerebral microcirculation is difficult to visualize directly in vivo. Because the retina provides a noninvasive window to assess the microcirculation, we determined whether quantitatively measured retinal microvascular parameters are associated with AD. METHODS We conducted a case-control study (case:control matching ≈ 1:2). Retinal photographs were analyzed using a computer program, and a spectrum of quantitative retinal microvascular parameters (caliber, fractal dimension, tortuosity, and bifurcation) were measured. Logistic regression models were used to compute the odds ratio (OR) and 95% confidence interval for AD adjusting for age, gender, ethnicity, smoking, hypertension, diabetes, hypercholesterolemia, and history of myocardial infarction. RESULTS We included 136 demented patients with AD and 290 age-gender-race-matched controls. Persons with narrower venular caliber (OR per standard deviation [SD] decrease, 2.01 [1.27-3.19]), decreased arteriolar and venular fractal dimension (OR per SD decrease 1.35 [1.08-1.68], 1.47 [1.17-1.84], respectively) and increased arteriolar and venular tortuosity (OR per SD increase, 1.84 [1.40-2.31], 1.94 [1.48-2.53], respectively) were more likely to have AD. These associations still persisted when only AD cases without a history of cerebrovascular disease were included. CONCLUSIONS Patients with AD have altered microvascular network in the retina (narrower retinal venules and a sparser and more tortuous retinal vessels) compared with matched nondemented controls. These changes in retinal microvasculature may reflect similar pathophysiological processes in cerebral microvasculature in the brains of patients with AD.
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Affiliation(s)
- Carol Yim-Lui Cheung
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Centre for Quantitative Medicine, Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore.
| | - Yi Ting Ong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore
| | - M Kamran Ikram
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Centre for Quantitative Medicine, Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore; Memory Aging and Cognition Centre, National University Health System, Singapore; Department of Ophthalmology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Shin Yeu Ong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Centre for Quantitative Medicine, Office of Clinical Sciences, Duke-NUS Graduate Medical School, Singapore
| | - Xiang Li
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Saima Hilal
- Memory Aging and Cognition Centre, National University Health System, Singapore
| | | | | | - Philip Yap
- Department of Geriatric Medicine, Khoo Teck Puat Hospital, Singapore
| | - Dennis Seow
- Department of Geriatric Medicine, Singapore General Hospital, Singapore
| | - Christopher P Chen
- Memory Aging and Cognition Centre, National University Health System, Singapore; Department of Pharmacology, National University of Singapore, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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