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Runsewe OI, Srivastava SK, Sharma S, Chaudhury P, Tang WHW. Optical coherence tomography angiography in cardiovascular disease. Prog Cardiovasc Dis 2024:S0033-0620(24)00145-2. [PMID: 39442597 DOI: 10.1016/j.pcad.2024.10.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2024] [Accepted: 10/19/2024] [Indexed: 10/25/2024]
Abstract
Endothelial dysfunction and microvascular remodeling underly the development and progression of a host of cardiovascular disease (CVD). However, current methods to assess coronary epicardial microvascular function are invasive, time-intensive, and costly. Optical coherence tomography angiography (OCTA) is an established technology within ophthalmology that provides a quick, noninvasive assessment of vascular structures within the retina. As a growing body of evidence reveals strong associations between the retinal changes on OCTA and the development and progression of CVD, OCTA may indeed be a surrogate test for end-organ dysfunction. OCTA has potential to enhance diagnostic performance, refine cardiovascular risk assessment, strengthen prognostication, and ultimately, improve patient care. We explore the current literature on OCTA in cardiovascular diseases to summarize the clinical utility of retinal OCTA imaging and discuss next-generation cardiovascular applications.
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Affiliation(s)
- Oluwapeyibomi I Runsewe
- Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, United States of America
| | - Sunil K Srivastava
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, United States of America
| | - Sumit Sharma
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, United States of America
| | - Pulkit Chaudhury
- Department of Cardiovascular Medicine, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, OH, United States of America
| | - W H Wilson Tang
- Department of Cardiovascular Medicine, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, OH, United States of America.
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2
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Chew EY, Burns SA, Abraham AG, Bakhoum MF, Beckman JA, Chui TYP, Finger RP, Frangi AF, Gottesman RF, Grant MB, Hanssen H, Lee CS, Meyer ML, Rizzoni D, Rudnicka AR, Schuman JS, Seidelmann SB, Tang WHW, Adhikari BB, Danthi N, Hong Y, Reid D, Shen GL, Oh YS. Standardization and clinical applications of retinal imaging biomarkers for cardiovascular disease: a Roadmap from an NHLBI workshop. Nat Rev Cardiol 2024:10.1038/s41569-024-01060-8. [PMID: 39039178 DOI: 10.1038/s41569-024-01060-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/21/2024] [Indexed: 07/24/2024]
Abstract
The accessibility of the retina with the use of non-invasive and relatively low-cost ophthalmic imaging techniques and analytics provides a unique opportunity to improve the detection, diagnosis and monitoring of systemic diseases. The National Heart, Lung, and Blood Institute conducted a workshop in October 2022 to examine this concept. On the basis of the discussions at that workshop, this Roadmap describes current knowledge gaps and new research opportunities to evaluate the relationships between the eye (in particular, retinal biomarkers) and the risk of cardiovascular diseases, including coronary artery disease, heart failure, stroke, hypertension and vascular dementia. Identified gaps include the need to simplify and standardize the capture of high-quality images of the eye by non-ophthalmic health workers and to conduct longitudinal studies using multidisciplinary networks of diverse at-risk populations with improved implementation and methods to protect participant and dataset privacy. Other gaps include improving the measurement of structural and functional retinal biomarkers, determining the relationship between microvascular and macrovascular risk factors, improving multimodal imaging 'pipelines', and integrating advanced imaging with 'omics', lifestyle factors, primary care data and radiological reports, by using artificial intelligence technology to improve the identification of individual-level risk. Future research on retinal microvascular disease and retinal biomarkers might additionally provide insights into the temporal development of microvascular disease across other systemic vascular beds.
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Affiliation(s)
- Emily Y Chew
- Division of Epidemiology and Clinical Applications, National Eye Institute, NIH, Bethesda, MD, USA.
| | - Stephen A Burns
- School of Optometry, Indiana University, Bloomington, IN, USA
| | - Alison G Abraham
- Department of Epidemiology, Colorado School of Public Health, University of Colorado, Aurora, CO, USA
| | - Mathieu F Bakhoum
- Departments of Ophthalmology and Visual Science and Pathology, School of Medicine, Yale University, New Haven, CT, USA
| | - Joshua A Beckman
- Division of Vascular Medicine, University of Southwestern Medical Center, Dallas, TX, USA
| | - Toco Y P Chui
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY, USA
| | - Robert P Finger
- Department of Ophthalmology, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Alejandro F Frangi
- Division of Informatics, Imaging and Data Science (School of Health Sciences), Department of Computer Science (School of Engineering), University of Manchester, Manchester, UK
- Alan Turing Institute, London, UK
| | - Rebecca F Gottesman
- Stroke Branch, National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD, USA
| | - Maria B Grant
- Department of Ophthalmology and Visual Sciences, School of Medicine, University of Alabama Heersink School of Medicine, Birmingham, AL, USA
| | - Henner Hanssen
- Department of Sport, Exercise and Health, University of Basel, Basel, Switzerland
| | - Cecilia S Lee
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
| | - Michelle L Meyer
- Department of Emergency Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Damiano Rizzoni
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
| | - Alicja R Rudnicka
- Population Health Research Institute, St. George's University of London, London, UK
| | - Joel S Schuman
- Wills Eye Hospital, Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA, USA
| | - Sara B Seidelmann
- Department of Clinical Medicine, Columbia College of Physicians and Surgeons, Greenwich, CT, USA
| | - W H Wilson Tang
- Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Bishow B Adhikari
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD, USA
| | - Narasimhan Danthi
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD, USA
| | - Yuling Hong
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD, USA
| | - Diane Reid
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD, USA
| | - Grace L Shen
- Retinal Diseases Program, Division of Extramural Science Programs, National Eye Institute, NIH, Bethesda, MD, USA
| | - Young S Oh
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, NIH, Bethesda, MD, USA
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Prem Senthil M, Kurban C, Thuy Nguyen N, Nguyen AP, Chakraborty R, Delaney C, Clark R, Anand S, Bhardwaj H. Role of noninvasive ocular imaging as a biomarker in peripheral artery disease (PAD): A systematic review. Vasc Med 2024; 29:215-222. [PMID: 38054219 PMCID: PMC11010562 DOI: 10.1177/1358863x231210866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2023]
Abstract
This study aimed to review the current literature exploring the utility of noninvasive ocular imaging for the diagnosis of peripheral artery disease (PAD). Our search was conducted in early April 2022 and included the databases Medline, Scopus, Embase, Cochrane, and others. Five articles were included in the final review. Of the five studies that used ocular imaging in PAD, two studies used retinal color fundus photography, one used optical coherence tomography (OCT), and two used optical coherence tomography angiography (OCTA) to assess the ocular changes in PAD. PAD was associated with both structural and functional changes in the retina. Structural alterations around the optic disc and temporal retinal vascular arcades were seen in color fundus photography of patients with PAD compared to healthy individuals. The presence of retinal hemorrhages, exudates, and microaneurysms in color fundus photography was associated with an increased future risk of PAD, especially the severe form of the disease. The retinal nerve fiber layer (RNFL) was significantly thinner in the nasal quadrant in patients with PAD compared to age-matched healthy individuals in OCT. Similarly, the choroidal thickness in the subfoveal region was significantly thinner in patients with PAD compared to controls. Patients with PAD also had a significant reduction in the retinal and choroidal circulation in OCTA compared to healthy controls. As PAD causes thinning and ischemic changes in retinal vessels, examination of the retinal vessels using retinal imaging techniques can provide useful information about early microvascular damage in PAD. Ocular imaging could potentially serve as a biomarker for PAD. PROSPERO ID: CRD42022310637.
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Affiliation(s)
- Mallika Prem Senthil
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Chroran Kurban
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Ngoc Thuy Nguyen
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Anh-Phuong Nguyen
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Ranjay Chakraborty
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Christopher Delaney
- Department of Vascular and Endovascular Surgery, Flinders Medical Centre, Adelaide, SA, Australia
| | - Robyn Clark
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Saumya Anand
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
| | - Heena Bhardwaj
- College of Nursing and Health Sciences, Caring Futures Institute, Flinders University, Adelaide, SA, Australia
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Weerts J, Raafs AG, Sandhoefner B, van der Heide FCT, Mourmans SGJ, Wolff N, Finger RP, Falahat P, Wintergerst MWM, van Empel VPM, Heymans SRB. Retinal Vascular Changes in Heart Failure with Preserved Ejection Fraction Using Optical Coherence Tomography Angiography. J Clin Med 2024; 13:1892. [PMID: 38610657 PMCID: PMC11012357 DOI: 10.3390/jcm13071892] [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: 02/22/2024] [Revised: 03/18/2024] [Accepted: 03/22/2024] [Indexed: 04/14/2024] Open
Abstract
Background: Systemic microvascular regression and dysfunction are considered important underlying mechanisms in heart failure with preserved ejection fraction (HFpEF), but retinal changes are unknown. Methods: This prospective study aimed to investigate whether retinal microvascular and structural parameters assessed using optical coherence tomography angiography (OCT-A) differ between patients with HFpEF and control individuals (i.e., capillary vessel density, thickness of retina layers). We also aimed to assess the associations of retinal parameters with clinical and echocardiographic parameters in HFpEF. HFpEF patients, but not controls, underwent echocardiography. Macula-centered 6 × 6 mm volume scans were computed of both eyes. Results: Twenty-two HFpEF patients and 24 controls without known HFpEF were evaluated, with an age of 74 [68-80] vs. 68 [58-77] years (p = 0.027), and 73% vs. 42% females (p = 0.034), respectively. HFpEF patients showed vascular degeneration compared to controls, depicted by lower macular vessel density (p < 0.001) and macular ganglion cell-inner plexiform layer thickness (p = 0.025), and a trend towards lower total retinal volume (p = 0.050) on OCT-A. In HFpEF, a lower total retinal volume was associated with markers of diastolic dysfunction (septal e', septal and average E/e': R2 = 0.38, 0.36, 0.25, respectively; all p < 0.05), even after adjustment for age, sex, diabetes mellitus, or atrial fibrillation. Conclusions: Patients with HFpEF showed clear levels of retinal vascular changes compared to control individuals, and retinal alterations appeared to be associated with markers of more severe diastolic dysfunction in HFpEF. OCT-A may therefore be a promising technique for monitoring systemic microvascular regression and cardiac diastolic dysfunction.
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Affiliation(s)
- Jerremy Weerts
- Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre+ (MUMC+), P.O. Box 616, 6200 MD Maastricht, The Netherlands; (A.G.R.); (S.G.J.M.); (V.P.M.v.E.)
| | - Anne G. Raafs
- Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre+ (MUMC+), P.O. Box 616, 6200 MD Maastricht, The Netherlands; (A.G.R.); (S.G.J.M.); (V.P.M.v.E.)
| | - Birgit Sandhoefner
- Carl ZEISS Meditec Inc., 5300 Central Parkway, Dublin, CA 94568, USA (N.W.)
| | - Frank C. T. van der Heide
- Department of Internal Medicine, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre+ (MUMC+), 6200 MD Maastricht, The Netherlands;
- University Eye Clinic Maastricht, Maastricht University Medical Centre+ (MUMC+), 6200 MD Maastricht, The Netherlands
- MHeNS, School for Mental Health and NeuroScience, Maastricht University, 6200 MD Maastricht, The Netherlands
| | - Sanne G. J. Mourmans
- Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre+ (MUMC+), P.O. Box 616, 6200 MD Maastricht, The Netherlands; (A.G.R.); (S.G.J.M.); (V.P.M.v.E.)
| | - Nicolas Wolff
- Carl ZEISS Meditec Inc., 5300 Central Parkway, Dublin, CA 94568, USA (N.W.)
| | - Robert P. Finger
- Department of Ophthalmology, University Hospital Bonn, 53127 Bonn, Germany; (R.P.F.); (P.F.); (M.W.M.W.)
| | - Peyman Falahat
- Department of Ophthalmology, University Hospital Bonn, 53127 Bonn, Germany; (R.P.F.); (P.F.); (M.W.M.W.)
| | | | - Vanessa P. M. van Empel
- Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre+ (MUMC+), P.O. Box 616, 6200 MD Maastricht, The Netherlands; (A.G.R.); (S.G.J.M.); (V.P.M.v.E.)
| | - Stephane R. B. Heymans
- Department of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre+ (MUMC+), P.O. Box 616, 6200 MD Maastricht, The Netherlands; (A.G.R.); (S.G.J.M.); (V.P.M.v.E.)
- Department of Cardiovascular Research, University of Leuven, 3000 Leuven, Belgium
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Goerdt L, Holz FG, Finger RP. [Retinal optical coherence tomography biomarkers in dementia]. DIE OPHTHALMOLOGIE 2024; 121:84-92. [PMID: 37847375 DOI: 10.1007/s00347-023-01947-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/25/2023] [Indexed: 10/18/2023]
Abstract
BACKGROUND Due to the general aging of society, the prevalence and incidence of dementia are expected to increase considerably. In order to timely identify patients and assess their need for treatment and/or supportive measures, comprehensive and easy access screening methods are required, which, however, are yet to be developed. To date, several biomarkers for the presence of dementia on high-resolution spectral domain optical coherence tomography (OCT) and OCT angiography (OCT-A) images were identified. AIM To summarize previously identified OCT biomarkers in dementia and to assess their suitability for comprehensive screening examinations. MATERIAL AND METHODS A literature search was conducted on PubMed until March 2023 for the keywords "dementia", "mild cognitive impairment", "OCT", "OCT angiography" and "retinal biomarkers". Relevant publications were identified and summarized. RESULTS Numerous unspecific alterations on OCT imaging and OCT‑A were identified in patients with (predementia) dementia according to many population and clinical studies. These include a reduced thickness of the peripapillary retinal nerve fiber layer, the ganglion cell complex and the central retinal region. Additionally, a reduced vascular density and an enlarged foveal avascular zone (FAZ) were identified on OCT‑A imaging. CONCLUSION The currently known OCT biomarkers are too unspecific, and there is to date no OCT or OCT-A-based signature distinguishing between different types of dementia. Further longitudinal studies with larger sample sizes are warranted to develop and evaluate such distinct OCT signatures for different types of dementia and their respective early disease stages and to assess their prognostic value. Only then is the inclusion in comprehensive screening investigations feasible.
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Affiliation(s)
- L Goerdt
- Universitäts-Augenklinik Bonn, Ernst-Abbe-Str. 2, 53127, Bonn, Deutschland.
| | - F G Holz
- Universitäts-Augenklinik Bonn, Ernst-Abbe-Str. 2, 53127, Bonn, Deutschland
| | - R P Finger
- Universitäts-Augenklinik Mannheim, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Deutschland
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Wang YX, Wang Q, Jonas RA, Jonas JB. Prevalence and Associations of Peripheral Arterial Disease in China: The Beijing Eye Study. Am J Ophthalmol 2024; 258:76-86. [PMID: 37890690 DOI: 10.1016/j.ajo.2023.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 10/18/2023] [Accepted: 10/20/2023] [Indexed: 10/29/2023]
Abstract
PURPOSE To explore the prevalence and associations of peripheral arterial disease (PAD) in China. DESIGN Population-based incidence estimate and cross-sectional study. METHODS The participants (n=3468) of the Beijing Eye Study underwent a detailed ophthalmologic and systemic examination including assessment of the ankle-brachial index (ABI). PAD was defined by an ABI of less than 0.9. RESULTS Blood pressure measurements of both arms and ankles were available for 1078 (31.1%) individuals. An ABI (mean: 1.09±0.11; median: 1.10; range: 0.25, 1.36) of <0.9 and <0.95 was found in 32 of 1078 participants (3.0%, 95% CI 2.0, 4.0) and 70 of 1078 individuals (6.5%, 95% CI 5.0, 8.0), respectively. Higher PAD prevalence (multivariable analysis) was associated with older age (odds ratio [OR] 1.08, 95% CI 1.02, 1.15; P = .009), lower level of education (OR 0.62, 95% CI 0.43, 0.90; P = .01), lower quality of life (OR 0.67, 95% CI 1.11, 2.32), higher glucose serum concentration (OR 1.36, 95% CI 1.09, 1.58; P = .006), lower estimated glomerular filtration rate (OR 0.98, 95% CI 0.96, 0.99; P = .04), and higher prevalence of retinal vein occlusions (OR 7.30, 95% CI 1.63, 32.6; P = .009). PAD prevalence was not associated with the prevalence of glaucoma (P = .53) (open-angle glaucoma: P = .42; angle-closure glaucoma: P = .57) and age-related macular degeneration (any AMD: P = .39; early AMD: P = .31; intermediate AMD: P = .92; late AMD: P = .99), prevalence (P = .26) and stage (P = .07) of diabetic retinopathy, prevalence (P = .38) and degree (P = .68) of nuclear cataract, prevalence (P = .39) and degree (P = .72) of cortical cataract, prevalence of subcapsular cataract (P = .86), prevalence of pseudoexfoliation (P = .65), intraocular pressure (P = .50), axial length (P = .56), and peripapillary retinal nerve fiber layer thickness (P = .68). CONCLUSIONS The PAD prevalence (3.0%, 95% CI 2.0%, 4.0%) was relatively low in this cohort from rural and urban Beijing, with older age, lower educational level, lower quality of life, higher glucose serum concentration, lower estimated glomerular filtration rate, and higher prevalence of retinal vein occlusions as main associated factors.
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Affiliation(s)
- Ya Xing Wang
- From the Beijing Institute of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Sciences Key Laboratory (Y.X.W.), Beijing, China.
| | - Qian Wang
- Beijing Tongren Eye Center, Beijing Ophthalmology and Visual Sciences Key Laboratory, Beijing Tongren Hospital, Capital Medical University (Q.W.), Beijing, China
| | - Rahul A Jonas
- Department of Ophthalmology, University of Cologne (R.J.), Cologne, Germany
| | - Jost B Jonas
- Department of Ophthalmology, Medical Faculty Mannheim, Heidelberg University (J.B.J.), Mannheim, Germany; Privatpraxis Prof Jonas und Dr Panda-Jonas (J.B.J.), Heidelberg, Germany; Institute of Molecular and Clinical Ophthalmology (J.B.J.), Basel, Switzerland; Singapore Eye Research Institute(J.B.J.), Singapore
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Wolpers AC, Welchowski T, Sedaghat A, Wintergerst MWM, Al-Kassou B, Finger RP, Terheyden JH. Modifications in ocular microperfusion after transcatheter aortic valve implantation. Sci Rep 2023; 13:14181. [PMID: 37648792 PMCID: PMC10468531 DOI: 10.1038/s41598-023-41054-z] [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: 12/22/2022] [Accepted: 08/21/2023] [Indexed: 09/01/2023] Open
Abstract
Cerebral embolization is a known complication of transcatheter aortic valve implantation (TAVI) but the effect of the procedure on the ocular perfusion is currently unclear. Thus, we investigated post-procedural morphologic and perfusion changes of the retina and choroid, using optical coherence tomography angiography (OCTA) and color fundus photography (CFP) in a prospective cohort study. Ophthalmic examinations were conducted pre- and post-TAVI. OCTA images were analyzed quantitatively based on vessel density and skeleton density of the superficial and deep retinal plexus as well as the signal intensity and flow deficits in the choriocapillaris. CFP images were assessed for presence of acute retinal ischemia, optic nerve swelling, vessel emboli, hemorrhages and cotton wool spots. Data was analyzed using linear mixed models. Twenty patients (9 women; 11 men) at a mean age of 81 ± 6 years were included. Pre- and post-interventional ocular imaging data were available for 32 eyes. The analysis revealed a significant impairment of the choriocapillaris perfusion after TAVI with an increased proportion of flow deficits (p = 0.044). When controlling for blood pressure, the average size of choriocapillaris flow voids was significantly increased (systolic and diastolic, p = 0.039 and 0.029). Qualitatively, focal areas of retinal ischemia were detected on OCTA in 33% of participants. Silent emboli or cotton wool spots were identified on CFP in 21%. Our findings indicate a reduced choroidal perfusion as well as areas of retinal ischemia and embolization in a considerable proportion of patients following TAVI. Pending confirmation in a larger sample, these complications merit monitoring as well as inclusion in consent procedures for TAVI.
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Affiliation(s)
- Anne Caroline Wolpers
- Department of Medicine II, Heart Center, University Hospital Bonn, Bonn, Germany
- Department of Cardiology and Internal Intensive Care, Asklepios Clinic St. Georg, Hamburg, Germany
| | - Thomas Welchowski
- Institute for Medical Biometry, Informatics and Epidemiology, University of Bonn, Bonn, Germany
| | - Alexander Sedaghat
- Department of Medicine II, Heart Center, University Hospital Bonn, Bonn, Germany.
- RheinAhrCardio Practice for Cardiology, Wilhelmstr. 14, 53474, Bad Neuenahr-Ahrweiler, Germany.
| | | | - Baravan Al-Kassou
- Department of Medicine II, Heart Center, University Hospital Bonn, Bonn, Germany
| | - Robert P Finger
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
- Department of Ophthalmology, University Hospital Mannheim & Medical Faculty Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Germany
| | - Jan Henrik Terheyden
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, 53127, Bonn, Germany.
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Remolí Sargues L, Monferrer Adsuara C, Castro Navarro V, Navarro Palop C, Montero Hernández J, Cervera Taulet E. Optical coherence tomography angiography quantitative analysis of retinal and choroidal microvasculature in patients with dyslipidemia. Eur J Ophthalmol 2022:11206721221146680. [PMID: 36562094 DOI: 10.1177/11206721221146680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
INTRODUCTION The purpose of this investigation was to report swept source-optical coherence tomography angiography (SS-OCTA) quantitative information of retinal and choroidal microvascularization in patients with dyslipidemia (DL). METHODS We performed a retrospective study. The study enrolled 37 eyes of 20 patients with DL and 40 eyes of 23 healthy subjects. OCTA quantitative parameters (vessel density (VD) and foveal avascular zone (FAZ) area of superficial capillary plexus (SCP), middle capillary plexus (MCP), deep capillary plexus (DCP) and choriocapillaris (CC)) in 6 mm × 6 mm and 4,5 mm × 4,5 mm cubes were recorded. RESULTS No differences in VD in SCP, MCP and DCP were demonstrated between DL group and control group (p > 0,05). Conversely, VD in the central region at CC was diminished in patients with DL in both cubes (p < 0,05). Moreover, total VD in CC was decreased in the DL group in 6 mm × 6 mm cube (p < 0,05). Regarding FAZ area, we demonstrated and enlargement of FAZ in each retinal capillary plexus, but it did not reach statistical significance (p > 0,05). CONCLUSION We objectified a diminution of VD in the CC, suggesting that DL mainly affects the choroidal microvasculature. Nonetheless, further studies with a larger population are needed.
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Affiliation(s)
- Lidia Remolí Sargues
- Department of Ophthalmology, 16803Consorcio Hospital General Universitario of Valencia, Valencia, Spain
| | - Clara Monferrer Adsuara
- Department of Ophthalmology, 16803Consorcio Hospital General Universitario of Valencia, Valencia, Spain
| | - Verónica Castro Navarro
- Department of Ophthalmology, 16803Consorcio Hospital General Universitario of Valencia, Valencia, Spain
| | - Catalina Navarro Palop
- Department of Ophthalmology, 16803Consorcio Hospital General Universitario of Valencia, Valencia, Spain
| | - Javier Montero Hernández
- Department of Ophthalmology, 16803Consorcio Hospital General Universitario of Valencia, Valencia, Spain
| | - Enrique Cervera Taulet
- Department of Ophthalmology, 16803Consorcio Hospital General Universitario of Valencia, Valencia, Spain
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9
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Innovation, disruptive Technologien und Transformation in der Gefäßchirurgie. GEFÄSSCHIRURGIE 2022. [DOI: 10.1007/s00772-022-00943-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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10
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Mueller S, Wintergerst MWM, Falahat P, Holz FG, Schaefer C, Schahab N, Finger RP, Schultz T. Multiple instance learning detects peripheral arterial disease from high-resolution color fundus photography. Sci Rep 2022; 12:1389. [PMID: 35082343 PMCID: PMC8792038 DOI: 10.1038/s41598-022-05169-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 01/07/2022] [Indexed: 12/02/2022] Open
Abstract
Peripheral arterial disease (PAD) is caused by atherosclerosis and is a common disease of the elderly leading to excess morbidity and mortality. Early PAD diagnosis is important, as the only available causal therapy is addressing risk factors like smoking, hypercholesterolemia or hypertension. However, current diagnostic techniques often do not detect early stages of PAD. We theorize that PAD’s underlying cause atherosclerosis can be detected on color fundus photography (CFP) images with a convolutional neural network architecture, which might aid earlier PAD diagnosis and improve disease monitoring. In this explorative study a deep attention-based Multiple Instance Learning (MIL) architecture is used to capture retinal imaging biomarkers on CFP images of 135 examinations. To capture subtle variations in vascular structures, higher image resolution can be utilized by partitioning the CFP into patches. Our architecture converts each patch into a feature vector, and determines its relative importance via an automatically computed attention weight. Our best model achieves an ROC AUC score of 0.890. Visualizing these attention weights provides insights about the network’s decision and suggests ocular involvement in PAD. Statistical analysis confirms that the optic disc and the temporal arcades are weighted significantly higher (p < 0.001) than retinal background. Our results support the feasibility of detecting the presence of PAD with a modern deep learning approach.
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Bikbov MM, Gilmanshin TR, Zainullin RM, Rakhimova EM, Rusakova IA, Fakhretdinova AA, Tuliakova AM, Kazakbaeva GM, Panda-Jonas S, Safiullina KR, Bolshakova NI, Gizzatov AV, Ponomarev IP, Nikitin NA, Baimukhametov NE, Jonas JB. Ankle-brachial index and ocular diseases in a Russian population. Eye (Lond) 2021; 36:2294-2303. [PMID: 34845354 PMCID: PMC9674843 DOI: 10.1038/s41433-021-01846-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 11/04/2021] [Accepted: 11/05/2021] [Indexed: 12/02/2022] Open
Abstract
Background To assess potential associations between the ankle-brachial blood pressure index (ABI) and ocular disorders. Methods In the population-based cross-sectional Russian Ural Eye and Medical Study including 5,899 (80.5%) out of 7328 eligible participants aged 40+ years, the participants underwent a series of ocular and medical examinations including measurement of ABI. Results Blood pressure measurements of both arms and ankles were available for 3187 (54.0%) individuals. The mean ABI was 1.26 ± 0.19 (median:1.20; range: 0.61, 2.20). In multivariate analysis, a higher ABI was associated with younger age (P < 0.001; non-standardized regression coefficient B: −0.001; 95% confidence interval (CI): −0.002, −0.001), female sex (P < 0.001; B: 0.03; 95% CI: 0.02, 0.04), lower body mass index (P < 0.001; B: −0.004; 95% CI: −0.006, −0.003), lower waist-to-hip ratio (P = 0.01; B: −0.10; 95% CI: −0.17, −0.02), lower glucose serum concentration (P = 0.008; B: −0.005; 95% CI: −0.009, −0.001), lower prevalence of arterial hypertension (P < 0.001; B: −0.14; 95% CI: −0.16, −0.12), higher mean systolic blood pressure (P < 0.001; B: 0.003; 95% CI: 0.002, 0.003), and higher prevalence of any alcohol consumption (P < 0.001; B: 0.03; 95% CI: 0.02, 0.04). In that multivariate model, prevalence of glaucoma (P = 0.67) as a whole, open-angle glaucoma (P = 0.86) and angle-closure glaucoma (P = 0.54), stage of glaucomatous optic neuropathy (P = 0.57), prevalence of age-related macular degeneration (P = 0.88), prevalence and stage of diabetic retinopathy (P = 0.30, and P = 0.29, respectively), nuclear cataract (P = 0.32, and P = 0.41, resp.), cortical cataract (P = 0.33, and P = 0.92, resp.), subcapsular cataract (P = 0.74 and P = 0.60, resp.), and pseudoexfoliation (P = 0.44 and P = 0.47, resp.), intraocular pressure (P = 0.52), axial length (P = 0.20), and peripapillary retinal nerve fibre layer thickness (P = 0.55) were not significantly associated with the ABI. Conclusions In this ethnically mixed population from Russia, none of the major ocular diseases was associated with ABI suggesting that subclinical atherosclerosis is not markedly associated with the aetiology of these ocular disorders.
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Affiliation(s)
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- Department of Ophthalmology, Medical Faculty Mannheim of the Ruprecht-Karls-University of Heidelberg, Mannheim, Germany. .,Institute of Molecular and Clinical Ophthalmology Basel, Basel, Switzerland.
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