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Drakopoulos M, Zhang KX, Zhang DL, Nadel A, Bains HK, Marchese A, Mirza RG. Independence of Ocular Biomarkers of Cardiac Risk in Macular Degeneration. Ophthalmol Retina 2024; 8:309-311. [PMID: 37981234 DOI: 10.1016/j.oret.2023.11.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 11/08/2023] [Accepted: 11/13/2023] [Indexed: 11/21/2023]
Affiliation(s)
- Michael Drakopoulos
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Kevin X Zhang
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - David L Zhang
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Arnold Nadel
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Harnaina K Bains
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Alessandro Marchese
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Rukhsana G Mirza
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois.
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Zhang DL, Zhang KX, Cheng BT, Heisel CJ, Nadel A, Eskandari MK, Mirza RG. Retinal Ischemic Perivascular Lesions are Increased in Carotid Artery Stenosis. Ophthalmol Retina 2023; 7:1020-1022. [PMID: 37495017 DOI: 10.1016/j.oret.2023.07.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 07/13/2023] [Accepted: 07/17/2023] [Indexed: 07/28/2023]
Affiliation(s)
- David L Zhang
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Kevin X Zhang
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Brian T Cheng
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Curtis J Heisel
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Arnold Nadel
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Mark K Eskandari
- Division of Vascular Surgery, Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Rukhsana G Mirza
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois.
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Bousquet E, Santina A, Abraham N, Daily MJ, Sarraf D. Detection of Paracentral Acute Middle Maculopathy Can Prevent Blindness and Death. Retina 2023; 43:1827-1832. [PMID: 37748460 DOI: 10.1097/iae.0000000000003939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Affiliation(s)
- Elodie Bousquet
- Retinal Disorders and Ophthalmic Genetics Division, Stein Eye Institute, University of California Los Angeles, Los Angeles, California
| | - Ahmad Santina
- Retinal Disorders and Ophthalmic Genetics Division, Stein Eye Institute, University of California Los Angeles, Los Angeles, California
| | - Neda Abraham
- Retinal Disorders and Ophthalmic Genetics Division, Stein Eye Institute, University of California Los Angeles, Los Angeles, California
| | | | - David Sarraf
- Retinal Disorders and Ophthalmic Genetics Division, Stein Eye Institute, University of California Los Angeles, Los Angeles, California
- Greater Los Angeles Virginia Healthcare Center, Los Angeles, California
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Colcombe J, Mundae R, Kaiser A, Bijon J, Modi Y. Retinal Findings and Cardiovascular Risk: Prognostic Conditions, Novel Biomarkers, and Emerging Image Analysis Techniques. J Pers Med 2023; 13:1564. [PMID: 38003879 PMCID: PMC10672409 DOI: 10.3390/jpm13111564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 10/26/2023] [Accepted: 10/26/2023] [Indexed: 11/26/2023] Open
Abstract
Many retinal diseases and imaging findings have pathophysiologic underpinnings in the function of the cardiovascular system. Myriad retinal conditions, new imaging biomarkers, and novel image analysis techniques have been investigated for their association with future cardiovascular risk or utility in cardiovascular risk prognostication. An intensive literature search was performed to identify relevant articles indexed in PubMed, Scopus, and Google Scholar for a targeted narrative review. This review investigates the literature on specific retinal disease states, such as retinal arterial and venous occlusions and cotton wool spots, that portend significantly increased risk of future cardiovascular events, such as stroke or myocardial infarction, and the implications for personalized patient counseling. Furthermore, conditions diagnosed primarily through retinal bioimaging, such as paracentral acute middle maculopathy and the newly discovered entity known as a retinal ischemic perivascular lesion, may be associated with future incident cardiovascular morbidity and are also discussed. As ever-more-sophisticated imaging biomarkers and analysis techniques are developed, the review concludes with a focused analysis of optical coherence tomography and optical coherence tomography angiography biomarkers under investigation for potential value in prognostication and personalized therapy in cardiovascular disease.
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Affiliation(s)
- Joseph Colcombe
- Department of Ophthalmology, NYU Langone Medical Center, New York, NY 10016, USA; (J.C.); (R.M.)
| | - Rusdeep Mundae
- Department of Ophthalmology, NYU Langone Medical Center, New York, NY 10016, USA; (J.C.); (R.M.)
| | - Alexis Kaiser
- College of Arts and Sciences, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Jacques Bijon
- Vitreous Retina Macula Consultants of New York, New York, NY 10022, USA;
| | - Yasha Modi
- Department of Ophthalmology, NYU Langone Medical Center, New York, NY 10016, USA; (J.C.); (R.M.)
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Bakhoum CY, Madala S, Lando L, Yarmohammadi A, Long CP, Miguez S, Chan AX, Singer M, Jin A, Steren BJ, Adabifirouzjaei F, Goldbaum MH, DeMaria AN, Sarraf D, Bakhoum MF. Retinal Ischemic Perivascular Lesions in Individuals With Atrial Fibrillation. J Am Heart Assoc 2023; 12:e028853. [PMID: 37577936 PMCID: PMC10492933 DOI: 10.1161/jaha.122.028853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 06/12/2023] [Indexed: 08/15/2023]
Abstract
Background We previously demonstrated that retinal ischemic perivascular lesions (RIPLs), which are indicative of ischemia in the middle retina, may be a biomarker of ischemic cardiovascular disease. In this study, we sought to determine the relationship between RIPLs and atrial fibrillation, a common source of cardiac emboli. Methods and Results In this case-control study, we identified individuals between the ages of 50 and 90 years who had undergone macular spectral domain optical coherence tomography imaging. Individuals with atrial fibrillation were identified, and age- and sex-matched individuals from the same pool, but without a diagnosis of atrial fibrillation, were selected as controls. Spectral domain optical coherence tomography scans were reviewed by 3 independent and masked observers for presence of RIPLs. The relationship between RIPLs and atrial fibrillation was analyzed using multivariable logistic regression models. There were 106 and 91 subjects with and without atrial fibrillation, respectively. The percentage of subjects with RIPLs was higher in the atrial fibrillation group compared with the control group (57.5% versus 37.4%; P=0.005). After adjusting for age, sex, smoking history, hypertension, diabetes, coronary artery disease, carotid stenosis, stroke, and myocardial infarction, the presence of RIPLs was significantly associated with atrial fibrillation, with an odds ratio of 1.91 (95% CI, 1.01-3.59). Conclusions RIPLs are significantly associated with atrial fibrillation, independent of underlying ischemic heart disease or cardiovascular risk factors. This association may inform the diagnostic cardiovascular workup for individuals with RIPLs incidentally detected on optical coherence tomography scan of the macula.
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Affiliation(s)
- Christine Y. Bakhoum
- Section of Nephrology, Department of PediatricsYale University School of MedicineNew HavenCTUSA
- Clinical and Translational Research Accelerator, Department of MedicineYale University School of MedicineNew HavenCTUSA
| | - Samantha Madala
- Department of OphthalmologyUniversity of Southern CaliforniaLos AngelesCAUSA
| | - Leonardo Lando
- Department of Ophthalmology and Visual SciencesUniversity of TorontoOntarioCanada
- Ocular Oncology ServiceBarretos Cancer HospitalBarretosBrazil
| | | | - Christopher P. Long
- Department of OphthalmologyUniversity of Southern CaliforniaLos AngelesCAUSA
| | - Sofia Miguez
- Department of Ophthalmology and Visual ScienceYale University School of MedicineNew HavenCTUSA
| | - Alison X. Chan
- Department of OphthalmologyUniversity of California San DiegoLa JollaCAUSA
| | - Maxwell Singer
- Department of Ophthalmology and Visual ScienceYale University School of MedicineNew HavenCTUSA
| | - Andrew Jin
- Department of Ophthalmology and Visual ScienceYale University School of MedicineNew HavenCTUSA
| | - Ben J. Steren
- Department of Ophthalmology and Visual ScienceYale University School of MedicineNew HavenCTUSA
| | - Fatemeh Adabifirouzjaei
- Division of Cardiology, Department of MedicineSulpizio Cardiovascular Center, University of California, San DiegoLa JollaCAUSA
| | | | - Anthony N. DeMaria
- Division of Cardiology, Department of MedicineSulpizio Cardiovascular Center, University of California, San DiegoLa JollaCAUSA
| | - David Sarraf
- Department of OphthalmologyUniversity of California Los AngelesLos AngelesCAUSA
| | - Mathieu F. Bakhoum
- Department of Ophthalmology and Visual ScienceYale University School of MedicineNew HavenCTUSA
- Department of PathologyYale University School of MedicineNew HavenCTUSA
- Yale Cancer CenterYale UniversityNew HavenCTUSA
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Drakopoulos M, Zhang DL, Cheng BT, Sadiq SA, Nadel A, Marchese A, Eskandari M, Mirza RG. Swept-source optical coherence tomography angiography metrics of retinal ischaemic perivascular lesions in patients being evaluated for carotid artery stenosis and controls. BMJ Open Ophthalmol 2023; 8:e001226. [PMID: 37493668 PMCID: PMC10357701 DOI: 10.1136/bmjophth-2022-001226] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 06/11/2023] [Indexed: 07/27/2023] Open
Abstract
BACKGROUND/AIMS Retinal microvascular ischaemia may produce localised middle retinal disruption with corresponding scotoma, a phenomenon termed paracentral acute middle maculopathy (PAMM). Small chronic middle retinal atrophic lesions termed retinal ischaemic perivascular lesions (RIPLs) appear qualitatively similar to PAMM lesions and have recently been hypothesised to result specifically from PAMM. However, no studies have quantitatively demonstrated an ischaemic origin of RIPLs. We quantitatively investigated the pathophysiology of RIPLs and their relationship with PAMM with swept-source optical coherence tomography angiography (SS-OCTA). METHODS A total of 14 controls and 25 patients being evaluated for carotid artery stenosis (CAS) were enrolled. SS-OCTA imaging of each eye was taken. Projection-resolved en face 6 mm × 6 mm superficial capillary plexus (SCP) and deep capillary plexus (DCP) images were quantitatively analysed with two algorithms for changes in vessel linear density (VLD) and vessel tortuosity (VT) at RIPLs relative to both the immediately surrounding macula and the entire macula, as well as between eyes with RIPLs and eyes without RIPLs. RESULTS All controls and 22 of 25 CAS patients were included in the analysis. RIPLs demonstrated a localised decrease in DCP VLD in CAS patients and controls. RIPLs tended to show a localised decrease in SCP VLD in CAS patients but a localised increase in controls. No changes in VT were found. Eyes with RIPLs had VLD and VT similar to their RIPL-free fellow eyes. CONCLUSION RIPLs are associated with quantifiable local, but not global, ischaemia, supporting the idea of shared pathophysiology with classic PAMM lesions along a continuum of ischaemia severity.
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Affiliation(s)
- Michael Drakopoulos
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - David L Zhang
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Brian T Cheng
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Saena Arifeen Sadiq
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Arnold Nadel
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Alessandro Marchese
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Mark Eskandari
- Department of Surgery, Division of Vascular Surgery, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Rukhsana G Mirza
- Department of Ophthalmology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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Zhang J, Yang K, Shen Z, Sang S, Yuan Z, Hao R, Zhang Q, Cai M. End-to-End Automatic Classification of Retinal Vessel Based on Generative Adversarial Networks with Improved U-Net. Diagnostics (Basel) 2023; 13:1148. [PMID: 36980456 PMCID: PMC10047448 DOI: 10.3390/diagnostics13061148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Revised: 03/07/2023] [Accepted: 03/13/2023] [Indexed: 03/19/2023] Open
Abstract
The retinal vessels in the human body are the only ones that can be observed directly by non-invasive imaging techniques. Retinal vessel morphology and structure are the important objects of concern for physicians in the early diagnosis and treatment of related diseases. The classification of retinal vessels has important guiding significance in the basic stage of diagnostic treatment. This paper proposes a novel method based on generative adversarial networks with improved U-Net, which can achieve synchronous automatic segmentation and classification of blood vessels by an end-to-end network. The proposed method avoids the dependency of the segmentation results in the multiple classification tasks. Moreover, the proposed method builds on an accurate classification of arteries and veins while also classifying arteriovenous crossings. The validity of the proposed method is evaluated on the RITE dataset: the accuracy of image comprehensive classification reaches 96.87%. The sensitivity and specificity of arteriovenous classification reach 91.78% and 97.25%. The results verify the effectiveness of the proposed method and show the competitive classification performance.
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Gomez MS, Zeng N, Catagna Catagna GE, Arribas-Pardo P, Garcia-Feijoo J, Mendez-Hernandez C. Effect of Hypercholesterolemia, Systemic Arterial Hypertension and Diabetes Mellitus on Peripapillary and Macular Vessel Density on Superficial Vascular Plexus in Glaucoma. J Clin Med 2023; 12. [PMID: 36902860 DOI: 10.3390/jcm12052071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 03/02/2023] [Accepted: 03/04/2023] [Indexed: 03/09/2023] Open
Abstract
BACKGROUND/AIMS Vascular factors are involved in the development of glaucoma, including diseases such as hypercholesterolemia (HC), systemic arterial hypertension (SAH), and diabetes mellitus (DM). The aim of this study was to determine the effect of glaucoma disease on peripapillary vessel density (sPVD) and macular vessel density (sMVD) on the superficial vascular plexus, controlling differences on comorbidities such as SAH, DM and HC between glaucoma patients and normal subjects. METHODS In this prospective, unicenter, observational cross-sectional study, sPVD and sMVD were measured in 155 glaucoma patients and 162 normal subjects. Differences between normal subjects and glaucoma patients' groups were analyzed. A linear regression model with 95% confidence and 80% statistical power was performed. RESULTS Parameters with greater effect on sPVD were glaucoma diagnosis, gender, pseudophakia and DM. Glaucoma patients had a sPVD 1.2% lower than healthy subjects (Beta slope 1.228; 95%CI 0.798-1.659, p < 0.0001). Women presented 1.19% more sPVD than men (Beta slope 1.190; 95%CI 0.750-1.631, p < 0.0001), and phakic patients presented 1.7% more sPVD than men (Beta slope 1.795; 95%CI 1.311-2.280, p < 0.0001). Furthermore, DM patients had 0.9% lower sPVD than non-diabetic patients (Beta slope 0.925; 95%CI 0.293-1.558, p = 0.004). SAH and HC did not affect most of the sPVD parameters. Patients with SAH and HC showed 1.5% lower sMVD in the outer circle than subjects without those comorbidities (Beta slope 1.513; 95%CI 0.216-2.858, p = 0.021 and 1.549; 95%CI 0.240-2.858, p = 0.022 respectively. CONCLUSIONS Glaucoma diagnosis, previous cataract surgery, age and gender seem to have greater influence than the presence of SAH, DM and HC on sPVD and sMVD, particularly sPVD.
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