1
|
Guo C, Xiao N, Li F, Han Y, Chen L, Chen H, Shen Y, Ning X, Ling R, Wang X, Zhang L, Wang Y, Zhong J, Li J. Comparison of widefield swept-source optical coherence tomography angiography and ultra-widefield fluorescein angiography in the detection of non-perfusion areas in diabetic retinopathy. Front Endocrinol (Lausanne) 2025; 16:1521837. [PMID: 40265161 PMCID: PMC12011578 DOI: 10.3389/fendo.2025.1521837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/03/2024] [Accepted: 03/21/2025] [Indexed: 04/24/2025] Open
Abstract
Purpose To compare the detection of non-perfusion areas (NPAs) in diabetic retinopathy (DR) using 24×20 mm widefield swept-source optical coherence tomography angiography (SS-OCTA) and ultra-widefield fluorescein angiography (UWFA), and to explore NPA distribution patterns. Methods This retrospective study included 64 eyes from 48 DR patients who underwent 24×20 mm SS-OCTA and UWFA examinations. NPAs were manually annotated, and the detection rates and distribution patterns across retinal quadrants were analyzed and compared between the two imaging modalities. Results Compared to UWFA, the 24×20 mm SS-OCTA scan range missed 53.40% of total NPAs. The detection rates within the SS-OCTA scan range varied across quadrants: 50.58% (superior temporal), 55.33% (inferior temporal), 43.99% (superior nasal), and 43.45% (inferior nasal). NPAs were most prevalent in the inferior nasal region (40.16% of total NPAs). The ischemic index (ISI) derived independently from NPAs identified by the two imaging modalities showed a very strong positive correlation. Conclusions Within the scan range of 24×20 mm SS-OCTA, over 50% of total NPAs were missed compared to UWFA. However, OCTA can accurately reveal the degree of retinal ischemia within its field of view. NPA is unevenly distributed in the retina, with the predominant area being the inferior nasal region. This study suggests that this area should be prioritized for assessment in DR management.
Collapse
Affiliation(s)
- Chuyun Guo
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Ning Xiao
- Department of Health Management Center & Institute of Health Management, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Fang Li
- Health Management Medical Center, Chengdu First People’s Hospital, Chengdu, China
| | - Yue Han
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Li Chen
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Hongzhuang Chen
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Yadan Shen
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xinru Ning
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Ruolan Ling
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xi Wang
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Lin Zhang
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
- Sichuan Provincial Key Laboratory for Human Disease Gene Study and Department of Laboratory Medicine, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - You Wang
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Jie Zhong
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Jie Li
- Department of Ophthalmology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| |
Collapse
|
2
|
Hormel TT, Huang D, Jia Y. Advances in OCT Angiography. Transl Vis Sci Technol 2025; 14:6. [PMID: 40052848 PMCID: PMC11905608 DOI: 10.1167/tvst.14.3.6] [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] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Accepted: 01/19/2025] [Indexed: 03/15/2025] Open
Abstract
Optical coherence tomography angiography (OCTA) is a signal processing and scan acquisition approach that enables OCT devices to clearly identify vascular tissue down to the capillary scale. As originally proposed, OCTA included several important limitations, including small fields of view relative to allied imaging modalities and the presence of confounding artifacts. New approaches, including both hardware and software, are solving these problems and can now produce high-quality angiograms from tissue throughout the retina and choroid. Image analysis tools have also improved, enabling OCTA data to be quantified at high precision and used to diagnose disease using deep learning models. This review highlights these advances and trends in OCTA technology, focusing on work produced since 2020.
Collapse
Affiliation(s)
- Tristan T. Hormel
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, USA
| | - David Huang
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Yali Jia
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| |
Collapse
|
3
|
Shiromani S, AlBadri A, Lindeke-Myers A, Schwartz A, Vatsa N, Dave E, Rashid F, Jain N, Mehta PK. Reduced retinal microvascular density in women with coronary microvascular dysfunction: A pilot study. AMERICAN HEART JOURNAL PLUS : CARDIOLOGY RESEARCH AND PRACTICE 2025; 51:100502. [PMID: 39995513 PMCID: PMC11847120 DOI: 10.1016/j.ahjo.2025.100502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/23/2024] [Accepted: 01/16/2025] [Indexed: 02/26/2025]
Abstract
Objective To compare retinal microvascular density among women with ischemia with no obstructive coronary artery disease (INOCA) with and without coronary microvascular dysfunction (CMD). Design Cross-sectional study. Setting Patients with myocardial INOCA often have CMD, possibly indicating systemic vascular dysfunction. While retinal microvasculature relates to many cardiovascular risk factors, its link with CMD remains unknown. Participants Women with INOCA (N = 18) and coronary function testing were enrolled and classified into CMD and non-CMD groups, with CMD defined as coronary flow reserve (CFR) <2.5 in response to adenosine. Interventions Participants underwent retinal optical coherence tomography angiography for noninvasive imaging of the retinal microvasculature. Main outcome measures Vessel density, perfusion density, and area, perimeter, and circularity of the foveal avascular zone (FAZ). Non-parametric statistics were used for comparisons. Results Mean age was 54.7 (SD 12.5) years. The CMD (N = 11) and non-CMD (N = 7) groups were balanced with respect to age, BMI, systemic diseases including diabetes, hypertension, and hyperlipidemia, and medications. Those with CMD had a lower retinal vessel density [20.9 (0.7) vs 21.6(0.8), p = 0.006] and lower inner perfusion density [38.5 (1.6) vs 41.2 (0.8), p = 0.006] as compared to those without CMD. There were no differences in the FAZ area, perimeter, or circularity. Conclusions In this study of women with INOCA, those with CMD showed lower retinal microvascular and perfusion densities than those without CMD. Direct, non-invasive retinal imaging is feasible, affordable, and may reflect coronary microvascular function in INOCA patients. A larger study, including men, is needed to confirm these findings.
Collapse
Affiliation(s)
- Sakshi Shiromani
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, GA, USA
| | - Ahmed AlBadri
- Interventional Cardiology, Wellstar Health System, Marietta, GA, USA
| | - Aaron Lindeke-Myers
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, USA
| | - Arielle Schwartz
- Cardiovascular Disease Fellowship Training Program, Emory University School of Medicine, Atlanta, GA, USA
| | - Nishant Vatsa
- Cardiovascular Disease Fellowship Training Program, Emory University School of Medicine, Atlanta, GA, USA
| | - Esha Dave
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Fauzia Rashid
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| | - Nieraj Jain
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, GA, USA
| | - Puja K. Mehta
- Emory Clinical Cardiovascular Research Institute, Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA
| |
Collapse
|
4
|
Gong T, Wang D, Wang J, Huang Q, Zhang H, Liu C, Liu X, Ye H. Study on the mechanism of plant metabolites to intervene oxidative stress in diabetic retinopathy. Front Pharmacol 2025; 16:1517964. [PMID: 39974734 PMCID: PMC11835683 DOI: 10.3389/fphar.2025.1517964] [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: 10/27/2024] [Accepted: 01/14/2025] [Indexed: 02/21/2025] Open
Abstract
Diabetic retinopathy is the main microvascular complication of diabetes and the first blinding eye disease in the working-age population. Oxidative stress is an important pathogenesis of diabetic retinopathy. Plant metabolites can be divided into two types: primary metabolites and secondary metabolites, secondary metabolites are the main active components and important sources for developing new drugs. It has unique effect in the treatment of diabetic retinopathy. However, the research on the intervention mechanism of plant metabolites in diabetic retinopathy are still relatively shallow, which limit the application of plant metabolites. With the deepening of research, more and more plant metabolites have been reported to play a role in treating diabetic retinopathy through anti-oxidative stress, including polyphenols, polysaccharides, saponins, alkaloids, etc. Therefore, this article reviewed the potential of plant metabolites in the treatment of diabetic retinopathy in the last 10 years and elucidated their mechanism of action. We hope to provide some references for the application of plant metabolites and provide valuable resources for the research and development of new drugs for diabetic retinopathy.
Collapse
Affiliation(s)
- Tianyao Gong
- Eye School of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Dongmei Wang
- Eye School of Chengdu University of Traditional Chinese Medicine, Chengdu, China
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Jinyan Wang
- Eye School of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Qun Huang
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Haiyan Zhang
- Eye School of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Chunmeng Liu
- Eye School of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Xinglin Liu
- School of Management, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Hejiang Ye
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| |
Collapse
|
5
|
Ding X, Romano F, Garg I, Gan J, Vingopoulos F, Garcia MD, Overbey KM, Cui Y, Zhu Y, Bennett CF, Stettler I, Shan M, Finn MJ, Vavvas DG, Husain D, Patel NA, Kim LA, Miller JB. Expanded Field OCT Angiography Biomarkers for Predicting Clinically Significant Outcomes in Non-Proliferative Diabetic Retinopathy. Am J Ophthalmol 2025; 270:216-226. [PMID: 39490720 DOI: 10.1016/j.ajo.2024.10.016] [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: 04/23/2024] [Revised: 10/15/2024] [Accepted: 10/15/2024] [Indexed: 11/05/2024]
Abstract
PURPOSE To evaluate the utility of extended field swept-source Optical Coherence Tomography Angiography (SS-OCTA) imaging biomarkers in predicting the occurrence of clinically significant outcomes in eyes with Non-Proliferative Diabetic Retinopathy (NPDR). DESIGN Retrospective clinical case-control study. METHODS Single-center clinical study. Eighty-eight eyes with NPDR from 57 participants (median age: 64.0 years; mean duration of diabetes: 15.8 years) with at least 2 consecutive SS-OCTA scans over a follow-up period of at least 6 months were included. The presence of intraretinal microvascular abnormalities (IRMAs) at baseline and the stability of IRMAs during follow-up period on 12 × 12-mm angiograms were evaluated. Baseline nonperfusion ischemia index (ISI) and other SS-OCTA metrics were calculated on FIJI and ARI Network. Significant clinical outcomes were defined as occurrence of one or more of the following events at the last available clinical visit:1. significant DR progression (2-step DR progression or progression to proliferative DR (PDR)); 2) development of new center-involving diabetic macular edema (CI-DME); and 3) initiation of treatment with PRP or anti-VEGF injections during the follow-up period. Mixed-effects Cox regression models was used to explore these outcomes. RESULTS Following a clinical follow-up period lasting 25.1 ± 10.8 months, we observed significant clinical outcomes in 17 eyes (19.3%). Among these, 7 eyes (8.0%) experienced significant progression and 4 eyes (4.5%) developed CI-DME. Anti-VEGF injections were initiated in 15 eyes (17.0%), while PRP was initiated in 2 eyes (2.3%). Upon adjusting for age, the duration of DM, and prior Anti-VEGF treatments, our analysis revealed that non-stable IRMAs during the follow-up periods and a higher ischemia index at baseline were significantly associated with the occurrence of significant clinical outcomes with HRs of 3.88 (95% CI: 1.56-9.64; p = .004) and 1.05 (95% CI: 1.02-1.09; p = .004), respectively. CONCLUSIONS In conclusion, NPDR eyes with non-stable IRMAs over time and more ischemia at baseline are in higher risk of developing significant clinical outcomes. Our findings suggest that expanded field SS-OCTA may offer additional prognostic benefits for clinical DR staging and predicting high-risk patients.
Collapse
Affiliation(s)
- Xinyi Ding
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Francesco Romano
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Itika Garg
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Jenny Gan
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Filippos Vingopoulos
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Mauricio D Garcia
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Katherine M Overbey
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Ying Cui
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Ying Zhu
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Cade F Bennett
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Isabella Stettler
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Mridula Shan
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Matthew J Finn
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Demetrios G Vavvas
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Deeba Husain
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Nimesh A Patel
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Leo A Kim
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - John B Miller
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA.
| |
Collapse
|
6
|
Guo S, Xia L, Hu R, Wang J, Yang P. VASCULAR CHANGES AND IRREVERSIBLE COMPLICATIONS IN 120° FUNDUS USING WIDEFIELD SWEPT-SOURCE OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY IN VOGT-KOYANAGI-HARADA DISEASE. Retina 2025; 45:79-87. [PMID: 39173134 DOI: 10.1097/iae.0000000000004259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/24/2024]
Abstract
PURPOSE To characterize the changes in fundus corresponding to 120° field of view in chronic Vogt-Koyanagi-Harada disease in the quiescent phase and explore the associations with irreversible complications in the fundus using widefield swept-source optical coherence tomography angiography. METHODS Prospective cross-sectional study. Sixty-nine patients with chronic Vogt-Koyanagi-Harada disease (115 eyes) and 55 healthy control subjects (110 eyes) were included and underwent widefield swept-source optical coherence tomography angiography. Univariate analyses of variations in retinal and choroidal vessel density (VD), choroidal volume, and choroidal vascularity index in patients with Vogt-Koyanagi-Harada with different disease durations and the control subjects were conducted. Logistic regression analysis was used to identify the associations with irreversible complications, including choroidal neovascularization, vasoproliferative tumor of the retina, and chorioretinal atrophy. RESULTS The Welch analysis of variance showed lower VD of superficial retina, deep retina, choriocapillaris, and large-sized and medium-sized vessels of the choroid, and choroidal volume and choroidal vascularity index in the patients with disease duration of >24 months compared with those with disease duration of ≤24 months (all P ≤ 0.011). The regression analysis revealed that the disease duration ( P = 0.008; OR = 1.02, 95% CI, 1.005-1.035) and VD of large-sized and medium-sized vessels of the choroid ( P = 0.001; OR = 0.707, 95% CI, 0.575-0.87) were significantly correlated with the irreversible complications. CONCLUSION Patients with chronic Vogt-Koyanagi-Harada in the quiescent phase with disease duration of >24 months exhibit more severe decreased VD in each layer of the retina and choroid, reduced choroidal volume, and sparse choroidal vascularity compared with those with disease duration ≤24 months. Prolonged duration and decreased VD of large-sized and medium-sized vessels of the choroid were associated with irreversible complications in the fundus.
Collapse
Affiliation(s)
- Suo Guo
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China; and
- Department of Ophthalmology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Lan Xia
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China; and
| | - Rong Hu
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China; and
| | - Jing Wang
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China; and
| | - Peizeng Yang
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China; and
| |
Collapse
|
7
|
Sen S, Khalid H, Udaya P, Raman R, Rajendram R, ElHousseini Z, Nicholson L, Kannan NB, Ramasamy K, Kumaragurupari T. Ultrastructural imaging biomarkers in diabetic macular edema: A major review. Indian J Ophthalmol 2025; 73:S7-S23. [PMID: 39723865 PMCID: PMC11834929 DOI: 10.4103/ijo.ijo_878_24] [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: 04/14/2024] [Revised: 10/02/2024] [Accepted: 10/10/2024] [Indexed: 12/28/2024] Open
Abstract
Diabetic macular edema (DME) is a vision-threatening complication of diabetic retinopathy and causes significant morbidity in patients. Anti-vascular endothelial growth factor (VEGF) agents are the mainstay of treatment for DME, with steroid implants being used for the treatment of anti-VEGF resistant eyes. Over the years, several classification systems have been devised to describe the patterns of DME using optical coherence tomography (OCT). With the advent of effective treatments, it has become imperative that imaging cues are not merely used for classifying the disease but also as biomarkers for prognostication of disease activity and treatment response. In this aspect, newer imaging findings such as hyperreflective dots, photoreceptor integrity, and disorganization of retinal inner layers have been characterized in detail by several authors. Macular perfusion analysis using OCT angiography is the latest in the armamentarium for imaging DME. In this narrative review, we have summarized all relevant literature related to the ultrastructural imaging-based biomarkers of DME and their correlation to treatment.
Collapse
Affiliation(s)
- Sagnik Sen
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
- Department of Vitreoretina, St Thomas Hospital, London, UK
- UCL Institute of Ophthalmology, London, UK
- Department of Vitreoretina, Aravind Eye Hospital, Madurai, India
| | - Hagar Khalid
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
- Department of Ophthalmology, Tanta University, Egypt
| | - Prithviraj Udaya
- Department of Vitreoretina, Aravind Eye Hospital, Madurai, India
| | - Rajiv Raman
- Department of Vitreoretina, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - Ranjan Rajendram
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
| | - Zein ElHousseini
- Department of Ophthalmology, Royal Free London NHS Foundation Trust, London, UK
| | - Luke Nicholson
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
| | | | - Kim Ramasamy
- Department of Vitreoretina, Aravind Eye Hospital, Madurai, India
| | | |
Collapse
|
8
|
Iyengar RS, Fleifil S, Aaberg MT, Yu G, Patel TP, Powell C, Tran AK, Paulus YM. Quantitative ultra-widefield fluorescein angiography biomarkers in diabetic retinopathy and association with treatment and progression. Clin Ophthalmol 2024; 18:4019-4028. [PMID: 39741795 PMCID: PMC11687090 DOI: 10.2147/opth.s472071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Accepted: 11/22/2024] [Indexed: 01/03/2025] Open
Abstract
Purpose To determine if demographic factors and calculated areas of nonperfusion (NP) and neovascularization (NV) on ultra-widefield (UWF) fluorescein angiography (FA) in the eyes of patients with diabetes are associated with treatment with intravitreal injections (IVIs), panretinal photocoagulation (PRP), and diabetic retinopathy (DR) progression. Patients and Methods This retrospective, cross-sectional study included 363 patients (651 eyes) treated at the University of Michigan Kellogg Eye Center between January 2009 and May 2018. Eligible participants were 18 years or older diagnosed with diabetes who received UWF FA. Patients with previous PRP or poor-quality images were excluded. Main outcome measures included comparison analyses of measured surface areas in millimeters squared (mm2) of total and regional retinal nonperfusion and neovascularization, number of IVIs and PRP treatments, and DR progression. Results Our cohort received 3,041 IVIs and 878 PRP treatments with a mean follow-up of 915 days (SD ±714). IVIs were positively associated with posterior NP (difference, 1.15 mm2; 0.43-1.86; P=0.0017). PRP treatments were positively associated with total NP (difference, 27.24 mm2; 14.68-39.79; P<0.001) and total NV (difference, 1.75 mm2; 0.84-2.65; P<0.001), as well as regional areas. While progression was not associated with NP/NV area, it was positively associated with a pre-existing diagnosis of type 2 as compared to type 1 diabetes (147% increase; 7-373% increase; p=0.03). Conclusion Areas of NP and NV on UWF FA demonstrated associations with PRP and IVIs in DR patients.
Collapse
Affiliation(s)
- Rahul S Iyengar
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Ophthalmology, Roski Eye Institute, Keck School of Medicine at USC, Los Angeles, CA, USA
| | - Salma Fleifil
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Michael T Aaberg
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Gina Yu
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Ophthalmology, Byers Eye Institute, Stanford Health Care, Palo Alto, CA, USA
| | - Tapan P Patel
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Ophthalmology, Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Corey Powell
- Department of Consulting for Statistics, Computing and Analytics Research, University of Michigan, Ann Arbor, MI, USA
| | - Annie K Tran
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Yannis M Paulus
- Department of Ophthalmology and Visual Sciences, W. K. Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Ophthalmology, Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| |
Collapse
|
9
|
Kim K, Lee J, Yu SY. The Effects of Anti-Vascular Endothelial Growth Factor Loading Injections on Retinal Microvasculature in Diabetic Macular Edema. Transl Vis Sci Technol 2024; 13:37. [PMID: 39786395 PMCID: PMC11684488 DOI: 10.1167/tvst.13.12.37] [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] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 11/27/2024] [Indexed: 01/30/2025] Open
Abstract
Purpose To evaluate changes in the retinal microvasculature using widefield swept-source optical coherence tomography angiography (SS-OCTA) following three anti-vascular endothelial growth factor (anti-VEGF) loading injections for diabetic macular edema (DME). Methods Thirty-four treatment-naïve patients with DME received an initial three loading injections, followed by injections on an as-needed basis. Macular ischemia was evaluated based on the foveal avascular zone (FAZ) area, perfusion density, and vessel density on a 3 × 3-mm SS-OCTA image. Midperipheral ischemia was analyzed by dividing a 12 × 12-mm image into 16 boxes to compare changes in the nonperfusion area (NPA). Participants were categorized as aggravated, stable, or improved based on changes in the NPA after three injections. Results Of the 34 included patients, eight (23.5%) demonstrated aggravation of the NPA, 23 (67.6%) remained stable, and three (8.8%) exhibited improvement. Although FAZ area, perfusion, and vessel density increased, the differences were not significant compared to baseline. The number of injections and glycated hemoglobin (HbA1c) levels in the NPA aggravation group were significantly higher than in the stable and improvement groups. Logistic regression analysis revealed that NPA aggravation was independently associated with the number of anti-VEGF injections. Conclusions Changes in NPA following anti-VEGF loading injections varied among patients with DME and were significantly associated with HbA1c levels and injection frequency. Worsening mid-peripheral NPA after the anti-VEGF injections independently risked DME recurrence. Translational Relevance We revealed that worsening mid-peripheral retinal ischemia after anti-VEGF loading injections contributes to the recurrence of DME.
Collapse
Affiliation(s)
- Kiyoung Kim
- Department of Ophthalmology, Kyung Hee University Medical Center, Kyung Hee University, Seoul, Korea
| | - Junwoo Lee
- Department of Ophthalmology, Kyung Hee University Medical Center, Kyung Hee University, Seoul, Korea
| | - Seung-Young Yu
- Department of Ophthalmology, Kyung Hee University Medical Center, Kyung Hee University, Seoul, Korea
| |
Collapse
|
10
|
Parravano M, Cennamo G, Di Antonio L, Grassi MO, Lupidi M, Rispoli M, Savastano MC, Veritti D, Vujosevic S. Multimodal imaging in diabetic retinopathy and macular edema: An update about biomarkers. Surv Ophthalmol 2024; 69:893-904. [PMID: 38942124 DOI: 10.1016/j.survophthal.2024.06.006] [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: 01/23/2024] [Revised: 06/18/2024] [Accepted: 06/24/2024] [Indexed: 06/30/2024]
Abstract
Diabetic macular edema (DME), defined as retinal thickening near, or involving the fovea caused by fluid accumulation in the retina, can lead to vision impairment and blindness in patients with diabetes. Current knowledge of retina anatomy and function and DME pathophysiology has taken great advantage of the availability of several techniques for visualizing the retina. Combining these techniques in a multimodal imaging approach to DME is recommended to improve diagnosis and to guide treatment decisions. We review the recent literature about the following retinal imaging technologies: optical coherence tomography (OCT), OCT angiography (OCTA), wide-field and ultrawide-field techniques applied to fundus photography, fluorescein angiography, and OCTA. The emphasis will be on characteristic DME features identified by these imaging technologies and their potential or established role as diagnostic, prognostic, or predictive biomarkers. The role of artificial intelligence in the assessment and interpretation of retina images is also discussed.
Collapse
Affiliation(s)
| | - Gilda Cennamo
- Eye Clinic, Public Health Department, University of Naples Federico II, Naples, Italy
| | - Luca Di Antonio
- UOC Ophthalmology and Surgery Department, ASL-1 Avezzano-Sulmona, L'Aquila, Italy
| | - Maria Oliva Grassi
- Eye Clinic, Azienda Ospedaliero-Universitaria Policlinico, University of Bari, Bari, Italy
| | - Marco Lupidi
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, Ancona, Italy
| | | | - Maria Cristina Savastano
- Ophthalmology Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy; Catholic University "Sacro Cuore", Rome, Italy
| | - Daniele Veritti
- Department of Medicine-Ophthalmology, University of Udine, Udine, Italy
| | - Stela Vujosevic
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy; Eye Clinic, IRCCS MultiMedica, Milan, Italy.
| |
Collapse
|
11
|
Shiromani S, Pattathil N, Sadeghi E, Choudhry N, Chhablani J. Wide field imaging biomarkers: A different perspective. Taiwan J Ophthalmol 2024; 14:510-518. [PMID: 39803405 PMCID: PMC11717343 DOI: 10.4103/tjo.tjo-d-24-00125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Accepted: 10/14/2024] [Indexed: 01/16/2025] Open
Abstract
Wide field retinal imaging has emerged as a transformative technology over the last few decades, revolutionizing our ability to visualize the intricate landscape of the retina. By capturing expansive retinal areas, these techniques offer a panoramic view going beyond traditional imaging methods. In this review, we explore the significance of retinal imaging-based biomarkers to help diagnose ocular and systemic conditions. We discuss quantitative biomarkers, including ischemic index, nonperfusion area and more, and their application in diabetic retinopathy, central retinal vein occlusion, neurodegenerative diseases, and more. In addition, we outline qualitative biomarkers such as choroidal venous hyperpermeability and intervortex anastomoses. The role of wide field fundus autofluorescence in assessing hereditary retinal diseases is also emphasized. Standardized imaging procedures, professional collaboration, and validation across a range of clinical circumstances are necessary for the effective use of these biomarkers. They have the potential to transform disease identification, risk assessment, and customize therapy.
Collapse
Affiliation(s)
- Sakshi Shiromani
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Niveditha Pattathil
- Vitreous Retina Macula Specialists of Toronto, Toronto, ON, Canada
- Octane Imaging Lab, Toronto, ON, Canada
| | - Elham Sadeghi
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Netan Choudhry
- Vitreous Retina Macula Specialists of Toronto, Toronto, ON, Canada
- Octane Imaging Lab, Toronto, ON, Canada
- Department of Ophthalmology and Vision Sciences, University of Toronto, Toronto, ON, Canada
| | - Jay Chhablani
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| |
Collapse
|
12
|
Xie X, Jiachu D, Liu C, Xie M, Guo J, Cai K, Li X, Mi W, Ye H, Luo L, Yang J, Zhang M, Zheng C. Generating Synthesized Fluorescein Angiography Images From Color Fundus Images by Generative Adversarial Networks for Macular Edema Assessment. Transl Vis Sci Technol 2024; 13:26. [PMID: 39312216 PMCID: PMC11423947 DOI: 10.1167/tvst.13.9.26] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2024] Open
Abstract
Purpose To assess the feasibility of generating synthetic fluorescein angiography (FA) images from color fundus (CF) images using pixel-to-pixel generative adversarial network (pix2pixGANs) for clinical applications. Research questions addressed image realism to retinal specialists and utility for assessing macular edema (ME) in Retinal Vein Occlusion (RVO) eyes. Methods We used a registration-guided pix2pixGANs method trained on the CF-FA dataset from Kham Eye Centre, Kandze Prefecture People's Hospital. A visual Turing test confirmed the realism of synthetic images without novel artifacts. We then assessed the synthetic FA images for assessing ME. Finally, we quantitatively evaluated the synthetic images using Fréchet Inception distance (FID) and structural similarity measures (SSIM). Results The raw development dataset had 881 image pairs from 349 subjects. Our approach is capable of generating realistic FA images because small vessels are clearly visible and sharp within one optic disc diameter around the macula. Two retinal specialists agreed that more than 85% of synthetic FA images have good or excellent image quality. For ME detection, accuracy was similar for real and synthetic images. FID demonstrated a 38.9% improvement over the previous state-of-the-art (SOTA), and SSIM reached 0.78 compared to the previous SOTA's 0.67. Conclusions We developed a pix2pixGANs model translating FA images from label-free CF images, yielding reliable synthetic FA images. This suggests potential for noninvasive evaluation of ME in RVO eyes using pix2pix GANs techniques. Translational Relevance Pix2pixGANs techniques have the potential to assist in the noninvasive clinical assessment of ME in RVO eyes.
Collapse
Affiliation(s)
- Xiaoling Xie
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, Guangdong, China
| | - Danba Jiachu
- Kham Eye Centre, Kandze Prefecture People's Hospital, Kangding, China
| | - Chang Liu
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Meng Xie
- Department of Ophthalmology, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Jinming Guo
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, Guangdong, China
| | - Kebo Cai
- Department of Ophthalmology, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Xiangbo Li
- Department of Ophthalmology, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Wei Mi
- Department of Ophthalmology, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Hehua Ye
- Department of Ophthalmology, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Li Luo
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, Guangdong, China
| | - Jianlong Yang
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Mingzhi Zhang
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, Guangdong, China
| | - Ce Zheng
- Department of Ophthalmology, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China
| |
Collapse
|
13
|
Li H, Jia W, Vujosevic S, Sabanayagam C, Grauslund J, Sivaprasad S, Wong TY. Current research and future strategies for the management of vision-threatening diabetic retinopathy. Asia Pac J Ophthalmol (Phila) 2024; 13:100109. [PMID: 39395715 DOI: 10.1016/j.apjo.2024.100109] [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: 05/30/2024] [Revised: 09/28/2024] [Accepted: 10/08/2024] [Indexed: 10/14/2024] Open
Abstract
Diabetic retinopathy (DR) is a major ocular complication of diabetes and the leading cause of blindness and visual impairment, particularly among adults of working-age adults. Although the medical and economic burden of DR is significant and its global prevalence is expected to increase, particularly in low- and middle-income countries, a large portion of vision loss caused by DR remains preventable through early detection and timely intervention. This perspective reviewed the latest developments in research and innovation in three areas, first novel biomarkers (including advanced imaging modalities, serum biomarkers, and artificial intelligence technology) to predict the incidence and progression of DR, second, screening and early detection of referable DR and vision-threatening DR (VTDR), and finally, novel therapeutic strategies for VTDR, including diabetic macular oedema (DME), with the goal of reducing diabetic blindness.
Collapse
Affiliation(s)
- Huating Li
- Department of Endocrinology and Metabolism, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Diabetes Institute, Shanghai Clinical Centre for Diabetes, Shanghai International Joint Laboratory of Intelligent Prevention and Treatment for Metabolic Diseases, Shanghai, China
| | - Weiping Jia
- Department of Endocrinology and Metabolism, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Diabetes Institute, Shanghai Clinical Centre for Diabetes, Shanghai International Joint Laboratory of Intelligent Prevention and Treatment for Metabolic Diseases, Shanghai, China
| | - Stela Vujosevic
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy; Eye Clinic, IRCCS MultiMedica, Milan, Italy
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Jakob Grauslund
- Department of Ophthalmology, Odense University Hospital, Odense, Denmark; Department of Clinical Research, University of Southern Denmark, Odense, Denmark; Department of Ophthalmology, Vestfold Hospital Trust, Tønsberg, Norway
| | - Sobha Sivaprasad
- NIHR Moorfields Clinical Research Facility, Moorfields Eye Hospital, London, United Kingdom
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Tsinghua Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China.
| |
Collapse
|
14
|
Parameswarappa DC, Langstang AJ, Kavya S, Mohamed A, Stewart MW, Rani PK. The Role of Widefield Optical Coherence Tomography Angiography in Assessing the Severity of Diabetic Retinopathy. Ophthalmol Ther 2024; 13:2369-2380. [PMID: 38995480 PMCID: PMC11341797 DOI: 10.1007/s40123-024-00995-y] [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: 05/26/2024] [Accepted: 06/27/2024] [Indexed: 07/13/2024] Open
Abstract
INTRODUCTION Physicians need an accurate understanding of diabetic retinopathy (DR) severity to optimally manage patients. The aim of this prospective study is to correlate the severity of macular and peripheral retinal vascular abnormalities seen on widefield (WF) optical coherence tomography angiography (OCTA) with DR grading based on WF fundus photography. METHODS The study included 150 eyes from 82 patients with treatment-naïve DR. All patients were imaged with WF fundus photography and swept-source WF OCTA. Quantitative and qualitative analyses of the foveal avascular zone (FAZ) size and shape, and measurement of capillary nonperfusion (CNP) areas, were performed from the OCTA images. The mixed-effects model was used to compare the DR grading from WF photography with the vascular changes seen on WF-OCTA, and Bonferroni correction was applied to the gradings. RESULTS The mean [± standard deviation (SD)] age of patients was 55.5 (± 9.4) years. The WF-OCTA showed that an increasing size of the FAZ (from 0.442 (± 0.059) µm to 0.933 (± 0.086) µm) correlated with increasing severity of the DR (as determined with WF photography). The deep capillary plexus, FAZ size, and CNP areas in eyes with proliferative diabetic retinopathy (PDR) differed from those with mild nonproliferative diabetic retinopathy (NPDR) (p < 0.001). Most eyes with severe nonproliferative DR were found to have CNP in four quadrants [superficial capillary plexus (SCP) 60%, deep capillary plexus (DCP) 50%]. The WF-OCTA detected subtle neovascularization of the disc (NVD) in 7 eyes (10%) and neovascularization elsewhere (NVE) in 13 eyes (18%) that had been diagnosed with only moderate NPDR on WF photography. CONCLUSIONS FAZ and CNP areas as measured by WF-OCTA correlate with DR severity. WF-OCTA can also detect subtle NVE and NVD that cannot be seen with fundus photography.
Collapse
Affiliation(s)
- Deepika C Parameswarappa
- Srimati. Kanuri Santhamma Center for Vitreo-Retinal Diseases, L V Prasad Eye Institute, Kallam Anji Reddy Campus, Hyderabad, 500034, Telangana, India
| | - Amelia Janis Langstang
- Srimati. Kanuri Santhamma Center for Vitreo-Retinal Diseases, L V Prasad Eye Institute, Kallam Anji Reddy Campus, Hyderabad, 500034, Telangana, India
| | - Sanagavarapu Kavya
- Srimati. Kanuri Santhamma Center for Vitreo-Retinal Diseases, L V Prasad Eye Institute, Kallam Anji Reddy Campus, Hyderabad, 500034, Telangana, India
| | - Ashik Mohamed
- Ophthalmic Biophysics Lab, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | | | - Padmaja Kumari Rani
- Srimati. Kanuri Santhamma Center for Vitreo-Retinal Diseases, L V Prasad Eye Institute, Kallam Anji Reddy Campus, Hyderabad, 500034, Telangana, India.
| |
Collapse
|
15
|
LE BOITE H, COUTURIER A, TADAYONI R, LAMARD M, QUELLEC G. VMseg: Using spatial variance to automatically segment retinal non-perfusion on OCT-angiography. PLoS One 2024; 19:e0306794. [PMID: 39110715 PMCID: PMC11305542 DOI: 10.1371/journal.pone.0306794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 06/24/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND AND OBJECTIVES To develop and test VMseg, a new image processing algorithm performing automatic segmentation of retinal non-perfusion in widefield OCT-Angiography images, in order to estimate the non-perfusion index in diabetic patients. METHODS We included diabetic patients with severe non-proliferative or proliferative diabetic retinopathy. We acquired images using the PlexElite 9000 OCT-A device with a photomontage of 5 images of size 12 x 12 mm. We then developed VMseg, a Python algorithm for non-perfusion detection, which binarizes a variance map calculated through convolution and morphological operations. We used 70% of our data set (development set) to fine-tune the algorithm parameters (convolution and morphological parameters, binarization thresholds) and evaluated the algorithm performance on the remaining 30% (test set). The obtained automatic segmentations were compared to a ground truth corresponding to manual segmentation from a retina expert and the inference processing time was estimated. RESULTS We included 51 eyes of 30 patients (27 severe non-proliferative, 24 proliferative diabetic retinopathy). Using the optimal parameters found on the development set to tune the algorithm, the mean dice for the test set was 0.683 (sd = 0.175). We found a higher dice coefficient for images with a higher area of retinal non-perfusion (rs = 0.722, p < 10-4). There was a strong correlation (rs = 0.877, p < 10-4) between VMseg estimated non-perfusion indexes and indexes estimated using the ground truth segmentation. The Bland-Altman plot revealed that 3 eyes (5.9%) were significantly under-segmented by VMseg. CONCLUSION We developed VMseg, an automatic algorithm for retinal non-perfusion segmentation on 12 x 12 mm OCT-A widefield photomontages. This simple algorithm was fast at inference time, segmented images in full-resolution and for the OCT-A format, was accurate enough for automatic estimation of retinal non-perfusion index in diabetic patients with diabetic retinopathy.
Collapse
Affiliation(s)
- Hugo LE BOITE
- Université Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| | - Aude COUTURIER
- Université Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| | - Ramin TADAYONI
- Université Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| | - Mathieu LAMARD
- Université de Bretagne Occidentale, Brest, France
- LaTIM, INSERM UMR 1101, Brest, France
| | - Gwenolé QUELLEC
- Université de Bretagne Occidentale, Brest, France
- LaTIM, INSERM UMR 1101, Brest, France
| |
Collapse
|
16
|
Nouri H, Abtahi SH, Mazloumi M, Samadikhadem S, Arevalo JF, Ahmadieh H. Optical coherence tomography angiography in diabetic retinopathy: A major review. Surv Ophthalmol 2024; 69:558-574. [PMID: 38521424 DOI: 10.1016/j.survophthal.2024.03.004] [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: 09/23/2023] [Revised: 02/29/2024] [Accepted: 03/11/2024] [Indexed: 03/25/2024]
Abstract
Diabetic retinopathy (DR) is characterized by retinal vasculopathy and is a leading cause of visual impairment. Optical coherence tomography angiography (OCTA) is an innovative imaging technology that can detect various pathologies and quantifiable changes in retinal microvasculature. We briefly describe its functional principles and advantages over fluorescein angiography and perform a comprehensive review on its clinical applications in the screening or management of people with prediabetes, diabetes without clinical retinopathy (NDR), nonproliferative DR (NPDR), proliferative DR (PDR), and diabetic macular edema (DME). OCTA reveals early microvascular alterations in prediabetic and NDR eyes, which may coexist with sub-clinical neuroretinal dysfunction. Its applications in NPDR include measuring ischemia, detecting retinal neovascularization, and timing of early treatment through predicting the risk of retinopathy worsening or development of DME. In PDR, OCTA helps characterize the flow within neovascular complexes and evaluate their progression or regression in response to treatment. In eyes with DME, OCTA perfusion parameters may be of predictive value regarding the visual and anatomical gains associated with treatment. We further discussed the limitations of OCTA and the benefits of its incorporation into an updated DR severity scale.
Collapse
Affiliation(s)
- Hosein Nouri
- Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran; School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Seyed-Hossein Abtahi
- Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran; Department of Ophthalmology, Labbafinejad Medical Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Mehdi Mazloumi
- Eye Research Center, Rasoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Sanam Samadikhadem
- Department of Ophthalmology, Imam Hossein Medical Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - J Fernando Arevalo
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| | - Hamid Ahmadieh
- Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| |
Collapse
|
17
|
Guo Y, Hormel TT, Gao M, You Q, Wang J, Flaxel CJ, Bailey ST, Hwang TS, Jia Y. Multi-Plexus Nonperfusion Area Segmentation in Widefield OCT Angiography Using a Deep Convolutional Neural Network. Transl Vis Sci Technol 2024; 13:15. [PMID: 39023443 PMCID: PMC11262538 DOI: 10.1167/tvst.13.7.15] [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: 01/16/2024] [Accepted: 06/05/2024] [Indexed: 07/20/2024] Open
Abstract
Purpose To train and validate a convolutional neural network to segment nonperfusion areas (NPAs) in multiple retinal vascular plexuses on widefield optical coherence tomography angiography (OCTA). Methods This cross-sectional study included 202 participants with a full range of diabetic retinopathy (DR) severities (diabetes mellitus without retinopathy, mild to moderate non-proliferative DR, severe non-proliferative DR, and proliferative DR) and 39 healthy participants. Consecutive 6 × 6-mm OCTA scans at the central macula, optic disc, and temporal region in one eye from 202 participants in a clinical DR study were acquired with a 70-kHz OCT commercial system (RTVue-XR). Widefield OCTA en face images were generated by montaging the scans from these three regions. A projection-resolved OCTA algorithm was applied to remove projection artifacts at the voxel scale. A deep convolutional neural network with a parallel U-Net module was designed to detect NPAs and distinguish signal reduction artifacts from flow deficits in the superficial vascular complex (SVC), intermediate capillary plexus (ICP), and deep capillary plexus (DCP). Expert graders manually labeled NPAs and signal reduction artifacts for the ground truth. Sixfold cross-validation was used to evaluate the proposed algorithm on the entire dataset. Results The proposed algorithm showed high agreement with the manually delineated ground truth for NPA detection in three retinal vascular plexuses on widefield OCTA (mean ± SD F-score: SVC, 0.84 ± 0.05; ICP, 0.87 ± 0.04; DCP, 0.83 ± 0.07). The extrafoveal avascular area in the DCP showed the best sensitivity for differentiating eyes with diabetes but no retinopathy (77%) from healthy controls and for differentiating DR by severity: DR versus no DR, 77%; referable DR (rDR) versus non-referable DR (nrDR), 79%; vision-threatening DR (vtDR) versus non-vision-threatening DR (nvtDR), 60%. The DCP also showed the best area under the receiver operating characteristic curve for distinguishing diabetes from healthy controls (96%), DR versus no DR (95%), and rDR versus nrDR (96%). The three-plexus-combined OCTA achieved the best result in differentiating vtDR and nvtDR (81.0%). Conclusions A deep learning network can accurately segment NPAs in individual retinal vascular plexuses and improve DR diagnostic accuracy. Translational Relevance Using a deep learning method to segment nonperfusion areas in widefield OCTA can potentially improve the diagnostic accuracy of diabetic retinopathy by OCT/OCTA systems.
Collapse
Affiliation(s)
- Yukun Guo
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
| | - Tristan T. Hormel
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | - Min Gao
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
| | - Qisheng You
- Kresge Eye Institute, Wayne State University, Detroit, MI, USA
| | - Jie Wang
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | | | - Steven T. Bailey
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | - Thomas S. Hwang
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | - Yali Jia
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
| |
Collapse
|
18
|
Kubota H, Fukushima Y, Nandinanti AB, Endo T, Nishida K. Retinal Blood Vessel Formation in the Macula Following Intravitreal Ranibizumab Injection for Aggressive Retinopathy of Prematurity. Cureus 2024; 16:e60005. [PMID: 38854173 PMCID: PMC11162812 DOI: 10.7759/cureus.60005] [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] [Accepted: 05/08/2024] [Indexed: 06/11/2024] Open
Abstract
Retinopathy of prematurity (ROP) is a leading cause of childhood blindness. Recently, anti-vascular endothelial growth factor (VEGF) drugs have been widely used for ROP to inhibit abnormal retinal angiogenesis. However, there is a concern that such drugs potentially also affect normal retinal vascular development. We report a case of blood vessel growth across the macula after anti-VEGF treatment for zone I aggressive ROP. A 25-week-old female infant was administered 0.2 mg of ranibizumab for bilateral aggressive ROP in both eyes at 33 weeks of postmenstrual age. Under normal development, retinal blood vessels do not grow into the center of the future macular region. After five weeks, however, a horizontal blood vessel sprouted from the optic disc and extended across the macula in the right eye. The blood vessel ran straight to the vascular-avascular juncture by 41 weeks of postmenstrual age during the follow-up period. While the focus has been on arresting retinal vascular development through VEGF inhibition, anti-VEGF treatment may induce vascular abnormalities in patients with severe ROP. Infants with retinal vascular abnormalities should be carefully monitored for their visual prognosis.
Collapse
Affiliation(s)
- Hiroshi Kubota
- Ophthalmology, Higashiosaka City Medical Center, Higashiosaka, JPN
| | - Yoko Fukushima
- Ophthalmology, Osaka University Graduate School of Medicine, Suita, JPN
| | | | - Takao Endo
- Ophthalmology, Osaka Women's and Children's Hospital, Izumi, JPN
| | - Kohji Nishida
- Ophthalmology, Osaka University Graduate School of Medicine, Suita, JPN
| |
Collapse
|
19
|
Tan TE, Jampol LM, Ferris FL, Tadayoni R, Sadda SR, Chong V, Domalpally A, Blodi BL, Duh EJ, Curcio CA, Antonetti DA, Dutta S, Levine SR, Sun JK, Gardner TW, Wong TY. Imaging Modalities for Assessing the Vascular Component of Diabetic Retinal Disease: Review and Consensus for an Updated Staging System. OPHTHALMOLOGY SCIENCE 2024; 4:100449. [PMID: 38313399 PMCID: PMC10837643 DOI: 10.1016/j.xops.2023.100449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 12/05/2023] [Accepted: 12/05/2023] [Indexed: 02/06/2024]
Abstract
Purpose To review the evidence for imaging modalities in assessing the vascular component of diabetic retinal disease (DRD), to inform updates to the DRD staging system. Design Standardized narrative review of the literature by an international expert workgroup, as part of the DRD Staging System Update Effort, a project of the Mary Tyler Moore Vision Initiative. Overall, there were 6 workgroups: Vascular Retina, Neural Retina, Systemic Health, Basic and Cellular Mechanisms, Visual Function, and Quality of Life. Participants The Vascular Retina workgroup, including 16 participants from 4 countries. Methods Literature review was conducted using standardized evidence grids for 5 modalities: standard color fundus photography (CFP), widefield color photography (WFCP), standard fluorescein angiography (FA), widefield FA (WFFA), and OCT angiography (OCTA). Summary levels of evidence were determined on a validated scale from I (highest) to V (lowest). Five virtual workshops were held for discussion and consensus. Main Outcome Measures Level of evidence for each modality. Results Levels of evidence for standard CFP, WFCP, standard FA, WFFA, and OCTA were I, II, I, I, and II respectively. Traditional vascular lesions on standard CFP should continue to be included in an updated staging system, but more studies are required before they can be used in posttreatment eyes. Widefield color photographs can be used for severity grading within the area covered by standard CFPs, although these gradings may not be directly interchangeable with each other. Evaluation of the peripheral retina on WFCP can be considered, but the method of grading needs to be clarified and validated. Standard FA and WFFA provide independent prognostic value, but the need for dye administration should be considered. OCT angiography has significant potential for inclusion in the DRD staging system, but various barriers need to be addressed first. Conclusions This study provides evidence-based recommendations on the utility of various imaging modalities for assessment of the vascular component of DRD, which can inform future updates to the DRD staging system. Although new imaging modalities offer a wealth of information, there are still major gaps and unmet research needs that need to be addressed before this potential can be realized. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
Collapse
Affiliation(s)
- Tien-En Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Programme (EYE ACP), Duke-National University of Singapore Medical School, Singapore
| | - Lee M. Jampol
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | | | - Ramin Tadayoni
- Ophthalmology Department, Lariboisière, AP-HP, Saint Louis and Fondation Adolphe de Rothschild Hospitals, Université Paris Cité, Paris, France
| | - Srinivas R. Sadda
- Doheny Eye Institute, Pasadena, California
- Department of Ophthalmology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Victor Chong
- UCL Institute of Ophthalmology, University College London, London, UK
| | - Amitha Domalpally
- Department of Ophthalmology and Visual Sciences, Wisconsin Reading Center, University of Wisconsin-Madison, Madison, Wisconsin
| | - Barbara L. Blodi
- Department of Ophthalmology and Visual Sciences, Wisconsin Reading Center, University of Wisconsin-Madison, Madison, Wisconsin
| | - Elia J. Duh
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Christine A. Curcio
- Department of Ophthalmology and Visual Sciences, University of Alabama at Birmingham Heersink School of Medicine, Birmingham, Alabama
| | - David A. Antonetti
- Department of Ophthalmology and Visual Sciences, Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, Michigan
| | | | - S. Robert Levine
- The Mary Tyler Moore & S. Robert Levine, MD Charitable Foundation, Greenwich, Connecticut
| | - Jennifer K. Sun
- Joslin Diabetes Center, Beetham Eye Institute, Harvard Medical School, Boston, Massachusetts
| | - Thomas W. Gardner
- Department of Ophthalmology and Visual Sciences, Kellogg Eye Center, University of Michigan Medical School, Ann Arbor, Michigan
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Programme (EYE ACP), Duke-National University of Singapore Medical School, Singapore
- Tsinghua Medicine, Tsinghua University, Beijing, China
| |
Collapse
|
20
|
Arias-Serrano I, Velásquez-López PA, Avila-Briones LN, Laurido-Mora FC, Villalba-Meneses F, Tirado-Espin A, Cruz-Varela J, Almeida-Galárraga D. Artificial intelligence based glaucoma and diabetic retinopathy detection using MATLAB - retrained AlexNet convolutional neural network. F1000Res 2024; 12:14. [PMID: 38826575 PMCID: PMC11143403 DOI: 10.12688/f1000research.122288.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/18/2024] [Indexed: 06/04/2024] Open
Abstract
Background Glaucoma and diabetic retinopathy (DR) are the leading causes of irreversible retinal damage leading to blindness. Early detection of these diseases through regular screening is especially important to prevent progression. Retinal fundus imaging serves as the principal method for diagnosing glaucoma and DR. Consequently, automated detection of eye diseases represents a significant application of retinal image analysis. Compared with classical diagnostic techniques, image classification by convolutional neural networks (CNN) exhibits potential for effective eye disease detection. Methods This paper proposes the use of MATLAB - retrained AlexNet CNN for computerized eye diseases identification, particularly glaucoma and diabetic retinopathy, by employing retinal fundus images. The acquisition of the database was carried out through free access databases and access upon request. A transfer learning technique was employed to retrain the AlexNet CNN for non-disease (Non_D), glaucoma (Sus_G) and diabetic retinopathy (Sus_R) classification. Moreover, model benchmarking was conducted using ResNet50 and GoogLeNet architectures. A Grad-CAM analysis is also incorporated for each eye condition examined. Results Metrics for validation accuracy, false positives, false negatives, precision, and recall were reported. Validation accuracies for the NetTransfer (I-V) and netAlexNet ranged from 89.7% to 94.3%, demonstrating varied effectiveness in identifying Non_D, Sus_G, and Sus_R categories, with netAlexNet achieving a 93.2% accuracy in the benchmarking of models against netResNet50 at 93.8% and netGoogLeNet at 90.4%. Conclusions This study demonstrates the efficacy of using a MATLAB-retrained AlexNet CNN for detecting glaucoma and diabetic retinopathy. It emphasizes the need for automated early detection tools, proposing CNNs as accessible solutions without replacing existing technologies.
Collapse
Affiliation(s)
- Isaac Arias-Serrano
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Paolo A. Velásquez-López
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Laura N. Avila-Briones
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Fanny C. Laurido-Mora
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Fernando Villalba-Meneses
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
- Department of Design and Manufacturing Engineering, University of Zaragoza, Zaragoza, Aragon, 50018, Spain
| | - Andrés Tirado-Espin
- School of Mathematical and Computational Sciences, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Jonathan Cruz-Varela
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Diego Almeida-Galárraga
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| |
Collapse
|
21
|
Arias-Serrano I, Velásquez-López PA, Avila-Briones LN, Laurido-Mora FC, Villalba-Meneses F, Tirado-Espin A, Cruz-Varela J, Almeida-Galárraga D. Artificial intelligence based glaucoma and diabetic retinopathy detection using MATLAB - retrained AlexNet convolutional neural network. F1000Res 2024; 12:14. [PMID: 38826575 PMCID: PMC11143403 DOI: 10.12688/f1000research.122288.1] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/18/2024] [Indexed: 08/15/2024] Open
Abstract
BACKGROUND Glaucoma and diabetic retinopathy (DR) are the leading causes of irreversible retinal damage leading to blindness. Early detection of these diseases through regular screening is especially important to prevent progression. Retinal fundus imaging serves as the principal method for diagnosing glaucoma and DR. Consequently, automated detection of eye diseases represents a significant application of retinal image analysis. Compared with classical diagnostic techniques, image classification by convolutional neural networks (CNN) exhibits potential for effective eye disease detection. METHODS This paper proposes the use of MATLAB - retrained AlexNet CNN for computerized eye diseases identification, particularly glaucoma and diabetic retinopathy, by employing retinal fundus images. The acquisition of the database was carried out through free access databases and access upon request. A transfer learning technique was employed to retrain the AlexNet CNN for non-disease (Non_D), glaucoma (Sus_G) and diabetic retinopathy (Sus_R) classification. Moreover, model benchmarking was conducted using ResNet50 and GoogLeNet architectures. A Grad-CAM analysis is also incorporated for each eye condition examined. RESULTS Metrics for validation accuracy, false positives, false negatives, precision, and recall were reported. Validation accuracies for the NetTransfer (I-V) and netAlexNet ranged from 89.7% to 94.3%, demonstrating varied effectiveness in identifying Non_D, Sus_G, and Sus_R categories, with netAlexNet achieving a 93.2% accuracy in the benchmarking of models against netResNet50 at 93.8% and netGoogLeNet at 90.4%. CONCLUSIONS This study demonstrates the efficacy of using a MATLAB-retrained AlexNet CNN for detecting glaucoma and diabetic retinopathy. It emphasizes the need for automated early detection tools, proposing CNNs as accessible solutions without replacing existing technologies.
Collapse
Affiliation(s)
- Isaac Arias-Serrano
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Paolo A. Velásquez-López
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Laura N. Avila-Briones
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Fanny C. Laurido-Mora
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Fernando Villalba-Meneses
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
- Department of Design and Manufacturing Engineering, University of Zaragoza, Zaragoza, Aragon, 50018, Spain
| | - Andrés Tirado-Espin
- School of Mathematical and Computational Sciences, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Jonathan Cruz-Varela
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| | - Diego Almeida-Galárraga
- School of Biological Sciences and Engineering, Universidad Yachay Tech, Urcuquí, Imbabura, 100119, Ecuador
| |
Collapse
|
22
|
Lu ES, Cui Y, Le R, Zhu Y, Wang JC, Laíns I, Katz R, Lu Y, Zeng R, Garg I, Wu DM, Husain D, Kim LA, Miller JB. Widefield swept-source optical coherence tomography angiography metrics associated with neovascular glaucoma in patients with proliferative diabetic retinopathy. Graefes Arch Clin Exp Ophthalmol 2024; 262:1111-1120. [PMID: 37962666 DOI: 10.1007/s00417-023-06290-z] [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: 04/21/2023] [Revised: 10/12/2023] [Accepted: 10/25/2023] [Indexed: 11/15/2023] Open
Abstract
PURPOSE To explore the association between widefield swept-source optical coherence tomography angiography (WF SS-OCTA) metrics, including nonperfusion area (NPA) and neovascularization (NV), and presence of neovascular glaucoma (NVG) in patients with proliferative diabetic retinopathy (PDR). METHODS A prospective, cross-sectional study was conducted from November 2018 to February 2020. A total of 85 eyes of 60 PDR patients without NVG and 9 eyes of 8 PDR patients with NVG were included. Retinal ischemic parameters (NPA; ischemia index [NPA/total retinal area]) and NV features (NV number; NV area; NV vessel density) were evaluated. Foveal avascular zone (FAZ), macular thickness/volume, and choroidal thickness/volume were obtained using the Zeiss ARI Network. WF SS-OCTA retinal and choroidal metrics, systemic, and ocular parameters were screened using Least Absolute Shrinkage and Selection Operator (LASSO) logistic regression for variable selection. Firth's bias-reduced logistic regression (outcome: presence of NVG) was subsequently used to identify parameters associated with NVG. RESULTS After LASSO variable selection, 8 variables were significantly associated with the presence of NVG: DM duration (years), insulin (yes/no), best-corrected visual acuity (BCVA) (logMAR), IOP, ischemia index, skeletonized vessel density, macular thickness (inner inferior, outer temporal regions). Firth's bias-reduced logistic regression showed ischemia index (odds ratio [OR]=13.2, 95% confidence interval [CI]:5.3-30.7, P<0.001) and BCVA (OR=5.8, 95%CI:1.2-28.8, P<0.05) were associated with the presence of NVG. NV metrics, FAZ, and choroidal parameters were not related to NVG. CONCLUSIONS Retinal ischemia but not NV was associated with the presence of NVG in patients with PDR using WF SS-OCTA. Larger, longitudinal studies are needed to validate imaging biomarkers associated with diabetic NVG.
Collapse
Affiliation(s)
- Edward S Lu
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Ying Cui
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
- Department of Ophthalmology, Guangdong Eye Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Rongrong Le
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
- Wenzhou Medical University Affiliated Eye Hospital, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Ying Zhu
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
- Eye Center of Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jay C Wang
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Inês Laíns
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Raviv Katz
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Yifan Lu
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | | | - Itika Garg
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - David M Wu
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Deeba Husain
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Leo A Kim
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - John B Miller
- Harvard Retinal Imaging Lab, Boston, MA, USA.
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA.
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA.
| |
Collapse
|
23
|
Yu Y, Feng T, Qiu H, Gu Y, Chen Q, Zuo C, Ma H. Simultaneous photoacoustic and ultrasound imaging: A review. ULTRASONICS 2024; 139:107277. [PMID: 38460216 DOI: 10.1016/j.ultras.2024.107277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 01/09/2024] [Accepted: 02/26/2024] [Indexed: 03/11/2024]
Abstract
Photoacoustic imaging (PAI) is an emerging biomedical imaging technique that combines the advantages of optical and ultrasound imaging, enabling the generation of images with both optical resolution and acoustic penetration depth. By leveraging similar signal acquisition and processing methods, the integration of photoacoustic and ultrasound imaging has introduced a novel hybrid imaging modality suitable for clinical applications. Photoacoustic-ultrasound imaging allows for non-invasive, high-resolution, and deep-penetrating imaging, providing a wealth of image information. In recent years, with the deepening research and the expanding biomedical application scenarios of photoacoustic-ultrasound bimodal systems, the immense potential of photoacoustic-ultrasound bimodal imaging in basic research and clinical applications has been demonstrated, with some research achievements already commercialized. In this review, we introduce the principles, technical advantages, and biomedical applications of photoacoustic-ultrasound bimodal imaging techniques, specifically focusing on tomographic, microscopic, and endoscopic imaging modalities. Furthermore, we discuss the future directions of photoacoustic-ultrasound bimodal imaging technology.
Collapse
Affiliation(s)
- Yinshi Yu
- Smart Computational Imaging Laboratory (SCILab), School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210094, China; Smart Computational Imaging Research Institute (SCIRI) of Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210019, China; Jiangsu Key Laboratory of Spectral Imaging & Intelligent Sense, Nanjing, Jiangsu Province 210094, China
| | - Ting Feng
- Academy for Engineering & Technology, Fudan University, Shanghai 200433,China.
| | - Haixia Qiu
- First Medical Center of PLA General Hospital, Beijing, China
| | - Ying Gu
- First Medical Center of PLA General Hospital, Beijing, China
| | - Qian Chen
- Smart Computational Imaging Laboratory (SCILab), School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210094, China; Smart Computational Imaging Research Institute (SCIRI) of Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210019, China; Jiangsu Key Laboratory of Spectral Imaging & Intelligent Sense, Nanjing, Jiangsu Province 210094, China
| | - Chao Zuo
- Smart Computational Imaging Laboratory (SCILab), School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210094, China; Smart Computational Imaging Research Institute (SCIRI) of Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210019, China; Jiangsu Key Laboratory of Spectral Imaging & Intelligent Sense, Nanjing, Jiangsu Province 210094, China.
| | - Haigang Ma
- Smart Computational Imaging Laboratory (SCILab), School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210094, China; Smart Computational Imaging Research Institute (SCIRI) of Nanjing University of Science and Technology, Nanjing, Jiangsu Province 210019, China; Jiangsu Key Laboratory of Spectral Imaging & Intelligent Sense, Nanjing, Jiangsu Province 210094, China.
| |
Collapse
|
24
|
Stanga PE, Valentín-Bravo FJ, Reinstein UI, Saladino A, Arrigo A, Stanga SEF. The role of ultra-widefield imaging with navigated central and peripheral cross-sectional and three-dimensional swept source optical coherence tomography in ophthalmology: Clinical applications. Saudi J Ophthalmol 2024; 38:101-111. [PMID: 38988788 PMCID: PMC11232741 DOI: 10.4103/sjopt.sjopt_59_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 02/26/2024] [Accepted: 02/28/2024] [Indexed: 07/12/2024] Open
Abstract
PURPOSE To assess central and peripheral retinal and choroidal diseases using ultra-widefield (UWF) fundus imaging in combination with navigated central and peripheral cross-sectional and three-dimensional (3D) swept source optical coherence tomography (SS-OCT) scans. METHODS Retrospective study involving 332 consecutive patients, with a nearly equal distribution of males and females. The mean age of patients was 52 years (range 18-92 years). Average refractive error was -3.80 D (range +7.75 to -20.75 D). RESULTS The observations in this study demonstrate the efficacy of peripheral navigated SS-OCT in assessing various ocular conditions. The technology provides high-quality images of the peripheral vitreous, vitreoretinal interface, retina, and choroid, enabling visualization of vitreous floaters and opacities, retinal holes and tears, pigmented lesions, and peripheral retinal degenerations. 3D OCT scans enhance the visualization of these abnormalities and improve diagnostic and therapeutic decisions. CONCLUSION Navigated central and peripheral cross-sectional and 3D SS-OCT scans offer significant complementary benefits in the assessment and management of retinal diseases. Their addition to UWF imaging provides a comprehensive view of central and peripheral ocular structures, aiding in early detection, precise anatomical measurements, and objective monitoring of disease progression. In addition, this technology serves as a valuable tool for patient education, a teaching tool for trainees, and documentation for medico-legal purposes.
Collapse
Affiliation(s)
- Paulo E. Stanga
- The Retina Clinic London, London, United Kingdom
- Institute of Ophthalmology, University College London, London, United Kingdom
| | | | | | | | - Alessandro Arrigo
- The Retina Clinic London, London, United Kingdom
- Ophthalmology Unit, IRCCS Scientific Institute, San Raffaele Hospital, Milan, Italy
| | | |
Collapse
|
25
|
Ashrafkhorasani M, Habibi A, Nittala MG, Corradetti G, Emamverdi M, Sadda SR. Peripheral retinal lesions in diabetic retinopathy on ultra-widefield imaging. Saudi J Ophthalmol 2024; 38:123-131. [PMID: 38988777 PMCID: PMC11232752 DOI: 10.4103/sjopt.sjopt_151_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 10/03/2023] [Indexed: 07/12/2024] Open
Abstract
Peripheral retinal imaging plays a crucial role in the diagnosis, management, and prognosis of diabetic retinopathy (DR). Traditional fundus imaging techniques have limited coverage of the retina, resulting in missed peripheral lesions. The advent of ultra-widefield (UWF) imaging has revolutionized the assessment of the peripheral retina. UWF imaging modalities provide comprehensive visualization of the retina, enabling the detection of peripheral lesions without the need for mydriasis. Integration of UWF imaging with other modalities, including fluorescein angiography (FA), indocyanine green angiography, pseudocolor imaging, and fundus autofluorescence, further enhances our understanding of peripheral retinal lesions. UWF imaging has demonstrated improved detection of DR lesions and presumably more accurate management of DR compared to traditional fundus photography and dilated fundus examination. UWF-FA and UWF-optical coherence tomography angiography have emerged as valuable tools for assessing retinal and choroidal vascular abnormalities, nonperfusion areas, neovascularization, and microvascular abnormalities. The presence and increasing extent of predominantly peripheral lesions detected using UWF FA are associated with a higher risk of DR progression and proliferative DR. UWF imaging provides a comprehensive evaluation of DR severity, aiding in more accurate risk stratification and treatment decision-making. Overall, UWF imaging modalities have significantly advanced our understanding of peripheral retinal lesions in DR, facilitating early detection and targeted management for better visual outcomes.
Collapse
Affiliation(s)
- Maryam Ashrafkhorasani
- Doheny Image Reading and Research Lab, Doheny Eye Institute, Los Angeles, California, USA
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Abbas Habibi
- Doheny Image Reading and Research Lab, Doheny Eye Institute, Los Angeles, California, USA
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Muneeswar G. Nittala
- Doheny Image Reading and Research Lab, Doheny Eye Institute, Los Angeles, California, USA
| | - Giulia Corradetti
- Doheny Image Reading and Research Lab, Doheny Eye Institute, Los Angeles, California, USA
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Mehdi Emamverdi
- Doheny Image Reading and Research Lab, Doheny Eye Institute, Los Angeles, California, USA
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Srinivas R. Sadda
- Doheny Image Reading and Research Lab, Doheny Eye Institute, Los Angeles, California, USA
- Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| |
Collapse
|
26
|
Shen X, Zhou T, Sun Z, Zheng Y, Lin B, Huang Y. Trends in application of fundus fluorescein angiography in fundus diseases during a recent ten-year period. Photodiagnosis Photodyn Ther 2024; 46:104029. [PMID: 38428785 DOI: 10.1016/j.pdpdt.2024.104029] [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: 12/28/2023] [Revised: 02/06/2024] [Accepted: 02/26/2024] [Indexed: 03/03/2024]
Abstract
PURPOSE To analyze the trends in the application of fundus fluorescein angiography (FFA) in fundus diseases over ten years. METHOD It was a retrospective study. Patients who underwent FFA examinations between Jan 2012 and Dec 2021 in Eye Hospital of Wenzhou Medical University were included, excluding infants. Data included the fundus disease and examination time of FFA. RESULTS A total of 37,038 cases underwent FFA examinations in our hospital in the past decade, and the number of each year was 3,628, 2,232, 2,230, 2,351, 3,546, 3,924, 5,325, 4,202, 4,432 and 5,168 from 2012 to 2021, respectively. The top three diseases were central serous chorioretinopathy (CSC), diabetic retinopathy (DR) and retinal vein occlusion (RVO) over the years from 2012 to 2021. The fourth to eighth ranked diseases were uveitis, age-related macular degeneration (AMD), choroidal neovascularization (CNV), optic neuropathy (ON) and polypoid choroidal vasculopathy (PCV) 9 years from 2012 to 2020; while retinal artery occlusion (RAO) ranked eighth and PCV fell out of the first eight in 2021. Tumor, Eale's disease, macular hemorrhage (MH), epiretinal retinal membrane (ERM) and Coat's disease had consistent proportions over the years. There was a significant statistical difference in the proportion of disease components over the years from 2012 to 2021(p = 0.000). CONCLUSION Despite changes in annual distribution, CSC, DR, and RVO consistently ranked as the top three diseases requiring FFA examination. Changes might be related to the development of non-invasive fundus examination instruments and technologies. Indicated that FFA still hold its irreplaceable nature in diagnosing and understanding fundus diseases.
Collapse
Affiliation(s)
- Xiaoqiu Shen
- National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou, China
| | - Tingye Zhou
- National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou, China
| | - Zuhua Sun
- National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou, China
| | - Yan Zheng
- National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou, China
| | - Bing Lin
- National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou, China.
| | - Ying Huang
- National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou, China.
| |
Collapse
|
27
|
Sawa M, Nakagawa N, Shunto T, Nishiyama I. Two cases of diabetic macular edema with diminished areas of retinal non-perfusion and microaneurysms after intravitreal faricimab injections. Am J Ophthalmol Case Rep 2024; 33:101973. [PMID: 38116329 PMCID: PMC10727933 DOI: 10.1016/j.ajoc.2023.101973] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 11/17/2023] [Accepted: 12/01/2023] [Indexed: 12/21/2023] Open
Abstract
Purpose To report two cases of diabetic macular edema (DME) treated with intravitreal faricimab injections (IVFs), including the assessment of retinal microaneurysms and extent of retinal capillary non-perfusion using fluorescein angiography (FA) and indocyanine green angiography (IA). Observations Case 1: A 72-year-old man presented with aflibercept-resistant DME in the left eye, with a best-corrected visual acuity (BCVA) of 20/16. FA showed areas of retinal capillary non-perfusion and focal leakage in the macular area of the left eye. IA revealed numerous microaneurysms in the temporal region of the macula. Four consecutive monthly IVFs were administered to the left eye, and DME eventually diminished. After the loading phase, the BCVA was maintained at 20/16 with reduced visual distortion. FA showed improvement of macular leakage and stable retinal capillary non-perfusion areas, and the foveal avascular zone was clearly observed. The disappearance of numerous microaneurysms was confirmed on IA images.Case 2: An 80-year-old woman developed DME with macular vein occlusion in the left eye after panretinal laser photocoagulation for proliferative diabetic retinopathy. The patient's BCVA was 20/32. DME was resistant to subtenon triamcinolone injections. FA revealed focal areas of retinal capillary non-perfusion and persistent leakage in the macular area of the left eye. IA revealed scattered microaneurysms within the retinal arcade. Four consecutive monthly IVFs were administered to the left eye, and DME eventually diminished. After the loading phase, the BCVA was maintained at 20/32. FA showed improvement of macular leakage and stable retinal capillary non-perfusion areas. The reduction of microaneurysms was confirmed on IA images. Conclusions and importance These case reports highlight the potential of faricimab as an alternative anti-vascular endothelial growth factor drug for treatment-resistant DME, including reduction of retinal microaneurysms and stabilization of the areas of retinal capillary non-perfusion. However, continuation of a robust treatment regimen may be required to achieve these objectives.
Collapse
Affiliation(s)
- Miki Sawa
- Eye Center, Sakai City Medical Center, 1-1-1 Ebaraji-cho, Nishi-ku, Sakai City, Osaka, Japan
| | - Norihiko Nakagawa
- Eye Center, Sakai City Medical Center, 1-1-1 Ebaraji-cho, Nishi-ku, Sakai City, Osaka, Japan
| | - Takuya Shunto
- Eye Center, Sakai City Medical Center, 1-1-1 Ebaraji-cho, Nishi-ku, Sakai City, Osaka, Japan
| | - Issei Nishiyama
- Eye Center, Sakai City Medical Center, 1-1-1 Ebaraji-cho, Nishi-ku, Sakai City, Osaka, Japan
| |
Collapse
|
28
|
Geng M, Liu W, Li J, Yang G, Tian Y, Jiang X, Xin Y. LncRNA as a regulator in the development of diabetic complications. Front Endocrinol (Lausanne) 2024; 15:1324393. [PMID: 38390204 PMCID: PMC10881719 DOI: 10.3389/fendo.2024.1324393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 01/16/2024] [Indexed: 02/24/2024] Open
Abstract
Diabetes is a metabolic disease characterized by hyperglycemia, which induces the production of AGEs, ROS, inflammatory cytokines, and growth factors, leading to the formation of vascular dysfunction and target organ damage, promoting the development of diabetic complications. Diabetic nephropathy, retinopathy, and cardiomyopathy are common complications of diabetes, which are major contributors to disability and death in people with diabetes. Long non-coding RNAs affect gene transcription, mRNA stability, and translation efficiency to influence gene expression for a variety of biological functions. Over the past decade, it has been demonstrated that dysregulated long non-coding RNAs are extensively engaged in the pathogenesis of many diseases, including diabetic complications. Thus, this review discusses the regulations of long non-coding RNAs on the primary pathogenesis of diabetic complications (oxidative stress, inflammation, fibrosis, and microvascular dysfunction), and some of these long non-coding RNAs may function as potential biomarkers or therapeutic targets for diabetic complications.
Collapse
Affiliation(s)
- Mengrou Geng
- Jilin Provincial Key Laboratory of Radiation Oncology & Therapy, The First Hospital of Jilin University and College of Basic Medical Science, Jilin University, Changchun, China
- Key Laboratory of Pathobiology, Ministry of Education, College of Basic Medical Science, Jilin University, Changchun, China
| | - Wei Liu
- Key Laboratory of Pathobiology, Ministry of Education, College of Basic Medical Science, Jilin University, Changchun, China
| | - Jinjie Li
- Key Laboratory of Pathobiology, Ministry of Education, College of Basic Medical Science, Jilin University, Changchun, China
| | - Ge Yang
- Key Laboratory of Pathobiology, Ministry of Education, College of Basic Medical Science, Jilin University, Changchun, China
| | - Yuan Tian
- Key Laboratory of Pathobiology, Ministry of Education, College of Basic Medical Science, Jilin University, Changchun, China
| | - Xin Jiang
- Jilin Provincial Key Laboratory of Radiation Oncology & Therapy, The First Hospital of Jilin University and College of Basic Medical Science, Jilin University, Changchun, China
- Department of Radiation Oncology, The First Hospital of Jilin University, Changchun, China
- National Health Commission (NHC) Key Laboratory of Radiobiology, School of Public Health, Jilin University, Changchun, China
| | - Ying Xin
- Key Laboratory of Pathobiology, Ministry of Education, College of Basic Medical Science, Jilin University, Changchun, China
| |
Collapse
|
29
|
Konno A, Ishibazawa A, De Pretto L, Shimouchi A, Omae T, Song YS. Relationship between nonperfusion area from widefield optical coherence tomography angiography and macular vascular parameters in diabetic retinopathy. Int Ophthalmol 2023; 43:4803-4814. [PMID: 37851140 PMCID: PMC10724328 DOI: 10.1007/s10792-023-02882-0] [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: 07/04/2023] [Accepted: 09/27/2023] [Indexed: 10/19/2023]
Abstract
PURPOSE To evaluate the relationship between the nonperfusion area (NPA) from widefield optical coherence tomography angiography (OCTA) and macular vascular parameters in diabetic retinopathy (DR). METHODS In total, 51 eyes from 51 patients with proliferative DR (PDR) or moderate/severe non-PDR were included. Widefield OCTA using the Zeiss Plex Elite 9000 was performed. A semi-automatic algorithm calculated the percentages of the NPA within the total image. Macular OCTA (3 × 3 mm and 6 × 6 mm area) was scanned using the RTVue-XR Avanti. Vessel density (VD) was automatically separated into the superficial (SCP) and deep capillary plexus (DCP), and foveal avascular zone (FAZ) measurements were computed according to the parafoveal (1-3 mm) and perifoveal (3-6 mm) regions. RESULTS A negative correlation was found between the average VD of the SCP and DCP obtained 3 × 3 mm and 6 × 6 mm area and the NPA. Multiple regression analysis revealed that the temporal-perifoveal region most negatively correlated with the NPA (r = - 0.55, p < 0.0001). No correlation was found between FAZ measurements and DR severity (area, p = 0.07; perimeter, p = 0.13). CONCLUSION Diabetic macular nonperfusion was significantly associated with the NPA from widefield OCTA. In particular, the temporal-perifoveal DCP disorder may be a sensitive indicator of wide NPA.
Collapse
Affiliation(s)
- Ami Konno
- Department of Ophthalmology, Asahikawa Medical University, Midorigaoka Higashi 2-1-1-1, Asahikawa, 078-8510, Japan.
| | - Akihiro Ishibazawa
- Department of Ophthalmology, Asahikawa Medical University, Midorigaoka Higashi 2-1-1-1, Asahikawa, 078-8510, Japan
| | - Lucas De Pretto
- Nuclear and Energy Research Institute IPEN-CNEN/SP, Sao Paulo, Brazil
| | - Akito Shimouchi
- Department of Ophthalmology, Asahikawa Medical University, Midorigaoka Higashi 2-1-1-1, Asahikawa, 078-8510, Japan
| | - Tsuneaki Omae
- Department of Ophthalmology, Asahikawa Medical University, Midorigaoka Higashi 2-1-1-1, Asahikawa, 078-8510, Japan
| | - Young-Seok Song
- Department of Ophthalmology, Asahikawa Medical University, Midorigaoka Higashi 2-1-1-1, Asahikawa, 078-8510, Japan
| |
Collapse
|
30
|
Stino H, Huber KL, Niederleithner M, Mahnert N, Sedova A, Schlegl T, Steiner I, Sacu S, Drexler W, Schmoll T, Leitgeb R, Schmidt-Erfurth U, Pollreisz A. Association of Diabetic Lesions and Retinal Nonperfusion Using Widefield Multimodal Imaging. Ophthalmol Retina 2023; 7:1042-1050. [PMID: 37517798 DOI: 10.1016/j.oret.2023.07.020] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 07/14/2023] [Accepted: 07/24/2023] [Indexed: 08/01/2023]
Abstract
PURPOSE To evaluate the association of microvascular lesions on ultrawidefield (UWF) color fundus (CF) images with retinal nonperfusion (RNP) up to the midperiphery on single-capture widefield (WF) OCT angiography (OCTA) in patients with diabetic retinopathy (DR). DESIGN Cross-sectional study. SUBJECTS Seventy-five eyes of 50 patients with mild to severe nonproliferative DR (NPDR) and proliferative DR (PDR) were included in this analysis. METHODS ETDRS level and presence of predominantly peripheral lesions (PPLs) were assessed on UWF-CF images acquired with a Zeiss Clarus 700. Single-capture 65°-WF-OCTA was performed using a PlexElite prototype (Carl Zeiss Meditec, Inc.). A custom grid consisting of a central ETDRS grid extended by 2 rings reaching up to the midperiphery was overlaid to subdivide retinal areas visible on WF-OCTA en face images. Retinal nonperfusion was measured in each area and in total. Nonperfusion index (NPI) was calculated from total RNP. On UWF-CF images, the number of microaneurysms, hemorrhages, neovascularizations, and areas with intraretinal microvascular abnormalities (IRMAs) were evaluated using the same grid. MAIN OUTCOME MEASURES Association of diabetic lesions with RNP was calculated using Spearman correlations (rs). RESULTS Median RNP on WF-OCTA was 0 mm2 (0-0.9), 4.9 mm2 (1.9-5.4), 23.4 mm2 (17.8-37), and 68.4 mm2 (40.8-91.7) in mild, moderate, and severe NPDR and PDR, respectively. We found a statistically significant correlation (P < 0.01) of overall RNP (rs = 0.96,) and NPI (rs = 0.97) on WF-OCTA with ETDRS level. Number of grid-fields affected by IRMAs on CF images was highly associated with NPI (rs = 0.86, P < 0.01). Intraretinal microvascular abnormalities and RNPs had similar topographic distributions with high correlations in affected areas. Eyes with PPLs (n = 43 eyes, 57%) on CF images had a significantly higher NPI (P = 0.014) than eyes without PPLs. CONCLUSION The combination of UWF-CF imaging and single-capture WF-OCTA allows precise and noninvasive analysis of the retinal vasculature up to the midperiphery in patients with DR. The presence and extent of IRMAs on CF images may serve as an indicator for underlying RNP, which is more pronounced in eyes with PPLs. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
Collapse
Affiliation(s)
- Heiko Stino
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria
| | - Kim Lien Huber
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria
| | - Michael Niederleithner
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Nikolaus Mahnert
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria
| | - Aleksandra Sedova
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria
| | - Thomas Schlegl
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Irene Steiner
- Center for Medical Data Science, Institute of Medical Statistics, Medical University of Vienna, Vienna, Austria
| | - Stefan Sacu
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria
| | - Wolfgang Drexler
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Tilman Schmoll
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria; Carl Zeiss Meditec, Inc., Dublin, California
| | - Rainer Leitgeb
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | | | - Andreas Pollreisz
- Department of Ophthalmology, Medical University of Vienna, Vienna, Austria.
| |
Collapse
|
31
|
Levine SR, Myers MG, Barunas R, Chang DS, Dutta S, Maddess T, Liebmann JM, Sherman S, Eydelman M, Sun JK, Chambers W, Wickström K, Luhmann UFO, Pallinat M, Glassman A, Aiello LP, Markel DS, Gardner TW. Report From the 2022 Mary Tyler Moore Vision Initiative Diabetic Retinal Disease Clinical Endpoints Workshop. Transl Vis Sci Technol 2023; 12:33. [PMID: 38015167 PMCID: PMC10691397 DOI: 10.1167/tvst.12.11.33] [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: 08/03/2023] [Accepted: 10/27/2023] [Indexed: 11/29/2023] Open
Abstract
The Mary Tyler Moore Vision Initiative Diabetic Retinal Disease (DRD) Clinical Endpoints Workshop was held on October 22, 2022 to accelerate progress toward establishment of useful clinical and research endpoints and development of new therapeutics that have important relevance across the full spectrum of DRD pathology. More than 90 patient representatives, clinicians, scientists, funding and regulatory agencies, diagnostic, therapeutic and biotech industry representatives discussed the needs for new diagnostic and therapeutic approaches to prevent and restore retinal neurovascular unit integrity. Phase I of the MTM Vision Initiative plans, notably updating the DRD staging system and severity scale, establishing a human ocular biorepository and resource, and clinical endpoints and biomarker development and validation, was emphasized.
Collapse
Affiliation(s)
| | - Martin G. Myers
- University of Michigan Caswell Diabetes Institute, Ann Arbor, MI, USA
| | - Ryan Barunas
- JDRF Northeast Ohio & Michigan Chapter, Southfield, MI, USA
| | | | | | - Ted Maddess
- John Curtin School of Medical Research, Australian National University, Canberra, Australia
| | - Jeffrey M. Liebmann
- Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, NY, USA
| | | | | | - Jennifer K. Sun
- Joslin Diabetes Center, Harvard Medical School, Boston, MA, USA
| | | | | | - Ulrich F. O. Luhmann
- Roche Pharmaceutical Research and Early Development, Translational Medicine Ophthalmology, Roche Innovation Center, Basel, Switzerland
| | | | | | | | - Dorene S. Markel
- Department of Learning Health Sciences, University of Michigan, Ann Arbor, MI, USA
| | - Thomas W. Gardner
- Mary Tyler Moore Vision Initiative, Greenwich, CT, USA
- Department of Ophthalmology & Visual Sciences, Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| |
Collapse
|
32
|
Kansal V, Colleaux K, Rawlings N. OCTA changes following loading phase with intravitreal aflibercept for DME. CANADIAN JOURNAL OF OPHTHALMOLOGY 2023; 58:480-490. [PMID: 35526615 DOI: 10.1016/j.jcjo.2022.04.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 11/22/2021] [Accepted: 04/08/2022] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To quantify changes in optical coherence tomography angiography (OCTA) parameters following intravitreal anti-vascular endothelial growth factor treatment for diabetic macular edema (DME), and to assess associations between pretreatment OCTA parameters and visual outcomes. DESIGN Prospective cohort study. METHODS Twenty-nine patients with DME received 5 monthly intravitreal injections of aflibercept. OCTA data obtained at baseline and at 6 months were compared using the Wilcoxon signed-rank test. OCTA parameters were foveal avascular zone (FAZ) area, FAZ perimeter, FAZ circularity, vessel density in the superficial vascular plexus (segmented into central, inner, outer, and full Early Treatment of Diabetic Retinopathy Study [ETDRS] map regions. Subanalysis divided patients into treatment responders (reduction of central subfield thickness >50 µm over treatment) and nonresponders. Associations between pretreatment OCTA parameters and visual acuity outcomes were analyzed using multivariable linear and logistic regression. RESULTS A total of 29 patients were included: 25 patients (86.2%) had nonproliferative diabetic retinopathy, and 4 patients (13.8%) had proliferative diabetic retinopathy. Vessel density was reduced in the central (p = 0.004) and inner (p = 0.013) ETDRS map regions. This effect was significant only among treatment responders (central p = 0.002; inner p = 0.017). Pretreatment OCT and OCTA parameters were not associated with final visual acuity outcomes. CONCLUSION Following intravitreal aflibercept treatment for DME, there was a significant decrease in vessel density of the superficial vascular plexus at the central and inner ETDRS map regions. This was seen only among treatment responders. Observations here are likely to represent the limits of OCTA technology itself, where pretreatment vessel density may have been artifactually overestimated by suspended scattering particles in motion. Pretreatment OCTA parameters did not serve as biomarkers for visual outcome following anti-vascular endothelial growth factor therapy.
Collapse
Affiliation(s)
- Vinay Kansal
- Department of Ophthalmology, Saskatoon City Hospital and the University of Saskatchewan, Saskatoon, Sask.
| | - Kevin Colleaux
- Department of Ophthalmology, Saskatoon City Hospital and the University of Saskatchewan, Saskatoon, Sask; Saskatoon Retinal Consultants, Saskatoon, Sask
| | - Nigel Rawlings
- Department of Ophthalmology, Saskatoon City Hospital and the University of Saskatchewan, Saskatoon, Sask; Saskatoon Retinal Consultants, Saskatoon, Sask
| |
Collapse
|
33
|
Le Boité H, Gaudric A, Erginay A, Tadayoni R, Couturier A. Is There a Nonperfusion Threshold on OCT Angiography Associated With New Vessels Detected on Ultra-Wide-Field Imaging in Diabetic Retinopathy? Transl Vis Sci Technol 2023; 12:15. [PMID: 37738057 PMCID: PMC10519435 DOI: 10.1167/tvst.12.9.15] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 08/28/2023] [Indexed: 09/23/2023] Open
Abstract
Purpose To determine whether the nonperfusion index (NPI) measured on widefield (WF) optical coherence tomography angiography (OCTA) could be used as an alternative method for the diagnosis of proliferative diabetic retinopathy (PDR) and to study the relationship between the NPI and the location of new vessels (NV) in eyes with PDR. Methods Fifty-one treatment-naïve eyes with either severe nonproliferative DR (NPDR) or PDR were imaged using ultra-wide-field imaging and wide-field OCTA. Results The NPI was significantly higher in eyes with PDR (18.94% vs. 7.51%; P < 0.01). Using the NPI on the whole image to assess PDR status, the area under the curve was 0.770, but the area under the curve increased when the NPI of the most peripheral circle was used (area under the curve of 0.792). Four eyes with PDR (17%) had NV outside the OCTA image field, and their mean NPI (6.15 %) did not differ from that measured in severe NPDR eyes (7.51%; P = 0.67) and was lower than in other eyes with PDR (21.49%; P = 0.023). The presence of NV in a sector was associated with a higher NPI in the same sector (29.2% vs. 6.0%; P < 10-15). Conclusions Although the NPI was significantly higher in eyes with PDR compared with severe NPDR eyes, its measurement on the whole wide-field OCTA image was not sensitive enough to replace the detection of NV for the diagnosis of PDR. Translational Relevance Because the presence of new vessels was related to the local nonperfusion index in the same sector, the assessment of nonperfusion outside the optical coherence tomography angiography field is important in diabetic retinopathy.
Collapse
Affiliation(s)
- Hugo Le Boité
- Universite Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| | - Alain Gaudric
- Universite Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| | - Ali Erginay
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| | - Ramin Tadayoni
- Universite Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
- Ophthalmology Department, Hôpital Fondation Adolphe de Rothschild, Paris, France
| | - Aude Couturier
- Universite Paris Cité, Paris, France
- Ophthalmology Department, AP-HP, Hôpital Lariboisière, Paris, France
| |
Collapse
|
34
|
Li Y, El Habib Daho M, Conze PH, Zeghlache R, Le Boité H, Bonnin S, Cosette D, Magazzeni S, Lay B, Le Guilcher A, Tadayoni R, Cochener B, Lamard M, Quellec G. Hybrid Fusion of High-Resolution and Ultra-Widefield OCTA Acquisitions for the Automatic Diagnosis of Diabetic Retinopathy. Diagnostics (Basel) 2023; 13:2770. [PMID: 37685306 PMCID: PMC10486731 DOI: 10.3390/diagnostics13172770] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 08/19/2023] [Accepted: 08/24/2023] [Indexed: 09/10/2023] Open
Abstract
Optical coherence tomography angiography (OCTA) can deliver enhanced diagnosis for diabetic retinopathy (DR). This study evaluated a deep learning (DL) algorithm for automatic DR severity assessment using high-resolution and ultra-widefield (UWF) OCTA. Diabetic patients were examined with 6×6 mm2 high-resolution OCTA and 15×15 mm2 UWF-OCTA using PLEX®Elite 9000. A novel DL algorithm was trained for automatic DR severity inference using both OCTA acquisitions. The algorithm employed a unique hybrid fusion framework, integrating structural and flow information from both acquisitions. It was trained on data from 875 eyes of 444 patients. Tested on 53 patients (97 eyes), the algorithm achieved a good area under the receiver operating characteristic curve (AUC) for detecting DR (0.8868), moderate non-proliferative DR (0.8276), severe non-proliferative DR (0.8376), and proliferative/treated DR (0.9070). These results significantly outperformed detection with the 6×6 mm2 (AUC = 0.8462, 0.7793, 0.7889, and 0.8104, respectively) or 15×15 mm2 (AUC = 0.8251, 0.7745, 0.7967, and 0.8786, respectively) acquisitions alone. Thus, combining high-resolution and UWF-OCTA acquisitions holds the potential for improved early and late-stage DR detection, offering a foundation for enhancing DR management and a clear path for future works involving expanded datasets and integrating additional imaging modalities.
Collapse
Affiliation(s)
- Yihao Li
- Inserm, UMR 1101 LaTIM, F-29200 Brest, France
- Univ Bretagne Occidentale, F-29200 Brest, France
| | - Mostafa El Habib Daho
- Inserm, UMR 1101 LaTIM, F-29200 Brest, France
- Univ Bretagne Occidentale, F-29200 Brest, France
| | - Pierre-Henri Conze
- Inserm, UMR 1101 LaTIM, F-29200 Brest, France
- IMT Atlantique, ITI Department, F-29200 Brest, France
| | - Rachid Zeghlache
- Inserm, UMR 1101 LaTIM, F-29200 Brest, France
- Univ Bretagne Occidentale, F-29200 Brest, France
| | - Hugo Le Boité
- Sorbonne University, F-75006 Paris, France
- Service d’Ophtalmologie, Hôpital Lariboisière, AP-HP, F-75475 Paris, France
| | - Sophie Bonnin
- Service d’Ophtalmologie, Hôpital Lariboisière, AP-HP, F-75475 Paris, France
| | | | | | - Bruno Lay
- ADCIS, F-14280 Saint-Contest, France
| | | | - Ramin Tadayoni
- Service d’Ophtalmologie, Hôpital Lariboisière, AP-HP, F-75475 Paris, France
| | - Béatrice Cochener
- Inserm, UMR 1101 LaTIM, F-29200 Brest, France
- Univ Bretagne Occidentale, F-29200 Brest, France
- Service d’Ophtalmologie, CHRU Brest, F-29200 Brest, France
| | - Mathieu Lamard
- Inserm, UMR 1101 LaTIM, F-29200 Brest, France
- Univ Bretagne Occidentale, F-29200 Brest, France
| | | |
Collapse
|
35
|
Sivaprasad S, Sen S, Cunha-Vaz J. Perspectives of diabetic retinopathy-challenges and opportunities. Eye (Lond) 2023; 37:2183-2191. [PMID: 36494431 PMCID: PMC10366207 DOI: 10.1038/s41433-022-02335-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 09/16/2022] [Accepted: 11/25/2022] [Indexed: 12/14/2022] Open
Abstract
Diabetic retinopathy (DR) may lead to vision-threatening complications in people living with diabetes mellitus. Decades of research have contributed to our understanding of the pathogenesis of diabetic retinopathy from non-proliferative to proliferative (PDR) stages, the occurrence of diabetic macular oedema (DMO) and response to various treatment options. Multimodal imaging has paved the way to predict the impact of peripheral lesions and optical coherence tomography-angiography is starting to provide new knowledge on diabetic macular ischaemia. Moreover, the availability of intravitreal anti-vascular endothelial growth factors has changed the treatment paradigm of DMO and PDR. Areas of research have explored mechanisms of breakdown of the blood-retinal barrier, damage to pericytes, the extent of capillary non-perfusion, leakage and progression to neovascularisation. However, knowledge gaps remain. From this perspective, we highlight the challenges and future directions of research in this field.
Collapse
Affiliation(s)
- Sobha Sivaprasad
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK.
| | - Sagnik Sen
- Department of Retina and Vitreous, Aravind Eye Hospital and Aravind Medical Research Foundation, Madurai, India
- Moorfields Eye Hospital, NHS Foundation Trust, London, United Kingdom
| | - José Cunha-Vaz
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- University of Coimbra, Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, Coimbra, Portugal
| |
Collapse
|
36
|
Szpernal J, Gaffney M, Linderman RE, Langlo CS, Hemsworth K, Walesa A, Higgins BP, Rosen RB, Chui TYP, Carroll J. Assessing the Sensitivity of OCT-A Retinal Vasculature Metrics. Transl Vis Sci Technol 2023; 12:2. [PMID: 37531114 PMCID: PMC10405864 DOI: 10.1167/tvst.12.8.2] [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: 01/11/2023] [Accepted: 06/20/2023] [Indexed: 08/03/2023] Open
Abstract
Purpose The purpose of this study was to examine the sensitivity of quantitative metrics of the retinal vasculature derived from optical coherence tomography angiography (OCT-A) images. Methods Full retinal vascular slab OCT-A images were obtained from 94 healthy participants. Capillary loss, at 1% increments up to 50%, was simulated by randomly removing capillary segments (1000 iterations of randomized loss for each participant at each percent loss). Thirteen quantitative metrics were calculated for each image: foveal avascular zone (FAZ) area, vessel density, vessel complexity index (VCI), vessel perimeter index (VPI), fractal dimension (FD), and parafoveal intercapillary area (PICA) measurements with and without the FAZ (mean PICA, summed PICA, PICA regularity, and PICA standard deviation [PICA SD]). The sensitivity of each metric was calculated as the percent loss at which 80% of the iterations for a participant fell outside of two standard deviations from the sample's normative mean. Results The most used OCT-A metrics, FAZ area and vessel density, were not significantly different from normative values until 27.69% and 16.00% capillary loss, respectively. Across the remaining metrics, metric sensitivity ranged from 6.37% (PICA SD without FAZ) to 39.78% (Summed PICA without FAZ). Conclusions The sensitivity of vasculature metrics for detecting random capillary loss varies substantially. Further efforts simulating different patterns of capillary loss are needed for comparison. Additionally, mapping the repeatability of metrics over time in a normal population is needed to further define metric sensitivity. Translational Relevance Quantitative metrics vary in their ability to detect vascular abnormalities in OCT-A images. Metric choice in screening studies will need to balance expected capillary abnormalities and the quality of the OCT-A images being used.
Collapse
Affiliation(s)
- Jacob Szpernal
- School of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Mina Gaffney
- Joint Department of Biomedical Engineering, Marquette University and Medical College of Wisconsin, Milwaukee, WI, USA
| | - Rachel E. Linderman
- Department of Cell Biology, Neurobiology, and Anatomy, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Christopher S. Langlo
- Department of Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
- Department of Internal Medicine, Ascension St. Joseph Hospital, Milwaukee, WI, USA
| | - Katherine Hemsworth
- Department of Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Ashleigh Walesa
- Department of Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Brian P. Higgins
- Department of Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Richard B. Rosen
- New York Eye and Ear Infirmary of Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Toco Y. P. Chui
- New York Eye and Ear Infirmary of Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joseph Carroll
- Joint Department of Biomedical Engineering, Marquette University and Medical College of Wisconsin, Milwaukee, WI, USA
- Department of Cell Biology, Neurobiology, and Anatomy, Medical College of Wisconsin, Milwaukee, WI, USA
- Department of Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
| |
Collapse
|
37
|
Shah PN, Mishra DK, Falahat P, Fischer L, Guzman G, Terheyden JH, Holz FG, Krohne TU, Finger RP, Wintergerst MWM. Inter-Rater Reliability of Proliferative Diabetic Retinopathy Assessment on Wide-Field OCT-Angiography and Fluorescein Angiography. Transl Vis Sci Technol 2023; 12:13. [PMID: 37432848 DOI: 10.1167/tvst.12.7.13] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/13/2023] Open
Abstract
Purpose To assess inter-rater reliability in the detection of proliferative diabetic retinopathy (PDR) changes using wide-field optical coherence tomography angiography (WF-OCTA) versus fluorescein angiography (FA). Methods This retrospective, cross-sectional study included patients with severe nonproliferative and PDR. Images were acquired with 12 × 12 mm WF-OCTA and FA with a 55° lens. Images were cropped to represent the exact same field of view. Qualitative (detection of neovascularization at the disc [NVD] and elsewhere [NVE], enlarged foveal avascular zone [FAZ], vitreous hemorrhage [VH]) and quantitative analyses (FAZ area, horizontal, vertical, and maximum FAZ diameter) were performed by 2 masked graders using ImageJ. Inter-rater reliability was calculated using unweighted Cohen's kappa coefficient (κ) for qualitative analyses and intraclass correlation coefficients (ICC) for quantitative analyses. Results Twenty-three eyes of 17 patients were included. Inter-rater reliability was higher for FA than for WF-OCTA in qualitative analyses: κ values were 0.65 and 0.78 for detection of extended FAZ, 0.83 and 1.0 for NVD, 0.78 and 1.0 for NVE, and 0.19 and 1 for VH for WF-OCTA and FA, respectively. In contrast, inter-rater reliability was higher for WF-OCTA than for FA in the quantitative analyses: ICC values were 0.94 and 0.76 for FAZ size, 0.92 and 0.79 for horizontal FAZ diameter, 0.82 and 0.72 for vertical FAZ diameter, and 0.88 and 0.82 for maximum FAZ diameter on WF-OCTA and FA, respectively. Conclusions Inter-rater reliability of FA is superior to WF-OCTA for qualitative analyses whereas inter-rater reliability of WF-OCTA is superior to FA for quantitative analyses. Translational Relevance The study highlights the specific merits of both imaging modalities in terms of reliability. FA should be preferred for qualitative parameters, whereas WF-OCTA should be preferred for quantitative parameters.
Collapse
Affiliation(s)
- Payal N Shah
- Department of Vitreoretinal and Ocular Oncology, Sankara Eye Hospital, Kundalahalli Gate, Bangalore, India
| | - Divyansh K Mishra
- Department of Vitreoretinal and Ocular Oncology, Sankara Eye Hospital, Kundalahalli Gate, Bangalore, India
| | - Peyman Falahat
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
| | - Lars Fischer
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
| | - Gabriela Guzman
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
| | - Jan H Terheyden
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
| | - Frank G Holz
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
| | - Tim U Krohne
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
- Department of Ophthalmology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Robert P Finger
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, Bonn, Germany
| | | |
Collapse
|
38
|
Tan TE, Ibrahim F, Chandrasekaran PR, Teo KYC. Clinical utility of ultra-widefield fluorescein angiography and optical coherence tomography angiography for retinal vein occlusions. Front Med (Lausanne) 2023; 10:1110166. [PMID: 37359003 PMCID: PMC10285461 DOI: 10.3389/fmed.2023.1110166] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Accepted: 05/23/2023] [Indexed: 06/28/2023] Open
Abstract
Retinal vein occlusions (RVOs) are the second most common retinal vascular disease after diabetic retinopathy, and are a significant cause of visual impairment, especially in the elderly population. RVOs result in visual loss due to macular ischemia, cystoid macular edema (CME), and complications related to neovascularization. Vascular assessment in RVOs traditionally relies on standard fluorescein angiography (FA) for assessment of macular and retinal ischemia, which aids in prognostication and guides intervention. Standard FA has significant limitations-it is time-consuming, requires invasive dye administration, allows for limited assessment of the peripheral retina, and is usually evaluated semi-qualitatively, by ophthalmologists with tertiary expertise. More recently, the introduction of ultra-widefield FA (UWF FA) and optical coherence tomography angiography (OCTA) into clinical practice has changed the tools available for vascular evaluation in RVOs. UWF FA allows for evaluation of peripheral retinal perfusion, and OCTA is non-invasive, rapidly-acquired, and provides more information on capillary perfusion. Both modalities can be used to provide more quantitative parameters related to retinal perfusion. In this article, we review the clinical utility and impact of UWF FA and OCTA in the evaluation and management of patients with RVOs.
Collapse
Affiliation(s)
- Tien-En Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Farah Ibrahim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | | | - Kelvin Yi Chong Teo
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| |
Collapse
|
39
|
Batıoğlu F, Yanık Ö, Demirel S, Özmert E. Clinical Use of Optical Coherence Tomography Angiography in Retinal Diseases. Diagnostics (Basel) 2023; 13:diagnostics13101820. [PMID: 37238303 DOI: 10.3390/diagnostics13101820] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Revised: 05/14/2023] [Accepted: 05/16/2023] [Indexed: 05/28/2023] Open
Abstract
The advent of optical coherence tomography angiography (OCTA) is one of the cornerstones of fundus imaging. Essentially, its mechanism depends on the visualization of blood vessels by using the flow of erythrocytes as an intrinsic contrast agent. Although it has only recently come into clinical use, OCTA has become a non-invasive diagnostic tool for the diagnosis and follow-up of many retinal diseases, and the integration of OCTA in multimodal imaging has provided a better understanding of many retinal disorders. Here, we provide a detailed overview of the current applications of OCTA technology in the diagnosis and follow-up of various retinal disorders.
Collapse
Affiliation(s)
- Figen Batıoğlu
- Department of Ophthalmology, Ankara University School of Medicine, 06620 Ankara, Turkey
| | - Özge Yanık
- Department of Ophthalmology, Ankara University School of Medicine, 06620 Ankara, Turkey
| | - Sibel Demirel
- Department of Ophthalmology, Ankara University School of Medicine, 06620 Ankara, Turkey
| | - Emin Özmert
- Department of Ophthalmology, Ankara University School of Medicine, 06620 Ankara, Turkey
| |
Collapse
|
40
|
Dan AO, Ștefănescu-Dima A, Bălășoiu AT, Puiu I, Mocanu CL, Ionescu M, Tănasie AC, Târtea AE, Sfredel V. Early Retinal Microvascular Alterations in Young Type 1 Diabetic Patients without Clinical Retinopathy. Diagnostics (Basel) 2023; 13:diagnostics13091648. [PMID: 37175038 PMCID: PMC10177951 DOI: 10.3390/diagnostics13091648] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 05/05/2023] [Accepted: 05/06/2023] [Indexed: 05/15/2023] Open
Abstract
The purpose of this study is to identify and quantify preclinical changes with the help of optical coherence tomography angiography (OCTA) within the retinal microcirculation of young type 1 diabetes (T1D) patients without clinical signs of diabetic retinopathy (DR) and to compare these results with those obtained from healthy age-matched subjects. OCTA is currently used for monitoring diabetic retinopathy; however, there is no current consensus on which OCTA parameter alterations predict the first clinical signs of diabetic retinopathy. The main challenge that young patients with T1D face during the course of the disease is that they can rapidly progress to the development of DR, especially during adolescence. Moreover, they also present an increased risk of rapid progression toward advanced stages of DR and vision loss compared to type 2 diabetes patients, indicating the importance of early diagnosis and intervention. The limitations of the currently used screening procedures that led to the conceptualization of our study are the difficulties in performing fluorescein angiography tests for diagnosing the clinical signs of DR on young patients, namely the invasive procedure of dye injection, the risk of allergic reactions and the long duration of the examination. Moreover, given the long life expectancy of young T1D patients, it is essential to identify the preclinical changes in retinal microvasculature before reaching the first clinical signs quantifiable by FFA. The clinical study enrolled 119 subjects aged between 4 and 30 years old with a mean age of 13 years old, comprising 61 T1D patients with a mean duration of the disease of 4 years and 8 months and 58 healthy age-matched subjects for the control group. OCTA scans were performed using the RevoNX 130 OCTA device (Optopol) to evaluate the following retinal parameters: foveal avascular zone (FAZ) area, perimeter and circularity, overall foveal thickness, and superficial and deep vessel densities. Statistically significant differences between the two groups were identified for the following parameters: the FAZ area in the T1D group (0.42 ± 0.17) was larger than the control group (0.26 ± 0.080), the FAZ circularity (0.41 ± 0.11) was decreased compared to the control group (0.61 ± 0.08) and the FAZ perimeter was larger (3.63 ± 0.97) compared to the control group (2.30 ± 0.50). The overall foveal thickness was decreased in the T1D group (222.98 ± 17.33) compared to the control group (230.64 ± 20.82). The total vessel density of the superficial capillary plexus (SCP) on an investigated area of 6 X 6 mm centered around the fovea was decreased in the T1D group (37.4164 ± 2.14) compared to the control group (38.0241 ± 2.44). Our data suggest that specific imaging biomarkers such as FAZ perimeter, area and circularity, decreased overall foveal thickness and decreased vessel density in the SCP precede the clinical diagnosis of DR in young T1D patients and represent useful parameters in quantifying capillary nonperfusion in T1D patients without clinical signs of DR.
Collapse
Affiliation(s)
- Alexandra Oltea Dan
- Department of Physiology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Alin Ștefănescu-Dima
- Department of Ophthalmology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Andrei Teodor Bălășoiu
- Department of Ophthalmology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Ileana Puiu
- Department of Pediatrics, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Carmen Luminița Mocanu
- Department of Ophthalmology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Mihaela Ionescu
- Department of Medical Informatics and Biostatistics, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Andreea Cornelia Tănasie
- Department of Physiology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Anca Elena Târtea
- Department of Neurology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | - Veronica Sfredel
- Department of Physiology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| |
Collapse
|
41
|
Ong CJT, Wong MYZ, Cheong KX, Zhao J, Teo KYC, Tan TE. Optical Coherence Tomography Angiography in Retinal Vascular Disorders. Diagnostics (Basel) 2023; 13:diagnostics13091620. [PMID: 37175011 PMCID: PMC10178415 DOI: 10.3390/diagnostics13091620] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Revised: 04/28/2023] [Accepted: 05/01/2023] [Indexed: 05/15/2023] Open
Abstract
Traditionally, abnormalities of the retinal vasculature and perfusion in retinal vascular disorders, such as diabetic retinopathy and retinal vascular occlusions, have been visualized with dye-based fluorescein angiography (FA). Optical coherence tomography angiography (OCTA) is a newer, alternative modality for imaging the retinal vasculature, which has some advantages over FA, such as its dye-free, non-invasive nature, and depth resolution. The depth resolution of OCTA allows for characterization of the retinal microvasculature in distinct anatomic layers, and commercial OCTA platforms also provide automated quantitative vascular and perfusion metrics. Quantitative and qualitative OCTA analysis in various retinal vascular disorders has facilitated the detection of pre-clinical vascular changes, greater understanding of known clinical signs, and the development of imaging biomarkers to prognosticate and guide treatment. With further technological improvements, such as a greater field of view and better image quality processing algorithms, it is likely that OCTA will play an integral role in the study and management of retinal vascular disorders. Artificial intelligence methods-in particular, deep learning-show promise in refining the insights to be gained from the use of OCTA in retinal vascular disorders. This review aims to summarize the current literature on this imaging modality in relation to common retinal vascular disorders.
Collapse
Affiliation(s)
- Charles Jit Teng Ong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
| | - Mark Yu Zheng Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
| | - Kai Xiong Cheong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
| | - Jinzhi Zhao
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
| | - Kelvin Yi Chong Teo
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (EYE ACP), Duke-NUS Medical School, Singapore 169857, Singapore
| | - Tien-En Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program (EYE ACP), Duke-NUS Medical School, Singapore 169857, Singapore
| |
Collapse
|
42
|
Abbasnejad A, Tomkins-Netzer O, Winter A, Friedman A, Cruess A, Serlin Y, Levy J. A fluorescein angiography-based computer-aided algorithm for assessing the retinal vasculature in diabetic retinopathy. Eye (Lond) 2023; 37:1293-1301. [PMID: 35643792 PMCID: PMC10170131 DOI: 10.1038/s41433-022-02120-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2021] [Revised: 04/24/2022] [Accepted: 05/20/2022] [Indexed: 11/08/2022] Open
Abstract
OBJECTIVE To present a fluorescein angiography (FA)‒based computer algorithm for quantifying retinal blood flow, perfusion, and permeability, in patients with diabetic retinopathy (DR). Secondary objectives were to quantitatively assess treatment efficacy following panretinal photocoagulation (PRP) and define thresholds for pathology based on a new retinovascular function (RVF) score for quantifying disease severity. METHODS FA images of 65 subjects (58 patients and 7 healthy volunteers) were included. Dye intensity kinetics were derived using pixel-wise linear regression as a measure of retinal blood flow, perfusion, and permeability. Maps corresponding to each measure were then generated for each subject and segmented further using an ETDRS grid. Non-parametric statistical analyses were performed between all ETDRS subfields. For 16 patients, the effect of PRP was measured using the same parameters, and an amalgam of RVF was used to create an RVF index. For ten post-treatment patients, the change in FA-derived data was compared to the macular thickness measured using optical coherence tomography. RESULTS Compared to healthy controls, patients had significantly lower retinal and regional perfusion and flow, as well as higher retinal permeability (p < 0.05). Moreover, retinal flow was inversely correlated with permeability (R = -0.41; p < 0.0001). PRP significantly reduced retinal permeability (p < 0.05). The earliest marker of DR was reduced retinal blood flow, followed by increased permeability. FA-based RVF index was a more sensitive indicator of treatment efficacy than macular thickness. CONCLUSIONS Our algorithm can be used to quantify retinovascular function, providing an earlier diagnosis and an objective characterisation of disease state, disease progression, and response to treatment.
Collapse
Affiliation(s)
- Amir Abbasnejad
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
- Emagix, Inc., Halifax, NS, Canada
| | - Oren Tomkins-Netzer
- Department of Ophthalmology, Faculty of Medicine, Carmel Medical Center, Technion, Haifa, Israel
| | - Aaron Winter
- Department of Ophthalmology, QEII Hospital, Dalhousie University, Halifax, NS, Canada
| | - Alon Friedman
- Emagix, Inc., Halifax, NS, Canada
- Departments of Medical Neuroscience and Pediatrics, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada
| | - Alan Cruess
- Department of Ophthalmology, QEII Hospital, Dalhousie University, Halifax, NS, Canada
| | - Yonatan Serlin
- Neurology Residency Training Program and Department of Neurology and Neurosurgery, Jewish General Hospital (J.M.), McGill University, Montreal, QC, Canada
| | - Jaime Levy
- Department of Ophthalmology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel.
| |
Collapse
|
43
|
Guo S, Liu H, Gao Y, Dai L, Xu J, Yang P. ANALYSIS OF VASCULAR CHANGES OF FUNDUS IN BEHCET UVEITIS BY WIDEFIELD SWEPT SOURCE OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY AND FUNDUS FLUORESCEIN ANGIOGRAPHY. Retina 2023; 43:841-850. [PMID: 36729551 DOI: 10.1097/iae.0000000000003709] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
PURPOSE To investigate vascular changes of fundus in quiescent Behçet uveitis (BU) based on widefield swept source optical coherence tomography angiography and fluorescein angiography (FA). METHOD This case-control study included 33 patients with quiescent BU (57 eyes)and 35 healthy people (60 eyes) as the control. All participants underwent the widefield swept source optical coherence tomography angiography, and patients with BU additionally underwent the FA. The quantitative analysis of the widefield swept source optical coherence tomography angiography assessed the vessel density of nine anatomical locations in the fundus. Vascular leakage and retinal nonperfusion on FA were assessed in patients with BU. RESULTS Compared with the control group using Mann-Whitney U test, patients with BU had enlargement of foveal avascular zone ( P = 0.005, P = 0.04, respectively) and decreased vessel density within a 300 µ m width around the foveal avascular zone ( P = 0.001, P < 0.0001, respectively) both in the superficial and deep retina. Larger foveal avascular zone size and lower 300 µ m width around the foveal avascular zone were correlated with higher logarithm of the minimum angle of resolution best-corrected visual acuity in BU ( P ≤ 0.003, P < 0.0001, respectively). Vessel density of choriocapillaris, as the most widely involved of all layers of the retina and choroid, was lower in six locations ( P ≤ 0.03-0.0001) in the peripheral fundus of BU compared with the controls. Vascular leakage and retinal nonperfusion in the peripheral fundus were observed in 54.4% and 66.7% of the patients on FA. CONCLUSION Fovea and peripheral fundus were prone to the damage of ischemia as evidenced by significantly decreased vessel density of capillaries. Combination of swept source optical coherence tomography angiography with FA could accurately evaluate the changes in the retinal and choroidal vasculature in BU.
Collapse
Affiliation(s)
- Suo Guo
- From the First Affiliated Hospital of Chongqing Medical University, Chongqing Key Laboratory of Ophthalmology, Chongqing Eye Institute, Chongqing Branch (Municipality Division) of National Clinical Research Center for Ocular Diseases, Chongqing, People's Republic of China
| | | | | | | | | | | |
Collapse
|
44
|
Zheng F, Deng X, Zhang Q, He J, Ye P, Liu S, Li P, Zhou J, Fang X. Advances in swept-source optical coherence tomography and optical coherence tomography angiography. ADVANCES IN OPHTHALMOLOGY PRACTICE AND RESEARCH 2023; 3:67-79. [PMID: 37846376 PMCID: PMC10577875 DOI: 10.1016/j.aopr.2022.10.005] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 10/19/2022] [Accepted: 10/31/2022] [Indexed: 10/18/2023]
Abstract
Background The fast development of swept-source optical coherence tomography (SS-OCT) and swept-source optical coherence tomography angiography (SS-OCTA) enables both anterior and posterior imaging of the eye. These techniques have evolved from a research tool to an essential clinical imaging modality. Main text The longer wavelength and faster speed of SS-OCT and SS-OCTA facilitate better visualization of structure and vasculature below pigmented tissue with a larger field of view of the posterior segment and 360-degree visualization of the anterior segment. In the past 10 years, algorithms dealing with OCT and OCTA data also vastly improved the image quality and enabled the automated quantification of OCT- and OCTA-derived metrics. This technology has enriched our current understanding of healthy and diseased eyes. Even though the high cost of the systems currently limited the widespread use of SS-OCT and SS-OCTA at the first beginning, the gap between research and clinic practice got obviously shortened in the past few years. Conclusions SS-OCT and SS-OCTA will continue to evolve rapidly, contributing to a paradigm shift toward more widespread adoption of new imaging technology in clinical practice.
Collapse
Affiliation(s)
- Fang Zheng
- Eye Center, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
| | - Xiaofeng Deng
- State Key Lab of Modern Optical Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, China
| | - Qi Zhang
- Eye Center, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
| | - Jingliang He
- Eye Center, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
| | - Panpan Ye
- Eye Center, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
| | - Shan Liu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Peng Li
- State Key Lab of Modern Optical Instrumentation, College of Optical Science and Engineering, Zhejiang University, Hangzhou, China
| | - Jian Zhou
- TowardPi (Beijing) Medical Technology Ltd, Shanghai, China
| | - Xiaoyun Fang
- Eye Center, The Second Affiliated Hospital Zhejiang University School of Medicine, Hangzhou, China
| |
Collapse
|
45
|
Xie P, You Q, Zhu J, Xie W, Wei P, Zhu S, Du Y, Gao X. PDLIM1 inhibits cell migration and invasion in diabetic retinopathy via negatively regulating Wnt3a. Sci Rep 2023; 13:5820. [PMID: 37037887 PMCID: PMC10086015 DOI: 10.1038/s41598-023-33073-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2022] [Accepted: 04/06/2023] [Indexed: 04/12/2023] Open
Abstract
The injury of vascular endothelial cells is a crucial factor in the development of diabetic retinopathy (DR). PDLIM1 (a member of the PDZ and LIM protein family) has been reported to exert an essential function in vascular diseases. This study aimed to elucidate the role of PDLIM1 on retinal vascular endothelial cells in DR. Immunofluorescence staining was used to localize the expression of PDLIM1 in the mouse retina. In some tumor diseases, PDLIM1 has been reported to play a key role in regulating the Wnt pathway. However, no in-depth reports have been found in DR. Retinal capillary endothelial cells (RCECs) were treated with high-glucose and high-lipid (HG/HL) culture medium, and siRNA transfection to investigate the role of PDLIM1 in DR. PDLIM1 and Wnt3a expression was confirmed by qRT-PCR and western blotting. Flow cytometry, Transwell assay, and scratch assay were used to test the ability of cell apoptosis, migration, and invasion. PDLIM1 was mainly expressed in the retinal pigment epithelium (RPE), ganglion cell layer (GCL), inner plexus layer (IPL), and outer plexus layer (OPL). HG/HL increased Wnt3a levels and promoted cell's ability of apoptosis, migration, and invasion, which were reversed by the knockdown of PDLIM1. PDLIM1 was found to play a protective role in diabetic retinopathy by counter-regulating Wnt3a. PDLIM1 ameliorates cell apoptosis, migration, and invasion by negatively regulating Wnt3a in RCECs of DR, which suggests that PDLIM1 might be a promising therapeutic target for DR treatment.
Collapse
Affiliation(s)
- Pinxue Xie
- Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing, 100029, China
- Department of Ophthalmology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China
| | - Qisheng You
- Kresge Eye Institute, Wayne State University, Detroit, MI, USA
| | - Jiang Zhu
- Key Laboratory of the Ministry of Education for Optoelectronic Measurement Technology and Instrument, Beijing Information Science and Technology University, Beijing, 100192, China
| | - Wuxiang Xie
- Peking University Clinical Research Institute, Peking University, Beijing, 100029, China
| | - Ping Wei
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, 97239, USA
| | - Siquan Zhu
- Department of Ophthalmology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China
| | - Yunhui Du
- Beijing Key Laboratory of Upper Airway Dysfunction-Related Cardiovascular Diseases, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China
| | - Xinxiao Gao
- Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing, 100029, China.
- Department of Ophthalmology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China.
| |
Collapse
|
46
|
Bajka A, Bacci T, Wiest MRJ, Brinkmann M, Hamann T, Toro M, Zweifel SA. Feasibility and Clinical Utility of Wide-Field Optical Coherence Tomography Angiography Compared to Ultrawide-Field Fluorescein Angiography in Patients with Diabetic Retinopathy. Klin Monbl Augenheilkd 2023; 240:490-495. [PMID: 37164407 DOI: 10.1055/a-2031-2657] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
PURPOSE To test the diagnostic performance of a novel wide-field swept-source optical coherence tomography angiography (WF-OCTA) device in detecting retinal non-perfusion (NP) and neovascularization (NV) in eyes with diabetic retinopathy (DR) and to compare this with the standard-of-care imaging method, ultrawide-field fluorescein angiography (UWFFA). METHODS Prospective, observational, cross-sectional single-center study evaluating patients with DR imaged with WF-OCTA (Xephilio OCT-S1; Canon Inc., Tokyo, Japan) and UWFFA (Optos California; Optos plc, Dunfermline, United Kingdom). WF-OCTA images of the superficial capillary plexus (SCP) consisted of single capture 23 × 20 mm scans centered on the fovea. In UWFFA and WF-OCTA, qualitative and quantitative measurements were assessed to analyze retinal NP and NV. Vessel density (VD) in WF-OCTA and ischemic index (ISI) in UWFFA were calculated. Qualitatively, the presence of NV and NP was assessed in both WF-OCTA (posterior pole/midperipheral retina) and UWFFA (posterior pole/midperipheral retina/far peripheral retina). RESULTS Ten consecutive patients with variable DR severity stages (17 eyes) were evaluated. Two eyes had to be excluded due to low quality of the WF-OCTA images. Therefore, 15 eyes were included for final analysis. Mean age was 57 years (± SD: 15.2) and the male : female ratio was 4 : 6. UWFFA identified retinal NP in 11 eyes (73%). Posterior pole NP was present in eight eyes, midperiphery NP was present in eight eyes, and far periphery NP was present in seven eyes. Retinal NV was detected in four eyes using UWFFA (two eyes with only midperiphery NV). WF-OCTA detected retinal NP in 11 eyes (9 cases with both posterior pole and midperiphery NP). NV was detected in three eyes (two with posterior pole and midperipheral NV, four with only midperipheral NV). Mean VD evaluated using WF-OCTA of the SCP was 0.40 (± SD: 0.1), and mean ISI in UWFFA was 0.09 (± SD: 1.3). Spearman's test did not show a significant correlation between the ISI in UWFFA and VD in WF-OCTA (p = 0.803). CONCLUSIONS Noninvasive WF-OCTA has great potential for the management of patients with DR. This new imaging modality might be useful in daily clinical routine in order to lower the number of invasive examinations. However, in a small percentage of patients, OCTA images cannot be reliably graded for the presence of NP and NV. In these cases, conventional FA needs to be performed.
Collapse
Affiliation(s)
- Anahita Bajka
- Department of Ophthalmology, University Hospital of Zurich, University of Zurich, Zurich, Switzerland
| | - Tommaso Bacci
- Ophthalmology Unit of the Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy
| | | | - Max Brinkmann
- Department of Ophthalmology, University Hospital of Zurich, University of Zurich, Zurich, Switzerland
| | - Timothy Hamann
- Department of Ophthalmology, University Hospital of Zurich, University of Zurich, Zurich, Switzerland
| | - Mario Toro
- Ophthalmology, University of Naples Federico II, Napoli, Italy
| | - Sandrine Anne Zweifel
- Department of Ophthalmology, University Hospital of Zurich, University of Zurich, Zurich, Switzerland
| |
Collapse
|
47
|
Tan TE, Sivaprasad S, Wong TY. Anti-Vascular Endothelial Growth Factor Therapy for Complications of Diabetic Retinopathy-From Treatment to Prevention? JAMA Ophthalmol 2023; 141:223-225. [PMID: 36749591 DOI: 10.1001/jamaophthalmol.2023.0496] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Tien-En Tan
- Singapore Eye Research Institute, Singapore, Singapore National Eye Centre, Singapore
- Duke-National University of Singapore Medical School, Singapore
| | - Sobha Sivaprasad
- National Institute of Health and Care Research, UCL and Moorfields Eye Hospital, London, United Kingdom
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore, Singapore National Eye Centre, Singapore
- Duke-National University of Singapore Medical School, Singapore
- Tsinghua Medicine, Tsinghua University, Beijing, China
| |
Collapse
|
48
|
Morel JB, Fajnkuchen F, Amari F, Sritharan N, Bloch-Queyrat C, Giocanti-Aurégan A. Ultra-Wide-Field Fluorescein Angiography Assessment of Non-Perfusion in Patients with Diabetic Retinopathy Treated with Anti-Vascular Endothelial Growth Factor Therapy. J Clin Med 2023; 12:jcm12041365. [PMID: 36835902 PMCID: PMC9963628 DOI: 10.3390/jcm12041365] [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: 12/28/2022] [Revised: 01/25/2023] [Accepted: 02/06/2023] [Indexed: 02/11/2023] Open
Abstract
Purpose: To follow the evolution of peripheral ischemia by fluorescein angiography (FA) on ultra-wide-field (UWF) images in diabetic patients treated with anti-vascular endothelial growth factor (anti-VEGF) for macular edema. Methods: Prospective, non-interventional cohort study analyzing UWF-FA images of 48 patients with diabetic retinopathy (48 eyes) treated for diabetic macular edema. UWF-FA was performed at baseline and after one year of anti-VEGF therapy (M12). The primary endpoint was the change in the non-perfusion index. Results: Of the 48 patients included in this study, 25 completed the one-year follow-up, and 20 had FA images of sufficient quality to be interpreted. The non-perfusion index did not significantly change from baseline after one year of anti-VEGF treatment (0.7% of the non-perfused area at baseline versus 0.5% at M12; p = 0.29). In contrast, the diabetic retinopathy severity score improved significantly between baseline and M12. Conclusions: Anti-VEGF treatment with aflibercept for diabetic macular edema had no impact on the retinal perfusion assessed by FA, but it allowed for artificially improving diabetic retinopathy severity scores.
Collapse
Affiliation(s)
- Jean-Baptiste Morel
- Ophthalmology Department, Paris Seine Saint Denis Hospital, Sorbonne Paris Nord University, 125 Rue de Stalingrad, 93000 Bobigny, France
| | - Franck Fajnkuchen
- Ophthalmology Department, Paris Seine Saint Denis Hospital, Sorbonne Paris Nord University, 125 Rue de Stalingrad, 93000 Bobigny, France
| | - Fatima Amari
- Ophthalmology Department, Paris Seine Saint Denis Hospital, Sorbonne Paris Nord University, 125 Rue de Stalingrad, 93000 Bobigny, France
| | - Nanthara Sritharan
- Department of Clinical Research, Paris Seine Saint Denis Hospital, Assistance Publique-Hôpitaux de Paris (AP-HP), 93000 Bobigny, France
| | - Coralie Bloch-Queyrat
- Department of Clinical Research, Paris Seine Saint Denis Hospital, Assistance Publique-Hôpitaux de Paris (AP-HP), 93000 Bobigny, France
| | - Audrey Giocanti-Aurégan
- Ophthalmology Department, Paris Seine Saint Denis Hospital, Sorbonne Paris Nord University, 125 Rue de Stalingrad, 93000 Bobigny, France
- Correspondence:
| |
Collapse
|
49
|
Maturi RK, Glassman AR, Josic K, Baker CW, Gerstenblith AT, Jampol LM, Meleth A, Martin DF, Melia M, Punjabi OS, Rofagha S, Salehi-Had H, Stockdale CR, Sun JK. Four-Year Visual Outcomes in the Protocol W Randomized Trial of Intravitreous Aflibercept for Prevention of Vision-Threatening Complications of Diabetic Retinopathy. JAMA 2023; 329:376-385. [PMID: 36749332 PMCID: PMC10408259 DOI: 10.1001/jama.2022.25029] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/28/2022] [Indexed: 02/08/2023]
Abstract
Importance Anti-vascular endothelial growth factor (VEGF) injections in eyes with nonproliferative diabetic retinopathy (NPDR) without center-involved diabetic macular edema (CI-DME) reduce development of vision-threatening complications from diabetes over at least 2 years, but whether this treatment has a longer-term benefit on visual acuity is unknown. Objective To compare the primary 4-year outcomes of visual acuity and rates of vision-threatening complications in eyes with moderate to severe NPDR treated with intravitreal aflibercept compared with sham. The primary 2-year analysis of this study has been reported. Design, Setting, and Participants Randomized clinical trial conducted at 64 clinical sites in the US and Canada from January 2016 to March 2018, enrolling 328 adults (399 eyes) with moderate to severe NPDR (Early Treatment Diabetic Retinopathy Study [ETDRS] severity level 43-53; range, 0 [worst] to 100 [best]) without CI-DME. Interventions Eyes were randomly assigned to 2.0 mg aflibercept (n = 200) or sham (n = 199). Eight injections were administered at defined intervals through 2 years, continuing quarterly through 4 years unless the eye improved to mild NPDR or better. Aflibercept was given in both groups to treat development of high-risk proliferative diabetic retinopathy (PDR) or CI-DME with vision loss. Main Outcomes and Measures Development of PDR or CI-DME with vision loss (≥10 letters at 1 visit or ≥5 letters at 2 consecutive visits) and change in visual acuity (best corrected ETDRS letter score) from baseline to 4 years. Results Among participants (mean age 56 years; 42.4% female; 5% Asian, 15% Black, 32% Hispanic, 45% White), the 4-year cumulative probability of developing PDR or CI-DME with vision loss was 33.9% with aflibercept vs 56.9% with sham (adjusted hazard ratio, 0.40 [97.5% CI, 0.28 to 0.57]; P < .001). The mean (SD) change in visual acuity from baseline to 4 years was -2.7 (6.5) letters with aflibercept and -2.4 (5.8) letters with sham (adjusted mean difference, -0.5 letters [97.5% CI, -2.3 to 1.3]; P = .52). Antiplatelet Trialists' Collaboration cardiovascular/cerebrovascular event rates were 9.9% (7 of 71) in bilateral participants, 10.9% (14 of 129) in unilateral aflibercept participants, and 7.8% (10 of 128) in unilateral sham participants. Conclusions and Relevance Among patients with NPDR but without CI-DME at 4 years treatment with aflibercept vs sham, initiating aflibercept treatment only if vision-threatening complications developed, resulted in statistically significant anatomic improvement but no improvement in visual acuity. Aflibercept as a preventive strategy, as used in this trial, may not be generally warranted for patients with NPDR without CI-DME. Trial Registration ClinicalTrials.gov Identifier: NCT02634333.
Collapse
Affiliation(s)
- Raj K. Maturi
- Midwest Eye Institute, Indianapolis, Indiana
- Department of Ophthalmology, Indiana University School of Medicine, Indianapolis
| | | | | | - Carl W. Baker
- Hilton Head Retina Institute, Hilton Head Island, South Carolina
| | | | - Lee M. Jampol
- Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | | | | | | | - Omar S. Punjabi
- Charlotte Eye Ear Nose and Throat Associates PA, Charlotte, North Carolina
| | | | | | | | - Jennifer K. Sun
- Joslin Diabetes Center, Beetham Eye Institute, Harvard Department of Ophthalmology, Boston, Massachusetts
| |
Collapse
|
50
|
Zhang J, Huo Q, Xia D, Wang M, Li X. Advances in application of swept-source optical coherence tomography angiography in diagnosis and treatment of diabetic retinopathy. FRONTIERS IN OPHTHALMOLOGY 2023; 3:1116391. [PMID: 38983076 PMCID: PMC11182126 DOI: 10.3389/fopht.2023.1116391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Accepted: 01/11/2023] [Indexed: 07/11/2024]
Abstract
Diabetic retinopathy (DR) is the most common microvascular complication of diabetes and one of the leading causes of global blinding. More attention should be paid to the diagnosis, treatment and prognosis of DR. Swept-source optical coherence tomography angiography (SS-OCTA) is a novel imaging technique presented in recent years. It can accurately present the various levels of the retina, choriocapillaris, macula, and the optic papillary microcirculation, which is new to the diagnosis and prognosis of DR. However, SS-OCTA is limited by poor fixation or severe media clouding and is susceptible to motion artefacts and segmentation errors. Future limitations need to be addressed and large prospective trials conducted to refine the relevance of SS-OCTA to DR. The present study reviews the advances in clinical application of SS-OCTA in diagnosis, treatment and prognosis of DR.
Collapse
Affiliation(s)
- Jinyan Zhang
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Qianqian Huo
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Deyu Xia
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Mingfang Wang
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Xiuyun Li
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| |
Collapse
|