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Akça S, Garip Z, Ekinci E, Atban F. Automated classification of choroidal neovascularization, diabetic macular edema, and drusen from retinal OCT images using vision transformers: a comparative study. Lasers Med Sci 2024; 39:140. [PMID: 38797751 PMCID: PMC11128386 DOI: 10.1007/s10103-024-04089-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 05/15/2024] [Indexed: 05/29/2024]
Abstract
Classifying retinal diseases is a complex problem because the early problematic areas of retinal disorders are quite small and conservative. In recent years, Transformer architectures have been successfully applied to solve various retinal related health problems. Age-related macular degeneration (AMD) and diabetic macular edema (DME), two prevalent retinal diseases, can cause partial or total blindness. Diseases therefore require an early and accurate detection. In this study, we proposed Vision Transformer (ViT), Tokens-To-Token Vision Transformer (T2T-ViT) and Mobile Vision Transformer (Mobile-ViT) algorithms to detect choroidal neovascularization (CNV), drusen, and diabetic macular edema (DME), and normal using optical coherence tomography (OCT) images. The predictive accuracies of ViT, T2T-ViT and Mobile-ViT achieved on the dataset for the classification of OCT images are 95.14%, 96.07% and 99.17% respectively. Experimental results obtained from ViT approaches showed that Mobile-ViT have superior performance with regard to classification accuracy in comparison with the others. Overall, it has been observed that ViT architectures have the capacity to classify with high accuracy in the diagnosis of retinal diseases.
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Affiliation(s)
- Said Akça
- Department of Computer Engineering, Sakarya University of Applied Sciences, Sakarya, Turkey
| | - Zeynep Garip
- Department of Computer Engineering, Sakarya University of Applied Sciences, Sakarya, Turkey
| | - Ekin Ekinci
- Department of Computer Engineering, Sakarya University of Applied Sciences, Sakarya, Turkey.
| | - Furkan Atban
- Department of Computer Engineering, Sakarya University of Applied Sciences, Sakarya, Turkey
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Carozza G, Zerti D, Tisi A, Ciancaglini M, Maccarrone M, Maccarone R. An overview of retinal light damage models for preclinical studies on age-related macular degeneration: identifying molecular hallmarks and therapeutic targets. Rev Neurosci 2024; 35:303-330. [PMID: 38153807 DOI: 10.1515/revneuro-2023-0130] [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: 10/21/2023] [Accepted: 11/19/2023] [Indexed: 12/30/2023]
Abstract
Age-related macular degeneration (AMD) is a complex, multifactorial disease leading to progressive and irreversible retinal degeneration, whose pathogenesis has not been fully elucidated yet. Due to the complexity and to the multiple features of the disease, many efforts have been made to develop animal models which faithfully reproduce the overall AMD hallmarks or that are able to mimic the different AMD stages. In this context, light damage (LD) rodent models of AMD represent a suitable and reliable approach to mimic the different AMD forms (dry, wet and geographic atrophy) while maintaining the time-dependent progression of the disease. In this review, we comprehensively reported how the LD paradigms reproduce the main features of human AMD. We discuss the capability of these models to broaden the knowledge in AMD research, with a focus on the mechanisms and the molecular hallmarks underlying the pathogenesis of the disease. We also critically revise the remaining challenges and future directions for the use of LD models.
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Affiliation(s)
- Giulia Carozza
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, 67100 L'Aquila, Italy
| | - Darin Zerti
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, 67100 L'Aquila, Italy
| | - Annamaria Tisi
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, 67100 L'Aquila, Italy
| | - Marco Ciancaglini
- Department of Life, Health & Environmental Sciences, University of L'Aquila, 67100 L'Aquila, Italy
| | - Mauro Maccarrone
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, 67100 L'Aquila, Italy
- European Center for Brain Research (CERC)/Santa Lucia Foundation IRCCS, 00143 Rome, Italy
| | - Rita Maccarone
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, 67100 L'Aquila, Italy
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Yoneyama S, Fukui A, Sakurada Y, Terao N, Kusada N, Kikushima W, Kotoda Y, Mabuchi F, Sotozono C, Kashiwagi K. Genetic and Clinical Characteristics of Central Serous Chorioretinopathy With Steroid Use. Cureus 2024; 16:e58631. [PMID: 38770465 PMCID: PMC11103902 DOI: 10.7759/cureus.58631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/20/2024] [Indexed: 05/22/2024] Open
Abstract
PURPOSE To compare the genetic and clinical characteristics of central serous chorioretinopathy (CSC) in patients with and without steroid use. METHODS A total of 407 consecutive patients with CSC were included. Demographic data and clinical factors, including subfoveal choroidal thickness, bilateral involvement, descending tracts, pachydrusen, fibrin, and dome-shaped pigment epithelial detachment, were obtained. Variants of complement factor H (CFH) I62V (rs800292) and rs1329428 were genotyped in all cases using TaqMan technology. RESULTS Of the total patients, 48 (11.8%) were steroid users. The majority of males were non-steroid users (82.5%) than steroid users (58.3%) (p = 9.8 × 10-5). Demographic data and the prevalence of clinical factors were comparable between the two groups (all p-values > 0.10). Risk allele frequencies of CFH rs800292 and rs1329428 were also comparable between the two groups (p = 0.76, rs800292: steroid users = 52.1% vs. non-steroid users = 50.4%; p = 0.62, rs1329428: steroid users = 47.9% vs. non-steroid users = 45.3%). CONCLUSIONS Except for the male/female ratio, there were no significant differences in the clinical presentation or genetic characteristics, including variants of the CFH gene, between the two groups.
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Affiliation(s)
- Seigo Yoneyama
- Department of Ophthalmology, University of Yamanashi, Yamanashi, JPN
| | - Ayumi Fukui
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, JPN
| | - Yoichi Sakurada
- Department of Ophthalmology, University of Yamanashi, Yamanashi, JPN
| | - Nobuhiro Terao
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, JPN
| | - Natsuki Kusada
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, JPN
| | - Wataru Kikushima
- Department of Ophthalmology, University of Yamanashi, Yamanashi, JPN
| | - Yumi Kotoda
- Department of Ophthalmology, University of Yamanashi, Yamanashi, JPN
| | - Fumihiko Mabuchi
- Department of Ophthalmology, University of Yamanashi, Yamanashi, JPN
| | - Chie Sotozono
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, JPN
| | - Kenji Kashiwagi
- Department of Ophthalmology, University of Yamanashi, Yamanashi, JPN
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Cheng AMS, Chalam KV, Brar VS, Yang DTY, Bhatt J, Banoub RG, Gupta SK. Recent Advances in Imaging Macular Atrophy for Late-Stage Age-Related Macular Degeneration. Diagnostics (Basel) 2023; 13:3635. [PMID: 38132220 PMCID: PMC10742961 DOI: 10.3390/diagnostics13243635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 12/02/2023] [Accepted: 12/06/2023] [Indexed: 12/23/2023] Open
Abstract
Age-related macular degeneration (AMD) is a leading cause of blindness worldwide. In late-stage AMD, geographic atrophy (GA) of dry AMD or choroidal neovascularization (CNV) of neovascular AMD eventually results in macular atrophy (MA), leading to significant visual loss. Despite the development of innovative therapies, there are currently no established effective treatments for MA. As a result, early detection of MA is critical in identifying later central macular involvement throughout time. Accurate and early diagnosis is achieved through a combination of clinical examination and imaging techniques. Our review of the literature depicts advances in retinal imaging to identify biomarkers of progression and risk factors for late AMD. Imaging methods like fundus photography; dye-based angiography; fundus autofluorescence (FAF); near-infrared reflectance (NIR); optical coherence tomography (OCT); and optical coherence tomography angiography (OCTA) can be used to detect and monitor the progression of retinal atrophy. These evolving diverse imaging modalities optimize detection of pathologic anatomy and measurement of visual function; they may also contribute to the understanding of underlying mechanistic pathways, particularly the underlying MA changes in late AMD.
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Affiliation(s)
- Anny M. S. Cheng
- Department of Ophthalmology, Broward Health, Fort Lauderdale, FL 33064, USA; (A.M.S.C.); (R.G.B.)
- Specialty Retina Center, Coral Springs, FL 33067, USA;
- Department of Ophthalmology, Herbert Wertheim College of Medicine, Florida International University, Miami, FL 33199, USA
| | - Kakarla V. Chalam
- Department of Ophthalmology, Loma Linda University, Loma Linda, CA 92350, USA;
| | - Vikram S. Brar
- Department of Ophthalmology, Virginia Commonwealth University, Richmond, VA 23298, USA;
| | - David T. Y. Yang
- College of Biological Science, University of California, Davis, Sacramento, CA 95616, USA;
| | - Jineel Bhatt
- Specialty Retina Center, Coral Springs, FL 33067, USA;
| | - Raphael G. Banoub
- Department of Ophthalmology, Broward Health, Fort Lauderdale, FL 33064, USA; (A.M.S.C.); (R.G.B.)
- Specialty Retina Center, Coral Springs, FL 33067, USA;
| | - Shailesh K. Gupta
- Department of Ophthalmology, Broward Health, Fort Lauderdale, FL 33064, USA; (A.M.S.C.); (R.G.B.)
- Specialty Retina Center, Coral Springs, FL 33067, USA;
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Kikushima W, Sakurada Y, Fukuda Y, Matsubara M, Kotoda Y, Sugiyama A, Kashiwagi K. A Treat-and-Extend Regimen of Intravitreal Brolucizumab for Exudative Age-Related Macular Degeneration Refractory to Aflibercept: A 12-Month Result. Pharmaceuticals (Basel) 2023; 16:ph16040562. [PMID: 37111318 PMCID: PMC10141467 DOI: 10.3390/ph16040562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Accepted: 04/05/2023] [Indexed: 04/29/2023] Open
Abstract
We aimed to investigate whether a treat-and-extend regimen of intravitreal brolucizumab (6.0 mg/0.05 mL) is effective for eyes with exudative age-related macular degeneration (AMD) refractory to aflibercept for 12 months. Sixty eyes from 56 patients receiving brolucizumab for exudative AMD refractory to aflibercept were included. Patients received a mean of 30.1 aflibercept administrations for a mean 67.9-month follow-up. All patients exhibited exudation on optical coherence tomography (OCT) despite regular 4-8 weeks of aflibercept administration. Visit 1 was scheduled at the same interval from the last aflibercept injection to the baseline. The treatment interval was extended or shortened by 1-2 weeks depending on the presence or absence of exudation on OCT. After switching to brolucizumab, the follow-up interval significantly extended at 12 months (before switching: 7.6 ± 3.8 weeks vs. at 12 months: 12.1 ± 6.2 weeks, p = 1.3 × 10-7). Forty-three percent of the eyes achieved a dry macula at 12 months after switching. However, the best-corrected visual acuity did not improve at any visit. Morphologically, the central retinal thickness and subfoveal choroidal thickness significantly decreased from baseline at 12 months (p = 3.6 × 10-3 and 1.0 × 10-3, respectively). Switching to brolucizumab can be considered to extend the treatment interval in eyes with exudative AMD refractory to aflibercept.
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Affiliation(s)
- Wataru Kikushima
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
| | - Yoichi Sakurada
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
| | - Yoshiko Fukuda
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
| | - Mio Matsubara
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
| | - Yumi Kotoda
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
| | - Atsushi Sugiyama
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
| | - Kenji Kashiwagi
- Department of Ophthalmology, Faculty of Medicine, University of Yamanashi, Yamanashi 409-3898, Japan
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