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Murata T, Hirano T, Mizobe H, Toba S. OCT-angiography based artificial intelligence-inferred fluorescein angiography for leakage detection in retina [Invited]. BIOMEDICAL OPTICS EXPRESS 2023; 14:5851-5860. [PMID: 38021144 PMCID: PMC10659810 DOI: 10.1364/boe.506467] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 10/12/2023] [Accepted: 10/12/2023] [Indexed: 12/01/2023]
Abstract
Optical coherence tomography angiography (OCTA) covers most functions of fluorescein angiography (FA) when imaging the retina but lacks the ability to depict vascular leakage. Based on OCTA, we developed artificial intelligence-inferred-FA (AI-FA) to delineate leakage in eyes with diabetic retinopathy (DR). Training data of 19,648 still FA images were prepared from FA-photo and videos of 43 DR eyes. AI-FA images were generated using a convolutional neural network. AI-FA images achieved a structural similarity index of 0.91 with corresponding real FA images in DR. The AI-FA generated from OCTA correctly depicted vascular occlusion and associated leakage with enough quality, enabling precise DR diagnosis and treatment planning. A combination of OCT, OCTA, and AI-FA yields more information than real FA with reduced acquisition time without risk of allergic reactions.
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Affiliation(s)
- Toshinori Murata
- Department of Ophthalmology, School of Medicine, Shinshu University, 3-1-1 Asahi Matsumoto, Nagano, 390-8621, Japan
| | - Takao Hirano
- Department of Ophthalmology, School of Medicine, Shinshu University, 3-1-1 Asahi Matsumoto, Nagano, 390-8621, Japan
| | - Hideaki Mizobe
- Canon Inc. 30-2, Shimomaruko 3-chome, Ohta-ku, Tokyo 146-8501, Japan
| | - Shuhei Toba
- Canon Inc. 30-2, Shimomaruko 3-chome, Ohta-ku, Tokyo 146-8501, Japan
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Nozaki M, Ando R, Kimura T, Kato F, Yasukawa T. The Role of Laser Photocoagulation in Treating Diabetic Macular Edema in the Era of Intravitreal Drug Administration: A Descriptive Review. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1319. [PMID: 37512130 PMCID: PMC10385537 DOI: 10.3390/medicina59071319] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 07/11/2023] [Accepted: 07/15/2023] [Indexed: 07/30/2023]
Abstract
Background and Objectives: This study aimed to elucidate the role of laser photocoagulation therapy in the treatment of diabetic macular edema (DME) as an alternative to, or in conjunction with, the first-line treatment, anti-vascular endothelial growth factor (VEGF). Materials and Methods: A comprehensive literature search to identify studies that evaluated the efficacy of laser photocoagulation therapy in the management of DME was performed. The relevant findings of the efficacy of focal/grid laser therapy from data in randomized, controlled trials were synthesized, and the potential of new laser technologies, such as navigated laser systems, pattern scan lasers, and subthreshold lasers, was explored. The usefulness of multimodal imaging-guided laser therapy was also evaluated, with a focus on the potential contribution to anti-VEGF therapy. Results: Focal laser photocoagulation targeting microaneurysms remains an effective therapeutic approach to chronic refractory edema, despite the widespread use of anti-VEGF therapy. To achieve the best possible treatment outcomes, precise identification of microaneurysms is essential. This requires the use of multimodal imaging-guided, highly accurate, minimally invasive coagulation techniques. Subthreshold laser therapy can also reduce the frequency of anti-VEGF injections and minimize treatment burden. Conclusions: Further studies are needed to determine the optimal timing and settings for laser photocoagulation therapy and the potential of new laser technologies in the management of DME. Nevertheless, laser photocoagulation therapy plays an important role in the management of DME, in conjunction with anti-VEGF therapy.
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Affiliation(s)
- Miho Nozaki
- Department of Ophthalmology, Laser Eye Center, Nagoya City University East Medical Center, Nagoya 464-8547, Japan
- Department of Ophthalmology and Visual Science, Nagoya City University Graduate School of Medical Sciences, Nagoya 467-8601, Japan
| | - Ryota Ando
- Department of Ophthalmology, Laser Eye Center, Nagoya City University East Medical Center, Nagoya 464-8547, Japan
| | - Toshiya Kimura
- Department of Ophthalmology, Laser Eye Center, Nagoya City University East Medical Center, Nagoya 464-8547, Japan
| | - Fusae Kato
- Department of Ophthalmology and Visual Science, Nagoya City University Graduate School of Medical Sciences, Nagoya 467-8601, Japan
- Department of Ophthalmology, Toyota Kosei Hospital, Toyota 470-0396, Japan
| | - Tsutomu Yasukawa
- Department of Ophthalmology and Visual Science, Nagoya City University Graduate School of Medical Sciences, Nagoya 467-8601, Japan
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Ozawa Y, Ohgami K, Sasaki K, Hirano K, Sunaya T. Long-term surveillance provides real-world evidences of safety and effectiveness in intravitreal aflibercept treatment for age-related macular degeneration. Sci Rep 2023; 13:10597. [PMID: 37391547 PMCID: PMC10313657 DOI: 10.1038/s41598-023-37584-1] [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: 01/24/2023] [Accepted: 06/23/2023] [Indexed: 07/02/2023] Open
Abstract
This prospective, multicentre, postmarketing surveillance were conducted to report on the long-term safety and effectiveness of intravitreal aflibercept (IVT-AFL) treatment in clinical practice of Japanese patients with neovascular age-related macular degeneration (nAMD) who newly initiated IVT-AFL treatment. The primary outcomes were the incidence of adverse events (AEs) and of adverse drug reactions (ADRs) over 36 months. Number of injections, timing of ADR occurrence, and some effectiveness index were also summarised. A total of 3,872 patients received 7.2 ± 5.8 (mean ± standard deviation) injections, and AEs occurred in 5.73% of patients. ADRs were reported in 2.76% of patients, with ocular and nonocular ADRs in 2.07% and 0.72% of patients, respectively. Most vitreo-retinal events developed within 6 months of initial IVT-AFL treatment, and most instances of increased intraocular pressure and cerebral infarction developed after 6 months of follow-up. Mean best-corrected visual acuity and central retinal thickness were numerically better throughout the follow-up period compared with baseline. These results indicated acceptable tolerability and effectiveness of IVT-AFL treatment in patients with nAMD in clinical practice in Japan. Information regarding the risk and the timing of ADRs is valuable for safe and effective long-term treatment of patients with nAMD.Trial registration number: NCT01756248.
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Affiliation(s)
- Yoko Ozawa
- Department of Clinical Regenerative Medicine Eye Center, Fujita Medical Innovation Center Tokyo, Fujita Health University School of Medicine, Tokyo, Japan.
- Department of Ophthalmology, St. Luke's International Hospital, Tokyo, Japan.
- Department of Ophthalmology, St. Luke's International University, Tokyo, Japan.
- Department of Ophthalmology, Keio University School of Medicine, Tokyo, Japan.
| | - Kazuhiro Ohgami
- Medical Affairs and Pharmacovigilance, Bayer Yakuhin, Ltd., Osaka, Japan
| | - Koji Sasaki
- Medical Affairs and Pharmacovigilance, Bayer Yakuhin, Ltd., Osaka, Japan
| | - Kazufumi Hirano
- Medical Affairs and Pharmacovigilance, Bayer Yakuhin, Ltd., Osaka, Japan
| | - Toshiyuki Sunaya
- Research and Development Japan, Bayer Yakuhin, Ltd., Osaka, Japan
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Hashimoto Y, Okada A, Matsui H, Yasunaga H, Aihara M, Obata R. Recent trends in anti-vascular endothelial growth factor intravitreal injections: a large claims database study in Japan. Jpn J Ophthalmol 2023; 67:109-118. [PMID: 36508060 PMCID: PMC9742668 DOI: 10.1007/s10384-022-00969-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 10/20/2022] [Indexed: 12/14/2022]
Abstract
PURPOSE To clarify recent trends in the use of intravitreal injections of anti-vascular endothelial growth factor (VEGF) in Japan. STUDY DESIGN Retrospective cohort study. METHODS We used the DeSC database, a large-scale claims database for Japan, for entries between April 2014 and March 2021. We counted the number of anti-VEGF drug injections (aflibercept, ranibizumab, brolucizumab, and pegaptanib) administered every year, calculated the sex- and age-adjusted injection rates, and stratified these rates according to sex, age categories, anti-VEGF drugs, and diagnoses. We also calculated the number of injections administered within one year after the first injection according to the diagnoses. RESULTS In total, 164,451 cases of anti-VEGF injections were identified. The sex- and age-adjusted rates of anti-VEGF injections per 1000 person-years increased from 7.9 in 2014 to 16.1 in 2020. Men were approximately twice as likely to receive anti-VEGF injections than women. The 70-79, 80-89, and ≥90 age categories had the highest rates, accounting for approximately 80%. Neovascular age-related macular degeneration had the highest rate, accounting for 60-70% over the study period. Aflibercept was the most commonly used drug, accounting for approximately 80% over the study period. The average number of injections within one year after the first injection was 4.4 for neovascular age-related macular degeneration, 2.7 for branch retinal vein occlusion, 3.1 for central retinal vein occlusion, and 3.5 for diabetic macular edema in 2020. CONCLUSION These findings can be used as a benchmark for the clinical practice of anti-VEGF therapy.
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Affiliation(s)
- Yohei Hashimoto
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033 Japan ,Department of Ophthalmology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Akira Okada
- Department of Prevention of Diabetes and Lifestyle-Related Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Hiroki Matsui
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033 Japan
| | - Hideo Yasunaga
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033 Japan
| | - Makoto Aihara
- Department of Ophthalmology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Ryo Obata
- Department of Ophthalmology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
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Estimating ranibizumab injection numbers and visual acuity at 12 months based on 2-month data on branch retinal vein occlusion treatment. Sci Rep 2022; 12:7661. [PMID: 35538139 PMCID: PMC9090796 DOI: 10.1038/s41598-022-11113-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 04/05/2022] [Indexed: 12/04/2022] Open
Abstract
Anti-vascular endothelial growth factor treatment for macular edema secondary to branch retinal vein occlusion generally provides good visual acuity (VA) improvement but may require repeated injections for years. To reduce the number of patients who suffer from avoidable VA loss caused by treatment drop-out, providing prospects of the correlation between expected vision improvement and required number of injections at the early stages of treatment may be helpful. In this post hoc analysis of the phase IV, randomized, open-label ZIPANGU study, we investigated the correlation between the data from Month 2 and Month 12 in terms of VA and required ranibizumab injection numbers. Fifty-nine patients were evaluated (ranibizumab monotherapy, 29; combination therapy, 30). In the monotherapy group, patients who received 1 and 3 injections by Month 2 received a mean total of 2.8 and 8.3 injections during the year, respectively. Data from the combination group were similar. The correlation coefficients for VA scores at Months 2 and 12 were 0.60 and 0.51 for the monotherapy and combination groups, respectively (both p < 0.01). Based on VA and injection numbers at Month 2 of treatment, physicians could provide rough prospects on patients’ expected final VA and required number of injections.
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Wada I, Nakao S, Yamaguchi M, Kaizu Y, Arima M, Sawa S, Sonoda KH. Retinal VEGF-A Overexpression Is Not Sufficient to Induce Lymphangiogenesis Regardless of VEGF-C Upregulation and Lyve1+ Macrophage Infiltration. Invest Ophthalmol Vis Sci 2021; 62:17. [PMID: 34673901 PMCID: PMC8543389 DOI: 10.1167/iovs.62.13.17] [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: 07/06/2021] [Accepted: 09/23/2021] [Indexed: 11/24/2022] Open
Abstract
Purpose No lymphatic vessels have been identified in the retina. This study investigated whether pathological VEGF-A-overexpressing diabetic retina causes lymphangiogenesis. Methods Three genetic mouse models of diabetic retinopathy (DR) (Akita [Ins2+/-], Kimba [vegfa+/+], and Akimba [Akita × Kimba] mice) were used. Retinas were examined by fundus photography, fluorescence angiography (FA), and immunostaining to detect lymphangiogenesis or angiogenesis. Lyve1-GFP (Lyve1EGFP/Cre) mice were used to examine Lyve1-expressing cells by immunostaining. Lymphatic-related factors were investigated in mouse retina and vitreous fluid from proliferative diabetic retinopathy (PDR) patients by RT-PCR and ELISA, respectively. Aged Kimba and Akimba mice were used to examine the retinal phenotype at the late phase of VEGF overexpression. Results FA and immunostaining showed retinal neovascularization in Kimba and Akimba mice but not wild-type and Akita mice. Immunohistochemistry showed that lymphangiogenesis was not present in the retinas of Akita, Kimba, or Akimba mice despite the significant upregulation of lymphatic-related factors (Lyve1, podoplanin, VEGF-A, VEGF-C, VEGF-D, VEGFR2, and VEGFR3) in the retinas of Kimba and Akimba mice by RT-PCR (P < 0.005). Furthermore, lymphangiogenesis was not present in aged Kimba or Akimba mice. Significantly increased numbers of Lyve1-positive cells present in the retinas of Kimba and Akimba mice, especially in the peripheral areas, were CD11b positive, indicating a macrophage population (P < 0.005). VEGF-C in PDR vitreous with vitreous hemorrhage (VH) was higher than in PDR without VH or a macular hole. Conclusions Retinal VEGF-A overexpression did not cause typical lymphangiogenesis despite upregulated lymphatic-related factors and significant Lyve1-positive macrophage infiltration.
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Affiliation(s)
- Iori Wada
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Shintaro Nakao
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
- Department of Ophthalmology, National Hospital Organization, Kyushu Medical Center, Fukuoka, Japan
| | - Muneo Yamaguchi
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yoshihiro Kaizu
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Mitsuru Arima
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Shinichiro Sawa
- Division of Mucosal Immunology, Research Center for Systems Immunology, Kyushu University, Fukuoka, Japan
| | - Koh-Hei Sonoda
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
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