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Sadeghi E, Valsecchi N, Rahmanipour E, Ejlalidiz M, Hasan N, Vupparaboina KK, Ibrahim MN, Rasheed MA, Baek J, Iannetta D, Chhablani J. Choroidal biomarkers in age-related macular degeneration. Surv Ophthalmol 2025; 70:167-183. [PMID: 39426529 DOI: 10.1016/j.survophthal.2024.10.004] [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: 04/02/2024] [Revised: 10/07/2024] [Accepted: 10/14/2024] [Indexed: 10/21/2024]
Abstract
Age-related macular degeneration (AMD) is the leading cause of central visual impairment in the elderly. The exact pathophysiological mechanisms for AMD remain uncertain. Several studies suggest that choroidal abnormalities and alterations are critical in AMD progression. The transition from manual to automated segmentation and binarization techniques has resulted in accurate and precise measurements of different choroidal parameters. These qualitative and quantitative parameters, known as choroidal imaging biomarkers, have advanced from basic vertical subfoveal choroidal thickness to more intricate 3-dimensional choroidal reconstruction methods in the last decade. Therefore, a comprehensive evaluation of choroidal metrics may investigate valuable insights into AMD, potentially guiding the future development of customized therapeutic strategies and personalized patient care in AMD management. We describe the role of different choroidal biomarkers in evaluating patients with AMD and their contribution to management.
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Affiliation(s)
- Elham Sadeghi
- University of Pittsburgh, School of Medicine, Pittsburgh, PA, USA.
| | - Nicola Valsecchi
- University of Pittsburgh, School of Medicine, Pittsburgh, PA, USA; Ophthalmology Unit, Dipartimento di Scienze Mediche e Chirurgiche, Alma Mater Studiorum University of Bologna, Bologna, Italy; IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
| | - Elham Rahmanipour
- Immunology Research Center, Mashhad University of Medical Science, Mashhad, Iran.
| | - Mahsa Ejlalidiz
- Research Institute of Ophthalmology and Vision Science, Shahid Beheshti University of Medical Science, Tehran, Iran.
| | - Nasiq Hasan
- University of Pittsburgh, School of Medicine, Pittsburgh, PA, USA.
| | | | | | | | - Jiwon Baek
- Department of Ophthalmology, Bucheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Bucheon, Gyeonggi-do, Republic of Korea; Department of Ophthalmology, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea.
| | - Danilo Iannetta
- University of Rome La Sapienza Department of Organs of Sense, Rome, Italy.
| | - Jay Chhablani
- University of Pittsburgh, School of Medicine, Pittsburgh, PA, USA.
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Yoon WT, Lee SJ, Jeong JH, Kim JH. Prediction of fellow eye neovascularization in type 3 macular neovascularization (Retinal angiomatous proliferation) using deep learning. PLoS One 2024; 19:e0310097. [PMID: 39475903 PMCID: PMC11524474 DOI: 10.1371/journal.pone.0310097] [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: 01/10/2024] [Accepted: 08/25/2024] [Indexed: 11/02/2024] Open
Abstract
PURPOSE To establish a deep learning artificial intelligence model to predict the risk of long-term fellow eye neovascularization in unilateral type 3 macular neovascularization (MNV). METHODS This retrospective study included 217 patients (199 in the training/validation of the AI model and 18 in the testing set) with a diagnosis of unilateral type 3 MNV. The purpose of the AI model was to predict fellow eye neovascularization within 24 months after the initial diagnosis. The data used to train the AI model included a baseline fundus image and horizontal/vertical cross-hair scan optical coherence tomography images in the fellow eye. The neural network of this study for AI-learning was based on the visual geometry group with modification. The precision, recall, accuracy, and the area under the curve values of receiver operating characteristics (AUCROC) were calculated for the AI model. The accuracy of an experienced (examiner 1) and less experienced (examiner 2) human examiner was also evaluated. RESULTS The incidence of fellow eye neovascularization over 24 months was 28.6% in the training/validation set and 38.9% in the testing set (P = 0.361). In the AI model, precision was 0.562, recall was 0.714, accuracy was 0.667, and the AUCROC was 0.675. The sensitivity, specificity, and accuracy were 0.429, 0.727, and 0.611, respectively, for examiner 1, and 0.143, 0.636, and 0.444, respectively, for examiner 2. CONCLUSIONS This is the first AI study focusing on the clinical course of type 3 MNV. While our AI model exhibited accuracy comparable to that of human examiners, overall accuracy was not high. This may partly be a result of the relatively small number of patients used for AI training, suggesting the need for future multi-center studies to improve the accuracy of the model.
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Affiliation(s)
- Won Tae Yoon
- Department of Ophthalmology, Kim’s Eye Hospital, Seoul, South Korea
- Kim’s Eye Hospital Data Center, Seoul, South Korea
| | - Seong Jae Lee
- HumanDeep Inc., Seongnam-si, Gyeonggi-do, South Korea
| | - Jae Hee Jeong
- HumanDeep Inc., Seongnam-si, Gyeonggi-do, South Korea
| | - Jae Hui Kim
- Department of Ophthalmology, Kim’s Eye Hospital, Seoul, South Korea
- Kim’s Eye Hospital Data Center, Seoul, South Korea
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Clemens CR, Eter N, Alten F. Current Perspectives on Type 3 Macular Neovascularization due to Age-Related Macular Degeneration. Ophthalmologica 2024; 247:73-84. [PMID: 38266500 PMCID: PMC11160428 DOI: 10.1159/000536278] [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: 02/20/2023] [Accepted: 01/11/2024] [Indexed: 01/26/2024]
Abstract
BACKGROUND The aim of this review was to systematically summarize the current knowledge on type 3 macular neovascularization (MNV3) in age-related macular degeneration (AMD). SUMMARY Recent histopathologic and multimodal imaging findings led to the consensus definition of the new term "type 3 macular neovascularization" in AMD. MNV3 originates in the deep vascular plexus as a neovascular process without connection with the retinal pigment epithelium in the initial stages. This type has numerous clinical and pathomorphologic features that separate it from the other two types of MNV in AMD. Besides, its frequency appears to be higher than previously thought. In optical coherence tomography (OCT), MNV3 can be classified into stages 1-3. Hyperreflective foci in the outer retina possibly represent a precursor lesion. In addition, MNV3 is characterized by a strong association with reticular pseudodrusen, a high rate of bilaterality, close associations with advanced age and arterial hypertension, decreased choroidal thickness, and decreased choriocapillaris flow signals. Data from latest anti-vascular endothelial growth factor studies in MNV3 suggest that the OCT biomarkers in intraretinal and subretinal fluids should be interpreted differently than in the other types. Additionally, data from MNV3 eyes should be analyzed separately, allowing optimal type-specific treatment strategies in the future. KEY MESSAGES This review highlights the need for accurate characterization of neovascular AMD lesions and an MNV type-specific approach, particularly for MNV3.
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Affiliation(s)
- Christoph R Clemens
- Department of Ophthalmology, University of Muenster Medical Center, Muenster, Germany
| | - Nicole Eter
- Department of Ophthalmology, University of Muenster Medical Center, Muenster, Germany
| | - Florian Alten
- Department of Ophthalmology, University of Muenster Medical Center, Muenster, Germany
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Zhang R, Dang Y. The Recent Advances in the Function and Mechanism of Caveolin-1 in Retinal Neovascularization. Curr Drug Targets 2024; 25:465-472. [PMID: 38591209 DOI: 10.2174/0113894501310201240403065930] [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: 02/13/2024] [Revised: 03/11/2024] [Accepted: 03/22/2024] [Indexed: 04/10/2024]
Abstract
Retinal neovascularization diseases have relatively high rates of evitable blindness. Abnormal retinal neovascularization is their main hallmark, which can damage the structure and function of the eye and lead to impaired vision. Caveolin-1 is a membrane protein that is expressed in many types of retinal cells and is involved in retinal neovascularization. This review presents a comprehensive analysis of global research on specific functions of caveolin-1 in retinal neovascularization. We believe that the mechanism of action of caveolin-1 might be related to the regulation of relevant signal pathways and looked ahead the application prospects of modulating caveolin- 1 in retinal neovascularization diseases.
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Affiliation(s)
- Rui Zhang
- Department of Ophthalmology, Sanmenxia Eye Hospital/Sanmenxia Central Hospital Affiliated to Henan University of Science and Technology, Sanmenxia, 472000, China
- Henan International Joint Laboratory of Outflow Engineering, Sanmenxia Central Hospital, School of Medicine, Henan University of Science and Technology, Sanmenxia, 47200, China
| | - Yalong Dang
- Department of Ophthalmology, Sanmenxia Eye Hospital/Sanmenxia Central Hospital Affiliated to Henan University of Science and Technology, Sanmenxia, 472000, China
- Henan International Joint Laboratory of Outflow Engineering, Sanmenxia Central Hospital, School of Medicine, Henan University of Science and Technology, Sanmenxia, 47200, China
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Goździewska E, Wichrowska M, Kocięcki J. Early Optical Coherence Tomography Biomarkers for Selected Retinal Diseases-A Review. Diagnostics (Basel) 2023; 13:2444. [PMID: 37510188 PMCID: PMC10378475 DOI: 10.3390/diagnostics13142444] [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: 06/08/2023] [Revised: 07/14/2023] [Accepted: 07/19/2023] [Indexed: 07/30/2023] Open
Abstract
Optical coherence tomography (OCT) is a non-invasive, easily accessible imaging technique that enables diagnosing several retinal diseases at various stages of development. This review discusses early OCT findings as non-invasive imaging biomarkers for predicting the future development of selected retinal diseases, with emphasis on age-related macular degeneration, macular telangiectasia, and drug-induced maculopathies. Practitioners, by being able to predict the development of many conditions and start treatment at the earliest stage, may thus achieve better treatment outcomes.
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Affiliation(s)
- Ewa Goździewska
- Department of Ophthalmology, Poznan University of Medical Sciences, 60-569 Poznań, Poland
| | - Małgorzata Wichrowska
- Department of Ophthalmology, Poznan University of Medical Sciences, 60-569 Poznań, Poland
- Doctoral School, Poznan University of Medical Sciences, 61-701 Poznań, Poland
| | - Jarosław Kocięcki
- Department of Ophthalmology, Poznan University of Medical Sciences, 60-569 Poznań, Poland
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Berlin A, Cabral D, Chen L, Messinger JD, Balaratnasingam C, Mendis R, Ferrara D, Freund KB, Curcio CA. Histology of type 3 macular neovascularization and microvascular anomalies in treated age-related macular degeneration: a case study. OPHTHALMOLOGY SCIENCE 2023; 3:100280. [PMID: 36970117 PMCID: PMC10033755 DOI: 10.1016/j.xops.2023.100280] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 01/16/2023] [Accepted: 01/30/2023] [Indexed: 02/11/2023]
Abstract
Purpose To investigate intraretinal neovascularization and microvascular anomalies by correlating in vivo multimodal imaging with corresponding ex vivo histology in a single patient. Design A case study comprising clinical imaging from a community-based practice, and histologic analysis at a university-based research laboratory (clinicopathologic correlation). Participants A White woman in her 90s treated with numerous intravitreal anti-VEGF injections for bilateral type 3 macular neovascularization (MNV) secondary to age-related macular degeneration (AMD). Methods Clinical imaging comprised serial infrared reflectance, eye-tracked spectral-domain OCT, OCT angiography, and fluorescein angiography. Eye tracking, applied to the 2 preserved donor eyes, enabled the correlation of clinical imaging signatures with high-resolution histology and transmission electron microscopy. Main Outcome Measures Histologic/ultrastructural descriptions and diameters of vessels seen in clinical imaging. Results Six vascular lesions were histologically confirmed (type 3 MNV, n = 3; deep retinal age-related microvascular anomalies [DRAMAs], n = 3). Pyramidal (n = 2) or tangled (n = 1) morphologies of type 3 MNV originated at the deep capillary plexus (DCP) and extended posteriorly to approach without penetrating persistent basal laminar deposit. They did not enter the subretinal pigment epithelium (RPE)-basal laminar space or cross the Bruch membrane. Choroidal contributions were not found. The neovascular complexes included pericytes and nonfenestrated endothelial cells, within a collagenous sheath covered by dysmorphic RPE cells. Deep retinal age-related microvascular anomaly lesions extended posteriorly from the DCP into the Henle fiber and the outer nuclear layers without evidence of atrophy, exudation, or anti-VEGF responsiveness. Two DRAMAs lacked collagenous sheaths. External and internal diameters of type 3 MNV and DRAMA vessels were larger than comparison vessels in the index eyes and in aged normal and intermediate AMD eyes. Conclusions Type 3 MNV vessels reflect specializations of source capillaries and persist during anti-VEGF therapy. The collagenous sheath of type 3 MNV lesions may provide structural stabilization. If so, vascular characteristics may be useful in disease monitoring in addition to fluid and flow signal detection. Further investigation with longitudinal imaging before exudation onset will help determine if DRAMAs are part of the type 3 MNV progression sequence. Financial Disclosures Proprietary or commercial disclosure may be found after the references.
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Choi M, Yoon EG, Nam KT, Yun C. Clinical features associated with the atrophy of fellow eyes in patients with unilateral type 3 macular neovascularization. Int Ophthalmol 2022; 43:973-980. [PMID: 36057916 DOI: 10.1007/s10792-022-02499-9] [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: 04/15/2022] [Accepted: 08/26/2022] [Indexed: 11/28/2022]
Abstract
PURPOSE We sought to investigate the clinical features of eyes with unilateral type 3 macular neovascularization (MNV) according to the degenerative features of fellow eyes. METHODS We retrospectively reviewed 55 patients with unilateral type 3 MNV and identified degenerative features including geographic atrophy (GA) in fellow eyes using multimodal imaging. Then, the clinical features of eyes with type 3 MNV at baseline and during follow-up with anti-vascular endothelial growth factor treatment and an as-needed regimen were compared according to the degenerative features of fellow eyes. RESULTS Eighteen patients (32.7%) had GA in fellow eyes; initial disease manifestations of type 3 MNV eyes including stage, best-corrected visual acuity, and choroidal thickness (CT) did not vary between groups (all P > 0.05). During follow-up, a rate of complete fluid resolution after three monthly loading injections was not associated with GA in fellow eyes (P = 0.703), while a lower rate of early recurrence within 3 months after loading treatment was associated with thinner CT in type 3 MNV eyes and GA over one disc area in fellow eyes (P = 0.025 and P = 0.021). CONCLUSION Degenerative features of fellow eyes in patients with unilateral type 3 MNV may be associated with the clinical characteristics of affected eyes.
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Affiliation(s)
- Mihyun Choi
- Department of Ophthalmology, Korea University College of Medicine, 148 Gurodong-ro, Guro-gu, Seoul, Korea
| | - Eun Gyu Yoon
- Department of Ophthalmology, Korea University College of Medicine, 123, Jeokgeum-ro, Danwon-gu, Ansan-si, Gyeonggi-do, Seoul, Korea
| | - Ki Tae Nam
- Department of Ophthalmology, Jeju University College of Medicine, Jeju, Korea
| | - Cheolmin Yun
- Department of Ophthalmology, Korea University College of Medicine, 123, Jeokgeum-ro, Danwon-gu, Ansan-si, Gyeonggi-do, Seoul, Korea.
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