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Sorrentino FS, Gardini L, Fontana L, Musa M, Gabai A, Maniaci A, Lavalle S, D’Esposito F, Russo A, Longo A, Surico PL, Gagliano C, Zeppieri M. Novel Approaches for Early Detection of Retinal Diseases Using Artificial Intelligence. J Pers Med 2024; 14:690. [PMID: 39063944 PMCID: PMC11278069 DOI: 10.3390/jpm14070690] [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: 05/30/2024] [Revised: 06/24/2024] [Accepted: 06/25/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND An increasing amount of people are globally affected by retinal diseases, such as diabetes, vascular occlusions, maculopathy, alterations of systemic circulation, and metabolic syndrome. AIM This review will discuss novel technologies in and potential approaches to the detection and diagnosis of retinal diseases with the support of cutting-edge machines and artificial intelligence (AI). METHODS The demand for retinal diagnostic imaging exams has increased, but the number of eye physicians or technicians is too little to meet the request. Thus, algorithms based on AI have been used, representing valid support for early detection and helping doctors to give diagnoses and make differential diagnosis. AI helps patients living far from hub centers to have tests and quick initial diagnosis, allowing them not to waste time in movements and waiting time for medical reply. RESULTS Highly automated systems for screening, early diagnosis, grading and tailored therapy will facilitate the care of people, even in remote lands or countries. CONCLUSION A potential massive and extensive use of AI might optimize the automated detection of tiny retinal alterations, allowing eye doctors to perform their best clinical assistance and to set the best options for the treatment of retinal diseases.
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Affiliation(s)
| | - Lorenzo Gardini
- Unit of Ophthalmology, Department of Surgical Sciences, Ospedale Maggiore, 40100 Bologna, Italy; (F.S.S.)
| | - Luigi Fontana
- Ophthalmology Unit, Department of Surgical Sciences, Alma Mater Studiorum University of Bologna, IRCCS Azienda Ospedaliero-Universitaria Bologna, 40100 Bologna, Italy
| | - Mutali Musa
- Department of Optometry, University of Benin, Benin City 300238, Edo State, Nigeria
| | - Andrea Gabai
- Department of Ophthalmology, Humanitas-San Pio X, 20159 Milan, Italy
| | - Antonino Maniaci
- Department of Medicine and Surgery, University of Enna “Kore”, Piazza dell’Università, 94100 Enna, Italy
| | - Salvatore Lavalle
- Department of Medicine and Surgery, University of Enna “Kore”, Piazza dell’Università, 94100 Enna, Italy
| | - Fabiana D’Esposito
- Imperial College Ophthalmic Research Group (ICORG) Unit, Imperial College, 153-173 Marylebone Rd, London NW15QH, UK
- Department of Neurosciences, Reproductive Sciences and Dentistry, University of Naples Federico II, Via Pansini 5, 80131 Napoli, Italy
| | - Andrea Russo
- Department of Ophthalmology, University of Catania, 95123 Catania, Italy
| | - Antonio Longo
- Department of Ophthalmology, University of Catania, 95123 Catania, Italy
| | - Pier Luigi Surico
- Schepens Eye Research Institute of Mass Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
- Department of Ophthalmology, Campus Bio-Medico University, 00128 Rome, Italy
| | - Caterina Gagliano
- Department of Medicine and Surgery, University of Enna “Kore”, Piazza dell’Università, 94100 Enna, Italy
- Eye Clinic, Catania University, San Marco Hospital, Viale Carlo Azeglio Ciampi, 95121 Catania, Italy
| | - Marco Zeppieri
- Department of Ophthalmology, University Hospital of Udine, 33100 Udine, Italy
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Ertop M, Yaylacıoğlu Tuncay F, Arıbaş YK, Özdemir HB, Gürelik G, Atılgan ME, Özdek Ş. Evaluation of Central and Peripheral Retinal Vascular Changes in the Fellow Eyes of Patients with Unilateral Retinal Vein Occlusions. Turk J Ophthalmol 2023; 53:349-355. [PMID: 38059582 PMCID: PMC10750094 DOI: 10.4274/tjo.galenos.2023.94389] [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: 07/26/2022] [Accepted: 03/22/2023] [Indexed: 12/08/2023] Open
Abstract
Objectives To evaluate the subtle peripheral retinal and macular vascular changes in the fellow eyes of patients with unilateral retinal vein occlusion (RVO). Materials and Methods This retrospective study included 53 patients with unilateral RVO and 44 age-matched controls. The frequency of peripheral retinal vascular pathologies in both eyes was evaluated using high quality ultra-wide field fluorescein angiography (UWFFA). Macular vascular density, flow area, and foveal avascular zone measurements from optical coherence tomography angiography (OCTA) were analyzed together with laser flare photometry values in patients and controls. Results Peripheral retinal vascular pathologies were detected on UWFFA in the fellow eyes of 36 (67.9%) patients. No significant central vascular pathologies were detected on OCTA and there was no significant difference in OCTA parameters between the fellow eyes and the controls. Flare values did not differ significantly between the control and the fellow eyes. Conclusion Two thirds of the fellow eyes of unilateral RVO patients had subtle peripheral retinal vascular changes, while there was no significant microvascular change detected with OCTA in the macula. This suggests that vascular changes caused by systemic vascular disorders probably first start in the peripheral retina of the fellow eyes of patients with RVO.
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Affiliation(s)
- Mestan Ertop
- Gazi University Faculty of Medicine, Department of Ophthalmology, Ankara, Türkiye
| | - Fulya Yaylacıoğlu Tuncay
- University of Health Sciences Türkiye, Gülhane Faculty of Medicine, Department of Medical Biology, Ankara, Türkiye
| | - Yavuz Kemal Arıbaş
- Abdulkadir Yüksel State Hospital, Clinic of Ophthalmology, Gaziantep, Türkiye
| | | | - Gökhan Gürelik
- Gazi University Faculty of Medicine, Department of Ophthalmology, Ankara, Türkiye
| | - Mehmet Emin Atılgan
- Gazi University Faculty of Medicine, Department of Ophthalmology, Ankara, Türkiye
| | - Şengül Özdek
- Gazi University Faculty of Medicine, Department of Ophthalmology, Ankara, Türkiye
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Ren X, Feng W, Ran R, Gao Y, Lin Y, Fu X, Tao Y, Wang T, Wang B, Ju L, Chen Y, He L, Xi W, Liu X, Ge Z, Zhang M. Artificial intelligence to distinguish retinal vein occlusion patients using color fundus photographs. Eye (Lond) 2023; 37:2026-2032. [PMID: 36302974 PMCID: PMC10333217 DOI: 10.1038/s41433-022-02239-4] [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: 03/12/2022] [Revised: 08/04/2022] [Accepted: 09/02/2022] [Indexed: 11/09/2022] Open
Abstract
PURPOSE Our aim is to establish an AI model for distinguishing color fundus photographs (CFP) of RVO patients from normal individuals. METHODS The training dataset included 2013 CFP from fellow eyes of RVO patients and 8536 age- and gender-matched normal CFP. Model performance was assessed in two independent testing datasets. We evaluated the performance of the AI model using the area under the receiver operating characteristic curve (AUC), accuracy, precision, specificity, sensitivity, and confusion matrices. We further explained the probable clinical relevance of the AI by extracting and comparing features of the retinal images. RESULTS Our model achieved an average AUC was 0.9866 (95% CI: 0.9805-0.9918), accuracy was 0.9534 (95% CI: 0.9421-0.9639), precision was 0.9123 (95% CI: 0.8784-9453), specificity was 0.9810 (95% CI: 0.9729-0.9884), and sensitivity was 0.8367 (95% CI: 0.7953-0.8756) for identifying fundus images of RVO patients in training dataset. In independent external datasets 1, the AUC of the RVO group was 0.8102 (95% CI: 0.7979-0.8226), the accuracy of 0.7752 (95% CI: 0.7633-0.7875), the precision of 0.7041 (95% CI: 0.6873-0.7211), specificity of 0.6499 (95% CI: 0.6305-0.6679) and sensitivity of 0.9124 (95% CI: 0.9004-0.9241) for RVO group. There were significant differences in retinal arteriovenous ratio, optic cup to optic disc ratio, and optic disc tilt angle (p = 0.001, p = 0.0001, and p = 0.0001, respectively) between the two groups in training dataset. CONCLUSION We trained an AI model to classify color fundus photographs of RVO patients with stable performance both in internal and external datasets. This may be of great importance for risk prediction in patients with retinal venous occlusion.
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Affiliation(s)
- Xiang Ren
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
| | - Wei Feng
- Beijing Airdoc Technology Co Ltd, Beijing, China
| | - Ruijin Ran
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
- Minda Hospital of Hubei Minzu University, Enshi, China
| | - Yunxia Gao
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
| | - Yu Lin
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
| | - Xiangyu Fu
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
| | - Yunhan Tao
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
| | - Ting Wang
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China
| | - Bin Wang
- Beijing Airdoc Technology Co Ltd, Beijing, China
| | - Lie Ju
- Beijing Airdoc Technology Co Ltd, Beijing, China
- ECSE, Faculty of Engineering, Monash University, Melbourne, VIC, Australia
| | - Yuzhong Chen
- Beijing Airdoc Technology Co Ltd, Beijing, China
| | - Lanqing He
- Beijing Airdoc Technology Co Ltd, Beijing, China
| | - Wu Xi
- Chengdu Ikangguobin Health Examination Center Ltd, Chengdu, China
| | - Xiaorong Liu
- Chengdu Ikangguobin Health Examination Center Ltd, Chengdu, China
| | - Zongyuan Ge
- ECSE, Faculty of Engineering, Monash University, Melbourne, VIC, Australia
- eResearch Centre, Monash University, Melbourne, VIC, Australia
| | - Ming Zhang
- Department of Ophthalmology, Ophthalmic Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, P. R. China.
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Zheng Z, Yan M, Li L, Zhang D, Zhang L. Analysis of ganglion cell-inner plexiform layer thickness in retinal vein occlusion with resolved macular edema. Int Ophthalmol 2023; 43:655-664. [PMID: 36411372 DOI: 10.1007/s10792-022-02569-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Accepted: 11/12/2022] [Indexed: 11/23/2022]
Abstract
PURPOSE To analyze the retinal ganglion cell-inner plexiform layer (GCIPL) changes in retinal vein occlusion (RVO) eyes with resolved macular edema using optical coherence tomography. METHODS We compared the average and minimum GCIPL thickness in RVO eyes with fellow eyes and healthy controls including 40 unilateral RVO patients and 48 healthy subjects. The average GCIPL thickness in BRVO eyes was segmented into the affected and opposite area according to the site of lesion, comparing them with corresponding areas in fellow eyes. Furthermore, maximum central macular thickness (CMT), visual acuity (VA), and intravitreal injection times were recorded to investigate their relationship with the GCIPL thickness. RESULTS Despite no significant difference in CMT (P = 0.96), the average (P = 0.02 and P < 0.001, respectively) and minimum (both P < 0.001) GCIPL thicknesses were decreased in RVO eyes with resolved macular edema after treatment in comparison to fellow eyes and healthy eyes. Maximum CMT thickness was negatively correlated with the minimum GCIPL thickness (r = - 0.47, P = 0.003). VA and average GCIPL thickness were associated (rs = - 0.49, P = 0.002). In a subgroup analysis that only included BRVO patients, the opposite area revealed no significant difference between two eyes (P = 0.91) although the affected area in BRVO eyes was decreased (P < 0.001). CONCLUSIONS A decrease of GCIPL thickness in RVO was observed even after anatomic restoration and associated with VA prognosis. These GCIPL defects could be attributable to systemic risks and RVO itself, not anti-VEGF effects.
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Affiliation(s)
- Zhaoxia Zheng
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, No. 16 Jiangsu Road, Qingdao, 266003, Shandong Province, China
| | - Meng Yan
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, No. 16 Jiangsu Road, Qingdao, 266003, Shandong Province, China
| | - Lu Li
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, No. 16 Jiangsu Road, Qingdao, 266003, Shandong Province, China
| | - Duo Zhang
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, No. 16 Jiangsu Road, Qingdao, 266003, Shandong Province, China
| | - Lina Zhang
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, No. 16 Jiangsu Road, Qingdao, 266003, Shandong Province, China.
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Morgan JIW, Chui TYP, Grieve K. Twenty-five years of clinical applications using adaptive optics ophthalmoscopy [Invited]. BIOMEDICAL OPTICS EXPRESS 2023; 14:387-428. [PMID: 36698659 PMCID: PMC9841996 DOI: 10.1364/boe.472274] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 11/22/2022] [Accepted: 11/27/2022] [Indexed: 05/02/2023]
Abstract
Twenty-five years ago, adaptive optics (AO) was combined with fundus photography, thereby initiating a new era in the field of ophthalmic imaging. Since that time, clinical applications of AO ophthalmoscopy to investigate visual system structure and function in both health and disease abound. To date, AO ophthalmoscopy has enabled visualization of most cell types in the retina, offered insight into retinal and systemic disease pathogenesis, and been integrated into clinical trials. This article reviews clinical applications of AO ophthalmoscopy and addresses remaining challenges for AO ophthalmoscopy to become fully integrated into standard ophthalmic care.
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Affiliation(s)
- Jessica I. W. Morgan
- Scheie Eye Institute, Department of Ophthalmology, University of Pennsylvania, Philadelphia, PA 19104, USA
- Center for Advanced Retinal and Ocular Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA
- Contributed equally
| | - Toco Y. P. Chui
- Department of Ophthalmology, The New York Eye and Ear Infirmary of Mount Sinai, New York, NY 10003, USA
- Contributed equally
| | - Kate Grieve
- Sorbonne Université, INSERM, CNRS, Institut de la Vision, 17 rue Moreau, and CHNO des Quinze-Vingts, INSERM-DGOS CIC 1423, 28 rue de Charenton, F-75012 Paris, France
- Contributed equally
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RETINAL VASCULAR BED AREA IN EYES WITH RETINAL VEIN OCCLUSION ON ULTRA-WIDE FIELD FLUORESCEIN ANGIOGRAPHY: WAVE STUDY. Retina 2022; 42:1883-1888. [DOI: 10.1097/iae.0000000000003549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Cheng BT, Mishra S, Bryan JM, Sadiq SA, Sklar NC, Suen EG, Mohammed TO, Mirza RG. Retinal Vessel Density and Treatment Intensity among Adults with Retinal Vein Occlusion: A Swept-Source Optical Coherence Tomography Angiography Study. J Clin Med 2022; 11:jcm11102892. [PMID: 35629018 PMCID: PMC9146926 DOI: 10.3390/jcm11102892] [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: 04/12/2022] [Revised: 05/12/2022] [Accepted: 05/16/2022] [Indexed: 11/19/2022] Open
Abstract
Previous studies have shown retinal vein occlusion (RVO) is associated with changes in vessel density visible on swept-source optical coherence tomography angiography (ss-OCTA). This study aimed to characterize retinal changes on ss-OCTA among RVO patients stratified by the need for continuous anti-VEGF therapy. This cross-sectional study of 24 RVO patients ≥ 18 years were imaged with SS-OCT-A. Patients were categorized into continuous vs. limited therapy (≥1 vs. no injections in previous 12 months) based on recurrence of intraretinal fluid (IRF) on OCT. Images were analyzed using ImageJ. T-tests were used to compare vessel density of the macula and peripheral retina. Overall, RVO patients undergoing continuous therapy (n = 14) had higher diabetes prevalence, worse baseline visual acuity, and higher baseline macular thickness compared to the limited (n = 10) therapy group. Continuous therapy was associated with lower macular VD in the combined retina layer and the superficial capillary plexus (SCP), but not in the deep capillary plexus (DCP). Further, the continuous therapy group exhibited lower peripheral VD in the combined retina layer, and no difference in the SCP and DCP layers when analyzed separately. In conclusion, RVO patients requiring continuous anti-VEGF injections demonstrate reduced VD of the macula and in the periphery on SS-OCTA imaging. SS-OCTA may be valuable for monitoring and prognosticating treatment for RVO patients.
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Bakker E, Dikland FA, van Bakel R, Andrade De Jesus D, Sánchez Brea L, Klein S, van Walsum T, Rossant F, Farías DC, Grieve K, Paques M. Adaptive optics ophthalmoscopy: a systematic review of vascular biomarkers. Surv Ophthalmol 2021; 67:369-387. [PMID: 34090882 DOI: 10.1016/j.survophthal.2021.05.012] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 05/17/2021] [Accepted: 05/24/2021] [Indexed: 12/28/2022]
Abstract
Retinal vascular diseases are a leading cause for blindness and partial sight certifications. By applying adaptive optics (AO) to conventional imaging modalities, the microstructures of the retinal vasculature can be observed with high spatial resolution, hence offering a unique opportunity for the exploration of the human microcirculation. The objective of this systematic review is to describe the current state of retinal vascular biomarkers imaged by AO flood illumination ophthalmoscopy (FIO) and AO scanning laser ophthalmoscopy (SLO). A literature research was conducted in the PubMed and Scopus databases on July 9, 2020. From 217 screened studies, 42 were eligible for this review. All studies underwent a quality check regarding their content. A meta-analysis was performed for the biomarkers reported for the same pathology in at least three studies using the same modality. The most frequently studied vascular biomarkers were the inner diameter (ID), outer diameter (OD), parietal thickness (PT), wall cross-sectional area (WCSA), and wall-to-lumen ratio (WLR). The applicability of AO vascular biomarkers has been mostly explored in systemic hypertension using AO FIO and in diabetes using AO SLO. The result of the meta-analysis for hypertensive patients showed that WLR, PT, and ID were significantly different when compared to healthy controls, while WCSA was not (P < 0.001, P = 0.002, P < 0.001, and P = 0.070, respectively). The presented review shows that, although a substantial number of retinal vascular biomarkers have been explored in AO en face imaging, further clinical research and standardization of procedures is needed to validate such biomarkers for the longitudinal monitoring of arterial hypertension and other diseases.
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Affiliation(s)
- Elise Bakker
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands; Clinical Technology, Delft University of Technology, Delft, The Netherlands
| | - Felix Anne Dikland
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands; Clinical Technology, Delft University of Technology, Delft, The Netherlands
| | - Roan van Bakel
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands; Clinical Technology, Delft University of Technology, Delft, The Netherlands
| | - Danilo Andrade De Jesus
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands.
| | - Luisa Sánchez Brea
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Stefan Klein
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Theo van Walsum
- Biomedical Imaging Group Rotterdam, Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Florence Rossant
- ISEP, Institut Supérieur d'Electronique de Paris, Issy-les-Moulineaux, France
| | - Daniela Castro Farías
- Paris Eye Imaging Group, Centre Hospitalier National d'Ophtalmologie des Quinze-Vingts, INSERM-DHOS Clinical Investigation Center, Paris, France
| | - Kate Grieve
- Paris Eye Imaging Group, Centre Hospitalier National d'Ophtalmologie des Quinze-Vingts, INSERM-DHOS Clinical Investigation Center, Paris, France
| | - Michel Paques
- Paris Eye Imaging Group, Centre Hospitalier National d'Ophtalmologie des Quinze-Vingts, INSERM-DHOS Clinical Investigation Center, Paris, France
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Semecas R, Arnould L, Aptel F, Gavard O, Mautuit T, Creuzot-Garcher C, Bron A, MacGillivray T, Hogg S, Trucco E, Chiquet C. Retinal Vessel Phenotype in Patients with a History of Retinal Vein Occlusion. Ophthalmic Res 2021; 65:722-729. [PMID: 33910213 PMCID: PMC9808644 DOI: 10.1159/000516235] [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: 09/14/2020] [Accepted: 02/26/2021] [Indexed: 01/07/2023]
Abstract
INTRODUCTION The aim of the study was to estimate the phenotype of retinal vessels using central retinal artery equivalent (CRAE), central retinal vein equivalent (CRVE), tortuosity, and fractal analysis in the unaffected contralateral eye of patients with central or branch retinal vein occlusion (CRVO or BRVO). METHODS Thirty-four patients suffering from CRVO, 15 suffering from BRVO, and 49 controlled matched subjects had a fundus image analyzed using the VAMPIRE software. The intraclass correlation coefficient and a Bland-Altman plot were done for the reproducibility study. RESULTS There was a lack of evidence of difference between the control group and the CRVO group for CRAE (p = 0.06), CRVE (p = 0.3), and arterio-venule ratio (AVR, p = 0.6). Contralateral eyes of CRVO exhibited a significantly higher arterial and minimum arterial tortuosity values (p = 0.012), as compared with control eyes. Contralateral eyes of patients with a history of BRVO had a significantly higher CRAE (p = 0.02), AVR (p = 0.006), and minimal arterial tortuosity (p = 0.05). Fractal analysis showed that contralateral eyes of BRVO had higher values of fractal parameters (D0a, p = 0.005). CONCLUSION This study suggests that CVRO or BRVO is not triggered by the same retinal vascular phenotypes in the contralateral eye. The morphology of retinal vasculature may be associated with the occurrence of RVO, independently of known risk factors.
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Affiliation(s)
- Rachel Semecas
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Louis Arnould
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Clinical Epidemiology/Clinical Trials Unit, INSERM, CIC1432, Dijon University Hospital, Clinical Investigation Center, Dijon, France
| | - Florent Aptel
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Olivier Gavard
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Thibaud Mautuit
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France
| | - Catherine Creuzot-Garcher
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Eye and Nutrition Research Group, CSGA, UMR 1324 INRA, Dijon, France
| | - Alain Bron
- Department of Ophthalmology, University Hospital of Dijon, Dijon, France,Eye and Nutrition Research Group, CSGA, UMR 1324 INRA, Dijon, France
| | - Tom MacGillivray
- VAMPIRE Project, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Stephen Hogg
- VAMPIRE project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Emmanuel Trucco
- VAMPIRE project, Computing, School of Science and Engineering, University of Dundee, Dundee, UK
| | - Christophe Chiquet
- Department of Ophthalmology, University Hospital of Grenoble, Grenoble, France,Grenoble Alpes University, Grenoble, France,HP2 Laboratory, INSERM U1042, University Grenoble Alpes, Grenoble, France,*Christophe Chiquet,
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Lagatuz M, Vyas RJ, Predovic M, Lim S, Jacobs N, Martinho M, Valizadegan H, Kao D, Oza N, Theriot CA, Zanello SB, Taibbi G, Vizzeri G, Dupont M, Grant MB, Lindner DJ, Reinecker HC, Pinhas A, Chui TY, Rosen RB, Moldovan N, Vickerman MB, Radhakrishnan K, Parsons-Wingerter P. Vascular Patterning as Integrative Readout of Complex Molecular and Physiological Signaling by VESsel GENeration Analysis. J Vasc Res 2021; 58:207-230. [PMID: 33839725 PMCID: PMC9903340 DOI: 10.1159/000514211] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 12/23/2020] [Indexed: 11/19/2022] Open
Abstract
The molecular signaling cascades that regulate angiogenesis and microvascular remodeling are fundamental to normal development, healthy physiology, and pathologies such as inflammation and cancer. Yet quantifying such complex, fractally branching vascular patterns remains difficult. We review application of NASA's globally available, freely downloadable VESsel GENeration (VESGEN) Analysis software to numerous examples of 2D vascular trees, networks, and tree-network composites. Upon input of a binary vascular image, automated output includes informative vascular maps and quantification of parameters such as tortuosity, fractal dimension, vessel diameter, area, length, number, and branch point. Previous research has demonstrated that cytokines and therapeutics such as vascular endothelial growth factor, basic fibroblast growth factor (fibroblast growth factor-2), transforming growth factor-beta-1, and steroid triamcinolone acetonide specify unique "fingerprint" or "biomarker" vascular patterns that integrate dominant signaling with physiological response. In vivo experimental examples described here include vascular response to keratinocyte growth factor, a novel vessel tortuosity factor; angiogenic inhibition in humanized tumor xenografts by the anti-angiogenesis drug leronlimab; intestinal vascular inflammation with probiotic protection by Saccharomyces boulardii, and a workflow programming of vascular architecture for 3D bioprinting of regenerative tissues from 2D images. Microvascular remodeling in the human retina is described for astronaut risks in microgravity, vessel tortuosity in diabetic retinopathy, and venous occlusive disease.
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Affiliation(s)
- Mark Lagatuz
- Redline Performance Solutions, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Ruchi J. Vyas
- Mori Associates, Space Biology Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Marina Predovic
- Blue Marble Space Institute of Science, Space Biology Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Shiyin Lim
- Blue Marble Space Institute of Science, Space Biology Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Nicole Jacobs
- Blue Marble Space Institute of Science, Space Biology Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Miguel Martinho
- Universities Space Research Association, Intelligent Systems Division, Exploration Technology Directorate, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Hamed Valizadegan
- Universities Space Research Association, Intelligent Systems Division, Exploration Technology Directorate, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - David Kao
- Advanced Supercomputing & Intelligent Systems Divisions, Exploration Technology Directorate, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Nikunj Oza
- Advanced Supercomputing & Intelligent Systems Divisions, Exploration Technology Directorate, Ames Research Center, National Aeronautics and Space Administration, Moffett Field CA, USA
| | - Corey A. Theriot
- Department of Preventive Medicine and Community Health, The University of Texas Medical Branch at Galveston, Galveston, TX, USA
- KBRWyle, Johnson Space Center, National Aeronautics and Space Administration, Houston, TX, USA
| | - Susana B. Zanello
- KBRWyle, Johnson Space Center, National Aeronautics and Space Administration, Houston, TX, USA
| | - Giovanni Taibbi
- Department of Ophthalmology and Visual Sciences, The University of Texas Medical Branch at Galveston, Galveston, TX, USA
| | - Gianmarco Vizzeri
- Department of Ophthalmology and Visual Sciences, The University of Texas Medical Branch at Galveston, Galveston, TX, USA
| | - Mariana Dupont
- Department of Ophthalmology and Visual Sciences, School of Medicine, University of Alabama, Birmingham AL, USA
| | - Maria B. Grant
- Department of Ophthalmology and Visual Sciences, School of Medicine, University of Alabama, Birmingham AL, USA
| | - Daniel J. Lindner
- Taussig Cancer Institute, Cleveland Clinic Foundation, Cleveland OH, USA
| | - Hans-Christian Reinecker
- Departments of Medicine and Immunology, Division of Digestive and Liver Diseases, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Alexander Pinhas
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY, USA
| | - Toco Y. Chui
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY, USA
| | - Richard B. Rosen
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY, USA
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nicanor Moldovan
- Department of Ophthalmology, Indiana University School of Medicine and Indiana University Purdue University at Indianapolis IN, USA
- Richard L. Roudebush VA Medical Center, Veteran’s Administration, Indianapolis IN, USA
| | - Mary B. Vickerman
- Data Systems Branch, John Glenn Research Center, National Aeronautics and Space Administration, Cleveland, OH, USA (retired)
| | - Krishnan Radhakrishnan
- Center for Behavioral Health Statistics and Quality, Substance Abuse and Mental Health Services Administration, U.S. Department of Health and Human Services, Rockville, MD, USA
- College of Medicine, University of Kentucky, Lexington, KY, USA
| | - Patricia Parsons-Wingerter
- Space Biology Division, Space Technology Mission Directorate, Ames Research Center, National Aeronautics and Space Administration, Moffett Field, CA, USA
- Low Gravity Exploration Technology, Research and Engineering Directorate, John Glenn Research Center, National Aeronautics and Space Administration, Cleveland, OH, USA
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11
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Matsumoto M, Suzuma K, Akiyama F, Yamada K, Harada S, Tsuiki E, Kitaoka T. Retinal Microvascular Resistance Estimated from Waveform Analysis Is Significantly Higher With a Threshold Value in Central Retinal Vein Occlusion. Transl Vis Sci Technol 2020; 9:4. [PMID: 33288991 PMCID: PMC7571322 DOI: 10.1167/tvst.9.11.4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 09/07/2020] [Indexed: 11/25/2022] Open
Abstract
Purpose Evaluation of blood flow is useful for understanding the severity of central retinal vein occlusion (CRVO). Actual blood flow may be determined by the resistivity of the retinal vein in CRVO. We have previously evaluated mean blur rate (MBR) to reflect total retinal blood flow velocity in CRVO cases using laser speckle flowgraphy (LSFG). This study evaluated retinal total vascular resistance in CRVO cases using the new index of total capillary resistance (TCR) from LSFG. Methods We measured the TCR of 68 CRVO patients who visited Nagasaki University Hospital between 2009 and 2016 and 42 age-matched controls without systemic disease. We compared TCRs among control eyes, CRVO fellow eyes, and CRVO affected eyes. A CRVO threshold value was then obtained from the receiver operating characteristic curve. Results MBR was significantly lower for CRVO affected eyes (20.3 ± 8.2) than for control eyes (37.5 ± 8.4; P < 0.01) and CRVO fellow eyes (36.4 ± 10.0; P < 0.01, Dunn's test). TCR was significantly higher for CRVO affected eyes (1.20 ± 0.55) than for control eyes (0.68 ± 0.2; P < 0.01) and CRVO fellow eyes (0.81 ± 0.28; P < 0.01, Dunn's test). The threshold for the presence of CRVO was 0.93 and area under the curve was 0.84. Conclusions By measuring TCR in addition to MBR, more detailed information regarding CRVO pathology can be obtained. Translational Relevance Comparison of values before and after treatment may be useful for evaluating the effects of treatment.
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Affiliation(s)
- Makiko Matsumoto
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Kiyoshi Suzuma
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Kagawa University, Kagawa, Japan
| | - Fumito Akiyama
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Kanako Yamada
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Shiori Harada
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Eiko Tsuiki
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
| | - Takashi Kitaoka
- Department of Ophthalmology and Visual Sciences, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan
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12
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Ozcaliskan S, Ozcan Y. Quantitative assessment of macular microvasculature and radial peripapillary capillary plexus in the fellow eyes of patients with retinal vein occlusion using OCT angiography. J Fr Ophtalmol 2020; 43:842-850. [PMID: 32928575 DOI: 10.1016/j.jfo.2020.06.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 05/12/2020] [Accepted: 06/01/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE To evaluate the macular microvasculature and radial peripapillary capillary (RPC) plexus in the fellow eyes of patients diagnosed with unilateral retinal vein occlusion (RVO), using optical coherence tomography angiography (OCTA). METHODS Seventy-two fellow eyes of patients with unilateral RVO and 74 healthy control eyes were consecutively enrolled. All subjects underwent a complete ophthalmological assessment, including optical coherence tomography (OCT) and OCTA measurements. Foveal avascular zone (FAZ) area, macular vessel density (VD), and perfusion density (PD) of the superficial capillary plexus (SCP) were measured. The perfusion and flux index (FI) of the RPC plexus were measured using a 4.5mm×4.5mm ONH angiography scan acquisition protocol. RESULTS The mean macular ganglion cell-inner plexiform layer (GC-IPL), and retinal nerve fibre layer (RNFL) in the inferior quadrant were significantly thinner in the fellow eyes of RVO patients compared to control eyes (P=0.010 and P=0.043, respectively). The mean macular VD in the outer ring was significantly lower in fellow eyes of RVO patients compared to control eyes (P=0.027). The mean RPC perfusion showed no significant difference between fellow eyes of RVO patients and control eyes in the four quadrants (P>0.05, all). The mean peripapillary global, inferior and nasal FI were significant lower in the fellow eyes of RVO patients compared to control eyes (P=0.033, P=0.008, P=0.009, respectively). CONCLUSION In the fellow eyes of RVO patients, macular VD was significantly lower in the outer region, and peripapillary structural and microvascular alterations were remarkable in the inferior quadrant. The results of this study showed that the presence of RVO might be related to retinal microvasculature changes in both the macular and peripapillary regions of the unaffected fellow eyes.
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Affiliation(s)
- S Ozcaliskan
- University of Health Sciences, Beyoglu Eye Training and Research Hospital, Istanbul, Turkey.
| | - Y Ozcan
- Yeditepe University, Faculty of Medicine, Department of Ophthalmology, Istanbul, Turkey
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13
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Jung WH, Kim JL. Retinal Capillary Network in Fellow Eyes with Unilateral Vein Occlusion Using Optical Coherence Tomography Angiography. JOURNAL OF THE KOREAN OPHTHALMOLOGICAL SOCIETY 2020. [DOI: 10.3341/jkos.2020.61.6.610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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14
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Abstract
PURPOSE OF REVIEW This article reviews emerging technologies in retinal imaging, including their scientific background, clinical implications and future directions. RECENT FINDINGS Fluorescence lifetime imaging ophthalmoscopy is a technology that will reveal biochemical and metabolic changes of the retina at the cellular level. Optical coherence tomography is evolving exponentially toward higher resolution, faster speed, increased portability and more cost effective. Adaptive optics scanning laser ophthalmoscopy fluorescein angiography will provide unprecedented detail of the retinal vasculature down to the level of capillaries, enabling earlier and more sensitive detection of retinal vascular diseases. SUMMARY Continued developments in retinal imaging focus on improved resolution, faster speed and noninvasiveness, while providing new information on the structure-function relationship of the retina inclusive of metabolic activity at the cellular level.
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15
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Shin YI, Nam KY, Lee SE, Lim HB, Lee MW, Jo YJ, Kim JY. Changes in Peripapillary Microvasculature and Retinal Thickness in the Fellow Eyes of Patients With Unilateral Retinal Vein Occlusion: An OCTA Study. Invest Ophthalmol Vis Sci 2019; 60:823-829. [PMID: 30807638 DOI: 10.1167/iovs.18-26288] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To evaluate changes in peripapillary microvascular parameters in the fellow eyes of patients with unilateral retinal vein occlusion (RVO) using optical coherence tomography angiography (OCTA) and to determine the relationships between peripapillary microvasculature and retinal nerve fiber layer (RNFL) and ganglion cell-inner plexiform layer (GC-IPL) thickness. Methods Eighty-three patients with unilateral RVO (50 patients with branch RVO and 33 with central RVO) and 83 normal controls were enrolled. OCTA (Cirrus HD-OCT 5000 with AngioPlex) 6 × 6-mm scans centered on the optic disc were acquired. Peripapillary vessel density (VD) and perfusion density (PD) were automatically calculated. Results The average RNFL and GC-IPL thicknesses in the fellow eyes of RVO patients were significantly thinner than in normal controls (93.5 vs. 96.6 μm, P = 0.013 and 81.3 vs. 84.1 μm, P = 0.003, respectively). In the fellow eyes of patients with unilateral RVO, the peripapillary VD of the inner ring, outer ring, and full area (17.47, 18.50, and 17.89, respectively) were significantly lower than those of controls (17.87, 18.87, and 18.27, respectively). The peripapillary PD of the inner ring, outer ring, and full area (0.456, 0.467, and 0.456, respectively) were also significantly lower than those of controls (0.468, 0.476, and 0.466, respectively). RNFL and GC-IPL thicknesses were correlated with both peripapillary VD and PD. Conclusions OCTA revealed that peripapillary microvascular parameters in the fellow eyes of patients with unilateral RVO were decreased, and GC-IPL and RNFL thinning were also observed. The RNFL and GC-IPL thicknesses were positively correlated with both peripapillary VD and PD.
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Affiliation(s)
- Yong-Il Shin
- Department of Ophthalmology, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Ki Yup Nam
- Department of Ophthalmology, Kosin University College of Medicine, Busan, Republic of Korea
| | - Seong Eun Lee
- Department of Ophthalmology, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Hyung-Bin Lim
- Department of Ophthalmology, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Min Woo Lee
- Department of Ophthalmology, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Young-Joon Jo
- Department of Ophthalmology, Chungnam National University College of Medicine, Daejeon, Republic of Korea
| | - Jung-Yeul Kim
- Department of Ophthalmology, Chungnam National University College of Medicine, Daejeon, Republic of Korea
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16
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Rosen RB, Andrade Romo JS, Krawitz BD, Mo S, Fawzi AA, Linderman RE, Carroll J, Pinhas A, Chui TY. Earliest Evidence of Preclinical Diabetic Retinopathy Revealed Using Optical Coherence Tomography Angiography Perfused Capillary Density. Am J Ophthalmol 2019; 203:103-115. [PMID: 30689991 DOI: 10.1016/j.ajo.2019.01.012] [Citation(s) in RCA: 103] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 01/16/2019] [Indexed: 12/19/2022]
Abstract
PURPOSE To compare perfused capillary density (PCD) in diabetic patients and healthy controls using optical coherence tomography angiography (OCTA). METHODS Forty controls, 36 diabetic subjects without clinical retinopathy (NoDR), 38 with nonproliferative retinopathy (NPDR), and 38 with proliferative retinopathy (PDR) were imaged using spectral-domain optical coherence tomography. A 3 × 3-mm full-thickness parafoveal OCTA scan was obtained from each participant. Following manual delineation of the foveal avascular zone (FAZ), FAZ area, perimeter, and acircularity index were determined. Seven consecutive equidistant 200-μm-wide annular segments were drawn at increasing eccentricities from the FAZ margin. Annular PCD (%) was defined as perfused capillary area divided by the corresponding annulus area after subtraction of noncapillary blood vessel areas. Nonparametric Kruskal-Wallis testing with Bonferroni correction was performed in pairwise comparisons of group PCD values. RESULTS The NoDR group demonstrated consistently higher PCD compared to the control group in all 7 annuli, reaching statistical significance (36.6% ± 3.30% vs 33.6% ± 3.98%, P = .034) at the innermost annulus (FAZ margin to 200 μm out). The NPDR and PDR groups demonstrated progressively decreasing PCD. Differences in FAZ metrics between the NoDR and control groups did not reach statistical significance. CONCLUSIONS Relative to healthy controls, increased PCD values in the NoDR group likely represent an autoregulatory response to increased metabolic demand, while the decrease in PCD that follows in NPDR and PDR results largely from an incremental loss of capillary segments. These findings, consistent with previous studies, demonstrate the potential of OCTA as a clinical tool for earlier objective detection of preclinical diabetic retinopathy. NOTE: Publication of this article is sponsored by the American Ophthalmological Society.
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Automated macular segmentation with spectral domain optical coherence tomography in the fellow eyes of patients with unilateral retinal vein occlusion. Int Ophthalmol 2018; 39:2049-2056. [PMID: 30421317 DOI: 10.1007/s10792-018-1039-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2018] [Accepted: 11/07/2018] [Indexed: 10/27/2022]
Abstract
PURPOSE To assess the change in the macular layers in the fellow eyes of unilateral retinal vein occlusion (RVO) patients and to evaluate whether certain layers are more affected based on RVO type. METHODS This retrospective study included 87 fellow eyes of patients with unilateral RVO (26 central, 61 branch) and 105 eyes of 105 subjects without RVO. Spectral domain optical coherence tomography was used for automatized retinal segmentation. The thicknesses of retinal nerve fiber layer (RNFL), ganglion cells, inner plexiform, inner nuclear, outer plexiform, outer nuclear, photoreceptor layers, overall inner retinal layers and retinal pigment epithelium (RPE) were documented. RESULTS Inner plexiform layer was thinner in inferior sector in RVO group compared with the control group (p = 0.047). The subgroup analysis showed that the retina was thinner in RVO group compared with the controls without systemic diseases in some sectors of the following layers: inferior retina, RNFL, ganglion cell layer, inner plexiform layer, inner retinal layers and RPE (p < 0.05). Retinal thickness was decreased in the fellow eyes of branch RVO group compared to that in the central RVO group in the some sectors (p < 0.05). CONCLUSIONS The fellow eyes of unilateral RVO patients did not show major structural differences compared with the controls; however, they revealed significant sectoral thinning in many retinal layers when compared with the eyes of healthy subjects without systemic diseases. Central macula was thinner in the fellow eyes of patients with branch RVO compared to that in central RVO.
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18
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Krawitz BD, Phillips E, Bavier RD, Mo S, Carroll J, Rosen RB, Chui TYP. Parafoveal Nonperfusion Analysis in Diabetic Retinopathy Using Optical Coherence Tomography Angiography. Transl Vis Sci Technol 2018; 7:4. [PMID: 30009090 PMCID: PMC6042523 DOI: 10.1167/tvst.7.4.4] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2018] [Accepted: 05/22/2018] [Indexed: 12/12/2022] Open
Abstract
Purpose To describe a new technique for mapping parafoveal intercapillary areas (PICAs) using optical coherence tomography angiography (OCTA), and demonstrate its utility for quantifying parafoveal nonperfusion in diabetic retinopathy (DR). Methods Nineteen controls, 15 diabetics with no retinopathy (noDR), 15 with nonproliferative diabetic retinopathy (NPDR), and 15 with proliferative diabetic retinopathy (PDR) were imaged with 10 macular OCTA scans. PICAs were automatically delineated on the averaged superficial OCTA images. Following creation of an eccentricity-specific reference database from the controls, all PICAs greater than 2 SD above the reference means for PICA area and minor axis length were identified as nonperfused areas. Regions of interest (ROI) at 300 μm and 1000 μm from the foveal avascular zone (FAZ) margin were analyzed. Percent nonperfused area was defined as summed nonperfused areas divided by ROI area. Values were compared using Kruskal-Wallis and post-hoc Mann-Whitney U tests. Results Median values for total percent nonperfused area at the 300-μm ROI were 2.09, 2.44, 18.08, and 27.55 in the control, noDR, NPDR, and PDR groups, respectively. Median values at the 1000-μm ROI were 3.10, 3.31, 13.42, and 23.00. While there were no significant differences between the control and noDR groups, significant differences were observed between all other groups at both ROIs. Conclusions Percent nonperfused area can quantify parafoveal nonperfusion in DR and can be calculated through automatic delineation of PICAs in an eccentricity-specific manner using a standard deviation mapping approach. Translational Relevance Percent nonperfused area shows promise as a metric to measure disease severity in diabetic retinopathy.
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Affiliation(s)
- Brian D Krawitz
- Icahn School of Medicine at Mount Sinai, New York City, NY, USA.,Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York City, NY, USA
| | - Erika Phillips
- Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Richard D Bavier
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York City, NY, USA
| | - Shelley Mo
- Icahn School of Medicine at Mount Sinai, New York City, NY, USA.,Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York City, NY, USA
| | - Joseph Carroll
- Ophthalmology and Visual Sciences, Medical College of Wisconsin, Milwaukee, WI, USA.,Biophysics, Medical College of Wisconsin, Milwaukee, WI, USA.,Cell Biology, Neurobiology and Anatomy, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Richard B Rosen
- Icahn School of Medicine at Mount Sinai, New York City, NY, USA.,Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York City, NY, USA
| | - Toco Y P Chui
- Icahn School of Medicine at Mount Sinai, New York City, NY, USA.,Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York City, NY, USA
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Zhang B, Li N, Kang J, He Y, Chen XM. Adaptive optics scanning laser ophthalmoscopy in fundus imaging, a review and update. Int J Ophthalmol 2017; 10:1751-1758. [PMID: 29181321 DOI: 10.18240/ijo.2017.11.18] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Accepted: 09/04/2017] [Indexed: 02/05/2023] Open
Abstract
Adaptive optics scanning laser ophthalmoscopy (AO-SLO) has been a promising technique in funds imaging with growing popularity. This review firstly gives a brief history of adaptive optics (AO) and AO-SLO. Then it compares AO-SLO with conventional imaging methods (fundus fluorescein angiography, fundus autofluorescence, indocyanine green angiography and optical coherence tomography) and other AO techniques (adaptive optics flood-illumination ophthalmoscopy and adaptive optics optical coherence tomography). Furthermore, an update of current research situation in AO-SLO is made based on different fundus structures as photoreceptors (cones and rods), fundus vessels, retinal pigment epithelium layer, retinal nerve fiber layer, ganglion cell layer and lamina cribrosa. Finally, this review indicates possible research directions of AO-SLO in future.
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Affiliation(s)
- Bing Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Ni Li
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Jie Kang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Yi He
- Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, Sichuan Province, China
| | - Xiao-Ming Chen
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
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20
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Koulisis N, Kim AY, Chu Z, Shahidzadeh A, Burkemper B, Olmos de Koo LC, Moshfeghi AA, Ameri H, Puliafito CA, Isozaki VL, Wang RK, Kashani AH. Quantitative microvascular analysis of retinal venous occlusions by spectral domain optical coherence tomography angiography. PLoS One 2017; 12:e0176404. [PMID: 28437483 PMCID: PMC5402954 DOI: 10.1371/journal.pone.0176404] [Citation(s) in RCA: 64] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Accepted: 04/09/2017] [Indexed: 01/05/2023] Open
Abstract
Purpose To quantitatively evaluate the retinal microvasculature in human subjects with retinal venous occlusions (RVO) using optical coherence tomography angiography (OCTA). Design Retrospective, cross-sectional, observational case series. Participants Sixty subjects (84 eyes) were included (20 BRVO, 14 CRVO, 24 unaffected fellow eyes, and 26 controls). Methods OCTA was performed on a prototype, spectral domain-OCTA system in the 3x3mm central macular region. Custom software was used to quantify morphology and density of retinal capillaries using four quantitative parameters. The vasculature of the segmented retinal layers and nonsegmented whole retina were analyzed. Main outcome measures Fractal dimension (FD), vessel density (VD), skeletal density (SD), and vessel diameter index (VDI) within the segmented retinal layers and nonsegmented whole retina vasculature. Results Nonsegmented analysis of RVO eyes demonstrated significantly lower FD (1.64±0.01 vs 1.715±0.002; p<0.001), VD (0.32±0.01 vs 0.432±0.002; p<0.001), and SD (0.073±0.004 vs 0.099±0.001; p<0.001) compared to controls. Compared to the fellow eye, FD, VD and SD were lower (p<0.001), and VDI was higher (p<0.001). FD, VD, and SD progressively decreased as the extent (or type) of RVO increased (control vs BRVO vs CRVO; p<0.001). In the unaffected fellow eye FD, VD and SD showed significant differences when compared to control eyes or affected RVO eyes (p<0.001). Conclusions Quantitative OCTA of the central 3x3mm macular region demonstrates significant differences in capillary density and morphology among subjects with BRVO and CRVO compared to controls or unaffected fellow eyes in all vascular layers. The unaffected fellow eyes also demonstrate significant differences when compared to controls. OCTA allows for noninvasive, layer-specific, quantitative evaluation of RVO-associated microvascular changes.
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Affiliation(s)
- Nicole Koulisis
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Alice Y. Kim
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Zhongdi Chu
- Department of Bioengineering, University of Washington, Seattle, Washington
| | - Anoush Shahidzadeh
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Bruce Burkemper
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Lisa C. Olmos de Koo
- Department of Ophthalmology, University of Washington School of Medicine, Seattle, Washington
| | - Andrew A. Moshfeghi
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Hossein Ameri
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Carmen A. Puliafito
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Veronica L. Isozaki
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Ruikang K. Wang
- Department of Bioengineering, University of Washington, Seattle, Washington
| | - Amir H. Kashani
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine, University of Southern California, Los Angeles, California
- * E-mail:
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21
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DIFFERENTIAL MACULAR FEATURES ON OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY IN EYES WITH CHOROIDAL NEVUS AND MELANOMA. Retina 2017; 37:731-740. [DOI: 10.1097/iae.0000000000001233] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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22
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Optical coherence tomography angiography microvascular findings in macular edema due to central and branch retinal vein occlusions. Sci Rep 2017; 7:40763. [PMID: 28098203 PMCID: PMC5241684 DOI: 10.1038/srep40763] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Accepted: 12/09/2016] [Indexed: 01/10/2023] Open
Abstract
The aim of this study was to evaluate retinal and choriocapillaris vessel density using optical coherence tomography angiography (OCTA) in eyes with central retinal vein occlusion (CRVO) and branch retinal vein occlusion (BRVO) complicated by macular edema (ME). Sixty eyes of 60 patients with CRVO or BRVO and ME and 40 healthy subjects underwent measurements of superficial and deep foveal and parafoveal vessel density (FVD, PFVD) and choricapillary density using OCTA at baseline and 60 days after intravitreal dexamethasone implant (IVDEX). FVD and PFVD of the superficial plexus were not significantly lower in CRVO group compared to the controls while in the BRVO group overall PFVD were significantly lower compared to control group (p < 0.001). Overall PFVD of the deep plexus was significantly lower in CRVO and BRVO groups compared to the control group (p < 0.001). FVD and overall PFVD of choriocapillaris were significantly reduced compared to controls in CRVO group (p < 0.001) and PFVD of choriocapillaris was significantly reduced compared to controls in the affected hemi fields in BRVO groups (p < 0.001). OCTA showed vessel density reduction in BRVO and CRVO with main involvement of the deep retinal plexus compared to the superficial retinal plexus due to ischemia that did not recover after intravitreal dexamethasone implant.
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Chui TYP, Mo S, Krawitz B, Menon NR, Choudhury N, Gan A, Razeen M, Shah N, Pinhas A, Rosen RB. Human retinal microvascular imaging using adaptive optics scanning light ophthalmoscopy. Int J Retina Vitreous 2016; 2:11. [PMID: 27847629 PMCID: PMC5088465 DOI: 10.1186/s40942-016-0037-8] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 02/21/2016] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Retinal microvascular imaging is an especially promising application of high resolution imaging since there are increasing options for therapeutic intervention and need for better structural and functional biomarkers to characterize ocular and systemic vascular diseases. MAIN BODY Adaptive optics scanning light ophthalmoscopy (AOSLO) is an emerging technology for improving in vivo imaging of the human retinal microvasculature, allowing unprecedented visualization of retinal microvascular structure, measurements of blood flow velocity, and microvascular network mapping. This high resolution imaging technique shows significant potential for studying physiological and pathological conditions of the retinal microvasculature noninvasively. CONCLUSION This review will briefly summarize the abilities of in vivo human retinal microvasculature imaging in healthy controls, as well as patients with diabetic retinopathy, retinal vein occlusion, and sickle cell retinopathy using AOSLO and discuss its potential contribution to scientific research and clinical applications.
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Affiliation(s)
- Toco Y P Chui
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Shelley Mo
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Brian Krawitz
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Nikhil R Menon
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Nadim Choudhury
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Alexander Gan
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA
| | - Moataz Razeen
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Alexandria Faculty of Medicine, University of Alexandria, Alexandria, Egypt
| | - Nishit Shah
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA
| | - Alexander Pinhas
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Richard B Rosen
- Department of Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, New York, NY USA.,Icahn School of Medicine at Mount Sinai, New York, NY USA
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Morgan JIW. The fundus photo has met its match: optical coherence tomography and adaptive optics ophthalmoscopy are here to stay. Ophthalmic Physiol Opt 2016; 36:218-39. [PMID: 27112222 PMCID: PMC4963017 DOI: 10.1111/opo.12289] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2015] [Accepted: 01/20/2016] [Indexed: 12/24/2022]
Abstract
PURPOSE Over the past 25 years, optical coherence tomography (OCT) and adaptive optics (AO) ophthalmoscopy have revolutionised our ability to non-invasively observe the living retina. The purpose of this review is to highlight the techniques and human clinical applications of recent advances in OCT and adaptive optics scanning laser/light ophthalmoscopy (AOSLO) ophthalmic imaging. RECENT FINDINGS Optical coherence tomography retinal and optic nerve head (ONH) imaging technology allows high resolution in the axial direction resulting in cross-sectional visualisation of retinal and ONH lamination. Complementary AO ophthalmoscopy gives high resolution in the transverse direction resulting in en face visualisation of retinal cell mosaics. Innovative detection schemes applied to OCT and AOSLO technologies (such as spectral domain OCT, OCT angiography, confocal and non-confocal AOSLO, fluorescence, and AO-OCT) have enabled high contrast between retinal and ONH structures in three dimensions and have allowed in vivo retinal imaging to approach that of histological quality. In addition, both OCT and AOSLO have shown the capability to detect retinal reflectance changes in response to visual stimuli, paving the way for future studies to investigate objective biomarkers of visual function at the cellular level. Increasingly, these imaging techniques are being applied to clinical studies of the normal and diseased visual system. SUMMARY Optical coherence tomography and AOSLO technologies are capable of elucidating the structure and function of the retina and ONH noninvasively with unprecedented resolution and contrast. The techniques have proven their worth in both basic science and clinical applications and each will continue to be utilised in future studies for many years to come.
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Affiliation(s)
- Jessica I W Morgan
- Department of Ophthalmology, Scheie Eye Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
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