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Amirmoezzi Y, Ghofrani-Jahromi M, Parsaei H, Afarid M, Mohsenipoor N. An Open-source Image Analysis Toolbox for Quantitative Retinal Optical Coherence Tomography Angiography. J Biomed Phys Eng 2024; 14:31-42. [PMID: 38357600 PMCID: PMC10862112 DOI: 10.31661/jbpe.v0i0.2106-1349] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 08/07/2021] [Indexed: 02/16/2024]
Abstract
Background Qualitative and quantitative assessment of retinal perfusion using optical coherence tomography angiography (OCTA) has shown to be effective in the treatment and management of various retinal and optic nerve diseases. However, manual analyses of OCTA images to calculate metrics related to Foveal Avascular Zone (FAZ) morphology, and retinal vascular density and morphology are costly, time-consuming, subject to human error, and are exposed to both inter and intra operator variability. Objective This study aimed to develop an open-source software framework for quantitative OCTA (QOCTA). Particularly, for analyzing OCTA images and measuring several indices describing microvascular morphology, vessel morphology, and FAZ morphology. Material and Methods In this analytical study, we developed a toolbox or QOCTA using image processing algorithms provided in MATLAB. The software automatically determines FAZ and measures several parameters related to both size and shape of FAZ including area, perimeter, Feret's diameter circularity, axial ratio, roundness, and solidity. The microvascular structure is derived from the processed image to estimate the vessel density (VD). To assess the reliability of the software, three independent operators measured the mentioned parameters for the eyes of 21 subjects. The consistency of the values was assessed using the intraclass correlation coefficient (ICC) index. Results Excellent consistency was observed between the measurements completed for the superficial layer, ICC >0.9. For the deep layer, good reliability in the measurements was achieved, ICC >0.7. Conclusion The developed software is reliable; hence, it can facilitate quantitative OCTA, further statistical comparison in cohort OCTA studies, and can assist with obtaining deeper insights into retinal variations in various populations.
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Affiliation(s)
- Yalda Amirmoezzi
- Department of Medical Physics and Engineering, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Shiraz Neuroscience Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | - Hossein Parsaei
- Department of Medical Physics and Engineering, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Shiraz Neuroscience Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mehrdad Afarid
- Poostchi Ophthalmology Research Center, Department of Ophthalmology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Negar Mohsenipoor
- Poostchi Ophthalmology Research Center, Department of Ophthalmology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
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Joseph S, Robbins CB, Haystead A, Hemesath A, Allen A, Kundu A, Ma JP, Scott BL, Moore KPL, Agrawal R, Gunasan V, Stinnett SS, Grewal DS, Fekrat S. Characterizing differences in retinal and choroidal microvasculature and structure in individuals with Huntington's Disease compared to healthy controls: A cross-sectional prospective study. PLoS One 2024; 19:e0296742. [PMID: 38289919 PMCID: PMC10826956 DOI: 10.1371/journal.pone.0296742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 12/18/2023] [Indexed: 02/01/2024] Open
Abstract
OBJECTIVE To characterize retinal and choroidal microvascular and structural changes in patients who are gene positive for mutant huntingtin protein (mHtt) with symptoms of Huntington's Disease (HD). METHODS This study is a cross-sectional comparison of patients who are gene positive for mHtt and exhibit symptoms of HD, either motor manifest or prodromal (HD group), and cognitively normal individuals without a family history of HD (control group). HD patients were diagnosed by Duke movement disorder neurologists based on the Unified Huntington's Disease Rating Scale (UHDRS). Fovea and optic nerve centered OCT and OCTA images were captured using Zeiss Cirrus HD-5000 with AngioPlex. Outcome metrics included central subfield thickness (CST), peripapillary retinal nerve fiber layer (pRNFL) thickness, ganglion cell-inner plexiform layer (GCIPL) thickness, and choroidal vascularity index (CVI) on OCT, and foveal avascular zone (FAZ) area, vessel density (VD), perfusion density (PD), capillary perfusion density (CPD), and capillary flux index (CFI) on OCTA. Generalized estimating equation (GEE) models were used to account for inter-eye correlation. RESULTS Forty-four eyes of 23 patients in the HD group and 77 eyes of 39 patients in the control group were analyzed. Average GCIPL thickness and FAZ area were decreased in the HD group compared to controls (p = 0.001, p < 0.001). No other imaging metrics were significantly different between groups. CONCLUSIONS Patients in the HD group had decreased GCIPL thickness and smaller FAZ area, highlighting the potential use of retinal biomarkers in detecting neurodegenerative changes in HD.
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Affiliation(s)
- Suzanna Joseph
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Cason B. Robbins
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Alice Haystead
- iMIND Research Group, Durham, NC, United States of America
| | - Angela Hemesath
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Ariana Allen
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Anita Kundu
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Justin P. Ma
- iMIND Research Group, Durham, NC, United States of America
| | - Burton L. Scott
- Department of Neurology, Duke University School of Medicine, Durham, NC, United States of America
| | - Kathryn P. L. Moore
- Department of Neurology, Duke University School of Medicine, Durham, NC, United States of America
| | - Rupesh Agrawal
- National Healthcare Group Eye Institute, Tan Tock Seng Hospital, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Vithiya Gunasan
- National Healthcare Group Eye Institute, Tan Tock Seng Hospital, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Sandra S. Stinnett
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Dilraj S. Grewal
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
| | - Sharon Fekrat
- Department of Ophthalmology, Duke University School of Medicine, Durham, NC, United States of America
- iMIND Research Group, Durham, NC, United States of America
- Department of Neurology, Duke University School of Medicine, Durham, NC, United States of America
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Etebar F, Harkin DG, White AR, Dando SJ. Non-invasive in vivo imaging of brain and retinal microglia in neurodegenerative diseases. Front Cell Neurosci 2024; 18:1355557. [PMID: 38348116 PMCID: PMC10859418 DOI: 10.3389/fncel.2024.1355557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 01/10/2024] [Indexed: 02/15/2024] Open
Abstract
Microglia play crucial roles in immune responses and contribute to fundamental biological processes within the central nervous system (CNS). In neurodegenerative diseases, microglia undergo functional changes and can have both protective and pathogenic roles. Microglia in the retina, as an extension of the CNS, have also been shown to be affected in many neurological diseases. While our understanding of how microglia contribute to pathological conditions is incomplete, non-invasive in vivo imaging of brain and retinal microglia in living subjects could provide valuable insights into their role in the neurodegenerative diseases and open new avenues for diagnostic biomarkers. This mini-review provides an overview of the current brain and retinal imaging tools for studying microglia in vivo. We focus on microglia targets, the advantages and limitations of in vivo microglia imaging approaches, and applications for evaluating the pathogenesis of neurological conditions, such as Alzheimer's disease and multiple sclerosis.
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Affiliation(s)
- Fazeleh Etebar
- Centre for Immunology and Infection Control, School of Biomedical Sciences, Faculty of Health, Queensland University of Technology (QUT), Brisbane, QLD, Australia
- Mental Health and Neuroscience Program, QIMR Berghofer Medical Research Institute, Herston, QLD, Australia
| | - Damien G. Harkin
- Centre for Vision and Eye Research, School of Biomedical Sciences, Faculty of Health, Queensland University of Technology (QUT), Brisbane, QLD, Australia
| | - Anthony R. White
- Mental Health and Neuroscience Program, QIMR Berghofer Medical Research Institute, Herston, QLD, Australia
| | - Samantha J. Dando
- Centre for Immunology and Infection Control, School of Biomedical Sciences, Faculty of Health, Queensland University of Technology (QUT), Brisbane, QLD, Australia
- Centre for Vision and Eye Research, School of Biomedical Sciences, Faculty of Health, Queensland University of Technology (QUT), Brisbane, QLD, Australia
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Zhao H, Pan M, Liu Y, Cheng F, Shuai Z. Evaluation of early retinal changes in patients on long-term hydroxychloroquine using optical coherence tomography angiography. Ther Adv Drug Saf 2024; 15:20420986231225851. [PMID: 38300766 PMCID: PMC10823852 DOI: 10.1177/20420986231225851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Accepted: 12/21/2023] [Indexed: 02/03/2024] Open
Abstract
Background Connective tissue diseases (CTD), including systemic lupus erythematosus and rheumatoid arthritis (RA), have long been treated with hydroxychloroquine (HCQ). However, prolonged HCQ use poses a risk of adverse effects, particularly retinopathy. Objective To detect early retinal changes assessed by optical coherence tomography angiography (OCTA) in CTD patients with long-term HCQ treatment and to explore the relationship between OCTA parameters and the concentrations of HCQ and its metabolites. Design A cross-sectional study conducted from March 2020 to October 2021 at the First Affiliated Hospital of Anhui Medical University. Methods The area and perimeter of the foveal avascular zone (FAZ), the thickness of the fovea and parafovea, and the vascular density of the superficial capillary plexus (SCP) and deep capillary plexus (DCP) in each area of the macula were measured by OCTA in 43 CTD patients treated with HCQ for over 6 months. Meantime, blood concentrations of HCQ and its metabolites were determined by high-performance liquid chromatography-tandem mass spectrometry, and the clinical documents of all 43 involved patients were collected. Results There is no significant correlation between OCTA outcomes and the patient's age, disease duration, and weight-dependent dose. HCQ cumulative duration positively correlated with FAZ area and perimeter (r = 0.419, p = 0.005 and r = 0.407, p = 0.007, respectively) and negatively correlated with the foveal vessel density in DCP (r = -0.378, p = 0.012). HCQ cumulative dose had a positive correlation with FAZ area and perimeter (r = 0.445, p = 0.003 and r = 0.434, p = 0.004, respectively) and had a negative correlation with foveal vessel density in SCP and DCP (r = -0.383, p = 0.011 and r = -0.424, p = 0.005, respectively). OCTA outcomes did not correlate with HCQ and its metabolite concentrations. Conclusion OCTA could be used to detect microvascular changes in the macula of CTD patients with long-term HCQ therapy. It was not found the concentrations of HCQ and its metabolites were associated with retinal vascular changes.
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Affiliation(s)
- Huanhuan Zhao
- Department of Rheumatology, First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Public Health Clinical Center, Hefei, China
| | - Menglu Pan
- Department of Rheumatology, First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yaping Liu
- Department of Clinical Medicine, Anhui Medical University, Hefei, China
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Fangyue Cheng
- Department of Rheumatology, First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Zongwen Shuai
- Department of Rheumatology, First Affiliated Hospital of Anhui Medical University, No. 218, Jixi Road, Hefei 230022, China
- Anhui Public Health Clinical Center, Hefei 230022, China
- Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Hefei 230032, China
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105
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Garcia-Soler E, Martinez-Rubio C, De Smet MD, Udaondo P, Salom-Alonso D. Systemic lupus erythematosus purtscher like retinopathy: Optical coherence tomography angiography assessment implications. Eur J Ophthalmol 2024; 34:NP75-NP79. [PMID: 37097836 DOI: 10.1177/11206721231171705] [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] [Indexed: 04/26/2023]
Abstract
PURPOSE to underline the importance of optical coherence tomography angiography (OCT-A) in the diagnosis, assessment of final visual outcome and better understanding of the Purtscher like retinopathy, as well as to emphasize on performing an ophthalmologic evaluation in all patients with systemic lupus erythematosus, as eye involvement is closely related with disease activity. METHODS case report. Ophthalmologic multimodal imaging assessment of a patient short after experiencing a systemic lupus erythematosus severe outset. RESULTS fundus examination revealed multiple cotton-wool exudates and sharp defined intraretinal white flecken lesions, concentrated in the posterior pole, which along macular edema and the context of lupus disease led to the diagnosis of Purtscher like retinopathy, raising concern about underlying disease activity. OCT-A evidenced ischemic affront in the superficial and deep vascular plexuses but also at choroidal level, preconizing a poor visual outcome. Precapillary retinal vascular stops and choroid lobular ischemic images, with a honey comb configuration in the latter, were of note. Six months after initial consultation, previously displayed ischemic images gave rise to retinal and choroidal atrophy translated into counting fingers best corrected visual acuity with the posterior ensue of retina neovascularization. CONCLUSIONS This case proves ophthalmologic evaluation mandatory for all patients suffering from lupus and reveals OCT-A as an imaging tool of great value in the assessment of Purtscher retinopathy. To our knowledge, this would be the first report of a SLE Purtscher-like retinopathy characterized by OCT-A, matching graphically and unprecedently vascular micro-embolism stops and ischemic areas, seen as void signals, with the pathognomonic Purtscher flecken, and Paracentral Acute Middle Maculopathy (PAMM) lesions.
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Affiliation(s)
- Enrique Garcia-Soler
- Department of Ophthalmology, Hospital Universitari i Politècnic La Fe, Valencia, Spain
| | | | - Marc D De Smet
- MicroInvasive Ocular Surgery Clinic, Lausanne, Switzerland
| | - Patricia Udaondo
- Department of Ophthalmology, Hospital Universitari i Politècnic La Fe, Valencia, Spain
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Bhutto IA, McLeod DS, Thomson BR, Lutty GA, Edwards MM. Visualization of choroidal vasculature in pigmented mouse eyes from experimental models of AMD. Exp Eye Res 2024; 238:109741. [PMID: 38056552 PMCID: PMC10872330 DOI: 10.1016/j.exer.2023.109741] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 11/22/2023] [Accepted: 11/26/2023] [Indexed: 12/08/2023]
Abstract
A variety of techniques exist to investigate retinal and choroidal vascular changes in experimental mouse models of human ocular diseases. While all have specific advantages, a method for evaluating the choroidal vasculature in pigmented mouse eyes has been more challenging especially for whole mount visualization and morphometric analysis. Here we report a simple, reliable technique involving bleaching pigment prior to immunostaining the vasculature in whole mounts of pigmented mouse choroids. Eyes from healthy adult pigmented C57BL/6J mice were used to establish the methodology. The retina and anterior segment were separated from the choroid. The choroid with retinal pigment epithelial cells (RPE) and sclera was soaked in 1% ethylenediaminetetraacetic acid (EDTA) to remove the RPE. Tissues were fixed in 2% paraformaldehyde (PFA) in phosphate-buffered saline (PBS). Choroids were subjected to melanin bleaching with 10% hydrogen peroxide (H2O2) at 55 °C for 90 min, washed in PBS and then immunostained with anti-podocalyxin antibody to label vascular endothelium followed by Cy3-AffiniPure donkey anti-goat IgG at 4 °C overnight. Images of immunostained bleached choroids were captured using a Zeiss 710 confocal microscope. In addition to control eyes, this method was used to analyze the choroids from subretinal sodium iodate (NaIO3) RPE atrophy and laser-induced choroidal neovascularization (CNV) mouse models. The H2O2 pretreatment effectively bleached the melanin, resulting in a transparent choroid. Immunolabeling with podocalyxin antibody following bleaching provided excellent visualization of choroidal vasculature in the flat perspective. In control choroids, the choriocapillaris (CC) displayed different anatomical patterns in peripapillary (PP), mid peripheral (MP) and far peripheral (FP) choroid. Morphometric analysis of the vascular area (VA) revealed that the CC was most dense in the PP region (87.4 ± 4.3% VA) and least dense in FP (79.9 ± 6.7% VA). CC diameters also varied depending on location from 11.4 ± 1.97 mm in PP to 15.1 ± 3.15 mm in FP. In the NaIO3-injected eyes, CC density was significantly reduced in the RPE atrophic regions (50.7 ± 5.8% VA in PP and 45.8 ± 6.17% VA in MP) compared to the far peripheral non-atrophic regions (82.8 ± 3.8% VA). CC diameters were significantly reduced in atrophic regions (6.35 ± 1.02 mm in PP and 6.5 ± 1.2 mm in MP) compared to non-atrophic regions (14.16 ± 2.12 mm). In the laser-induced CNV model, CNV area was 0.26 ± 0.09 mm2 and luminal diameters of CNV vessels were 4.7 ± 0.9 mm. Immunostaining on bleached choroids with anti-podocalyxin antibody provides a simple and reliable tool for visualizing normal and pathologic choroidal vasculature in pigmented mouse eyes for quantitative morphometric analysis. This method will be beneficial for examining and evaluating the effects of various treatment modalities on the choroidal vasculature in mouse models of ocular diseases such as age-related macular degeneration, and degenerative genetic diseases.
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Affiliation(s)
- Imran A Bhutto
- Ophthalmology, Wilmer Eye Institute, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - D Scott McLeod
- Ophthalmology, Wilmer Eye Institute, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Benjamin R Thomson
- Feinberg Cardiovascular and Renal Research Institute, Northwestern University Feinberg SOM, Chicago, IL, USA
| | - Gerard A Lutty
- Ophthalmology, Wilmer Eye Institute, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Malia M Edwards
- Ophthalmology, Wilmer Eye Institute, The Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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107
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Nguyen VP, Zhe J, Hu J, Ahmed U, Paulus YM. Molecular and cellular imaging of the eye. BIOMEDICAL OPTICS EXPRESS 2024; 15:360-386. [PMID: 38223186 PMCID: PMC10783915 DOI: 10.1364/boe.502350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 11/25/2023] [Accepted: 12/02/2023] [Indexed: 01/16/2024]
Abstract
The application of molecular and cellular imaging in ophthalmology has numerous benefits. It can enable the early detection and diagnosis of ocular diseases, facilitating timely intervention and improved patient outcomes. Molecular imaging techniques can help identify disease biomarkers, monitor disease progression, and evaluate treatment responses. Furthermore, these techniques allow researchers to gain insights into the pathogenesis of ocular diseases and develop novel therapeutic strategies. Molecular and cellular imaging can also allow basic research to elucidate the normal physiological processes occurring within the eye, such as cell signaling, tissue remodeling, and immune responses. By providing detailed visualization at the molecular and cellular level, these imaging techniques contribute to a comprehensive understanding of ocular biology. Current clinically available imaging often relies on confocal microscopy, multi-photon microscopy, PET (positron emission tomography) or SPECT (single-photon emission computed tomography) techniques, optical coherence tomography (OCT), and fluorescence imaging. Preclinical research focuses on the identification of novel molecular targets for various diseases. The aim is to discover specific biomarkers or molecular pathways associated with diseases, allowing for targeted imaging and precise disease characterization. In parallel, efforts are being made to develop sophisticated and multifunctional contrast agents that can selectively bind to these identified molecular targets. These contrast agents can enhance the imaging signal and improve the sensitivity and specificity of molecular imaging by carrying various imaging labels, including radionuclides for PET or SPECT, fluorescent dyes for optical imaging, or nanoparticles for multimodal imaging. Furthermore, advancements in technology and instrumentation are being pursued to enable multimodality molecular imaging. Integrating different imaging modalities, such as PET/MRI (magnetic resonance imaging) or PET/CT (computed tomography), allows for the complementary strengths of each modality to be combined, providing comprehensive molecular and anatomical information in a single examination. Recently, photoacoustic microscopy (PAM) has been explored as a novel imaging technology for visualization of different retinal diseases. PAM is a non-invasive, non-ionizing radiation, and hybrid imaging modality that combines the optical excitation of contrast agents with ultrasound detection. It offers a unique approach to imaging by providing both anatomical and functional information. Its ability to utilize molecularly targeted contrast agents holds great promise for molecular imaging applications in ophthalmology. In this review, we will summarize the application of multimodality molecular imaging for tracking chorioretinal angiogenesis along with the migration of stem cells after subretinal transplantation in vivo.
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Affiliation(s)
- Van Phuc Nguyen
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA
| | - Josh Zhe
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA
| | - Justin Hu
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA
| | - Umayr Ahmed
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA
| | - Yannis M. Paulus
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48105, USA
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Tang JC, Magalhães R, Wisniowiecki A, Razura D, Walker C, Applegate BE. Optical coherence tomography technology in clinical applications. BIOPHOTONICS AND BIOSENSING 2024:285-346. [DOI: 10.1016/b978-0-44-318840-4.00017-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2025]
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Arish M, Momeni-Moghaddam H, Alborzi M, Maleki A, Daneshvar R, Heidari HR. Peripapillary vessel density in healthy people, primary open-angle glaucoma, and normal-tension glaucoma. Eur J Ophthalmol 2024; 34:161-167. [PMID: 37312517 DOI: 10.1177/11206721231181929] [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] [Indexed: 06/15/2023]
Abstract
OBJECTIVE To compare peripapillary vessel density using optical coherence tomography angiography (OCT-A) in eyes of healthy people, primary open-angle glaucoma (POAG), and normal-tension glaucoma (NTG). METHODS Thirty patients with POAG, 27 patients with NTG, and 29 healthy individuals in the control group were assessed. Capillary vessels in peripapillary retinal nerve fiber layer (RNFL) represented by whole image RPC (radial peripapillary capillary) density in an AngioDisc scan 4.5 × 4.5 mm centered on the optic disc, and ONH morphological variables (disc area, rim area, cup to disc area ratio (CDR)), and average peripapillary RNFL thickness were measured. RESULTS Differences in mean RPC, RNFL, disc area, rim area, and CDR between the groups were statistically significant (P < 0.05). The difference in RNFL thickness and rim area was not significant between NTG and healthy groups, while RPC and CDR showed a statistically significant difference between all pairs. The vessel density in the POAG group was 8.25% and 11.7% lower compared to the NTG and healthy groups, respectively; while the mean difference was less (2.97%) for the NTG and healthy group. In the POAG group, 67.2% of the variation in RPC can be explained by a model containing CDR and RNFL thickness, and in normal eyes 38.8% of the changes using a model containing RNFL. CONCLUSION The peripapillary vessel density is reduced in both types of glaucoma. The vessel density in NTG was significantly lower than in the healthy eyes, despite the lack of significant difference in RNFL thickness and neuroretinal rim area between them.
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Affiliation(s)
- Mohammad Arish
- Department of Ophthalmology, Al-Zahra Eye Hospital, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Hamed Momeni-Moghaddam
- Rehabilitation Sciences Research Center, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Moniba Alborzi
- Department of Ophthalmology, Al-Zahra Eye Hospital, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Alireza Maleki
- Department of Ophthalmology, Al-Zahra Eye Hospital, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Ramin Daneshvar
- Eye Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Ophthalmology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Hamid-Reza Heidari
- Optometry Department, Mashhad University of Medical Sciences, Mashhad, Iran
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Şimdivar GHN, İncekalan TK, Gündüz A. Evaluation of retinal and peripapillary vessel density and subfoveal choroidal thickness changes in patients undergoing cardiopulmonary bypass: An OCTA study. Indian J Ophthalmol 2024; 72:S119-S124. [PMID: 38131553 PMCID: PMC10833158 DOI: 10.4103/ijo.ijo_2800_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 12/16/2022] [Accepted: 09/22/2023] [Indexed: 12/23/2023] Open
Abstract
PURPOSE We aimed to investigate hemodynamic changes in the retina, peripapillary area, and choroid in patients undergoing coronary artery bypass grafting (CABG). METHODS This prospective case series included 35 eyes of 35 patients. Vessel density (VD) of superficial capillary plexus, deep capillary plexus, radial peripapillary capillary, foveal avascular zone area, and subfoveal choroidal thickness changes were evaluated using optical coherence tomography angiography (OCTA) 1 day before and 2 weeks after surgery. The correlation of these parameters with aortic cross-clamp (ACC) duration and cardiopulmonary bypass (CPB) duration was evaluated. RESULTS There were no differences in the OCTA measurements of the patients after CABG compared to before surgery (P > 0.05). Inside-disc VD showed a negative correlation with both ACC (P = 0.036) and CPB duration (P = 0.048); peripapillary inferior hernia showed a negative correlation with both ACC (P = 0.042) and CPB duration (P = 0.027). Another negative correlation was observed between mean peripapillary VD and CPB duration (P = 0.039). CONCLUSION The CPB procedure had no permanent effect on retinal choroid and optic disc blood flow postoperatively. Prolonged ACC and CPB times seem to be important in terms of optic nerve blood flow. Clinicians should be alert for postoperative ocular complications after long surgeries.
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Affiliation(s)
- Göksu Hande Naz Şimdivar
- Department of Ophthalmology, University of Health Sciences Adana City Training and Research Hospital, Adana, Turkey
| | - Tuğba Kurumoğlu İncekalan
- Department of Ophthalmology, University of Health Sciences Adana City Training and Research Hospital, Adana, Turkey
| | - Akif Gündüz
- Department of Cardiovascular Surgery, University of Health Sciences Adana City Training and Research Hospital, Adana, Turkey
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Huang H, Wang XY, Wei H, Kang M, Zou J, Ling Q, Xu SH, Huang H, Chen X, Wang YX, Shao Y, Yu Y. Retinal microvascular and microstructural alterations in the diagnosis of meibomian gland dysfunction in severely obese population: a new approach. Int J Ophthalmol 2023; 16:1977-1985. [PMID: 38111945 PMCID: PMC10700072 DOI: 10.18240/ijo.2023.12.09] [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: 05/27/2023] [Accepted: 11/01/2023] [Indexed: 12/20/2023] Open
Abstract
AIM To study retinal microvascular and microstructural alterations in meibomian gland dysfunction (MGD) in severely obese population using optical coherence tomography angiography (OCTA). METHODS Twelve MGD patients with severely obese population (PAT group; 24 eyes) and 12 healthy controls (HC group; 24 eyes) were recruited. OCTA images were segmented into five [superior (S), nasal (N), inferior (I), temporal (T), and central foveal (C)] or nine [inner superior (IS), outer superior (OS), inner nasal (IN), outer nasal (ON), inner inferior (II), outer inferior (OI), inner temporal (IT), outer temporal (OT), and C] subregions. The superficial vessel density (SVD), retinal thickness (RT), foveal avascular zone (FAZ) parameters, and retinal volume were measured. RESULTS Visual acuity was significantly different between two groups (0.8±0.17 in PAT group vs 0.2±0.06 in HC group). SVD was significantly lower in PATs in N, T, OS, IN, OT, and ON. The area under the receiver operating characteristic curve (AUC) for T was 0.961 [95% confidence interval (CI): 0.908 to 1.000], for OS was 0.962 (95%CI: 0.915 to 1.000). RT was significantly lower in PATs in IS, OS, OI, OT, ON, IT, IN, and II. AUC for OT was 0.935 (95%CI: 0.870 to 0.999), for IS was 0.915 (95% CI: 0.838 to 0.992). Angiography results showed significantly lower area and perimeter of FAZ, SVD of the inner retina and both retinal volume and the average volume thickness in the PAT group. CONCLUSION Vision may be affected in patients with MGD due to changes in retinal microvessels and microstructures. These changes detected by OCTA may be a potential marker for diagnosing MGD in severe obesity.
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Affiliation(s)
- Hai Huang
- Nanchang Aier Eye Hospital, Nanchang 330006, Jiangxi Province, China
| | - Xiao-Yu Wang
- Department of Endocrinology and Metabolism, the First Affiliated Hospital of Nanchang University, Jiangxi Clinical Research Center for Endocrine and Metabolic Disease, Jiangxi Branch of National Clinical Research Center for Metabolic Disease, Nanchang 330006, Jiangxi Province, China
- The First Clinical Medical College, Nanchang University, Nanchang 330006, Jiangxi Province, China
| | - Hong Wei
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - Min Kang
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - Jie Zou
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - Qian Ling
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - San-Hua Xu
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - Hui Huang
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - Xu Chen
- Department of Ophthalmology and Visual Sciences, Maastricht University, Maastricht 6200MA, Limburg Province, Netherlands
| | - Yi-Xin Wang
- School of Optometry and Vision Sciences, Cardiff University, Cardiff CF244HQ, United Kingdom
| | - Yi Shao
- Department of Ophthalmology, Eye & ENT Hospital of Fudan University, Shanghai 200433, China
- Department of Ophthalmology, the First Affiliated Hospital of Nanchang University, Jiangxi Branch of National Clinical Research Center for Ocular Disease, Nanchang 330006, Jiangxi Province, China
| | - Yao Yu
- Department of Endocrinology and Metabolism, the First Affiliated Hospital of Nanchang University, Jiangxi Clinical Research Center for Endocrine and Metabolic Disease, Jiangxi Branch of National Clinical Research Center for Metabolic Disease, Nanchang 330006, Jiangxi Province, China
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Oba T, Gulec ZEK, Çiçek MF, Uygunoglu U, Onder F. Retinal and peripapillary vascular density in episodic and chronic migraine cases without aura. Photodiagnosis Photodyn Ther 2023; 44:103809. [PMID: 37739046 DOI: 10.1016/j.pdpdt.2023.103809] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2023] [Revised: 09/17/2023] [Accepted: 09/19/2023] [Indexed: 09/24/2023]
Abstract
BACKGROUND Migraine is a neurovascular disease that can cause ocular and systemic ischemic damage. Despite from aura, a limited number of studies have considered the effect of the chronic migraine in cases without aura. Our aim was to evaluate the differences in the retinal and optic disk microvasculature among episodic and chronic migraine cases without aura using optical coherence tomography angiography (OCTA) imaging. METHODS 45 cases with migraine, and 25 control subjects were included in this prospective, cross-sectional study. OCTA was performed at 3 × 3 mm and 6 × 6 mm of the macula and at 4.5 × 4.5 mm of the optic disk. Retinal nerve fiber layer (RNFL) thickness, ganglion cell complex thickness, and vessel densities of the optic nerve and macula were compared among the three groups: a control group, an episodic migraine without aura (EMWOA) group, and a chronic migraine without aura (CMWOA) group. RESULTS In EMWOA group, circumpapillary vascular density (cpVD) was not decreased significantly in any quadrants (all, p>0.05). Compared to the control group, CMWOA group had significantly lower RNFL thickness in superior-temporal quadrants (p = 0.002 and 0.006, respectively), while cpVD differed only in the temporal quadrant and temporal inferior sector (p = 0.002 and p = 0.009, respectively). CONCLUSIONS Temporal peripapillary perfusion is valuable in the follow-up of chronic migraine cases. Longitudinal studies are needed to determine the place of OCTA in the follow-up of migraine.
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Affiliation(s)
- Turker Oba
- Department of Ophthalmology, Karaman Training and Research Hospital, Karaman, Turkey.
| | | | | | - Ugur Uygunoglu
- Department of Neurology, Cerrahpasa School of Medicine, Istanbul University-Cerrahpasa, Istanbul, Turkey
| | - Feyza Onder
- Department of Ophthalmology, University of Health Science, Haseki Training and Research Hospital, Istanbul, Turkey
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113
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Jamshidian Tehrani M, Niktinat H, Ebrahimiadib N, Jafari B, Rafizadeh SM, Kasaee A. Assessment of retinal and choroidal vessel density and nerve fibre layer thickness changes after orbitotomy in patients with severe non-active thyroid orbitopathy: a prospective study. Int Ophthalmol 2023; 43:4427-4433. [PMID: 37878198 DOI: 10.1007/s10792-023-02790-3] [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: 11/12/2022] [Accepted: 06/22/2023] [Indexed: 10/26/2023]
Abstract
PURPOSE To evaluate the optical coherence tomography angiogram changes in non-active severe thyroid-related ophthalmopathy patients after cosmetic bone decompression. METHODS Eighteen patients (25 eyes) with severe not active not compressive (NANC) TED who were candidates for decompression surgery for cosmetic reasons were included in this study, and a 3 × 3 mm macular scan was used to measure vessel density and RNFL thickness. Whole macular vessel density in its superficial, deep and choriocapillaris layers was evaluated. The following data were extracted for each of layers: superior and inferior hemispheres, fovea, parafoveal vessel density, its superior and inferior hemispheres, and temporal, superior, nasal and inferior quadrant. RESULTS The mean RPC increased postoperatively, which was statistically significant in small vessels of peripapillary area (p-value = 0.045). The mean RNFL thickness decreased after surgery and it was statistically significant in the peripapillary (p-value = 0.032) and Inferior-Hemifield area (p-value = 0.036). The choriocapillaris changes were significant in Superior-Hemifield (p-value = 0.031) and Fovea (p-value = 0.03). CONCLUSION Thyroid-associated orbitopathy patients have a tendency to decrease vascular density and correlated with disease activity more than stage of orbitopathy. There was not a strong and even discrepant result in linkage of RNFL thickness and other optic nerve function tests and TED patient status and it is needed to do studies with more epidemiologic power and same methodology of study to be more comparable.
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Affiliation(s)
- Mansoreh Jamshidian Tehrani
- Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, Tehran, 1336616351, Iran
| | - Hanieh Niktinat
- Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, Tehran, 1336616351, Iran
| | | | - Behzad Jafari
- Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, Tehran, 1336616351, Iran
| | - Seyed Mohsen Rafizadeh
- Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, Tehran, 1336616351, Iran
| | - Abolfazl Kasaee
- Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, Tehran, 1336616351, Iran.
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114
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Gokmen O, Ozgur G. Effects of COVID-19 infection on retinal vascular density and choroidal thickness measured by optical coherence tomography angiography. Photodiagnosis Photodyn Ther 2023; 44:103859. [PMID: 37871811 DOI: 10.1016/j.pdpdt.2023.103859] [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: 07/18/2023] [Revised: 10/16/2023] [Accepted: 10/20/2023] [Indexed: 10/25/2023]
Abstract
AIM The present study evaluates the possible effects of COVID-19 on choroid thickness, the Foveal Avascular Zone (FAZ) and retinal vascular indices in the same individuals who had Optical Coherence Tomography (OCT) and Optical Coherence Tomography Angiography (OCTA) data prior to the COVID-19 pandemic. METHODS The OCT and OCTA images of the same individuals with no known ophthalmic pathology who developed a COVID-19 infection were obtained were retrieved retrospectively from the database and compared with the repeated images of OCT and OCTA images 1-2 months after COVID-19 infection. RESULTS Eighty eyes of 40 patients (26 female [65%], 14 male [35%]) who had developed a prior Covid-19 infection were included in the study. When comparing the measurements of the same participants before and after Covid-19 infection, no significant difference was detected in the mean average choroidal thicknesses (p=0.998), average superficial (p=0.425) and deep (p=0.333) retinal vascular densities, and superficial (p=0.991) and deep (p=0.075) FAZ measurements. CONCLUSIONS No significant effect of COVID-19 on choroid thickness, FAZ or retinal vascular densities was noted in the present study, although there are some studies in literature with equivocal results.
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Affiliation(s)
- Onur Gokmen
- Department of Ophthalmology Van, Yuzuncu Yil University Dursun Odabasi Tip Merkezi - Van, Bardakcı Mah. Kampus, Turkey.
| | - Gokhan Ozgur
- Department of Ophthalmology Samsun, Health Sciences University Samsun Training and Research Hospital, Turkey
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115
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Joo CW, Choi HG, Kim KL, Park SP, Kim YK. Factors affecting optical coherence tomography angiography signal strength index in patients receiving intravitreal injection treatment. Graefes Arch Clin Exp Ophthalmol 2023; 261:3403-3413. [PMID: 37561146 DOI: 10.1007/s00417-023-06200-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/27/2023] [Accepted: 08/03/2023] [Indexed: 08/11/2023] Open
Abstract
PURPOSE To investigate the clinical factors affecting optical coherence tomography angiography (OCTA) signal strength index (SSI) and its change after intravitreal injection treatment in patients with retinal disorders. METHODS OCTA data from 186 eyes of 166 patients with various retinal disorders including age-related macular degeneration, diabetic macular edema (DME), and retinal vein occlusions who received intravitreal injections were analyzed. The associations between SSI and clinical factors, including age, best-corrected visual acuity (BCVA), media opacity severity, and central macular thickness (CMT), were evaluated both before and after injection. RESULTS After injection, BCVA improved and CMT decreased significantly, and SSI increased significantly (p = 0.030). BCVA showed a significant positive correlation with media opacity severity before and after injection and with CMT only before injection. In the multivariate analysis, age, presence of DME, BCVA, and media opacity severity were negatively associated with SSI both before and after injection, while CMT was negatively associated with SSI only before injection. After injection, a negative correlation was found between SSI change and both BCVA and CMT change. CONCLUSION Our findings suggest that OCTA SSI is influenced by various clinical factors, including age, visual acuity, media opacity severity, and macular thickening, especially in cases of DME. The results also indicate that SSI may decrease in patients with macular disorders due to the presence of macular edema and the associated decrease in visual acuity. Therefore, it is crucial to consider these factors when interpreting OCTA data and ensure an adequate level of SSI.
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Affiliation(s)
- Chan Woong Joo
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-Ro, Gangdong-Gu, Seoul, 05355, South Korea
| | - Hyeon Gyu Choi
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-Ro, Gangdong-Gu, Seoul, 05355, South Korea
| | - Kyoung Lae Kim
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-Ro, Gangdong-Gu, Seoul, 05355, South Korea
| | - Sung Pyo Park
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-Ro, Gangdong-Gu, Seoul, 05355, South Korea
| | - Yong-Kyu Kim
- Department of Ophthalmology, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, #150 Seongan-Ro, Gangdong-Gu, Seoul, 05355, South Korea.
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116
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Yang JF, Wang Y, Zhou L, Tan S, Hu Z, Ng TK, Cen LP. Allergy Test Dosage of Fluorescein Detects Diabetic Retinopathy Changes in Fundus Fluorescein Angiography. Diagnostics (Basel) 2023; 13:3519. [PMID: 38066760 PMCID: PMC10706110 DOI: 10.3390/diagnostics13233519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 10/25/2023] [Accepted: 10/31/2023] [Indexed: 02/29/2024] Open
Abstract
BACKGROUND The aims of this study were to evaluate the feasibility of allergy test dosage of fluorescein sodium (1%) for Diabetic Retinopathy (DR) detection in Fundus Fluorescein Angiography (FFA) examination as compared to the regular dosage (20%). METHODS Totally 77 eyes from 42 DR patients were included in this prospective study. Capillary non-perfusion area, neovascularization, diabetic macular edema and microaneurysms were measured by FFA and compared at 1, 5 and 15 min after intravenous injection of 1% or 20% fluorescein sodium. RESULTS There was no statistically significant difference in the proportions of capillary non-perfusion area and diabetic macular edema as well as the amount of neovascularization between the 1% and 20% fluorescein sodium groups. Yet, the 1% group had a significantly a smaller number of microaneurysms than the 20% group at 1 min (p < 0.001) and a smaller number of eyes with diabetic macular edema than the 20% group at 5 (p = 0.032) and 15 min (p = 0.015). The images from patients with clear vitreous had better quality than the images from patients with vitreous opacity (all p < 0.05, except comparison on neovascularization at 5 min: p > 0.999). All examined indexes showed high correlations between the 1% and 20% groups (r > 0.8, p < 0.001). CONCLUSIONS This study demonstrated that 1% fluorescein sodium could detect the changes of DR comparably to the regular dosage.
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Affiliation(s)
- Jian-Feng Yang
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
| | - Yun Wang
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
| | - Lingling Zhou
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
| | - Shaoying Tan
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
- School of Optometry, The Hong Kong Polytechnic University, Hong Kong SAR, China
- Research Centre for SHARP Vision (RCSV), The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Zhanchi Hu
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
| | - Tsz Kin Ng
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
- Shantou University Medical College, Shantou 515041, China
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ling-Ping Cen
- Joint Shantou International Eye Center of Shantou University and The Chinese University of Hong Kong, Shantou 515041, China; (J.-F.Y.); (Y.W.); (L.Z.); (S.T.); (Z.H.); (T.K.N.)
- Shantou University Medical College, Shantou 515041, China
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Buscho SE, Xia F, Shi S, Lin JL, Szczesny B, Zhang W, Motamedi M, Liu H. Non-Invasive Evaluation of Retinal Vascular Alterations in a Mouse Model of Optic Neuritis Using Laser Speckle Flowgraphy and Optical Coherence Tomography Angiography. Cells 2023; 12:2685. [PMID: 38067113 PMCID: PMC10705764 DOI: 10.3390/cells12232685] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 11/04/2023] [Accepted: 11/20/2023] [Indexed: 12/18/2023] Open
Abstract
Optic neuritis, a characteristic feature of multiple sclerosis (MS), involves the inflammation of the optic nerve and the degeneration of retinal ganglion cells (RGCs). Although previous studies suggest that retinal blood flow alterations occur during optic neuritis, the precise location, the degree of impairment, and the underlying mechanisms remain unclear. In this study, we utilized two emerging non-invasive imaging techniques, laser speckle flowgraphy (LSFG) and optical coherence tomography angiography (OCTA), to investigate retinal vascular changes in a mouse model of MS, known as experimental autoimmune encephalomyelitis (EAE). We associated these changes with leukostasis, RGC injury, and the overall progression of EAE. LSFG imaging revealed a progressive reduction in retinal blood flow velocity and increased vascular resistance near the optic nerve head in the EAE model, indicating impaired ocular blood flow. OCTA imaging demonstrated significant decreases in vessel density, number of junctions, and total vessel length in the intermediate and deep capillary plexus of the EAE mice. Furthermore, our analysis of leukostasis revealed a significant increase in adherent leukocytes in the retinal vasculature of the EAE mice, suggesting the occurrence of vascular inflammation in the early development of EAE pathology. The abovechanges preceded or were accompanied by the characteristic hallmarks of optic neuritis, such as RGC loss and reduced visual acuity. Overall, our study sheds light on the intricate relationship between retinal vascular alterations and the progression of optic neuritis as well as MS clinical score. It also highlights the potential for the development of image-based biomarkers for the diagnosis and monitoring of optic neuritis as well as MS, particularly in response to emerging treatments.
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Affiliation(s)
- Seth E. Buscho
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
| | - Fan Xia
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
| | - Shuizhen Shi
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
| | - Jonathan L. Lin
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Bartosz Szczesny
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
- Department of Anesthesiology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Wenbo Zhang
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
- Department of Neurobiology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Massoud Motamedi
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
| | - Hua Liu
- Department of Ophthalmology and Visual Sciences, University of Texas Medical Branch, Galveston, TX 77555, USA; (S.E.B.); (F.X.); (S.S.); (J.L.L.); (B.S.); (W.Z.); (M.M.)
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Lee SM, Kim KH, Kang HG, Choi EY, Lee J, Kim M. Vascular abnormalities in fellow eyes of patients with unilateral coats' disease. Sci Rep 2023; 13:19380. [PMID: 37938623 PMCID: PMC10632512 DOI: 10.1038/s41598-023-45838-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2023] [Accepted: 10/24/2023] [Indexed: 11/09/2023] Open
Abstract
Coats' disease is an idiopathic retinal vascular disorder, known to usually occur unilaterally; however, recent studies have highlighted vascular abnormalities in the fellow unaffected eyes. This retrospective study investigated the peripheral vascular features and macular vascular structure of unaffected fellow eyes in patients with unilateral Coats' disease using multimodal imaging tools. We analysed images of patients, including bilateral ultra-widefield imaging, fluorescein angiography (FA), ultra-widefield FA, or standard fundus photography. Available bilateral optical coherence tomography angiography (OCT-A) images were used for macular vascular structure analysis. OCT-A parameters, including foveal avascular zone (FAZ), perfusion index, and vessel density (VD) in the superficial and deep capillary plexuses (SCP, DCP), were calculated using Image J software. The mean age at diagnosis was 34.5 ± 17.9 years. The mean final best-corrected visual acuity of the affected eyes was logMAR 0.78 ± 0.79, while that of the fellow eyes was logMAR 0.04 ± 0.12. Ten fellow eyes had microaneurysms (47.6%), two had tortuous vessel abnormalities (9.5%), and 11(52.4%) had abnormal vascular findings on FA. Although there was a trend towards larger DCP FAZ (1.201 ± 0.086 vs. 1.072 ± 0.226), and lower DCP VD (8.593 ± 1.583 vs. 10.827 ± 3.392) in the affected eyes as measured by the Cirrus machine, the difference was not statistically significant between affected and fellow eyes when measured using the Zeiss Cirrus machine (P = 0.686, P = 0.343, respectively). However, when measured with the Spectralis machine, DCP FAZ was larger in affected eyes (0.828 ± 0.426 vs. 0.254 ± 0.092, P = 0.002) and DCP VD was lower in affected eyes (6.901 ± 2.634 vs. 17.451 ± 7.207, P = 0.002) compared to the fellow eyes, while other parameters showed no significant variations. These findings indicate that there may be subtle vascular abnormalities primarily located in the peripheral regions of the unaffected fellow eyes in patients with unilateral Coats' disease, while the macular microvasculature remains unaffected.
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Affiliation(s)
- Seung Min Lee
- Department of Ophthalmology, Institute of Vision Research, Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonjuro, Gangnam-gu, Seoul, 06273, Republic of Korea
| | - Kang Hyun Kim
- Department of Ophthalmology, Institute of Vision Research, Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonjuro, Gangnam-gu, Seoul, 06273, Republic of Korea
| | - Hyun Goo Kang
- Department of Ophthalmology, Institute of Vision Research, Severance Hospital, Yonsei University College of Medicine, 134 Shinchon-Dong, Seodaemun-gu, Seoul, Republic of Korea
| | - Eun Young Choi
- Department of Ophthalmology, Institute of Vision Research, Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonjuro, Gangnam-gu, Seoul, 06273, Republic of Korea
| | - Junwon Lee
- Department of Ophthalmology, Institute of Vision Research, Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonjuro, Gangnam-gu, Seoul, 06273, Republic of Korea
| | - Min Kim
- Department of Ophthalmology, Institute of Vision Research, Gangnam Severance Hospital, Yonsei University College of Medicine, 211 Eonjuro, Gangnam-gu, Seoul, 06273, Republic of Korea.
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Evlice M, Simdivar GHN, İncekalan TK. The association between cardiovascular risk profile and ocular microvascular changes in patients with non-ST elevation myocardial infarction. Microvasc Res 2023; 150:104575. [PMID: 37429354 DOI: 10.1016/j.mvr.2023.104575] [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: 03/29/2023] [Revised: 06/14/2023] [Accepted: 06/29/2023] [Indexed: 07/12/2023]
Abstract
PURPOSE We aimed to evaluate the association between ocular microvasculature (vascular density) on optical coherence tomography-angiography (OCT-A) and the cardiovascular risk profile of patients hospitalized for non-ST-elevation myocardial infarction (NSTEMI) patients. METHODS Patients admitted to the intensive care unit with the diagnosis of NSTEMI and undergoing coronary angiography were divided into 3 groups as low, intermediate, and high risk according to the SYNTAX score. OCT-A imaging was performed in all three groups. Right-left selective coronary angiography images of all patients were analyzed. The SYNTAX and TIMI risk scores of all patients were calculated. RESULTS This study included opthalmological examination of 114 NSTEMI patients. NSTEMI patients with high SYNTAX risk scores had significantly lower deep parafoveal vessel density (DPD) than patients with low-intermediate SYNTAX risk scores (p < 0.001). ROC curve analysis found that a DPD threshold below 51.65 % was moderately associated with high SYNTAX risk scores in patients with NSTEMI. In addition, NSTEMI patients with high TIMI risk scores had significantly lower DPD than patients with low-intermediate TIMI risk scores (p < 0.001). CONCLUSIONS OCT-A may be a non-invasive useful tool to assess the cardiovascular risk profile of NSTEMI patients with a high SYNTAX and TIMI score.
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Affiliation(s)
- Mert Evlice
- Department of Cardiology, Adana City Training and Research Hospital, University of Health Sciences, Adana, Turkey.
| | - Göksu Hande Naz Simdivar
- Department of Ophthalmology, Adana City Training and Research Hospital, University of Health Sciences, Adana, Turkey
| | - Tuğba Kurumoğlu İncekalan
- Department of Ophthalmology, Adana City Training and Research Hospital, University of Health Sciences, Adana, Turkey
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120
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Waheed NK, Rosen RB, Jia Y, Munk MR, Huang D, Fawzi A, Chong V, Nguyen QD, Sepah Y, Pearce E. Optical coherence tomography angiography in diabetic retinopathy. Prog Retin Eye Res 2023; 97:101206. [PMID: 37499857 PMCID: PMC11268430 DOI: 10.1016/j.preteyeres.2023.101206] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 07/24/2023] [Accepted: 07/25/2023] [Indexed: 07/29/2023]
Abstract
There remain many unanswered questions on how to assess and treat the pathology and complications that arise from diabetic retinopathy (DR). Optical coherence tomography angiography (OCTA) is a novel and non-invasive three-dimensional imaging method that can visualize capillaries in all retinal layers. Numerous studies have confirmed that OCTA can identify early evidence of microvascular changes and provide quantitative assessment of the extent of diseases such as DR and its complications. A number of informative OCTA metrics could be used to assess DR in clinical trials, including measurements of the foveal avascular zone (FAZ; area, acircularity, 3D para-FAZ vessel density), vessel density, extrafoveal avascular zones, and neovascularization. Assessing patients with DR using a full-retinal slab OCTA image can limit segmentation errors and confounding factors such as those related to center-involved diabetic macular edema. Given emerging data suggesting the importance of the peripheral retinal vasculature in assessing and predicting DR progression, wide-field OCTA imaging should also be used. Finally, the use of automated methods and algorithms for OCTA image analysis, such as those that can distinguish between areas of true and false signals, reconstruct images, and produce quantitative metrics, such as FAZ area, will greatly improve the efficiency and standardization of results between studies. Most importantly, clinical trial protocols should account for the relatively high frequency of poor-quality data related to sub-optimal imaging conditions in DR and should incorporate time for assessing OCTA image quality and re-imaging patients where necessary.
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Affiliation(s)
- Nadia K Waheed
- New England Eye Center, Tufts University School of Medicine, Boston, MA, USA.
| | - Richard B Rosen
- New York Eye and Ear Infirmary of Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yali Jia
- School of Medicine, Casey Eye Institute, Oregon Health and Science University, Portland, OR, USA
| | - Marion R Munk
- Augenarzt-Praxisgemeinschaft Gutblick AG, Pfäffikon, Switzerland
| | - David Huang
- School of Medicine, Casey Eye Institute, Oregon Health and Science University, Portland, OR, USA
| | - Amani Fawzi
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Victor Chong
- Institute of Ophthalmology, University College London, London, UK
| | - Quan Dong Nguyen
- Byers Eye Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Yasir Sepah
- Byers Eye Institute, Stanford University School of Medicine, Stanford, CA, USA
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121
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Monferrer-Adsuara C, Remolí-Sargues L, Navarro-Palop C, Cervera-Taulet E, Montero-Hernández J, Medina-Bessó P, Castro-Navarro V. Quantitative Assessment of Retinal and Choroidal Microvasculature in Asymptomatic Patients with Carotid Artery Stenosis. Optom Vis Sci 2023; 100:770-784. [PMID: 37747906 DOI: 10.1097/opx.0000000000002071] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2023] Open
Abstract
SIGNIFICANCE Carotid disease contributes to 15 to 20% of all ischemic strokes, one of the leading causes of permanent disabilities and mortality globally. With its growing prevalence and the inflicted disability rates, screening for anomalies that precede the onset of its serious complications is of crucial global significance. PURPOSE This study aimed to assess the relationship between retinal and choroidal perfusion changes with the degree of stenosis using quantitative swept-source optical coherence tomography angiography in patients with internal carotid artery stenosis. METHODS A retrospective cohort study was conducted in 72 eyes with carotid stenosis. According to the degree of stenosis, the participants were divided into a healthy group (group 1: 34 eyes), a mild-moderate stenosis group (group 2: 22 eyes), and a severe stenosis group (group 3: 16 eyes). Swept-source optical coherence tomography angiography was performed to scan macular fovea. Capillary density values in the different retinal and choroidal layers were the major measurements for our study. RESULTS Mean vessel density in the midchoroid layer was significantly higher in groups 2 and 3 compared with group 1. Deep choroid disclosed significantly superior vascular density values in group 3 compared with groups 2 and 1. Superficial and deep capillary plexus showed decreased vascular density values when comparing group 3 with groups 1 and 2, although they were not significant. CONCLUSIONS Our report provides the first evidence that choroidal microvascular changes were correlated with severity of carotid artery stenosis. Optical coherence tomography angiography can sensitively detect subtle, early changes in the ocular blood in carotid disease representing a useful, noninvasive, and objective approach to the retinal microvasculature.
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Affiliation(s)
| | | | | | | | | | - Pascual Medina-Bessó
- Departamento de Fisiología Facultad de Medicina y Odontología, Universidad de Valencia, Valencia, Spain
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Ma F, Wang S, Dai C, Qi F, Meng J. A new retinal OCT-angiography diabetic retinopathy dataset for segmentation and DR grading. JOURNAL OF BIOPHOTONICS 2023; 16:e202300052. [PMID: 37421596 DOI: 10.1002/jbio.202300052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 06/29/2023] [Accepted: 06/30/2023] [Indexed: 07/10/2023]
Abstract
PURPOSE Diabetic retinopathy (DR) is one of the most common diseases caused by diabetes and can lead to vision loss or even blindness. The wide-field optical coherence tomography (OCT) angiography is non-invasive imaging technology and convenient to diagnose DR. METHODS A newly constructed Retinal OCT-Angiography Diabetic retinopathy (ROAD) dataset is utilized for segmentation and grading tasks. It contains 1200 normal images, 1440 DR images, and 1440 ground truths for DR image segmentation. To handle the problem of grading DR, we propose a novel and effective framework, named projective map attention-based convolutional neural network (PACNet). RESULTS The experimental results demonstrate the effectiveness of our PACNet. The accuracy of the proposed framework for grading DR is 87.5% on the ROAD dataset. CONCLUSIONS The information on ROAD can be viewed at URL https://mip2019.github.io/ROAD. The ROAD dataset will be helpful for the development of the early detection of DR field and future research. TRANSLATIONAL RELEVANCE The novel framework for grading DR is a valuable research and clinical diagnosis method.
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Affiliation(s)
- Fei Ma
- Qufu Normal University, Rizhao, Shandong, China
| | | | - Cuixia Dai
- College Science, Shanghai Institute of Technology, Shanghai, China
| | - Fumin Qi
- National Supercomputing Center in Shenzhen, Shenzhen, Guangdong, China
| | - Jing Meng
- Qufu Normal University, Rizhao, Shandong, China
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123
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Ibrahim Y, Xie J, Macerollo A, Sardone R, Shen Y, Romano V, Zheng Y. A Systematic Review on Retinal Biomarkers to Diagnose Dementia from OCT/OCTA Images. J Alzheimers Dis Rep 2023; 7:1201-1235. [PMID: 38025800 PMCID: PMC10657718 DOI: 10.3233/adr-230042] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 09/22/2023] [Indexed: 12/01/2023] Open
Abstract
Background Traditional methods for diagnosing dementia are costly, time-consuming, and somewhat invasive. Since the retina shares significant anatomical similarities with the brain, retinal abnormalities detected via optical coherence tomography (OCT) and OCT angiography (OCTA) have been studied as a potential non-invasive diagnostic tool for neurodegenerative disorders; however, the most effective retinal changes remain a mystery to be unraveled in this review. Objective This study aims to explore the relationship between retinal abnormalities in OCT/OCTA images and cognitive decline as well as evaluating biomarkers' effectiveness in detecting neurodegenerative diseases. Methods A systematic search was conducted on PubMed, Web of Science, and Scopus until December 2022, resulted in 64 papers using agreed search keywords, and inclusion/exclusion criteria. Results The superior peripapillary retinal nerve fiber layer (pRNFL) is a trustworthy biomarker to identify most Alzheimer's disease (AD) cases; however, it is inefficient when dealing with mild AD and mild cognitive impairment (MCI). The global pRNFL (pRNFL-G) is another reliable biomarker to discriminate frontotemporal dementia from mild AD and healthy controls (HCs), moderate AD and MCI from HCs, as well as identifing pathological Aβ42/tau in cognitively healthy individuals. Conversely, pRNFL-G fails to realize mild AD and the progression of AD. The average pRNFL thickness variation is considered a viable biomarker to monitor the progression of AD. Finally, the superior and average pRNFL thicknesses are considered consistent for advanced AD but not for early/mild AD. Conclusions Retinal changes may indicate dementia, but further research is needed to confirm the most effective biomarkers for early and mild AD.
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Affiliation(s)
- Yehia Ibrahim
- Department of Eye and Vision Sciences, University of Liverpool, Liverpool, UK
| | - Jianyang Xie
- Department of Eye and Vision Sciences, University of Liverpool, Liverpool, UK
| | - Antonella Macerollo
- Department of Pharmacology and Therapeutics, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK
- Department of Neurology, The Walton Centre NHS Foundation Trust, Liverpool, UK
| | - Rodolfo Sardone
- Department of Eye and Vision Sciences, University of Liverpool, Liverpool, UK
- Statistics and Epidemiology Unit, Local Healthcare Authority of Taranto, Taranto, Italy
| | - Yaochun Shen
- Department of Electrical Engineering and Electronics, University of Liverpool, Liverpool, UK
| | - Vito Romano
- Department of Eye and Vision Sciences, University of Liverpool, Liverpool, UK
- Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
| | - Yalin Zheng
- Department of Eye and Vision Sciences, University of Liverpool, Liverpool, UK
- Liverpool Centre for Cardiovascular Science, University of Liverpool and Liverpool Heart and Chest Hospital, Liverpool, UK
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Kayabaşı M, Köksaldı S, Mansour AM, Ayhan Z, Saatci AO. Intraretinal Macroaneurysms and Multimodal Imaging: A Retrospective Analysis. Clin Ophthalmol 2023; 17:3195-3205. [PMID: 37908897 PMCID: PMC10613568 DOI: 10.2147/opth.s436652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 10/20/2023] [Indexed: 11/02/2023] Open
Abstract
Purpose To analyze the multimodal imaging characteristics of intraretinal macroaneurysms. Patients and Methods Intraretinal aneurysms larger than 150 μm in diameter on fluorescein angiography were termed as intraretinal macroaneurysm and grouped as primary and secondary according to the absence or presence of any coexisting posterior segment diseases. Results A total of 20 intraretinal macroaneurysms were observed in 18 eyes of 18 patients. Mean age of the cohort was 65.44 ± 9.14 years (Range; 49-82 years). Mean diameters of intraretinal macroaneurysms were 238.20 ± 61.12 μm (Range; 163.00-292.50 μm) and 242.72 ± 49.58 μm (Range; 168.00-328.00 μm) on fluorescein angiography and optical coherence tomography, respectively. Primary group had 10 eyes with 11 intraretinal macroaneurysms, whereas eight eyes had nine intraretinal macroaneurysms in the secondary group. Three of the eight eyes (37.5%) had diabetic retinopathy, four (50%), retinal vein occlusion, and one (12.5%), posterior uveitis in the secondary group. No statistically significant differences were found between the two groups in terms of age, sex, presence of intraretinal or subretinal fluid, the mean age, the mean central macular thickness, the mean distance of intraretinal macroaneurysms from the fovea, the mean diameter of intraretinal macroaneurysms measured on fluorescein angiography, and the mean diameter of intraretinal macroaneurysms measured on optical coherence tomography. Presence of intraretinal fluid was significantly more frequent than the presence of subretinal fluid in all eyes (p = 0.004). Conclusion Intraretinal macroaneurysms are diagnosed more and more with the utilization of multimodal imaging techniques. We propose a simple classification system in order to help achieving a standardized terminology and ensure consistent understanding. The classification can be simplified as primary or secondary intraretinal macroaneurysm according to the absence or presence of the associated posterior segment disorders.
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Affiliation(s)
- Mustafa Kayabaşı
- Department of Ophthalmology, Dokuz Eylul University, Izmir, Turkey
| | - Seher Köksaldı
- Department of Ophthalmology, Mus State Hospital, Mus, Turkey
| | - Ahmad M Mansour
- Department of Ophthalmology, American University of Beirut, Beirut, Lebanon
| | - Ziya Ayhan
- Department of Ophthalmology, Dokuz Eylul University, Izmir, Turkey
| | - Ali Osman Saatci
- Department of Ophthalmology, Dokuz Eylul University, Izmir, Turkey
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125
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Gholami S, Lim JI, Leng T, Ong SSY, Thompson AC, Alam MN. Federated learning for diagnosis of age-related macular degeneration. Front Med (Lausanne) 2023; 10:1259017. [PMID: 37901412 PMCID: PMC10613107 DOI: 10.3389/fmed.2023.1259017] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 09/25/2023] [Indexed: 10/31/2023] Open
Abstract
This paper presents a federated learning (FL) approach to train deep learning models for classifying age-related macular degeneration (AMD) using optical coherence tomography image data. We employ the use of residual network and vision transformer encoders for the normal vs. AMD binary classification, integrating four unique domain adaptation techniques to address domain shift issues caused by heterogeneous data distribution in different institutions. Experimental results indicate that FL strategies can achieve competitive performance similar to centralized models even though each local model has access to a portion of the training data. Notably, the Adaptive Personalization FL strategy stood out in our FL evaluations, consistently delivering high performance across all tests due to its additional local model. Furthermore, the study provides valuable insights into the efficacy of simpler architectures in image classification tasks, particularly in scenarios where data privacy and decentralization are critical using both encoders. It suggests future exploration into deeper models and other FL strategies for a more nuanced understanding of these models' performance. Data and code are available at https://github.com/QIAIUNCC/FL_UNCC_QIAI.
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Affiliation(s)
- Sina Gholami
- Department of Electrical Engineering, University of North Carolina at Charlotte, Charlotte, NC, United States
| | - Jennifer I. Lim
- Department of Ophthalmology and Visual Science, University of Illinois at Chicago, Chicago, IL, United States
| | - Theodore Leng
- Department of Ophthalmology, School of Medicine, Stanford University, Stanford, CA, United States
| | - Sally Shin Yee Ong
- Department of Surgical Ophthalmology, Atrium-Health Wake Forest Baptist, Winston-Salem, NC, United States
| | - Atalie Carina Thompson
- Department of Surgical Ophthalmology, Atrium-Health Wake Forest Baptist, Winston-Salem, NC, United States
| | - Minhaj Nur Alam
- Department of Electrical Engineering, University of North Carolina at Charlotte, Charlotte, NC, United States
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Angeli O, Hajdu D, Jeney A, Czifra B, Nagy BV, Balazs T, Nemoda DJ, Somfai GM, Nagy ZZ, Peto T, Schneider M. Qualitative and quantitative comparison of two semi-manual retinal vascular density analyzing methods on optical coherence tomography angiography images of healthy individuals. Sci Rep 2023; 13:16981. [PMID: 37813968 PMCID: PMC10562399 DOI: 10.1038/s41598-023-44234-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 10/05/2023] [Indexed: 10/11/2023] Open
Abstract
The aim of this study was to evaluate qualitative and quantitative differences in vascular density analysis of an established and a novel alternative for post-processing on optical coherence tomography angiography (OCTA) images in healthy individuals. OCTA examinations of 38 subjects were performed. After extracting the images, two semi-manual post-processing techniques, the already established Mexican hat filtering (MHF) and an alternative, the Shanbhag thresholding (ST) were applied. We assessed Vessel Density (VD), Skeleton Density (SkD) and Vessel Diameter Index (VDI). We analyzed the results in order to establish similarities or potentially relevant differences. Regarding SkD and VD, MHF generally gave higher values than ST. Simultaneously, mean values were also predominantly higher by MHF; however, standard deviations (SD) were higher by ST (range [mean ± SD]: 0.054 ± 0.038 to 0.134 ± 0.01 and 0.134 ± 0.095 to 0.362 ± 0.028 vs 0.012 ± 0.014 to 0.087 ± 0.03 and 0.039 ± 0.047 to 0.4 ± 0.095 for SkD and VD with MHF vs SkD and VD with ST, respectively). Values of VDI were considerably higher with ST than with MHF, while standard deviation was still significantly higher with ST (range [mean ± SD]: 2.459 ± 0.144 to 2.71 ± 0.084 and 2.983 ± 0.929 to 5.19 ± 1.064 for VDI with MHF and ST, respectively). The noise level reduction of the two methods were almost identical (noise levels: 65.8% with MHT and 65.24% with ST). Using MHF, the vascular network gets more fragmented by an average of 40% compared to ST. Both methods allow the segmentation of the vascular network and the examination of vascular density parameters, but they produce largely inconsistent results. To determine if these inconsistent results are clinically meaningful, and which method is more suitable for clinical use, our results provide further evidence that detailed understanding of the image analysis method is essential for reliable decision making for patients with retinal pathology. For longitudinal monitoring, use of the same image processing method is recommended.
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Affiliation(s)
- Orsolya Angeli
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | - Dorottya Hajdu
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
- Department of Ophthalmology and Optometry, Vienna Clinical Trial Center (VTC), Medical University of Vienna, Vienna, Austria
| | - Aniko Jeney
- Department of Ophthalmology, Flor Ferenc Hospital, Kistarcsa, Hungary
| | - Balint Czifra
- Department of Mechatronics, Optics and Mechanical Engineering, Budapest University of Technology and Economics, Budapest, Hungary
| | - Balazs Vince Nagy
- Department of Mechatronics, Optics and Mechanical Engineering, Budapest University of Technology and Economics, Budapest, Hungary
| | | | | | - Gabor Mark Somfai
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
- Department of Ophthalmology, Stadtspital Zurich, Zurich, Switzerland
- Spross Research Institute, Zurich, Switzerland
| | - Zoltan Z Nagy
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Research Unit of Ophthalmology, Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Miklos Schneider
- Department of Ophthalmology, Semmelweis University, Budapest, Hungary.
- Department of Ophthalmology, Rigshospitalet Glostrup, Valdemar Hansens Vej 1-23, 2600, Glostrup, Denmark.
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Güvenç U, Ünlü N, Yaralı HN, Özbek NY. Does thalassemia truly cause microvascular changes without us noticing? An optical coherence tomography angiography study of the children with beta-thalassemia. Int Ophthalmol 2023; 43:3755-3765. [PMID: 37389762 DOI: 10.1007/s10792-023-02786-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Accepted: 06/22/2023] [Indexed: 07/01/2023]
Abstract
PURPOSE It was aimed to evaluate the retinochoroidal microvascular alterations of pediatric beta-thalassemia patients and investigate the effect of blood transfusion on perfusion among transfusion-dependent thalassemia (TDT), by means of optical coherence tomography angiography (OCTA). METHODS In this multicentered, prospective, cross-sectional study, 56 TDT, 14 non-TDT (NTDT), and 63 healthy children were evaluated. The vessel density (VD) in superficial capillary plexus (SCP), deep capillary plexus, radial peripapillary capillary network, choriocapillaris, and the foveal avascular zone area (FAZ) were evaluated by OCTA. Before and after transfusion values of the TDT group were compared, and correlations were made with blood values and iron accumulation. RESULTS Foveal and parafoveal zones were significantly thinner among TDT patients, with larger FAZ area. Macula VD of SCP and ppVD was lowest in NTDT group. In the TDT group, a decrease in retinal nerve fiber thickness and ppVD values was detected after transfusion. A negative significant relationship was found between both hemoglobin (Hb), hematocrit (Htc), and ppVD. CONCLUSIONS OCTA provides a better insight into retinal and choriocapillaris vascular impairment influenced by tissue hypoxia and oxidative stress in different clinical phenotypes of beta-thalassemia.
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Affiliation(s)
- Umay Güvenç
- Ankara Training and Research Hospital Ophthalmology Department, Ankara, Turkey.
| | - Nurten Ünlü
- Ankara Training and Research Hospital Ophthalmology Department, Ankara, Turkey
| | - Hüsniye Neşe Yaralı
- Ankara City Hospital Pediatric Hematology and Oncology Department, Ankara, Turkey
| | - Namık Yaşar Özbek
- Ankara City Hospital Pediatric Hematology and Oncology Department, Ankara, Turkey
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Liu L, Deng ML, Li M, Xu D, Feng L, Zou J, Wang F. Assessment interocular symmetry of peripapillary vessel density in young myopes with optical coherence tomographic angiography. Int Ophthalmol 2023; 43:3453-3460. [PMID: 37515664 PMCID: PMC10504110 DOI: 10.1007/s10792-023-02737-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 05/06/2023] [Indexed: 07/31/2023]
Abstract
PURPOSE The purpose of our study was to evaluate the interocular symmetry and distribution of peripapillary vessel density in young myopic eyes. METHODS A cross-sectional observational study was designed. A total of 174 eyes of 87 young myopic patients were recruited in this study. According to spherical equivalent (SE), 48 eyes were classified as mild myopia with a mean SE of - 2.12D (SD 0.66D), 66 as moderate myopia with a mean SE of - 4.50D (SD 0.87D), and 60 as high myopia with a mean SE of - 7.39D (SD 1.30D). Optical coherence tomography angiography (OCTA) was used to measure the vessel density. The distribution and interocular symmetry of peripapillary vessel densities were analyzed. RESULTS The vessel densities in the whole image, peripapillary, superior and inferior sectors were significantly lower in the high myopia group than in the mild or moderate myopia group (All P < 0.001), and the density in the nasal sector was significantly lower in the high myopia group than in the mild group. And most interesting, the vessel densities in the inside disc and temporal sector showed no difference among the three myopic groups (All P > 0.05). By Pearson correlation analysis, the vessel densities in the whole image, peripapillary, superior, inferior and nasal sectors were negatively correlated with axial length (AL) and SE (All P < 0.001), but vessel densities in the inside disc and temporal sector did not show this correlation (All P > 0.05). Interocular symmetry was observed in all the vascular parameters through paired-samples t-tests (All P > 0.05), intraclass correlation coefficient (ICC) and Pearson correlation analysis (All P < 0.001). CONCLUSION The density of radial peripapillary capillaries decreased in the myopic eye with axial elongation, and optical vascular parameters showed significant interocular symmetry among young myopic eyes.
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Affiliation(s)
- Lin Liu
- Department of Ophthalmology, Clinical Medical College of Shanghai Tenth People's Hospital of Nanjing Medical University, Shanghai, 200072, China
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China
| | - Man-Li Deng
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China
| | - Min Li
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China
| | - Ding Xu
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China
| | - Le Feng
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China
| | - Jun Zou
- Department of Ophthalmology, Clinical Medical College of Shanghai Tenth People's Hospital of Nanjing Medical University, Shanghai, 200072, China.
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China.
| | - Fang Wang
- Department of Ophthalmology, Clinical Medical College of Shanghai Tenth People's Hospital of Nanjing Medical University, Shanghai, 200072, China.
- Department of Ophthalmology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301# Yan Chang Middle Road, Shanghai, 200072, China.
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Suman S, Tiwari AK, Singh K. Computer-aided diagnostic system for hypertensive retinopathy: A review. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2023; 240:107627. [PMID: 37320942 DOI: 10.1016/j.cmpb.2023.107627] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 05/03/2023] [Accepted: 05/27/2023] [Indexed: 06/17/2023]
Abstract
Hypertensive Retinopathy (HR) is a retinal disease caused by elevated blood pressure for a prolonged period. There are no obvious signs in the early stages of high blood pressure, but it affects various body parts over time, including the eyes. HR is a biomarker for several illnesses, including retinal diseases, atherosclerosis, strokes, kidney disease, and cardiovascular risks. Early microcirculation abnormalities in chronic diseases can be diagnosed through retinal examination prior to the onset of major clinical consequences. Computer-aided diagnosis (CAD) plays a vital role in the early identification of HR with improved diagnostic accuracy, which is time-efficient and demands fewer resources. Recently, numerous studies have been reported on the automatic identification of HR. This paper provides a comprehensive review of the automated tasks of Artery-Vein (A/V) classification, Arteriovenous ratio (AVR) computation, HR detection (Binary classification), and HR severity grading. The review is conducted using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) protocol. The paper discusses the clinical features of HR, the availability of datasets, existing methods used for A/V classification, AVR computation, HR detection, and severity grading, and performance evaluation metrics. The reviewed articles are summarized with classifiers details, adoption of different kinds of methodologies, performance comparisons, datasets details, their pros and cons, and computational platform. For each task, a summary and critical in-depth analysis are provided, as well as common research issues and challenges in the existing studies. Finally, the paper proposes future research directions to overcome challenges associated with data set availability, HR detection, and severity grading.
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Affiliation(s)
- Supriya Suman
- Interdisciplinary Research Platform (IDRP): Smart Healthcare, Indian Institute of Technology, N.H. 62, Nagaur Road, Karwar, Jodhpur, Rajasthan 342030, India.
| | - Anil Kumar Tiwari
- Department of Electrical Engineering, Indian Institute of Technology, N.H. 62, Nagaur Road, Karwar, Jodhpur, Rajasthan 342030, India
| | - Kuldeep Singh
- Department of Pediatrics, All India Institute of Medical Sciences, Basni Industrial Area Phase-2, Jodhpur, Rajasthan 342005, India
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130
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Wen Y, Jiang D, Tang K, Chen W. Current clinical applications of anterior segment optical coherence tomography angiography: a review. Graefes Arch Clin Exp Ophthalmol 2023; 261:2729-2741. [PMID: 36862203 DOI: 10.1007/s00417-023-05997-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 01/20/2023] [Accepted: 02/04/2023] [Indexed: 03/03/2023] Open
Abstract
Optical coherence tomography (OCT) is a revolutionary in vivo imaging technology that presents real-time information on ocular structures. Angiography based on OCT, known as optical coherence tomography angiography (OCTA), is a noninvasive and time-saving technique originally utilized for visualizing retinal vasculature. As devices and built-in systems have evolved, high-resolution images with depth-resolved analysis have assisted ophthalmologists in accurately localizing pathology and monitoring disease progression. With the aforementioned advantages, application of OCTA has extended from the posterior to anterior segment. This nascent adaptation showed good delineation of the vasculature in the cornea, conjunctiva, sclera, and iris. Thus, neovascularization of the avascular cornea and hyperemia or ischemic changes involving the conjunctiva, sclera, and iris has become prospective applications for AS-OCTA. Although traditional dye-based angiography is regarded as the gold standard in demonstrating vasculature in the anterior segment, AS-OCTA is expected to be a comparable but more patient-friendly alternative. In its initial stage, AS-OCTA has exhibited great potential in pathology diagnosis, therapeutic evaluation, presurgical planning, and prognosis assessments in anterior segment disorders. In this review of AS-OCTA, we aim to summarize scanning protocols, relevant parameters, and clinical applications as well as limitations and future directions. We are sanguine about its wide application in the future with the development of technology and refinement in built-in systems.
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Affiliation(s)
- Yajing Wen
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, China
| | - Dan Jiang
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, China
| | - Kexin Tang
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, China
| | - Wei Chen
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, China.
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131
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Narnaware SH, Bansal A, Bawankule PK, Raje D, Chakraborty M. Vessel density changes in choroid, chorio-capillaries, deep and superficial retinal plexues on OCTA in normal ageing and various stages of age-related macular degeneration. Int Ophthalmol 2023; 43:3523-3532. [PMID: 37340155 DOI: 10.1007/s10792-023-02758-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 05/21/2023] [Indexed: 06/22/2023]
Abstract
PURPOSE To study vessel density (VD) on optical coherence tomography angiography at choroid, chorio-capillaries (CC) and various retinal levels in normal population and various stages of dry AMD and how these changes progress with increase in severity of the disease. METHODS Prospective, observational, cross-sectional study was done on 252 eyes of 132 patients (males: 61, females: 71) presenting to tertiary-care centre in Central India between February 2021 and January 2022. For study purpose, eyes were divided into five groups according to the size and number of the drusen, viz, Group 1: No AMD (< 50 years), Group 2: No AMD (> 50 years), Group 3: Early AMD, Group 4: Intermediate AMD and Group 5: Advanced AMD. In all eyes, VD was measured at choroid, CC, deep capillary plexus (DCP) of retina and superficial capillary plexus (SCP) of retina. RESULTS The mean age in case cohort is 61.90 ± 7.97 years. The mean vascular density differed significantly across diagnosis types in all the quadrants (p < 0.05) at choroid, CC and DCP level. At SCP level, the differences were significant across the groups except at the central quadrant. Vessel density was found to be more in early AMD cohort when compared to No AMD (> 50 years) cohort at SCP and DCP level, while it showed continuous reduction later in intermediate and advanced AMD cohort. CONCLUSION With increase in the severity of disease, significant reduction in VD is also seen in retinal plexuses, along with the changes in choroid and CC. These VD maps may play a role as non-invasive biomarkers for healthy and diseased ageing.
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Affiliation(s)
- Shilpi H Narnaware
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India.
| | - Anju Bansal
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India
| | - Prashant K Bawankule
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India
| | - Dhananjay Raje
- MDS Bio-Analytics Pvt. Ltd, Plot No: 127, Sakar Enclave, Shankar Nagar, Nagpur, Maharashtra, 440010, India
| | - Moumita Chakraborty
- MDS Bio-Analytics Pvt. Ltd, Plot No: 127, Sakar Enclave, Shankar Nagar, Nagpur, Maharashtra, 440010, India
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132
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Kansal V, Colleaux K, Rawlings N. OCTA changes following loading phase with intravitreal aflibercept for DME. CANADIAN JOURNAL OF OPHTHALMOLOGY 2023; 58:480-490. [PMID: 35526615 DOI: 10.1016/j.jcjo.2022.04.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 11/22/2021] [Accepted: 04/08/2022] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To quantify changes in optical coherence tomography angiography (OCTA) parameters following intravitreal anti-vascular endothelial growth factor treatment for diabetic macular edema (DME), and to assess associations between pretreatment OCTA parameters and visual outcomes. DESIGN Prospective cohort study. METHODS Twenty-nine patients with DME received 5 monthly intravitreal injections of aflibercept. OCTA data obtained at baseline and at 6 months were compared using the Wilcoxon signed-rank test. OCTA parameters were foveal avascular zone (FAZ) area, FAZ perimeter, FAZ circularity, vessel density in the superficial vascular plexus (segmented into central, inner, outer, and full Early Treatment of Diabetic Retinopathy Study [ETDRS] map regions. Subanalysis divided patients into treatment responders (reduction of central subfield thickness >50 µm over treatment) and nonresponders. Associations between pretreatment OCTA parameters and visual acuity outcomes were analyzed using multivariable linear and logistic regression. RESULTS A total of 29 patients were included: 25 patients (86.2%) had nonproliferative diabetic retinopathy, and 4 patients (13.8%) had proliferative diabetic retinopathy. Vessel density was reduced in the central (p = 0.004) and inner (p = 0.013) ETDRS map regions. This effect was significant only among treatment responders (central p = 0.002; inner p = 0.017). Pretreatment OCT and OCTA parameters were not associated with final visual acuity outcomes. CONCLUSION Following intravitreal aflibercept treatment for DME, there was a significant decrease in vessel density of the superficial vascular plexus at the central and inner ETDRS map regions. This was seen only among treatment responders. Observations here are likely to represent the limits of OCTA technology itself, where pretreatment vessel density may have been artifactually overestimated by suspended scattering particles in motion. Pretreatment OCTA parameters did not serve as biomarkers for visual outcome following anti-vascular endothelial growth factor therapy.
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Affiliation(s)
- Vinay Kansal
- Department of Ophthalmology, Saskatoon City Hospital and the University of Saskatchewan, Saskatoon, Sask.
| | - Kevin Colleaux
- Department of Ophthalmology, Saskatoon City Hospital and the University of Saskatchewan, Saskatoon, Sask; Saskatoon Retinal Consultants, Saskatoon, Sask
| | - Nigel Rawlings
- Department of Ophthalmology, Saskatoon City Hospital and the University of Saskatchewan, Saskatoon, Sask; Saskatoon Retinal Consultants, Saskatoon, Sask
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Tang Z, Zhao T, Ren J, Zhang K, Yin Q, Zhang T, Zhang H, Dong T, Zhang P, Zhang J. An innovative multi-modal retinal imaging system for in vivo retinal detection in small animals. FRONTIERS IN OPHTHALMOLOGY 2023; 3:1251328. [PMID: 38983041 PMCID: PMC11182313 DOI: 10.3389/fopht.2023.1251328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Accepted: 09/04/2023] [Indexed: 07/11/2024]
Abstract
This paper presents an innovative retinal imaging system tailored for in vivo fundus detection in small animals. This system integrates Scanning Laser Ophthalmoscopy (SLO) and optical Coherence Tomography (OCT) techniques, enabling the simultaneous generation of images from various modalities, including SLO reflectance, SLO fluorescein angiogram, OCT, and OCT angiogram. The existing multi-modal retinal imaging systems generally encounter limitations such as the inability to detect peripheral lesion areas attributed to small Field of View (FOV) design and susceptibility to sample motion due to slow data acquisition speed. To address these challenges, it's essential to underscore that this proposed system offers a range of notable advantages, including its compact design, the capacity for widefield imaging with a FOV of up to 100°, and a rapid OCT A-scan rate of 250 kHz, notably exceeding the capabilities of pre-existing multi-modal retinal imaging systems. Validation of the system involved imaging the eyes of normal wild-type mice and diseased mice afflicted with retinal detachment and choroidal neovascularization (CNV). The favorable imaging results demonstrate the system's reliability in identifying retinal lesions in small animals.
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Affiliation(s)
- Zhengyuan Tang
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
| | - Tianze Zhao
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
| | - Ji Ren
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
| | - Kuan Zhang
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
| | - Qi Yin
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
| | - Teng Zhang
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
| | - Hui Zhang
- Ophthalmology Department, Tri-Apex Laboratories Co., LTD, Nanjing, Jiangsu, China
| | - Tianyu Dong
- Ophthalmology Department, Tri-Apex Laboratories Co., LTD, Nanjing, Jiangsu, China
| | - Pengfei Zhang
- School of Optoelectronic Engineering and Instrumentation Science, Dalian University of Technology, Dalian, China
| | - Jie Zhang
- Advanced Ophthalmology Laboratory (AOL), Robotrak Technologies, Nanjing, Jiangsu, China
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Coronado I, Pachade S, Trucco E, Abdelkhaleq R, Yan J, Salazar-Marioni S, Jagolino-Cole A, Bahrainian M, Channa R, Sheth SA, Giancardo L. Synthetic OCT-A blood vessel maps using fundus images and generative adversarial networks. Sci Rep 2023; 13:15325. [PMID: 37714881 PMCID: PMC10504307 DOI: 10.1038/s41598-023-42062-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 09/05/2023] [Indexed: 09/17/2023] Open
Abstract
Vessel segmentation in fundus images permits understanding retinal diseases and computing image-based biomarkers. However, manual vessel segmentation is a time-consuming process. Optical coherence tomography angiography (OCT-A) allows direct, non-invasive estimation of retinal vessels. Unfortunately, compared to fundus images, OCT-A cameras are more expensive, less portable, and have a reduced field of view. We present an automated strategy relying on generative adversarial networks to create vascular maps from fundus images without training using manual vessel segmentation maps. Further post-processing used for standard en face OCT-A allows obtaining a vessel segmentation map. We compare our approach to state-of-the-art vessel segmentation algorithms trained on manual vessel segmentation maps and vessel segmentations derived from OCT-A. We evaluate them from an automatic vascular segmentation perspective and as vessel density estimators, i.e., the most common imaging biomarker for OCT-A used in studies. Using OCT-A as a training target over manual vessel delineations yields improved vascular maps for the optic disc area and compares to the best-performing vessel segmentation algorithm in the macular region. This technique could reduce the cost and effort incurred when training vessel segmentation algorithms. To incentivize research in this field, we will make the dataset publicly available to the scientific community.
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Affiliation(s)
- Ivan Coronado
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Samiksha Pachade
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Emanuele Trucco
- VAMPIRE project, School of Science and Engineering (Computing), University of Dundee, Dundee, Scotland, UK
| | - Rania Abdelkhaleq
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Juntao Yan
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Sergio Salazar-Marioni
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Amanda Jagolino-Cole
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Mozhdeh Bahrainian
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Roomasa Channa
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Sunil A Sheth
- McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Luca Giancardo
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center at Houston, Houston, TX, USA.
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Pekica D, Košič Knez N, Razboršek B, Pahor D. OCT-Angiography Findings in Children with Anisometropic Amblyopia. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1519. [PMID: 37761480 PMCID: PMC10528469 DOI: 10.3390/children10091519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 09/01/2023] [Accepted: 09/06/2023] [Indexed: 09/29/2023]
Abstract
PURPOSE The purpose of this prospective study is to show findings of OCT angiography in children with anisometropic amblyopia with a statistically significant difference, regardless of the type of refractive disorder, between the amblyopic and the fellow eye. This research aimed to establish whether there is a difference in vascular density [VD] and size of the foveal avascular zone [FAZ] in the superficial capillary plexus [SCP]. METHODS All children between 9 and 18 years of age who were treated at the Outpatient Clinic for Orthoptics and Pleoptics of the Department of Ophthalmology, University Medical Centre Maribor from January 2020 to December 2022 due to unilateral anisometric amblyopia were enrolled in our study. Fourteen children met the criteria. Cirrus 5000 high-resolution OCT with AngioPlex OCT angiography was used to analyze the size of the FAZ and VD in the SCP and TCS. The paired t-test or Wilcox signed-rank test [p < 0.05] was used for statistical analysis of each parameter between the amblyopic and fellow eye. RESULTS Mean child age was 13 years ± 2.9 and ranged from 9 to 18 years. Most of the children [85.7%] were boys. The VD of the SCP did not show statistically significant differences between the visually impaired and control eyes [p = 0.328]. The comparison of the FAZ area between the two eyes was also not statistically significant [p < 0.808]. There was also no statistically significant difference in central macular thickness [TCS] [p < 0.291]. CONCLUSIONS Our research results show no statistically significant differences in the VD and the FAZ of the SCP, and in the TCS between the amblyopic and fellow eye in children with unilateral anisometropic amblyopia. Our research did not confirm the results of certain previous studies in which a lower density of the capillary network was present in the visually impaired eye. Further studies with more children are necessary to confirm our results.
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Affiliation(s)
- David Pekica
- Faculty of Medicine, University of Maribor, Taborska ulica 8, 2000 Maribor, Slovenia; (D.P.); (N.K.K.); (B.R.)
| | - Nina Košič Knez
- Faculty of Medicine, University of Maribor, Taborska ulica 8, 2000 Maribor, Slovenia; (D.P.); (N.K.K.); (B.R.)
- Department of Ophthalmology, University Medical Centre Maribor, Ljubljanska ulica 5, 2000 Maribor, Slovenia
| | - Barbara Razboršek
- Faculty of Medicine, University of Maribor, Taborska ulica 8, 2000 Maribor, Slovenia; (D.P.); (N.K.K.); (B.R.)
- Department of Ophthalmology, University Medical Centre Maribor, Ljubljanska ulica 5, 2000 Maribor, Slovenia
| | - Dušica Pahor
- Faculty of Medicine, University of Maribor, Taborska ulica 8, 2000 Maribor, Slovenia; (D.P.); (N.K.K.); (B.R.)
- Department of Ophthalmology, University Medical Centre Maribor, Ljubljanska ulica 5, 2000 Maribor, Slovenia
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Nabi W, Ben Amor H, Zina S, Kadri A, Khochtali S, Abroug N, Ksiaa I, Khairallah M. Swept-source Optical Coherence Tomography Angiography in Active and Scarred Toxoplasmic Retinochoroiditis. Ocul Immunol Inflamm 2023; 31:1479-1485. [PMID: 35914295 DOI: 10.1080/09273948.2022.2097096] [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: 04/20/2022] [Revised: 06/27/2022] [Accepted: 06/27/2022] [Indexed: 10/16/2022]
Abstract
PURPOSE To describe optical coherence tomography angiography (OCTA) findings in eyes with active and scarred toxoplasmic retinochoroiditis. METHODS OCTA scans in active (25 eyes) and scarred (17 eyes) retinochoroiditis were retrospectively reviewed. RESULTS In active lesions, OCTA findings included a non-detectable flow signal area in retinal vascular plexuses and choriocapillaris in all 25 eyes (100%), an abnormal intraretinal vascular process in 2 eyes (8%), and an associated area of retinal flow deficit secondary to branch retinal artery occlusion in one eye (4%). In scarred lesions, OCTA findings included a flow deficit area in retinal vascular plexuses and choriocapillaris in all 17 eyes (100%), a visibility of larger deeper choroidal vessels at the level of choriocapillaris in 9 eyes (53%), and a well-defined intraretinal vascular network in one eye (5.9%). Peripapillary scars were associated on OCTA with wedge-shaped loss of radial peripapillary capillaries with corresponding localized retinal nerve fiber layer defect and visual field loss. CONCLUSION OCTA allows to non-invasively detect retinal and choroidal vascular changes in active and scarred toxoplasmic retinochoroiditis.
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Affiliation(s)
- Wijden Nabi
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Hager Ben Amor
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Sourour Zina
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Amal Kadri
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Sana Khochtali
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Nesrine Abroug
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Imen Ksiaa
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
| | - Moncef Khairallah
- Department of Ophthalmology, Faculty of Medicine, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia
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Seecheran NA, Rafeeq S, Maharaj N, Swarath S, Seecheran V, Seecheran R, Seebalack V, Jagdeo CL, Seemongal-Dass R, Quert AYL, Giddings S, Ramlackhansingh A, Sandy S, Motilal S, Seemongal-Dass R. Correlation of RETINAL Artery Diameter with Coronary Artery Disease: The RETINA CAD Pilot Study-Are the Eyes the Windows to the Heart? Cardiol Ther 2023; 12:499-509. [PMID: 37318673 PMCID: PMC10423171 DOI: 10.1007/s40119-023-00320-x] [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: 04/13/2023] [Accepted: 05/25/2023] [Indexed: 06/16/2023] Open
Abstract
INTRODUCTION This study aimed to determine whether there was any correlation between coronary artery disease (CAD) and retinal artery diameter at an academic tertiary medical center in Trinidad and Tobago. METHODS This prospective study evaluated patients (n = 77) with recent invasive coronary angiography (CAG) and the Synergy between Percutaneous Coronary Intervention with Taxus and Cardiac Surgery (SYNTAX) score who subsequently underwent optical coherence tomography-angiography (OCT-A) at the Eric Williams Medical Sciences Complex (EWMSC) from January 2021 to March 2021. Routine medical history and cardiovascular medications were also recorded. Spearman's rank correlation coefficient and Mann-Whitney U-tests were used to compare correlations and medians between groups. RESULTS The average patient age was 57.8 years old, with the majority being male [n = 55 (71.4%)] and of South Asian ethnicity [n = 53 (68.8%)]. Retinal artery diameter was negatively correlated with the SYNTAX score (-0.332 for the right eye, p = 0.003 and -0.237 for the left eye, p = 0.038). A statistically significant relationship was also demonstrated in females and diabetic patients. There were no serious adverse events (SAEs). CONCLUSION A significantly negative correlation was observed between retinal artery diameter and SYNTAX score. This study alludes to the practical use of optical coherence tomography-angiography (OCT-A) as a noninvasive diagnostic modality for patients with cardiovascular disease (CVD). Further large-scale, multicentric studies are required to confirm these exploratory findings. TRIAL REGISTRATION NUMBER NCT04233619.
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Affiliation(s)
- Naveen Anand Seecheran
- Department of Clinical Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago.
- Faculty of Medical Sciences, The University of the West Indies, 2nd Floor, Building #67, Eric Williams Medical Sciences Complex, Mt. Hope, West Indies, Trinidad and Tobago.
| | - Salma Rafeeq
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | - Nicole Maharaj
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | - Steven Swarath
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | - Valmiki Seecheran
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | - Rajeev Seecheran
- Department of Medicine, Kansas University Medical Center, Wichita, KS, USA
| | - Victoria Seebalack
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | - Cathy-Lee Jagdeo
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | - Rajiv Seemongal-Dass
- Department of Medicine, North Central Regional Health Authority, Mt. Hope, Trinidad and Tobago
| | | | - Stanley Giddings
- Department of Clinical Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Anil Ramlackhansingh
- Department of Clinical Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Sherry Sandy
- Department of Clinical Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Shastri Motilal
- Department of Clinical Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Robin Seemongal-Dass
- Department of Clinical Surgical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
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Ay İE, Soylu S, Er A, Durusu İN, Doğan M, Gobeka HH. Optical coherence tomography angiography aspects of the retinal and optic disc microvascular morphology in erythemato-telangectatic rosacea. Photodiagnosis Photodyn Ther 2023; 43:103657. [PMID: 37336467 DOI: 10.1016/j.pdpdt.2023.103657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Revised: 06/13/2023] [Accepted: 06/16/2023] [Indexed: 06/21/2023]
Abstract
BACKGROUND To investigate retinal and optic disc (OD) microvascular morphological changes in erythemato-telangiectatic rosacea (ETR) patients using optical coherence tomography angiography (OCTA), and compare the findings to age- and gender-matched healthy individuals. METHODS This study included newly diagnosed 31 ETR patients (31 right eyes, group 1) who were clinically diagnosed by two experienced dermatologists. A control group had 32 healthy individuals (32 right eyes, group 2). Demographic data, including age and gender were collected, followed by a thorough ophthalmologic exam. A 6 × 6 mm macular OCTA analysis of superficial and deep capillary plexus (SCP and DCP) vessel densities (VDs), as well as foveal avascular zone (FAZ) area, FAZ perimeter (PERIM), foveal VDs 300 µm area around FAZ (FD-300), and flow areas in the outer retinal and choriocapillaris, was then performed. RESULTS Mean age in groups 1 and 2 was 43.70 ± 13.02 and 43.62 ± 12.30 years, respectively (p=0.979). Male-to-female ratio in group 1 was 4:27 and 4:28 in group 2. Capillary flow analysis revealed slightly higher values in group 1 than in group 2, with the former having a significantly higher select area in the outer retinal layer (p=0.001) and flow area in the choriocapillaris (p=0.002). Despite slightly higher values in group 1, there were no significant differences in SCP and DCP VDs (p > 0.05), FAZ area (p=0.471), PERIM (p=0.778), or FD-300 (p=0.527). CONCLUSIONS ETR appears to be associated with posterior segment changes, especially retinal microvascular morphology, even in asymptomatic ocular conditions. Given the disease's high rate of misdiagnosis, understanding rosacea-induced ocular manifestations is critical for ophthalmologists.
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Affiliation(s)
- İbrahim Ethem Ay
- Department of Ophthalmology, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey
| | - Seçil Soylu
- Department of Dermatology, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey
| | - Aynur Er
- Department of Ophthalmology, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey
| | - İrem Nur Durusu
- Department of Dermatology, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey
| | - Mustafa Doğan
- Department of Ophthalmology, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey
| | - Hamidu Hamisi Gobeka
- Department of Ophthalmology, Faculty of Medicine, Afyonkarahisar Health Sciences University, Afyonkarahisar, Turkey.
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Zou L, Herold F, Ludyga S, Kamijo K, Müller NG, Pontifex MB, Heath M, Kuwamizu R, Soya H, Hillman CH, Ando S, Alderman BL, Cheval B, Kramer AF. Look into my eyes: What can eye-based measures tell us about the relationship between physical activity and cognitive performance? JOURNAL OF SPORT AND HEALTH SCIENCE 2023; 12:568-591. [PMID: 37148971 PMCID: PMC10466196 DOI: 10.1016/j.jshs.2023.04.003] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 03/07/2023] [Accepted: 03/16/2023] [Indexed: 05/08/2023]
Abstract
BACKGROUND There is a growing interest to understand the neurobiological mechanisms that drive the positive associations of physical activity and fitness with measures of cognitive performance. To better understand those mechanisms, several studies have employed eye-based measures (e.g., eye movement measures such as saccades, pupillary measures such as pupil dilation, and vascular measures such as retinal vessel diameter) deemed to be proxies for specific neurobiological mechanisms. However, there is currently no systematic review providing a comprehensive overview of these studies in the field of exercise-cognition science. Thus, this review aimed to address that gap in the literature. METHODS To identify eligible studies, we searched 5 electronic databases on October 23, 2022. Two researchers independently extracted data and assessed the risk of bias using a modified version of the Tool for the assEssment of Study qualiTy and reporting in EXercise (TESTEX scale, for interventional studies) and the critical appraisal tool from the Joanna Briggs Institute (for cross-sectional studies). RESULTS Our systematic review (n = 35 studies) offers the following main findings: (a) there is insufficient evidence available to draw solid conclusions concerning gaze-fixation-based measures; (b) the evidence that pupillometric measures, which are a proxy for the noradrenergic system, can explain the positive effect of acute exercise and cardiorespiratory fitness on cognitive performance is mixed; (c) physical training- or fitness-related changes of the cerebrovascular system (operationalized via changes in retinal vasculature) are, in general, positively associated with cognitive performance improvements; (d) acute and chronic physical exercises show a positive effect based on an oculomotor-based measure of executive function (operationalized via antisaccade tasks); and (e) the positive association between cardiorespiratory fitness and cognitive performance is partly mediated by the dopaminergic system (operationalized via spontaneous eye-blink rate). CONCLUSION This systematic review offers confirmation that eye-based measures can provide valuable insight into the neurobiological mechanisms that may drive positive associations between physical activity and fitness and measures of cognitive performance. However, due to the limited number of studies utilizing specific methods for obtaining eye-based measures (e.g., pupillometry, retinal vessel analysis, spontaneous eye blink rate) or investigating a possible dose-response relationship, further research is necessary before more nuanced conclusions can be drawn. Given that eye-based measures are economical and non-invasive, we hope this review will foster the future application of eye-based measures in the field of exercise-cognition science.
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Affiliation(s)
- Liye Zou
- Body-Brain-Mind Laboratory, School of Psychology, Shenzhen University, Shenzhen 518060, China; Research Group Degenerative and Chronic Diseases, Movement, Faculty of Health Sciences Brandenburg, University of Potsdam, Potsdam 14476, Germany.
| | - Fabian Herold
- Body-Brain-Mind Laboratory, School of Psychology, Shenzhen University, Shenzhen 518060, China; Research Group Degenerative and Chronic Diseases, Movement, Faculty of Health Sciences Brandenburg, University of Potsdam, Potsdam 14476, Germany
| | - Sebastian Ludyga
- Department of Sport, Exercise, and Health, University of Basel, Basel 4052, Switzerland
| | - Keita Kamijo
- Faculty of Liberal Arts and Sciences, Chukyo University, Nagoya 466-8666, Japan
| | - Notger G Müller
- Body-Brain-Mind Laboratory, School of Psychology, Shenzhen University, Shenzhen 518060, China; Research Group Degenerative and Chronic Diseases, Movement, Faculty of Health Sciences Brandenburg, University of Potsdam, Potsdam 14476, Germany
| | - Matthew B Pontifex
- Department of Kinesiology, Michigan State University, East Lansing, MI 48824, USA
| | - Matthew Heath
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, London ON N6A 3K7, Canada; Canadian Centre for Activity and Aging, University of Western Ontario, London ON, N6A 3K7, Canada; Graduate Program in Neuroscience, University of Western Ontario, London ON, N6A 3K7, Canada
| | - Ryuta Kuwamizu
- Laboratory of Exercise Biochemistry and Neuroendocrinology, Faculty of Health and Sport Sciences, University of Tsukuba, Tsukuba 305-0006, Japan
| | - Hideaki Soya
- Laboratory of Exercise Biochemistry and Neuroendocrinology, Faculty of Health and Sport Sciences, University of Tsukuba, Tsukuba 305-0006, Japan; Sport Neuroscience Division, Advanced Research Initiative for Human High Performance (ARIHHP), Faculty of Health and Sport Sciences, University of Tsukuba, Tsukuba 305-0006, Japan
| | - Charles H Hillman
- Center for Cognitive and Brain Health, Department of Psychology, Department of Physical Therapy, Movement, and Rehabilitation Sciences, Northeastern University, Boston, MA 02115, USA
| | - Soichi Ando
- Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo 182-8585, Japan
| | - Brandon L Alderman
- Department of Kinesiology and Health, Rutgers University-New Brunswick, New Brunswick, NJ 08854, USA
| | - Boris Cheval
- Swiss Center for Affective Sciences, University of Geneva, Geneva 1205, Switzerland; Laboratory for the Study of Emotion Elicitation and Expression (E3Lab), Department of Psychology, University of Geneva, Geneva 1205, Switzerland
| | - Arthur F Kramer
- Department of Psychology, Center for Cognitive and Brain Health, Northeastern University, Boston, MA 02115, USA; Beckman Institute, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
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Wolpers AC, Welchowski T, Sedaghat A, Wintergerst MWM, Al-Kassou B, Finger RP, Terheyden JH. Modifications in ocular microperfusion after transcatheter aortic valve implantation. Sci Rep 2023; 13:14181. [PMID: 37648792 PMCID: PMC10468531 DOI: 10.1038/s41598-023-41054-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 08/21/2023] [Indexed: 09/01/2023] Open
Abstract
Cerebral embolization is a known complication of transcatheter aortic valve implantation (TAVI) but the effect of the procedure on the ocular perfusion is currently unclear. Thus, we investigated post-procedural morphologic and perfusion changes of the retina and choroid, using optical coherence tomography angiography (OCTA) and color fundus photography (CFP) in a prospective cohort study. Ophthalmic examinations were conducted pre- and post-TAVI. OCTA images were analyzed quantitatively based on vessel density and skeleton density of the superficial and deep retinal plexus as well as the signal intensity and flow deficits in the choriocapillaris. CFP images were assessed for presence of acute retinal ischemia, optic nerve swelling, vessel emboli, hemorrhages and cotton wool spots. Data was analyzed using linear mixed models. Twenty patients (9 women; 11 men) at a mean age of 81 ± 6 years were included. Pre- and post-interventional ocular imaging data were available for 32 eyes. The analysis revealed a significant impairment of the choriocapillaris perfusion after TAVI with an increased proportion of flow deficits (p = 0.044). When controlling for blood pressure, the average size of choriocapillaris flow voids was significantly increased (systolic and diastolic, p = 0.039 and 0.029). Qualitatively, focal areas of retinal ischemia were detected on OCTA in 33% of participants. Silent emboli or cotton wool spots were identified on CFP in 21%. Our findings indicate a reduced choroidal perfusion as well as areas of retinal ischemia and embolization in a considerable proportion of patients following TAVI. Pending confirmation in a larger sample, these complications merit monitoring as well as inclusion in consent procedures for TAVI.
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Affiliation(s)
- Anne Caroline Wolpers
- Department of Medicine II, Heart Center, University Hospital Bonn, Bonn, Germany
- Department of Cardiology and Internal Intensive Care, Asklepios Clinic St. Georg, Hamburg, Germany
| | - Thomas Welchowski
- Institute for Medical Biometry, Informatics and Epidemiology, University of Bonn, Bonn, Germany
| | - Alexander Sedaghat
- Department of Medicine II, Heart Center, University Hospital Bonn, Bonn, Germany.
- RheinAhrCardio Practice for Cardiology, Wilhelmstr. 14, 53474, Bad Neuenahr-Ahrweiler, Germany.
| | | | - Baravan Al-Kassou
- Department of Medicine II, Heart Center, University Hospital Bonn, Bonn, Germany
| | - Robert P Finger
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
- Department of Ophthalmology, University Hospital Mannheim & Medical Faculty Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, 68167, Mannheim, Germany
| | - Jan Henrik Terheyden
- Department of Ophthalmology, University Hospital Bonn, Venusberg-Campus 1, 53127, Bonn, Germany.
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141
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Nouri H, Nasri R, Abtahi SH. Addressing inter-device variations in optical coherence tomography angiography: will image-to-image translation systems help? Int J Retina Vitreous 2023; 9:51. [PMID: 37644613 PMCID: PMC10466880 DOI: 10.1186/s40942-023-00491-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Accepted: 08/17/2023] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND Optical coherence tomography angiography (OCTA) is an innovative technology providing visual and quantitative data on retinal microvasculature in a non-invasive manner. MAIN BODY Due to variations in the technical specifications of different OCTA devices, there are significant inter-device differences in OCTA data, which can limit their comparability and generalizability. These variations can also result in a domain shift problem that may interfere with applicability of machine learning models on data obtained from different OCTA machines. One possible approach to address this issue may be unsupervised deep image-to-image translation leveraging systems such as Cycle-Consistent Generative Adversarial Networks (Cycle-GANs) and Denoising Diffusion Probabilistic Models (DDPMs). Through training on unpaired images from different device domains, Cycle-GANs and DDPMs may enable cross-domain translation of images. They have been successfully applied in various medical imaging tasks, including segmentation, denoising, and cross-modality image-to-image translation. In this commentary, we briefly describe how Cycle-GANs and DDPMs operate, and review the recent experiments with these models on medical and ocular imaging data. We then discuss the benefits of applying such techniques for inter-device translation of OCTA data and the potential challenges ahead. CONCLUSION Retinal imaging technologies and deep learning-based domain adaptation techniques are rapidly evolving. We suggest exploring the potential of image-to-image translation methods in improving the comparability of OCTA data from different centers or devices. This may facilitate more efficient analysis of heterogeneous data and broader applicability of machine learning models trained on limited datasets in this field.
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Affiliation(s)
- Hosein Nouri
- Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
- School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran.
| | - Reza Nasri
- School of Engineering, University of Isfahan, Isfahan, Iran
| | - Seyed-Hossein Abtahi
- Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
- Department of Ophthalmology, Torfe Medical Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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142
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do Carmo Chaves AEC, Londero TM, da Silva MO, Lavinsky F, Leitão CB, Bauer AC, Lavinsky D. Early retinal neurovascular findings in post-transplant diabetes mellitus patients without clinical signs of diabetic retinopathy. Int J Retina Vitreous 2023; 9:49. [PMID: 37612660 PMCID: PMC10463975 DOI: 10.1186/s40942-023-00487-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Accepted: 08/07/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND Post-transplant diabetes mellitus (PTDM) is a specific subtype of diabetes with an uncertain impact on mortality and morbidity in post-transplant patients. Diabetic retinopathy is the most common microvascular complication of diabetes mellitus, but the long-term clinical progression in PTDM is unknown. New technologies are being used to assess pre-clinical signs of retinal changes, such as swept-source optical coherence tomography (OCT) and OCT-angiography. The aim of this study was to detect pre-clinical structural and vascular changes in the retina using swept-source-OCT and OCT-angiography in patients with PTDM. METHODS In this retrospective cohort study, post-kidney transplant patients were divided into PTDM and non-PTDM (control) groups. Both eyes of eligible PTDM patients and controls were included in this study. Inner retinal layer thickness was measured with swept-source-OCT. Retinal capillary density and the foveal avascular zone were measured with OCT-angiography. RESULTS In the PTDM group, reduced thickness was found in the inferior ganglion cell layer plus inner plexiform layer (95% CI -8.76 to -0.68; p = 0.022) and the temporal inferior segment (95% CI -10.23 to -0.76; p = 0.024) of the inner retina, as well as in the retinal nerve fiber layer in the temporal (95% CI -34.78 to -9.28 p = 0.001) and temporal inferior segments (95% CI -33.26 to -5.03 p = 0.008). No significant differences were found in the vascular capillary plexus between groups at all depths, segments, or foveal avascular zone (p = 0.088). CONCLUSIONS According to OCT-angiography, PTDM patients had reduced inner neurosensory retinal layers but no significant change in vascular density, which suggests that early neuroretinal degeneration might occur prior to vascular changes secondary to PTDM. Prospective studies could help elucidate the clinical course of retinal neuropathy and microvascular pathology in PTDM and provide a better understanding of PTDM complications.
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Affiliation(s)
- Anne Elise Cruz do Carmo Chaves
- Post-Graduate Program in Medical Sciences, Endocrinology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, 97105-900, Rio Grande do Sul, Brazil.
- Ophthalmology Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, 90035-903, Rio Grande do Sul, Brazil.
| | - Thizá Massaia Londero
- Post-Graduate Program in Medical Sciences, Endocrinology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, 97105-900, Rio Grande do Sul, Brazil
- Clinical Medicine Department, Universidade Federal de Santa Maria, Santa Maria, Rio Grande do Sul, Brazil
| | - Monica Oliveira da Silva
- Post-Graduate Program in Medical Sciences, Endocrinology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, 97105-900, Rio Grande do Sul, Brazil
| | - Fábio Lavinsky
- Ophthalmology Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, 90035-903, Rio Grande do Sul, Brazil
| | - Cristiane Bauermann Leitão
- Post-Graduate Program in Medical Sciences, Endocrinology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, 97105-900, Rio Grande do Sul, Brazil
- Endocrinology Division, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, 90035-903, Rio Grande do Sul, Brazil
| | - Andrea Carla Bauer
- Post-Graduate Program in Medical Sciences, Endocrinology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, 97105-900, Rio Grande do Sul, Brazil
- Nephrology Division, Hospital de Clínicas de Porto Alegre (HCPA), Port Alegre, 90035-903, Rio Grande do Sul, Brazil
| | - Daniel Lavinsky
- Post-Graduate Program in Medical Sciences, Endocrinology, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, 97105-900, Rio Grande do Sul, Brazil
- Ophthalmology Division, Hospital de Clínicas de Porto Alegre, Porto Alegre, 90035-903, Rio Grande do Sul, Brazil
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143
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AM S, Anany M, Awwad MA, Sanad E, Eltohamy SMM. The Effect of Myopia on Vessel Density in Glaucomatous Patients by Optical Coherence Tomography Angiography. Clin Ophthalmol 2023; 17:2429-2441. [PMID: 37609643 PMCID: PMC10441653 DOI: 10.2147/opth.s418194] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 06/27/2023] [Indexed: 08/24/2023] Open
Abstract
Background Glaucoma is a degenerative optic neuropathy that causes anatomical and functional visual impairment. Aim and Objectives This investigation's primary goal was to perform a qualitative and quantitative assessment of macular and peripapillary vessels to detect the impairment of blood flow in glaucomatous patients with or without myopia which can affect the prognosis of glaucoma and visual field. Subjects and Methods This prospective, cross-sectional, observational research was performed for glaucomatous patients with and without myopia who attend the outpatient clinic at the ophthalmology department, at Benha University. The study was conducted on 50 subjects with glaucomatous eyes, divided into two groups: the first group consisted of (25 subjects) of glaucoma with myopia and the second group (25 subjects) of glaucoma with the same severity of mean deviation in the visual field of group 1 without myopia, using OCTA to measure retinal vessel density (superficial vessel density) and OCT thickness ILM-RPE, RNFL thickness, GCL and small vessel density (RADIAL PERI PAPILLARY PLEXUS). Results Regarding demographic data of myopia in the studied eyes, there were (9) 18% with low myopia with no significance, (32) 64% with moderate myopia, and (9) 18% with high myopia, with open-angle glaucoma patients showed a highly significant decline in total retinal nerve fiber layer thickness, superior-nasal RNFL thickness, Inferior-nasal RNFL thickness, superior-temporal RNFL and inferior-temporal RNFL thickness compared to open-angle glaucoma patients without myopia. Conclusion Our results show that microvascular attenuation occurs more significantly in OAG than in myopia. When both myopia and OAG are present, there is a higher reduction in microvascular attenuation than with either disease alone. The development and progression of glaucoma in individuals with high myopia are more aggressive than in low or non-myopia, so by using OCTA detection of early microvascular changes in high myopia, individuals help the early detection and management of glaucoma.
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Affiliation(s)
- Saeed AM
- Department of Ophthalmology, Benha University Hospital, Benha, Qualubia, Egypt
| | - Mohamed Anany
- Department of Ophthalmology, Benha University Hospital, Benha, Qualubia, Egypt
| | - Mohamed A Awwad
- Department of Ophthalmology, Benha University Hospital, Benha, Qualubia, Egypt
| | - Eman Sanad
- Department of Ophthalmology, Benha University Hospital, Benha, Qualubia, Egypt
| | - Soha M M Eltohamy
- Department of Ophthalmology, Benha University Hospital, Benha, Qualubia, Egypt
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144
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Bansal A, Narnaware SH, Bawankule PK, Gupta R, Nagdeve R. Retro-mode: a newer insight into dry age-related macular degeneration (AMD). Lasers Med Sci 2023; 38:178. [PMID: 37552467 DOI: 10.1007/s10103-023-03845-8] [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: 01/17/2023] [Accepted: 07/31/2023] [Indexed: 08/09/2023]
Abstract
The purpose of this study is to study the role of retro-mode (RM) in early detection and to compare it with other preexisting available modalities on multimodal imaging system in dry AMD. A prospective observational cross-sectional study was done between November 2020 and October 2021 which included 409 eyes of 207 patients. For study purpose, eyes were divided into 3 groups according to the size and number of the drusen, viz, group 1: No AMD, group 2: early AMD and group 3: intermediate AMD which was further divided into 2 subgroups, viz, subgroup A: eyes with drusen size 63-125 μm and subgroup B: eyes with drusen size 125-250 μm. Patients with active or treated wet AMD, scarred choroidal neovascular membrane (CNVM), other maculopathies, other retinopathies, high myopia, trauma and glaucoma were excluded from the study. In cases of No AMD and early AMD, a number of drusens detected on RM were statistically not significant compared to fundus autofluorescence (FAF) and color photo (CF), but in intermediate AMD cases, it was statistically significant. While the area involved by drusens calculated by RM was statistically significant compared to both other modalities. When all modalities were compared with enhanced depth imaging-optical coherence tomography (EDI-OCT) at the choroid and chorio-capillary (CC) level and vessel density (VD) on optical coherence tomography angiography (OCTA) at the choroid, capillaries, deep retinal and superficial retinal plexus level; it was only RM which was found to be in sync with these proven modalities in terms of pattern and trend. In the present scenario, RM is found to be a better diagnostic modality in detecting early and a greater number of drusens with area of involvement than other existing modalities. Though superior, as found in this study, this mode cannot replace other modalities at present but only acts as a complementary investigation in early detection of this disease.
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Affiliation(s)
- Anju Bansal
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India.
| | - Shilpi H Narnaware
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India
| | - Prashant K Bawankule
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India
| | - Richa Gupta
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India
| | - Rakesh Nagdeve
- Sarakshi Netralaya, 19, Rajiv Nagar, Wardha Road, Nagpur, Maharashtra, 440025, India
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145
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Ferreira A, Anjos R, José-Vieira R, Afonso M, Abreu AC, Monteiro S, Macedo M, Andrade JP, Furtado MJ, Lume M. Application of optical coherence tomography angiography for microvascular changes in patients treated with hydroxychloroquine: a systematic review and meta-analysis. Graefes Arch Clin Exp Ophthalmol 2023; 261:2221-2233. [PMID: 36884062 PMCID: PMC9993382 DOI: 10.1007/s00417-023-06023-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 02/02/2023] [Accepted: 02/11/2023] [Indexed: 03/09/2023] Open
Abstract
BACKGROUND Retinal toxicity with long-term hydroxychloroquine (HCQ) treatment is a major concern. This systematic review aims to assess the application of optical coherence tomography angiography (OCTA) to detect microvascular alterations in patients under HCQ. METHODS PubMed, Scopus, Web of Science, and Cochrane Library databases were systematically searched until January 14, 2023. Studies using OCTA as a primary diagnostic method to evaluate the macular microvasculature of HCQ users were included. Primary outcomes were macular vessel density (VD) and foveal avascular zone (FAZ) at the superficial (SCP) and deep (DCP) capillary plexus. Meta-analysis was performed using a random-effects model. RESULTS Of 211 screened abstracts, 13 were found eligible, enrolling 989 eyes from 778 patients. High-risk patients due to longer duration of treatment presented lower VD in the retinal microvasculature than those with low-risk in SCP (P = 0.02 in fovea; P = 0.004 in parafovea) and in DCP (P = 0.007 in fovea; P = 0.01 in parafovea). When compared with healthy controls, HCQ users had lower VD in both plexus-no quantitative synthesis was presented. CONCLUSIONS Microvascular changes were found in autoimmune patients under HCQ treatment without any documented retinopathy. However, the evidence produced so far does not allow to draw conclusion concerning the effect of drug as studies were not controlled for disease duration.
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Affiliation(s)
- André Ferreira
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal.
- Department of Biomedicine - Unit of Anatomy, Faculty of Medicine of University of Porto, Porto, Portugal.
| | - Rita Anjos
- Department of Ophthalmology, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
- Nova Medical School, Lisbon, Portugal
| | - Rafael José-Vieira
- MEDCIDS-Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Porto, Portugal
- CINTESIS-Center for Health Technology and Services Research, Porto, Portugal
- RISE-Health Research Network, Porto, Portugal
| | - Miguel Afonso
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal
| | - Ana Carolina Abreu
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal
| | - Sílvia Monteiro
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal
| | - Mafalda Macedo
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal
- ICBAS - Instituto de Ciência Biomédicas Abel Salazar, Universidade Do Porto, Porto, Portugal
| | - José P Andrade
- Department of Biomedicine - Unit of Anatomy, Faculty of Medicine of University of Porto, Porto, Portugal
- CINTESIS-Center for Health Technology and Services Research, Porto, Portugal
| | - Maria João Furtado
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal
- ICBAS - Instituto de Ciência Biomédicas Abel Salazar, Universidade Do Porto, Porto, Portugal
| | - Miguel Lume
- Department of Ophthalmology, Centro Hospitalar Universitário Do Porto, Largo Do Prof. Abel Salazar, 4099-001, Porto, Portugal
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Ong J, Waisberg E, Masalkhi M, Kamran SA, Lowry K, Sarker P, Zaman N, Paladugu P, Tavakkoli A, Lee AG. Artificial Intelligence Frameworks to Detect and Investigate the Pathophysiology of Spaceflight Associated Neuro-Ocular Syndrome (SANS). Brain Sci 2023; 13:1148. [PMID: 37626504 PMCID: PMC10452366 DOI: 10.3390/brainsci13081148] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 07/24/2023] [Accepted: 07/28/2023] [Indexed: 08/27/2023] Open
Abstract
Spaceflight associated neuro-ocular syndrome (SANS) is a unique phenomenon that has been observed in astronauts who have undergone long-duration spaceflight (LDSF). The syndrome is characterized by distinct imaging and clinical findings including optic disc edema, hyperopic refractive shift, posterior globe flattening, and choroidal folds. SANS serves a large barrier to planetary spaceflight such as a mission to Mars and has been noted by the National Aeronautics and Space Administration (NASA) as a high risk based on its likelihood to occur and its severity to human health and mission performance. While it is a large barrier to future spaceflight, the underlying etiology of SANS is not well understood. Current ophthalmic imaging onboard the International Space Station (ISS) has provided further insights into SANS. However, the spaceflight environment presents with unique challenges and limitations to further understand this microgravity-induced phenomenon. The advent of artificial intelligence (AI) has revolutionized the field of imaging in ophthalmology, particularly in detection and monitoring. In this manuscript, we describe the current hypothesized pathophysiology of SANS and the medical diagnostic limitations during spaceflight to further understand its pathogenesis. We then introduce and describe various AI frameworks that can be applied to ophthalmic imaging onboard the ISS to further understand SANS including supervised/unsupervised learning, generative adversarial networks, and transfer learning. We conclude by describing current research in this area to further understand SANS with the goal of enabling deeper insights into SANS and safer spaceflight for future missions.
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Affiliation(s)
- Joshua Ong
- Department of Ophthalmology and Visual Sciences, University of Michigan Kellogg Eye Center, Ann Arbor, MI 48105, USA
| | | | - Mouayad Masalkhi
- University College Dublin School of Medicine, Belfield, Dublin 4, Ireland
| | - Sharif Amit Kamran
- Human-Machine Perception Laboratory, Department of Computer Science and Engineering, University of Nevada, Reno, NV 89512, USA
| | | | - Prithul Sarker
- Human-Machine Perception Laboratory, Department of Computer Science and Engineering, University of Nevada, Reno, NV 89512, USA
| | - Nasif Zaman
- Human-Machine Perception Laboratory, Department of Computer Science and Engineering, University of Nevada, Reno, NV 89512, USA
| | - Phani Paladugu
- Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
- Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Alireza Tavakkoli
- Human-Machine Perception Laboratory, Department of Computer Science and Engineering, University of Nevada, Reno, NV 89512, USA
| | - Andrew G. Lee
- Center for Space Medicine, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Ophthalmology, Blanton Eye Institute, Houston Methodist Hospital, Houston, TX 77030, USA
- The Houston Methodist Research Institute, Houston Methodist Hospital, Houston, TX 77030, USA
- Departments of Ophthalmology, Neurology, and Neurosurgery, Weill Cornell Medicine, New York, NY 10065, USA
- Department of Ophthalmology, University of Texas Medical Branch, Galveston, TX 77555, USA
- University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Texas A&M College of Medicine, Bryan, TX 77030, USA
- Department of Ophthalmology, The University of Iowa Hospitals and Clinics, Iowa City, IA 50010, USA
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147
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Allaf AM, Wang J, Simms AG, Jiang H. Age-related alterations in retinal capillary function. Microvasc Res 2023; 148:104508. [PMID: 36822365 PMCID: PMC10258153 DOI: 10.1016/j.mvr.2023.104508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 02/09/2023] [Accepted: 02/17/2023] [Indexed: 02/25/2023]
Abstract
PURPOSE To determine age-related alterations in the retinal capillary function (RCF, the ability to transport blood flow) in healthy subjects. METHODS A total of 148 healthy subjects (aged 18 to 83 years) were enrolled, and one eye of each subject was imaged. Retinal blood flow (RBF) was measured using a Retinal Function Imager, and retinal capillary density (RCD, expressed as fractal dimension Dbox) was measured using optical coherence tomography angiography. RCF was defined as the ratio of RBF to RCD, representing the ability to transport blood flow. The relationship between RCF and age was analyzed. In addition, the cohort was divided into four groups (G1, <35 years, G2, 35-49 years, G3, 50-64 years, and G4, ≥65 years) for further analysis. RESULTS With all data, the relation between the RCF and age had a trend of a quadratic model (G1-4: r = 0.16, P = 0.14). After 35 years (i.e., G2-4), the relation had a trend between the RCF and age fitted into a negative linear model (r = -0.23, P = 0.05). Moreover, after 50 years (i.e., G3-4), the negative linear model became stronger (r = -0.37, P = 0.03). The average RCF was 2.24 ± 0.22 μl/s/Dbox in G4, significantly lower than that in G2 (2.65 ± 0.56 μl/s/Dbox, P = 0.018) and G3 (2.64 ± 0.70 μl/s/Dbox, P = 0.034), but did not reach a significant level compared to that in G1 (2.55 + 0.51 μl/s/Dbox, P = 0.056). CONCLUSIONS This is the first study to determine age-related alterations in the RCF in a healthy population. Decreased RCF in the older group may represent a characteristic pattern of normal aging.
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Affiliation(s)
| | - Jianhua Wang
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA.
| | - Ava-Gaye Simms
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Hong Jiang
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA; Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA
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148
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Javed A, Khanna A, Palmer E, Wilde C, Zaman A, Orr G, Kumudhan D, Lakshmanan A, Panos GD. Optical coherence tomography angiography: a review of the current literature. J Int Med Res 2023; 51:3000605231187933. [PMID: 37498178 PMCID: PMC10387790 DOI: 10.1177/03000605231187933] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 06/09/2023] [Indexed: 07/28/2023] Open
Abstract
This narrative review presents a comprehensive examination of optical coherence tomography angiography (OCTA), a non-invasive retinal vascular imaging technology, as reported in the existing literature. Building on the coherence tomography principles of standard OCT, OCTA further delineates the retinal vascular system, thus offering an advanced alternative to conventional dye-based imaging. OCTA provides high-resolution visualisation of both the superficial and deep capillary networks, an achievement previously unattainable. However, image quality may be compromised by factors such as motion artefacts or media opacities, potentially limiting the utility of OCTA in certain patient cohorts. Despite these limitations, OCTA has various potential clinical applications in managing retinal and choroidal vascular diseases. Still, given its considerable cost implications relative to current modalities, further research is warranted to justify its broader application in clinical practice.
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Affiliation(s)
- Ahmed Javed
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Aishwarya Khanna
- Department of Ophthalmology, Royal Derby Hospital, Derby, United Kingdom
| | - Eleanor Palmer
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Craig Wilde
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Anwar Zaman
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Gavin Orr
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Dharmalingam Kumudhan
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Arun Lakshmanan
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
| | - Georgios D Panos
- Department of Ophthalmology, Queen’s Medical Centre, Nottingham University Hospitals, Nottingham, United Kingdom
- Division of Ophthalmology and Visual Sciences, School of Medicine, University of Nottingham, Nottingham, United Kingdom
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149
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Wąż P, Zorena K, Murawska A, Bielińska-Wąż D. Classification Maps: A New Mathematical Tool Supporting the Diagnosis of Age-Related Macular Degeneration. J Pers Med 2023; 13:1074. [PMID: 37511686 PMCID: PMC10381320 DOI: 10.3390/jpm13071074] [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: 04/25/2023] [Revised: 06/18/2023] [Accepted: 06/26/2023] [Indexed: 07/30/2023] Open
Abstract
OBJECTIVE A new diagnostic graphical tool-classification maps-supporting the detection of Age-Related Macular Degeneration (AMD) has been constructed. METHODS The classification maps are constructed using the ordinal regression model. In the ordinal regression model, the ordinal variable (the dependent variable) is the degree of the advancement of AMD. The other variables, such as CRT (Central Retinal Thickness), GCC (Ganglion Cell Complex), MPOD (Macular Pigment Optical Density), ETDRS (Early Treatment Diabetic Retinopathy Study), Snellen and Age have also been used in the analysis and are represented on the axes of the maps. RESULTS Here, 132 eyes were examined and classified to the AMD advancement level according to the four-point Age-Related Eye Disease Scale (AREDS): AREDS 1, AREDS 2, AREDS 3 and AREDS 4. These data were used for the creation of two-dimensional classification maps for each of the four stages of AMD. CONCLUSIONS The maps allow us to perform the classification of the patient's eyes to particular stages of AMD. The pairs of the variables represented on the axes of the maps can be treated as diagnostic identifiers necessary for the classification to particular stages of AMD.
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Affiliation(s)
- Piotr Wąż
- Department of Nuclear Medicine, Medical University of Gdańsk, 80-210 Gdańsk, Poland
| | - Katarzyna Zorena
- Department of Immunobiology and Environment Microbiology, Medical University of Gdańsk, 80-210 Gdańsk, Poland
| | - Anna Murawska
- Department of Immunobiology and Environment Microbiology, Medical University of Gdańsk, 80-210 Gdańsk, Poland
| | - Dorota Bielińska-Wąż
- Department of Radiological Informatics and Statistics, Medical University of Gdańsk, 80-210 Gdańsk, Poland
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150
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Salongcay RP, Aquino LAC, Salva CMG, Peto T, Silva PS. Comparison of Diabetic Retinopathy Lesions Identified Using Ultrawide Field Imaging and Optical Coherence Tomography Angiography. Ophthalmic Res 2023; 66:1053-1062. [PMID: 37379803 PMCID: PMC10614530 DOI: 10.1159/000531723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 06/11/2023] [Indexed: 06/30/2023]
Abstract
INTRODUCTION Optical coherence tomography (OCT) angiography (OCTA) has the potential to influence the diagnosis and management of diabetic eye disease. This study aims to determine the correlation between diabetic retinopathy (DR) findings on ultrawide field (UWF) color photography (UWF-CP), UWF fluorescein angiography (UWF-FA), and OCTA. METHODS This is a cross-sectional, prospective study. One hundred and fourteen eyes from 57 patients with diabetes underwent mydriatic UWF-CP, UWF-FA, and OCTA. DR severity was assessed. Ischemic areas were identified on UWF-FA using ImageJ and the nonperfusion index (NPI) was calculated. Diabetic macular edema (DME) was assessed using OCT. Superficial capillary plexus vessel density (VD), vessel perfusion (VP), and foveal avascular zone (FAZ) area were automatically measured on OCTA. Pearson correlation coefficient between the imaging modalities was determined. RESULTS Forty-five eyes were excluded due to non-DR findings or prior laser photocoagulation; 69 eyes were analyzed. DR severity was associated with larger NPI (r = 0.55944, p < 0.0001) even after distinguishing between cones (Cone Nonperfusion Index [CPI]: r = 0.55617, p < 0.0001) and rods (Rod Nonperfusion Index [RPI]: r = 0.55285, p < 0.0001). In eyes with nonproliferative DR (NPDR), NPI is correlated with DME (r = 0.51156, p = 0.0017) and central subfield thickness (CST) (r = 0.67496, p < 0.0001). UWF-FA macular nonperfusion correlated with NPI (r = 0.42899, p = 0.0101), CPI (r = 0.50028, p = 0.0022), and RPI (r = 0.49027, p = 0.0028). Central VD and VP correlated with the DME presence (r = 0.52456, p < 0.0001; r = 0.51952, p < 0.0001) and CST (r = 0.50133, p < 0.0001; r = 0.48731, p < 0.0001). Central VD and VP were correlated with macular nonperfusion (r = 0.44503, p = 0.0065; r = 0.44239, p = 0.0069) in eyes with NPDR. Larger FAZ was correlated with decreased central VD (r = -0.60089, p = 0.0001) and decreased central VP (r = -0.59224, p = 0.0001). CONCLUSION UWF-CP, UWF-FA, and OCTA findings provide relevant clinical information on diabetic eyes. Nonperfusion on UWF-FA is correlated with DR severity and DME. OCTA metrics of the superficial capillary plexus correlate with the incidence of DME and macular ischemia.
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Affiliation(s)
- Recivall P. Salongcay
- Centre for Public Health, Queen’s University Belfast, Belfast, UK
- Eye and Vision Institute, The Medical City, Pasig, Metro Manila, Philippines
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
| | - Lizzie Anne C. Aquino
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
| | | | - Tunde Peto
- Centre for Public Health, Queen’s University Belfast, Belfast, UK
| | - Paolo S. Silva
- Eye and Vision Institute, The Medical City, Pasig, Metro Manila, Philippines
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Beetham Eye Institute, Joslin Diabetes Center, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
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