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Tan B, Sim YC, Chua J, Yusufi D, Wong D, Yow AP, Chin C, Tan ACS, Sng CCA, Agrawal R, Gopal L, Sim R, Tan G, Lamoureux E, Schmetterer L. Developing a normative database for retinal perfusion using optical coherence tomography angiography. BIOMEDICAL OPTICS EXPRESS 2021; 12:4032-4045. [PMID: 34457397 PMCID: PMC8367249 DOI: 10.1364/boe.423469] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 05/13/2021] [Accepted: 05/13/2021] [Indexed: 05/25/2023]
Abstract
Visualizing and characterizing microvascular abnormalities with optical coherence tomography angiography (OCTA) has deepened our understanding of ocular diseases, such as glaucoma, diabetic retinopathy, and age-related macular degeneration. Two types of microvascular defects can be detected by OCTA: focal decrease because of localized absence and collapse of retinal capillaries, which is referred to as the non-perfusion area in OCTA, and diffuse perfusion decrease usually detected by comparing with healthy case-control groups. Wider OCTA allows for insights into peripheral retinal vascularity, but the heterogeneous perfusion distribution from the macula, parapapillary area to periphery hurdles the quantitative assessment. A normative database for OCTA could estimate how much individual's data deviate from the normal range, and where the deviations locate. Here, we acquired OCTA images using a swept-source OCT system and a 12×12 mm protocol in healthy subjects. We automatically segmented the large blood vessels with U-Net, corrected for anatomical factors such as the relative position of fovea and disc, and segmented the capillaries by a moving window scheme. A total of 195 eyes were included and divided into 4 age groups: < 30 (n=24) years old, 30-49 (n=28) years old, 50-69 (n=109) years old and >69 (n=34) years old. This provides an age-dependent normative database for characterizing retinal perfusion abnormalities in 12×12 mm OCTA images. The usefulness of the normative database was tested on two pathological groups: one with diabetic retinopathy; the other with glaucoma.
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Affiliation(s)
- Bingyao Tan
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore
- NTU Institute for Health Technologies, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Yin Ci Sim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Jacqueline Chua
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Duke-NUS Medical School, Singapore
| | - Dheo Yusufi
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Damon Wong
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore
- NTU Institute for Health Technologies, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Ai Ping Yow
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore
- NTU Institute for Health Technologies, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Calvin Chin
- Duke-NUS Medical School, Singapore
- National Heart Centre Singapore, Singapore
| | - Anna C. S. Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Duke-NUS Medical School, Singapore
- Changi General Hospital, Singapore
| | - Chelvin C. A. Sng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Department of Ophthalmology, National University Hospital, Singapore
| | - Rupesh Agrawal
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Tan Tock Seng Hospital, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore
| | | | - Ralene Sim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Gavin Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Duke-NUS Medical School, Singapore
| | - Ecosse Lamoureux
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Duke-NUS Medical School, Singapore
| | - Leopold Schmetterer
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore
- NTU Institute for Health Technologies, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- School of Chemical and Biomedical Engineering, Nanyang Technological University, Singapore
- Department of Clinical Pharmacology, Medical University of Vienna, Austria
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Austria
- Institute of Molecular and Clinical Ophthalmology, Basel, Switzerland
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52
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Hogg RE, Wright DM, Dolz-Marco R, Gray C, Waheed N, Teussink MM, Naskas T, Perais J, Das R, Quinn N, Bontzos G, Nicolaou C, Annam K, Young IS, Kee F, McGuiness B, Mc Kay G, MacGillivray T, Peto T, Chakravarthy U. Quantitative Parameters from OCT Angiography in Patients with Diabetic Retinopathy and in Those with Only Peripheral Retinopathy Compared with Control Participants. OPHTHALMOLOGY SCIENCE 2021; 1:100030. [PMID: 36249296 PMCID: PMC9559874 DOI: 10.1016/j.xops.2021.100030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 05/13/2021] [Accepted: 05/20/2021] [Indexed: 11/17/2022]
Abstract
Purpose To describe the differences in a range of quantitative OCT angiography (OCTA) metrics across early stages of diabetic retinopathy (DR), providing robust effect estimates as well as sensitivity and specificity. Design Cross-sectional study with population-based sampling. Participants Four hundred forty-one eyes from 296 individuals: 328 control eyes (no diabetes mellitus [DM] and no DR), 55 eyes with DM and no DR, and 58 eyes with early nonproliferative DR. Methods Multimodal retinal imaging included color fundus photography, color Optomap ultra-widefield imaging, and spectral-domain OCT (Spectralis OCT2; Heidelberg Engineering GmbH) with the OCTA module. All images were graded for the presence and severity of DR features. OCTA images were assessed manually for inclusion based on quality. Binary OCTA metrics were assessed after 3-dimensional projection artifact removal including from the nerve fiber layer vascular plexus, superficial vascular plexus (SVC), and deep vascular plexus (DVC) by Early Treatment Diabetic Retinopathy Study (ETDRS) grid, foveal avascular zone (FAZ) area, FAZ minimum and maximum diameter, perimeter length, and circularity. Main Outcome Measures Diabetes mellitus and DR status and presence or absence of DR in the retinal periphery. Results The reduction in vessel densities in participants with DM and manifest DR compared with control participants tended to be twice that of those with DM, but no DR, compared with control participants. Some evidence of spatial heterogeneity in vessel reductions was found in those yet to develop DR, whereas those with manifest DR had significant reductions across the ETDRS grid. The FAZ perimeter and circularity were impacted most significantly by DM, and those with DR showed decreased multispectral fractal dimensions compared with control participants. Eyes with peripheral DR had reduced vessel density compared with those with DM and no DR only in the superior outer, temporal inner, and temporal outer regions in the DVC and SVC. The area under the receiver operating characteristic curve ranged between 0.48 and 0.73. Conclusions Significant differences in OCTA metrics can be found in those with DM before manifest DR using commercially available equipment with minimal image postprocessing. Although diagnostic performance was poor, these metrics may be useful for measuring change over time in clinical trials.
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Key Words
- AUC, area under the receiver operating characteristic curve
- DM, diabetes mellitus
- DR, diabetic retinopathy
- DVC, deep vascular plexus
- Diabetes mellitus
- Diabetic retinopathy
- ETDRS, Early Treatment Diabetic Retinopathy Study
- FAZ, foveal avascular zone
- Foveal avascular zone
- NFLVP, nerve fiber layer vascular plexus
- NICOLA, Northern Ireland Cohort Study for the Longitudinal Study of Aging
- OCT angiography
- OCTA
- OCTA, OCT angiography
- Retinal periphery
- SVC, superficial vascular plexus
- Vessel density
- Vessel segmentation
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Affiliation(s)
- Ruth E. Hogg
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
- Correspondence: Ruth E. Hogg, PhD, Institute of Clinical Sciences, Block A, Centre for Public Health, Queen’s University Belfast, Belfast BT12 6BA, United Kingdom.
| | - David M. Wright
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | | | - Calum Gray
- Queen’s Medical Research Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Nadia Waheed
- School of Medicine, Tufts University, Boston, Massachusetts
| | | | - Timos Naskas
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Jennifer Perais
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Radha Das
- Moorfields Eye Hospital, London, United Kingdom
| | - Nicola Quinn
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | | | | | - Kaushik Annam
- School of Medicine, Louisiana State University, New Orleans, Louisiana
| | - Ian S. Young
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Frank Kee
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | | | - Gareth Mc Kay
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Tom MacGillivray
- Queen’s Medical Research Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Tunde Peto
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Usha Chakravarthy
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
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53
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Quinn N, Jenkins A, Ryan C, Januszewski A, Peto T, Brazionis L. Imaging the eye and its relevance to diabetes care. J Diabetes Investig 2021; 12:897-908. [PMID: 33190401 PMCID: PMC8169343 DOI: 10.1111/jdi.13462] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 11/08/2020] [Accepted: 11/10/2020] [Indexed: 11/28/2022] Open
Abstract
Diabetes is a major cause of vision loss globally, yet this devastating complication is largely preventable. Early detection and treatment of diabetic retinopathy necessitates screening. Ocular imaging is widely used clinically, both for the screening and management of diabetic retinopathy. Common eye conditions, such as glaucoma, cataracts and retinal vessel thrombosis, and signs of systemic conditions, such as hypertension, are frequently revealed. As well as imaging by a skilled clinician during an eye examination, non-ophthalmic clinicians, such as general practitioners, endocrinologists, nurses and trained health workers, can also can carry out diabetic eye screening. This process usually comprises local imaging with remote grading, mostly human grading. However, grading incorporating artificial intelligence is emerging. In a clinical research context, retinal vasculature analyses using semi-automated software in many populations have identified associations between retinal vessel geometry, such as vessel caliber, and the risk of diabetic retinopathy and other chronic complications of type 1 and type 2 diabetes. Similarly, evaluation of corneal nerves by corneal confocal microscopy is revealing diabetes-related abnormalities, and associations with and predictive power for other chronic diabetes complications. As yet, the value of retinal vessel geometry and corneal confocal microscopy measures at an individual level is uncertain. In this article, targeting non-ocular clinicians and researchers, we review existent and emerging ocular imaging and grading tools, including artificial intelligence, and their associations between ocular imaging findings and diabetes and its chronic complications.
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Affiliation(s)
- Nicola Quinn
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Center for Public HealthQueen’s University BelfastBelfastUK
| | - Alicia Jenkins
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Center for Public HealthQueen’s University BelfastBelfastUK
| | - Chris Ryan
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Department of MedicineThe University of MelbourneMelbourneVictoriaAustralia
| | - Andrzej Januszewski
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Department of MedicineThe University of MelbourneMelbourneVictoriaAustralia
| | - Tunde Peto
- Center for Public HealthQueen’s University BelfastBelfastUK
| | - Laima Brazionis
- National Health and Medical Research Council Clinical Trials CenterThe University of SydneySydneyNew South WalesAustralia
- Department of MedicineThe University of MelbourneMelbourneVictoriaAustralia
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54
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Kumar A, Agarwal D, Kumar A. Diabetic retinopathy screening and management in India: Challenges and possible solutions. Indian J Ophthalmol 2021; 69:479-481. [PMID: 33595458 PMCID: PMC7942083 DOI: 10.4103/ijo.ijo_2357_20] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Affiliation(s)
- Atul Kumar
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, India
| | - Divya Agarwal
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, India
| | - Aman Kumar
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, India
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55
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Pramil V, Levine ES, Waheed NK. Macular Vessel Density in Diabetic Retinopathy Patients: How Can We Accurately Measure and What Can It Tell Us? Clin Ophthalmol 2021; 15:1517-1527. [PMID: 33880011 PMCID: PMC8053507 DOI: 10.2147/opth.s272328] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 03/19/2021] [Indexed: 12/17/2022] Open
Abstract
Diabetic retinopathy is one of the leading causes of blindness worldwide. Optical coherence tomography angiography (OCTA) is a non-invasive technology that provides depth-resolved images of the chorioretinal vasculature and allows for the understanding of the changes in vasculature with diabetic retinopathy. Not only can it provide qualitative information, but OCTA can also provide quantitative information about the vasculature in patients with diabetic retinopathy. Macular vessel density is one of the quantitative metrics that can be obtained from OCTA images. This is a repeatable and non-subjective measurement that can provide valuable insight into the pathophysiology of diabetic retinopathy. In this non-systematic review, the measurement of macular vessel density in diabetic retinopathy and the reasons for its importance in the diagnosis and management of patients with diabetes and varying severities of diabetic retinopathy is discussed.
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Affiliation(s)
- Varsha Pramil
- New England Eye Center, Tufts Medical Center, Boston, MA, USA.,Tufts University School of Medicine, Boston, MA, USA
| | - Emily S Levine
- New England Eye Center, Tufts Medical Center, Boston, MA, USA.,Tufts University School of Medicine, Boston, MA, USA
| | - Nadia K Waheed
- New England Eye Center, Tufts Medical Center, Boston, MA, USA
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56
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Pan WW, Gardner TW, Harder JL. Integrative Biology of Diabetic Retinal Disease: Lessons from Diabetic Kidney Disease. J Clin Med 2021; 10:1254. [PMID: 33803590 PMCID: PMC8003049 DOI: 10.3390/jcm10061254] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 03/09/2021] [Accepted: 03/12/2021] [Indexed: 01/13/2023] Open
Abstract
Diabetic retinal disease (DRD) remains the most common cause of vision loss in adults of working age. Progress on the development of new therapies for DRD has been limited by the complexity of the human eye, which constrains the utility of traditional research techniques, including animal and tissue culture models-a problem shared by those in the field of kidney disease research. By contrast, significant progress in the study of diabetic kidney disease (DKD) has resulted from the successful employment of systems biology approaches. Systems biology is widely used to comprehensively understand complex human diseases through the unbiased integration of genetic, environmental, and phenotypic aspects of the disease with the functional and structural manifestations of the disease. The application of a systems biology approach to DRD may help to clarify the molecular basis of the disease and its progression. Acquiring this type of information might enable the development of personalized treatment approaches, with the goal of discovering new therapies targeted to an individual's specific DRD pathophysiology and phenotype. Furthermore, recent efforts have revealed shared and distinct pathways and molecular targets of DRD and DKD, highlighting the complex pathophysiology of these diseases and raising the possibility of therapeutics beneficial to both organs. The objective of this review is to survey the current understanding of DRD pathophysiology and to demonstrate the investigative approaches currently applied to DKD that could promote a more thorough understanding of the structure, function, and progression of DRD.
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Affiliation(s)
- Warren W. Pan
- Department of Ophthalmology and Visual Sciences, University of Michigan Medical School, Ann Arbor, MI 48105, USA; (W.W.P.); (T.W.G.)
| | - Thomas W. Gardner
- Department of Ophthalmology and Visual Sciences, University of Michigan Medical School, Ann Arbor, MI 48105, USA; (W.W.P.); (T.W.G.)
- Department of Internal Medicine (Metabolism, Endocrinology and Diabetes), University of Michigan Medical School, Ann Arbor, MI 48109, USA
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Jennifer L. Harder
- Department of Internal Medicine (Nephrology), University of Michigan Medical School, Ann Arbor, MI 48109, USA
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57
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Optical Coherence Tomography Angiography Monitors Cutaneous Wound Healing under Angiogenesis-Promoting Treatment in Diabetic and Non-Diabetic Mice. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11052447] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
During wound healing, the rapid re-establishment of a functional microcirculation in the wounded tissue is of utmost importance. We applied optical coherence tomography (OCT) angiography to evaluate vascular remodeling in an excisional wound model in the pinnae of C57BL/6 and db/db mice receiving different proangiogenic topical treatments. Analysis of the high-resolution OCT angiograms, including the four quantitative parameters vessel density, vessel length, number of bifurcations, and vessel tortuosity, revealed changes of the microvasculature and allowed identification of the overlapping wound healing phases hemostasis, inflammation, proliferation, and remodeling. Angiograms acquired in the inflammatory phase in the first days showed a dilation of vessels and recruitment of pre-existing capillaries. In the proliferative phase, angiogenesis with the sprouting of new capillaries into the wound tissue led to an increase of the OCT angiography parameters vessel density, normalized vessel length, number of bifurcations, and vessel tortuosity by 28–47%, 39–52%, 33–48%, and 3–8% versus baseline, respectively. After the peak observed on study days four to seven, the parameters slowly decreased but remained still elevated 18 days after wounding, indicating a continuing remodeling phase. Our study suggests that OCT angiography has the potential to serve as a valuable preclinical research tool in studies investigating impaired vascular remodeling during wound healing and potential new treatment strategies.
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58
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Shaw LT, Khanna S, Chun LY, Dimitroyannis RC, Rodriguez SH, Massamba N, Hariprasad SM, Skondra D. Quantitative Optical Coherence Tomography Angiography (OCTA) Parameters in a Black Diabetic Population and Correlations with Systemic Diseases. Cells 2021; 10:cells10030551. [PMID: 33806492 PMCID: PMC7998203 DOI: 10.3390/cells10030551] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 02/27/2021] [Accepted: 03/02/2021] [Indexed: 01/02/2023] Open
Abstract
This is a cross-sectional, prospective study of a population of black diabetic participants without diabetic retinopathy aimed to investigate optical coherence tomography angiography (OCTA) characteristics and correlations with systemic diseases in this population. These parameters could serve as novel biomarkers for microvascular complications; especially in black populations which are more vulnerable to diabetic microvascular complications. Linear mixed models were used to obtain OCTA mean values ± standard deviation and analyze statistical correlations to systemic diseases. Variables showing significance on univariate mixed model analysis were further analyzed with multivariate mixed models. 92 eyes of 52 black adult subjects were included. After multivariate analysis; signal strength intensity (SSI) and heart disease had statistical correlations to superficial capillary plexus vessel density in our population. SSI and smoking status had statistical correlations to deep capillary plexus vessel density in a univariate analysis that persisted in part of the imaging subset in a multivariate analysis. Hyperlipidemia; hypertension; smoking status and pack-years; diabetes duration; creatinine; glomerular filtration rate; total cholesterol; hemoglobin A1C; and albumin-to-creatinine ratio were not significantly associated with any OCTA measurement in multivariate analysis. Our findings suggest that OCTA measures may serve as valuable biomarkers to track systemic vascular functioning in diabetes mellitus in black patients.
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Affiliation(s)
- Lincoln T. Shaw
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
| | - Saira Khanna
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
| | - Lindsay Y. Chun
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
| | - Rose C. Dimitroyannis
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
- University of Chicago, Chicago, IL 60637, USA
| | - Sarah H. Rodriguez
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
| | - Nathalie Massamba
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
- J. Terry Ernest Ocular Imaging Center, University of Chicago Medical Center, Chicago, IL 60637, USA
| | - Seenu M. Hariprasad
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
| | - Dimitra Skondra
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL 60637, USA; (L.T.S.); (S.K.); (L.Y.C.); (R.C.D.); (S.H.R.); (N.M.); (S.M.H.)
- J. Terry Ernest Ocular Imaging Center, University of Chicago Medical Center, Chicago, IL 60637, USA
- Correspondence: ; Tel.: 1-773-702-3937
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Mastropasqua R, D’Aloisio R, Costantini E, Porreca A, Ferro G, Libertini D, Reale M, Di Nicola M, Viggiano P, Falconio G, Toto L. Serum microRNA Levels in Diabetes Mellitus. Diagnostics (Basel) 2021; 11:diagnostics11020284. [PMID: 33670401 PMCID: PMC7918507 DOI: 10.3390/diagnostics11020284] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Revised: 01/29/2021] [Accepted: 02/06/2021] [Indexed: 12/15/2022] Open
Abstract
The aim of our study is to evaluate the serum circulating levels of some miRNA, such as hsa-let-7b-5p, hsa-let-7a-5p, hsa-miR-320b, hsa-miR-23a-3p, hsa-miR-27a-3p, hsa-miR-15a-5p, and hsa-miR-495-3, in diabetic patients without diabetic retinopathy (DR), diabetic patients with DR, and, healthy subjects in order to find reliable and reproducible biomarkers for DR. A total of 45 subjects underwent serum sampling for miRNAs evaluation and a complete ophthalmologic examination, including microperimetry and widefield swept source optical coherence tomography angiography (OCTA). Total circulating RNA was isolated from patients using the miRNeasy Serum/Plasma Kit. Serum miRNA expression levels were significantly different in the three groups. In detail, circulating hsa-miR-15a-5p levels were significantly reduced in both diabetic patients without DR and diabetic patients with DR (p = 0.027). Serum hsa-miR-495-3p was lower in diabetic patients with DR and diabetic patients without DR (p = 0.049). Hsa-miR-23a-3p serum expression levels were significantly lower in diabetic patients with DR and diabetic patients without DR (p = 0.013). Significant associations of miRNAs with anatomical/perfusion parameters and functional parameters were observed in the diabetic groups. We find evidence of damage in progression biomarkers in DR that are evidently early in patients with diabetes without DR. Serum miRNAs levels are considered to have strong potential as a novel biomarker for the early detection of DR in subjects suffering from diabetes and could represent noninvasive target therapies to block the progression of the disease at the early stages.
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Affiliation(s)
- Rodolfo Mastropasqua
- Institute of Ophthalmology, University of Modena and Reggio Emilia, 41121 Modena, Italy;
| | - Rossella D’Aloisio
- Ophthalmology Clinic, Department of Medicine and Science of Ageing, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (G.F.); (D.L.); (P.V.); (G.F.); (L.T.)
- Correspondence:
| | - Erica Costantini
- Department of Medical, Oral and Biotechnological Science, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (E.C.); (M.R.); (M.D.N.)
| | - Annamaria Porreca
- Department of Economic Studies, University “G. d’Annunzio” Chieti-Pescara, Viale Pindaro, 65100 Pescara, Italy;
| | - Giada Ferro
- Ophthalmology Clinic, Department of Medicine and Science of Ageing, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (G.F.); (D.L.); (P.V.); (G.F.); (L.T.)
| | - Daniele Libertini
- Ophthalmology Clinic, Department of Medicine and Science of Ageing, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (G.F.); (D.L.); (P.V.); (G.F.); (L.T.)
| | - Marcella Reale
- Department of Medical, Oral and Biotechnological Science, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (E.C.); (M.R.); (M.D.N.)
| | - Marta Di Nicola
- Department of Medical, Oral and Biotechnological Science, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (E.C.); (M.R.); (M.D.N.)
| | - Pasquale Viggiano
- Ophthalmology Clinic, Department of Medicine and Science of Ageing, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (G.F.); (D.L.); (P.V.); (G.F.); (L.T.)
| | - Gennaro Falconio
- Ophthalmology Clinic, Department of Medicine and Science of Ageing, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (G.F.); (D.L.); (P.V.); (G.F.); (L.T.)
| | - Lisa Toto
- Ophthalmology Clinic, Department of Medicine and Science of Ageing, University “G. d’Annunzio” Chieti-Pescara, Via dei Vestini 31, 66100 Chieti, Italy; (G.F.); (D.L.); (P.V.); (G.F.); (L.T.)
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Mc Grath O, Sarfraz MW, Gupta A, Yang Y, Aslam T. Clinical Utility of Artificial Intelligence Algorithms to Enhance Wide-Field Optical Coherence Tomography Angiography Images. J Imaging 2021; 7:jimaging7020032. [PMID: 34460631 PMCID: PMC8321271 DOI: 10.3390/jimaging7020032] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 02/02/2021] [Accepted: 02/03/2021] [Indexed: 12/27/2022] Open
Abstract
The aim of this paper is to investigate the clinical utility of the application of deep learning denoise algorithms on standard wide-field Optical Coherence Tomography Angiography (OCT-A) images. This was a retrospective case-series assessing forty-nine 10 × 10 mm OCT-A1 macula scans of 49 consecutive patients attending a medical retina clinic over a 6-month period. Thirty-seven patients had pathology; 13 had none. Retinal vascular layers were categorised into superficial or deep capillary plexus. For each category, the retinal experts compared the original standard image with the same image that had intelligent denoise applied. When analysing the Superficial Capillary Plexus (SCP), the denoised image was selected as "best for clinical assessment" in 98% of comparisons. No difference was established in the remaining 2%. On evaluating the Deep Capillary Plexus (DCP), the denoised image was preferred in 35% of comparisons. No difference was found in 65%. There was no evidence of new artefactual features nor loss of anatomical detail in denoised compared to the standard images. The wide-field denoise feature of the Canon Xephilio OCT-A1 produced scans that were clinically preferable over their original OCT-A images, especially for SCP assessment, without evidence for causing a new artefactual error.
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A pilot study investigating anterior segment optical coherence tomography angiography as a non-invasive tool in evaluating corneal vascularisation. Sci Rep 2021; 11:1212. [PMID: 33441810 PMCID: PMC7807024 DOI: 10.1038/s41598-020-80099-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 12/16/2020] [Indexed: 01/28/2023] Open
Abstract
The current assessment of corneal vascularisation (CV) relies on slit-lamp examination, which may be subjective. Dye-based angiographies, like indocyanine green angiography (ICGA), allows for good visualisation of anterior segment blood vessels. However, ICGA is invasive and can be associated with systemic adverse effects. Anterior segment optical coherence tomography angiography (AS-OCTA) is a non-invasive tool that has been shown to successfully delineate CV. However, there are no previous studies that have reported if AS-OCTA can determine CV stage and activity. We used an established CV model in rabbits to examine serial AS-OCTA scans of CV development and regression following treatment with anti-vascular endothelial growth factor. We compared AS-OCTA derived vascular measurements to that of ICGA determined vessel leakage and CV staging. Our results showed that AS-OCTA vessel densities and vessel branch area significantly correlated with the severity of CV based on ICGA (all p ≤ 0.05). We also found that AS-OCTA vessel densities correlated with ICGA vessel leakage time, following an inverse linear relationship (r2 = − 0.726, p < 0.01). Changes in aqueous levels of CXCL-12 and PIGF cytokines significantly correlated with AS-OCTA vessel densities (r2 = 0.736 and r2 = 0.731 respectively, all p < 0.05). In summary, we found that AS-OCTA derived vessel parameters may be useful for assessing CV severity, while vessel density correlates with CV activity and leakage. Thus, our pilot animal model study suggests that AS-OCTA may be a useful non-invasive imaging tool to provide objective assessment of CV to examine progression or response in treatment, which requires confirmation in clinical studies.
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Laiginhas R, Guimarães M, Nora M, Chibante J, Falcão M. Gastric Bypass Improves Microvascular Perfusion in Patients with Obesity. Obes Surg 2021; 31:2080-2086. [PMID: 33420672 DOI: 10.1007/s11695-021-05223-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2020] [Revised: 01/02/2021] [Accepted: 01/04/2021] [Indexed: 12/11/2022]
Abstract
PURPOSE Basic science research has shown that obesity is associated with microvascular endothelial dysfunction. However, whether bariatric surgery impacts the microvascular networks has yet to be explored. This study sought to evaluate the impact of gastric bypass in the retinal microvasculature. METHODS Patients with obesity (BMI ≥ 35 kg/m2) scheduled to gastric bypass were consecutively recruited and included in the study. Patients were evaluated before surgery and 6-12 months after the intervention. Macular microvascular properties were evaluated using optical coherence tomography (OCT) angiography. Foveal avascular zone area, perimeter, circularity, and foveal and perifoveal vascular density (in both superficial and deep vascular plexus) were computed. RESULTS In total, 40 eyes from 20 patients were included (30% male, mean BMI 43.4 ± 4.5 kg/m2 (range 35.7-51.4). From these, 45% were diabetic before bariatric surgery. After surgery, there was a significant increase in foveal avascular zone circularity (from 0.85 ± 0.09 to 0.92 ± 0.07, p = 0.001) and vascular density in perifoveal deep vascular plexus (from 0.69 ± 0.12 to 0.73 ± 0.12; p = 0.04), whereas foveal avascular zone perimeter decreased (from 2.34 ± 0.37 to 2.20 ± 0.35 mm, p = 0.007). Preoperative diabetic status was not a predictor of microvascular retinal changes after bariatric surgery. However, after multivariate adjustments, the increased drop in HbA1c after the surgery remained associated with the increase in perifoveal vascular density in the deep vascular plexus (B = 0.05; 95% CI 0.05-0.10; p = 0.03). CONCLUSIONS Gastric bypass improves retinal microvascular perfusion as demonstrated by the increased parafoveal vascular density in the deep vascular plexus, increased foveal avascular zone circularity, and decreased foveal avascular zone perimeter.
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Affiliation(s)
- Rita Laiginhas
- PDICSS, Faculty of Medicine of Porto University (FMUP), Porto, Portugal
- Department of Ophthalmology, Centro Hospitalar de Entre o Douro e Vouga, Santa Maria da Feira, Portugal
| | - Marta Guimarães
- Department of General Surgery, Centro Hospitalar de Entre Douro e Vouga, Santa Maria da Feira, Portugal
- Unit for Multidisciplinary Research in Biomedicine (UMIB), Endocrine, Cardiovascular and Metabolic Research, University of Porto, Porto, Portugal
- Department of Anatomy, Institute of Biomedical Science Abel Salazar (ICBAS), University of Porto, Porto, Portugal
| | - Mário Nora
- Department of General Surgery, Centro Hospitalar de Entre Douro e Vouga, Santa Maria da Feira, Portugal
- Unit for Multidisciplinary Research in Biomedicine (UMIB), Endocrine, Cardiovascular and Metabolic Research, University of Porto, Porto, Portugal
- Department of Anatomy, Institute of Biomedical Science Abel Salazar (ICBAS), University of Porto, Porto, Portugal
| | - João Chibante
- Department of Ophthalmology, Centro Hospitalar de Entre o Douro e Vouga, Santa Maria da Feira, Portugal
| | - Manuel Falcão
- Department of Ophthalmology, Centro Hospitalar e Universitário São João, Porto, Portugal.
- Department of Surgery and Physiology, Faculty of Medicine of Porto University (FMUP), Porto, Portugal.
- Faculty of Medicine of the University of Porto, Alameda Prof. Hernâni Monteiro, 4200-319, Porto, Portugal.
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Tsai ASH, Jordan-Yu JM, Gan ATL, Teo KYC, Tan GSW, Lee SY, Chong V, Cheung CMG. Diabetic Macular Ischemia: Influence of Optical Coherence Tomography Angiography Parameters on Changes in Functional Outcomes Over One Year. Invest Ophthalmol Vis Sci 2021; 62:9. [PMID: 33404598 PMCID: PMC7794267 DOI: 10.1167/iovs.62.1.9] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Purpose To prospectively evaluate whether diabetic macular ischemia detected with coherence tomography angiography (OCTA) is associated with change in functional outcomes over a period of one year. Methods This is a one-year prospective, observational study that included 56 eyes with varying levels of diabetic retinopathy. All participants underwent best corrected visual acuity evaluation, swept-source OCTA and microperimetry at baseline and repeated at one year. Parafoveal vessel densities (VD) and foveal avascular zone (FAZ) areas were generated from OCTA in the superficial and deep vascular plexuses. The influence of baseline and change in OCTA parameters on change in visual acuity and retinal sensitivity over one year was evaluated. Results Over the one-year follow-up period, 16% (9) of eyes had at least one line worsening in BCVA and 7% (4) of eyes had at least 5% decrease in retinal sensitivity compared to baseline. Diabetic retinopathy progressed in 12.5%. Mean superficial vascular plexus (SVP) FAZ area increased (0.32 ± 0.15 to 0.39 ± 0.18 mm2, P = 0.003) and parafoveal VD in deep vascular plexus (DVP) decreased (49.8 ± 3.7% to 48.8 ± 2.9%, P = 0.040) at one year compared to baseline. In the multivariate regression analysis, larger baseline DVP FAZ area was associated with worsening of BCVA over one year (β = 0.16 logMAR per mm2, 95% CI 0.02 to 0.31, P = 0.032). In addition, larger decreases in SVP VD (β = -4.18 db per 10% decrease, 95% CI -6.55 to -1.80, P = 0.002) was associated with worsening of retinal sensitivity over one year. Conclusions Progression of parafoveal microvasculature changes over one year can be detected using OCTA. Larger baseline DVP FAZ area on OCTA is predictive of worsening in visual outcomes, and larger decreases in SVP VD were associated with worsening of retinal sensitivity over a course of one year in diabetic individuals.
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Affiliation(s)
- Andrew S H Tsai
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore.,Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
| | | | - Alfred T L Gan
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore
| | - Kelvin Y C Teo
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore.,Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
| | - Gavin S W Tan
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore.,Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
| | - Shu Yen Lee
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore.,Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
| | | | - Chui Ming Gemmy Cheung
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore.,Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
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Standardization of OCT Angiography Nomenclature in Retinal Vascular Diseases: First Survey Results. Ophthalmol Retina 2021; 5:981-990. [PMID: 33388471 DOI: 10.1016/j.oret.2020.12.022] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 12/16/2020] [Accepted: 12/28/2020] [Indexed: 11/21/2022]
Abstract
PURPOSE To develop a consensus nomenclature for OCT angiography (OCTA) findings in retinal vascular diseases. DESIGN Online survey using the Delphi Method. PARTICIPANTS Members of The Retina Society, the European Society of Retina Specialists, and the Japanese Retina and Vitreous Society. METHODS An online questionnaire on OCTA terminology in retinal vascular diseases was sent to members of The Retina Society, the European Society of Retina Specialists, and the Japanese Retina and Vitreous Society. The respondents were divided into 2 groups ("experts" vs. "users") according to the number of their publications in this field. The respondents who had more than 5 publications in the field of OCTA and retinal vascular diseases were considered the OCTA "experts" group. MAIN OUTCOME MEASURES Consensus and near consensus on OCTA nomenclature. RESULTS The complete responses of 85 retina specialists were included in the analysis. Thirty-one were categorized as "experts." There was a consensus in both groups that OCTA parameters such as foveal avascular zone (FAZ) parameters, areas of nonperfusion, and presence of neovascularization (NV) should be implemented in the identification and staging of diabetic retinopathy (DR) and that OCTA can be applied to differentiate between ischemic and nonischemic retinal vein occlusion (RVO). Diabetic macular ischemia (DMI) also can be assessed via OCTA. Further, there was consensus that the terminology should differ on the basis of the underlying causes of decreased vascular flow signal. There was disagreement in other areas, such as which terms should be applied to describe decreased OCTA signal from different causes, the definition of wide-field OCTA, and how to quantify DMI and area of decreased flow signal. These discrepancies form the basis for the upcoming expert Delphi rounds that aim to develop a standardized OCTA nomenclature. CONCLUSIONS Although there was agreement in some areas, significant differences were found in many areas of OCTA terminology among all respondents, but also between the expert and user groups. This indicates the need for standardization of the nomenclature among all specialists in the field of retinal vascular diseases.
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Dimitriou E, Sergentanis TN, Lambadiari V, Theodossiadis G, Theodossiadis P, Chatziralli I. Correlation between Imaging Morphological Findings and Laboratory Biomarkers in Patients with Diabetic Macular Edema. J Diabetes Res 2021; 2021:6426003. [PMID: 34423046 PMCID: PMC8378977 DOI: 10.1155/2021/6426003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Revised: 07/15/2021] [Accepted: 07/30/2021] [Indexed: 11/17/2022] Open
Abstract
PURPOSE To investigate the potential association between peripheral blood biomarkers and morphological characteristics of retinal imaging in patients with diabetic macular edema (DME). METHODS Participants in this cross-sectional study were 36 consecutive patients (36 eyes) with treatment-naïve DME, who underwent spectral domain-optical coherence tomography (SD-OCT), fundus photography, and fundus fluorescein angiography (FFA). In addition, peripheral blood samples were taken to evaluate full blood count and biochemical parameters. Correlation between imaging characteristics and laboratory parameters was examined. RESULTS Eyes with central subfield thickness greater than 405 μm presented significantly higher neutrophils/lymphocytes (p = 0.043) and higher lipoprotein (a) compared to eyes with CST < 405 μm (p = 0.003). Presence of hyperreflective foci on SD-OCT was associated with significantly higher white blood cell count (p = 0.028). Ellipsoid zone disruption was associated with significantly lower hematocrit (p = 0.012), hemoglobin (p = 0.009), and red blood cell count (p = 0.026), as well as with higher lipoprotein (a) (p = 0.015). Macular ischemia on FFA was associated with significantly higher monocytes (p = 0.027) and monocytes/HDL (p = 0.019). No significant associations were found between laboratory parameters and subretinal fluid, intraretinal fluid, exudates, cysts, disorganization of inner retinal layers, epiretinal membrane, and external limiting membrane condition. CONCLUSION Specific imaging morphological characteristics were found to be associated with laboratory parameters in patients with DME. These findings may shed light on the pathophysiology of DME and its correlation with the development of specific clinical signs.
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Affiliation(s)
- Eleni Dimitriou
- 2nd Department of Ophthalmology, National and Kapodistrian University of Athens, Athens, Greece
| | - Theodoros N. Sergentanis
- Department of Clinical Therapeutics, Alexandra Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Vaia Lambadiari
- 2nd Department of Internal Medicine, Research Institute and Diabetes Center, National and Kapodistrian University of Athens, Athens, Greece
| | - George Theodossiadis
- 2nd Department of Ophthalmology, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Irini Chatziralli
- 2nd Department of Ophthalmology, National and Kapodistrian University of Athens, Athens, Greece
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Kim M, Kim R, Park W, Park Y, Kim I, Park Y. Electroretinography and retinal microvascular changes in type 2 diabetes. Acta Ophthalmol 2020; 98:e807-e813. [PMID: 32246578 DOI: 10.1111/aos.14421] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Accepted: 03/07/2020] [Indexed: 12/18/2022]
Abstract
PURPOSE To assess whether functional (electrophysiological) parameters are related to changes in the structural (microvascular) parameters in diabetic retina. METHODS This prospective cohort study included 380 eyes of patients with diabetes mellitus (DM) and 160 eyes of healthy controls. We analysed the electroretinogram (ERG) parameters and vascular parameters acquired from optical coherence tomography (OCT) angiography according to the diabetic retinopathy (DR) severity from early to late stages of DR. RESULTS After exclusion, 366 eyes of diabetes and 157 eyes of controls were included in the analysis. The mean age at enrolment was 65.4 ± 7.8 years, and 177 (33.84%) were male. The amplitude and implicit time of the rod and cone and combined response ERG b-wave were significantly reduced and prolonged in the eyes of patients with DM, compared to the controls. There was a positive correlation between the amplitude and vessel density (VD) of the superficial plexus and a negative correlation between the implicit time and superficial VD in the scotopic and combined response b-wave. Interestingly, there was no correlation between electrophysiological parameters and deep VD. These correlations between electrophysiological parameters and vascular parameters were not significant in the non-diabetic, healthy control group. CONCLUSIONS Functional and structural impairments precede the clinical manifestation of DR. We also found that these neural impairments, evaluated by ERG, were correlated with superficial VD. However, this correlation was absent in the healthy and early DR groups. These findings carefully suggest that neuronal dysfunction is linked to vascular dysfunction in type 2 diabetes.
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Affiliation(s)
- Mirinae Kim
- Department of Ophthalmology and Visual Science College of Medicine The Catholic University of Korea Seoul Korea
- Catholic Institute for Visual Science College of Medicine The Catholic University of Korea Seoul Korea
| | - Rae‐Young Kim
- Department of Ophthalmology and Visual Science College of Medicine The Catholic University of Korea Seoul Korea
- Catholic Institute for Visual Science College of Medicine The Catholic University of Korea Seoul Korea
| | - Wookyung Park
- Department of Ophthalmology and Visual Science College of Medicine The Catholic University of Korea Seoul Korea
- Catholic Institute for Visual Science College of Medicine The Catholic University of Korea Seoul Korea
| | - Young‐Gun Park
- Department of Ophthalmology and Visual Science College of Medicine The Catholic University of Korea Seoul Korea
- Catholic Institute for Visual Science College of Medicine The Catholic University of Korea Seoul Korea
| | - In‐Beom Kim
- Department of Anatomy College of Medicine The Catholic University of Korea Seoul Korea
| | - Young‐Hoon Park
- Department of Ophthalmology and Visual Science College of Medicine The Catholic University of Korea Seoul Korea
- Catholic Institute for Visual Science College of Medicine The Catholic University of Korea Seoul Korea
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Tan B, Sim R, Chua J, Wong DWK, Yao X, Garhöfer G, Schmidl D, Werkmeister RM, Schmetterer L. Approaches to quantify optical coherence tomography angiography metrics. ANNALS OF TRANSLATIONAL MEDICINE 2020; 8:1205. [PMID: 33241054 PMCID: PMC7576021 DOI: 10.21037/atm-20-3246] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Accepted: 06/16/2020] [Indexed: 12/13/2022]
Abstract
Optical coherence tomography (OCT) has revolutionized the field of ophthalmology in the last three decades. As an OCT extension, OCT angiography (OCTA) utilizes a fast OCT system to detect motion contrast in ocular tissue and provides a three-dimensional representation of the ocular vasculature in a non-invasive, dye-free manner. The first OCT machine equipped with OCTA function was approved by U.S. Food and Drug Administration in 2016 and now it is widely applied in clinics. To date, numerous methods have been developed to aid OCTA interpretation and quantification. In this review, we focused on the workflow of OCTA-based interpretation, beginning from the generation of the OCTA images using signal decorrelation, which we divided into intensity-based, phase-based and phasor-based methods. We further discussed methods used to address image artifacts that are commonly observed in clinical settings, to the algorithms for image enhancement, binarization, and OCTA metrics extraction. We believe a better grasp of these technical aspects of OCTA will enhance the understanding of the technology and its potential application in disease diagnosis and management. Moreover, future studies will also explore the use of ocular OCTA as a window to link ocular vasculature to the function of other organs such as the kidney and brain.
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Affiliation(s)
- Bingyao Tan
- Institute for Health Technologies, Nanyang Technological University, Singapore, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE) Program, Nanyang Technological University, Singapore, Singapore
| | - Ralene Sim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Jacqueline Chua
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
| | - Damon W. K. Wong
- Institute for Health Technologies, Nanyang Technological University, Singapore, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE) Program, Nanyang Technological University, Singapore, Singapore
| | - Xinwen Yao
- Institute for Health Technologies, Nanyang Technological University, Singapore, Singapore
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE) Program, Nanyang Technological University, Singapore, Singapore
| | - Gerhard Garhöfer
- Department of Clinical Pharmacology, Medical University of Vienna, Vienna, Austria
| | - Doreen Schmidl
- Department of Clinical Pharmacology, Medical University of Vienna, Vienna, Austria
| | - René M. Werkmeister
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Leopold Schmetterer
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE) Program, Nanyang Technological University, Singapore, Singapore
- Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
- Department of Clinical Pharmacology, Medical University of Vienna, Vienna, Austria
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
- Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore
- Department of Ophthalmology, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Institute of Molecular and Clinical Ophthalmology, Basel, Switzerland
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Feng X, Wang H, Kong Y, Zhang J, He J, Zhang B, Zhang J, Qi H, Wang Y. Diagnosis of chronic stage of hypertensive retinopathy based on spectral domain optical coherence tomography. J Clin Hypertens (Greenwich) 2020; 22:1247-1252. [PMID: 32618435 PMCID: PMC7496937 DOI: 10.1111/jch.13935] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 05/06/2020] [Accepted: 06/04/2020] [Indexed: 01/23/2023]
Abstract
Hypertensive retinopathy refers to the retinal vascular changes associated with systemic arterial hypertension. Hypertensive retinopathy can be divided into chronic and acute phases. A cross-sectional study was performed to explore a method of measurement in the diameters of retinal vessels for diagnosis of chronic hypertensive retinopathy based on spectral domain optical coherence tomography (SD-OCT). The central retinal artery diameter (CRAD), the central retinal vein diameter (CRVD), and the artery-to-vein ratio (AVR) were measured. A total of 119 subjects with 119 eyes were included in this study, in which 56 subjects with 56 eyes were included in hypertensive group and 63 subjects with 63 eyes were included in normotensive group. There were significant differences between the two groups in the CRAD (t = -2.14, P = .04) and the AVR (t = -2.59, P = .01). The cutoff point of 0.75 was determined by receiver operating characteristic (ROC) curve (area under the curve, AUC 0.786; 95% confidence interval, 95% CI 0.70-0.87). Multivariate logistic regression analysis showed the probability of AVR below to 0.75 was more in patients with high systolic blood pressure (odds ratio OR 4.39; P = .048), more in male (OR 4.15; P = .004) and more in smokers (OR 5.80; P = .01). Bland-Altman plots showed small mean bias between the measurements of the two technicians in the CRAD, the CRVD, and the AVR. In summary, application of SD-OCT is an accurate, reproducible, convenient method for measuring the diameters of retinal vessels. It is valuable for the diagnosis of chronic stage of hypertensive retinopathy.
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Affiliation(s)
- Xue Feng
- Department of Ophthalmology, Beijing Friendship Hospital, Capital Medical University, Beijing, China.,Department of Ophthalmology, Beijing Moslem People's Hospital, Beijing, China
| | - Haiwei Wang
- Department of Ophthalmology, Fuxing Hospital, Capital Medical University, Beijing, China
| | - Yuanyuan Kong
- Clinical Epidemiology and EBM Unit, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Junyan Zhang
- Bothwin Clinical Study Consultant, Shanghai, China
| | - Jingfang He
- Bothwin Clinical Study Consultant, Shanghai, China
| | - Bozheng Zhang
- Bothwin Clinical Study Consultant, Bellevue, Washington, USA
| | - Jianqiang Zhang
- Department of Ophthalmology, Beijing Moslem People's Hospital, Beijing, China
| | - Hong Qi
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
| | - Yanling Wang
- Department of Ophthalmology, Beijing Friendship Hospital, Capital Medical University, Beijing, China
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Yao X, Ke M, Ho Y, Lin E, Wong DWK, Tan B, Schmetterer L, Chua J. Comparison of retinal vessel diameter measurements from swept-source OCT angiography and adaptive optics ophthalmoscope. Br J Ophthalmol 2020; 105:426-431. [PMID: 32461263 PMCID: PMC7907556 DOI: 10.1136/bjophthalmol-2020-316111] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 04/14/2020] [Accepted: 05/01/2020] [Indexed: 11/04/2022]
Abstract
BACKGROUND/IMS To compare the retinal vessel diameter measurements obtained from the swept-source optical coherence tomography angiography (OCTA; Plex Elite 9000, Carl Zeiss Meditec, USA) and adaptive optics ophthalmoscope (AOO; RTX1, Imagine Eyes, France). METHODS Fifteen healthy subjects, 67% women, mean age (SD) 30.87 (6.19) years, were imaged using OCTA and AOO by a single experienced operator on the same day. Each eye was scanned using two OCTA protocols (3×3 mm2 and 9×9 mm2) and two to five AOO scans (1.2×1.2 mm2). The OCTA and AOO scans were scaled to the same pixel resolution. Two independent graders measured the vessel diameter at the same location on the region-of-interest in the three coregistered scans. Differences in vessel diameter measurements between the scans were assessed. RESULTS The inter-rater agreement was excellent for vessel diameter measurement in both OCTA protocols (ICC=0.92) and AOO (ICC=0.98). The measured vessel diameter was widest from the OCTA 3×3 mm2 (55.2±16.3 µm), followed by OCTA 9×9 mm2 (54.7±14.3 µm) and narrowest by the AOO (50.5±15.6 µm; p<0.001). Measurements obtained from both OCTA protocols were significantly wider than the AOO scan (OCTA 3×3 mm2: mean difference Δ=4.7 µm, p<0.001; OCTA 9×9 mm2: Δ=4.2 µm, p<0.001). For vessels >45 µm, it appeared to be larger in OCTA 3×3 mm2 scan than the 9×9 mm2 scan (Δ=1.9 µm; p=0.005), while vessels <45 µm appeared smaller in OCTA 3×3 mm2 scan (Δ=-1.3 µm; p=0.009) CONCLUSIONS: The diameter of retinal vessels measured from OCTA scans were generally wider than that obtained from AOO scans. Different OCTA scan protocols may affect the vessel diameter measurements. This needs to be considered when OCTA measures such as vessel density are calculated.
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Affiliation(s)
- Xinwen Yao
- Institute of Health Technologies, Nanyang Technological University, Singapore.,SERI-NTU Advanced Ocular Engineering (STANCE), Singapore.,Singapore Eye Research Institute, Singapore National Eye Center, Singapore
| | - Mengyuan Ke
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore
| | - Yijie Ho
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Emily Lin
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore
| | - Damon W K Wong
- Institute of Health Technologies, Nanyang Technological University, Singapore.,SERI-NTU Advanced Ocular Engineering (STANCE), Singapore.,Singapore Eye Research Institute, Singapore National Eye Center, Singapore
| | - Bingyao Tan
- Institute of Health Technologies, Nanyang Technological University, Singapore.,SERI-NTU Advanced Ocular Engineering (STANCE), Singapore.,Singapore Eye Research Institute, Singapore National Eye Center, Singapore
| | - Leopold Schmetterer
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore.,Singapore Eye Research Institute, Singapore National Eye Center, Singapore.,School of Chemical and Biomedical Engineering, Nanyang Technological University, Singapore.,Department of Clinical Pharmacology, Medical University of Vienna, Vienna, Austria.,Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria.,Academic Clinical Program, Duke-NUS Medical School, Singapore.,Institute of Ophthalmology, Basel, Switzerland
| | - Jacqueline Chua
- Singapore Eye Research Institute, Singapore National Eye Center, Singapore .,Academic Clinical Program, Duke-NUS Medical School, Singapore
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Abdelshafy M, Abdelshafy A. Correlations Between Optical Coherence Tomography Angiography Parameters and the Visual Acuity in Patients with Diabetic Retinopathy. Clin Ophthalmol 2020; 14:1107-1115. [PMID: 32425497 PMCID: PMC7186882 DOI: 10.2147/opth.s248881] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2020] [Accepted: 04/02/2020] [Indexed: 11/29/2022] Open
Abstract
Aim The aim of this study was to assess the correlation between different optical coherence tomography angiography (OCTA) parameters and the best corrected visual acuity (BCVA) in patients with diabetic retinopathy (DR). Patients and Methods Sixty eyes of 60 participants were included in this prospective study: 40 diabetic patients [20 with non-proliferative diabetic retinopathy (NPDR group), 20 with proliferative diabetic retinopathy (PDR group)] and 20 age- and gender-matched normal healthy subjects (control group). After full ophthalmological examination and fundus fluorescein angiography, OCTA was performed for all participants. Quantitative OCTA parameters, such as the foveal avascular zone (FAZ) area, the superficial capillary plexus vessel density (%) (SCP-VD) and the deep capillary plexus vessel density (%) (DCP-VD) in, whole and parafoveal areas were measured. Correlations between BCVA and OCTA parameters were analyzed. Results There were no statistically significant differences between groups regarding age, gender, refraction, macular thickness or intraocular pressure. The median (IQR) FAZ area was 0.42 (0.39–0.46) mm2 in the NPDR group, 0.54 (0.45–0.65) mm2 in the PDR group and 0.24 (0.21–0.26) mm2 in the control group (P<0.001). The FAZ area increased with increasing severity of DR. SCP-VD and DCP-VD showed significant differences between groups (P<0.001). Vessel density (VD) was decreased in both DCP and SCP as DR progressed. There was a significant positive correlation between BCVA (LogMAR) and FAZ area. There were significant negative correlations between BCVA (LogMAR) and VD in both SCP and DCP. Stepwise multiple linear regression analysis demonstrated that SCP-VD in the whole area and DCP-VD in the parafoveal area were the best predictive factors for BCVA in the NPDR and PDR groups. Conclusion With progression of DR, the VD decreased and the FAZ area increased, and both parameters were correlated with poor visual acuity. OCTA is a non-invasive tool which can be used to detect diabetic macular ischemia and help in the prediction of visual prognosis.
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Affiliation(s)
- Marwa Abdelshafy
- Ophthalmology Department, Benha Faculty of Medicine, Benha University, Benha, Egypt
| | - Ahmed Abdelshafy
- Ophthalmology Department, Benha Faculty of Medicine, Benha University, Benha, Egypt
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Abdelsalam MM. Effective blood vessels reconstruction methodology for early detection and classification of diabetic retinopathy using OCTA images by artificial neural network. INFORMATICS IN MEDICINE UNLOCKED 2020. [DOI: 10.1016/j.imu.2020.100390] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
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Park YG, Kim M, Roh YJ. Evaluation of Foveal and Parafoveal Microvascular Changes Using Optical Coherence Tomography Angiography in Type 2 Diabetes Patients without Clinical Diabetic Retinopathy in South Korea. J Diabetes Res 2020; 2020:6210865. [PMID: 32832562 PMCID: PMC7428972 DOI: 10.1155/2020/6210865] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Revised: 06/03/2020] [Accepted: 06/25/2020] [Indexed: 11/24/2022] Open
Abstract
The aim of this study was to investigate foveal and parafoveal microvascular changes in retinal vascular plexuses in patients with type 2 diabetes mellitus (DM) without clinical diabetic retinopathy (NDR) using optical coherence tomography angiography (OCTA) in South Korea. We included 64 patients in the NDR group and included 48 healthy control subjects for comparison. All subjects underwent ocular examination with visual acuity and wide-field fundus photos. Foveal and parafoveal vessel density and foveal avascular zone (FAZ) area (mm2) in the superficial capillary plexus (SCP) and deep capillary plexus (DCP) were analyzed. Foveal vessel densities in both the SCP and DCP were decreased in the NDR group compared to the controls (p = 0.034 and 0.001, respectively). Vessel densities in the superior and inferior parafoveae in the DCP were decreased in the NDR group compared to the controls (p = 0.006 and 0.034, respectively). The FAZs of the SCP and DCP were significantly different between the NDR group and the controls (p = 0.003 and 0.001, respectively). The average vessel densities of the SCP and DCP were not correlated with HbA1c, serum creatinine, or the duration of DM in the NDR group. We demonstrated that OCTA can identify early-stage DR before the manifestation of clinically apparent retinopathy in diabetic eyes. Diabetic patients without clinical DR have microvascular alterations (foveal vessel density, parts of the parafovea, and enlarged FAZ) in the SCP and DCP. Our results suggest that OCTA might be a promising tool for early detection of eyes with DR.
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Affiliation(s)
- Young Gun Park
- Department of Ophthalmology and Visual Science, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seochu-gu, Seoul 06591, Republic of Korea
| | - Minhee Kim
- Department of Ophthalmology and Visual Science, Yeouido St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 63-ro 10, Yeoungdeongpo-gu, Seoul 07345, Republic of Korea
| | - Young Jung Roh
- Department of Ophthalmology and Visual Science, Yeouido St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 63-ro 10, Yeoungdeongpo-gu, Seoul 07345, Republic of Korea
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