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Yoshida M, Murakami T, Nishikawa K, Ishihara K, Mori Y, Tsujikawa A. Severity Scale of Diabetic Macular Ischemia Based on the Distribution of Capillary Nonperfusion in OCT Angiography. OPHTHALMOLOGY SCIENCE 2025; 5:100603. [PMID: 39386056 PMCID: PMC11462257 DOI: 10.1016/j.xops.2024.100603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 08/06/2024] [Accepted: 08/09/2024] [Indexed: 10/12/2024]
Abstract
Purpose To evaluate the severity scales of diabetic macular ischemia (DMI) by analyzing the quantity and distribution of capillary nonperfusion using OCT angiography (OCTA) images. Design A single-center, prospective case series. Participants Three hundred one eyes from 301 patients with diabetic retinopathy. Methods We acquired 3 × 3-mm swept-source OCTA images and created en face images within a central 2.5-mm circle. The circle was divided into 15 × 15-pixel squares and nonperfusion squares (NPSs) were defined as those without retinal vessels. Eyes with high-dimensional spatial data were arranged on a 2-dimensional space using the uniform manifold approximation and projection (UMAP) algorithm and classified by clustering into 5 groups: Initial, Mild, Superficial, Moderate, and Severe. Main Outcome Measures Development of a severity scale for DMI. Results Eyes arranged on a 2-dimensional UMAP space were divided into 5 clusters, based on the similarity of nonperfusion area distribution. Nonperfusion square counts in the deep layer increased in eyes of the Initial, Mild, Moderate, and Severe groups in a stepwise manner. In contrast, there were no significant changes in superficial NPS counts between eyes of the Initial and Mild groups. In the intermediate stage, eyes of the Superficial group exhibited higher NPS counts in the central sector of the superficial layer compared with those of the Moderate group. The foveal avascular zone extended into the temporal subfield of the deep layer in eyes of the Moderate group. Eyes of the Severe group had significantly poorer visual acuity that was more frequently accompanied with proliferative diabetic retinopathy. Conclusions The application of dimensionality reduction and clustering has facilitated the development of a novel severity scale for DMI based on the distribution of capillary nonperfusion in OCTA images. Financial Disclosures The authors have no proprietary or commercial interest in any materials discussed in this article.
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Affiliation(s)
- Miyo Yoshida
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Tomoaki Murakami
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Keiichi Nishikawa
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Kenji Ishihara
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yuki Mori
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Akitaka Tsujikawa
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
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Santamaría J, Cobos E, Biarnes M, Caminal JM, Rodriguez-Leor R, Morwani R, García-Mendieta M, Lorenzo D, García-Bru P, Arias L. Changes in vessel density patterns assessed with OCTA in patients with diabetic macular edema treated with anti-VEGF therapy. Acta Diabetol 2024; 61:1385-1392. [PMID: 38802603 PMCID: PMC11531438 DOI: 10.1007/s00592-024-02290-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 04/14/2024] [Indexed: 05/29/2024]
Abstract
AIMS To determine the presence of sectoral changes in vessel density (VD) patterns induced by vascular endothelial growth factor inhibitors (anti-VEGF) in patients with diabetic macular edema (DME) using optical coherence tomography angiography (OCTA). METHODS Prospective, interventional study. A total of 43 patients (63 eyes) were initially enrolled in the study. We performed swept source (SS) OCT and sectorial OCTA measurement to determine parafoveal VD at baseline and after six months of anti-VEGF treatment. In the locations with statistically significant differences in VD between baseline and month 6, we performed univariate and multivariate analyses to determine which, if any, of the baseline variables were associated with the observed changes. RESULTS A total of 34 patients (48 eyes) were included in the final analysis. Mean VD decreased from baseline to month 6 (from 45.2 (± 3.5) to 44.6 (± 3.2) % in the SCP and from 50 (± 3.3) to 49 (± 3.9) % in the DCP). The only significant changes in VD were observed in the nasal sector of the deep capillary plexus, with a decrease of 2.9% (p = 0.001). On univariate and multivariate analyses, the only variable significantly associated with changes in VD in the nasal sector after 6 months of treatment was baseline VD in the same sector. CONCLUSIONS Anti-VEGF therapy has a small impact on VD values over time. These variations observed after treatment seems to be related to changes over areas of vascular anomalies and displaced vessels adjacent to cystic areas, with no significant changes over ischemic areas. No correlation was observed between this trend and other clinical baseline features.
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Affiliation(s)
- Juan Santamaría
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain.
- Institut de La Màcula, 08022, Barcelona, Spain.
- Facultat de Medicina i Ciències de la Salut, Universitat de Barcelona (UB), c. Casanova, 143, 08036, Barcelona, Spain.
| | - Estefanía Cobos
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain
| | - Marc Biarnes
- Ophthalmology Department, Clínica Teknon, Barcelona, Catalunya, Spain
- OMIQ Research, 08915, Sant Cugat del Valles, Spain
| | - Josep María Caminal
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain
| | | | - Rahul Morwani
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain
| | | | - Daniel Lorenzo
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain
| | - Pere García-Bru
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain
| | - Luis Arias
- Department of Ophthalmology, Hospital Universitari de Bellvitge, Carrer de La Feixa Llarga, S/N, 08907, L'Hospitalet de Llobregat, Catalunya, Spain
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Tamer Kaderli S, Piccoli G, Limoli C, Ginelli S, Caboni S, Brotto L, Torti E, O'Toole L, Nucci P, Vujosevic S. Clinical Features Related to OCT Angiography Artifacts in Patients with Diabetic Macular Edema. Ophthalmol Retina 2024; 8:813-822. [PMID: 38447922 DOI: 10.1016/j.oret.2024.02.017] [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: 11/07/2023] [Revised: 02/23/2024] [Accepted: 02/27/2024] [Indexed: 03/08/2024]
Abstract
PURPOSE To investigate the frequency and type of artifacts on OCT angiography (OCTA) images and the relationship with clinical features in eyes with diabetic macular edema (DME). DESIGN Retrospective, cross-sectional comparative study. SUBJECTS One hundred ninety-two eyes of 140 patients with DME were included. METHODS Medical records, OCT and OCTA images (Spectralis), and ultrawidefield color fundus photographs (Optos plc) were evaluated. MAIN OUTCOME MEASURES The frequency of artifact types (segmentation, motion, projection artifact, and low signal) was determined. The relationships between artifact types and clinical features such as best-corrected visual acuity (BCVA), mean central retinal thickness (CRT), foveal avascular zone (FAZ) area, perimeter, circularity index, perfusion density (PD), vessel density (VD), fractal dimension (FD) in the superficial capillary plexus, intermediate capillary plexus (ICP), and deep capillary plexus (DCP), flow voids (FVs) in the choriocapillaris, presence of hard exudate (HE), and cataract were determined. RESULTS The mean age was 71.6 ± 11.4 years, and 86 (61.4%) out of 140 were men. Artifacts were present in 63 (32.8%) of 192 eyes. Twenty-nine (15.1%) eyes had segmentation artifacts, 12 (6.3%) had motion artifacts, 11 (5.7%) had projection artifacts, and 18 (9.4%) had low signal. Best-corrected visual acuity, PD, VD, and FD in ICP and DCP were significantly lower; and CRT, FAZ area and perimeter in ICP and DCP, and presence of cystoid macular edema, HE, and cataract were higher in eyes with artifacts versus eyes without artifacts (P < 0.05 for each). Multivariate linear regression analysis showed a significant association between segmentation artifacts and decreased BCVA (odds ratio [OR], 5.277; P = 0.02), increased CRT (OR, 1.015; P < 0.001), increased area of FAZ in DCP (OR, 6.625; P = 0.02), and increased perimeter of FAZ in DCP (OR, 1.775; P < 0.04); there was also a significant association between projection artifacts and presence of HE (OR, 2.017; P = 0.02) and between motion artifacts and presence of cataract (OR, 4.102; P = 0.01). CONCLUSIONS OCT angiography artifacts were present in one third of DME eyes, with segmentation artifacts being the most frequent type. Determining OCTA artifacts is crucial to ensure accurate clinical evaluation. These data could help in developing more standardized clinical protocols for image acquisition and interpretation used in clinical practice and research. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
| | | | - Celeste Limoli
- Eye Clinic, IRCCS MultiMedica, Milan, Italy; University of Milan, Milan, Italy
| | - Sofia Ginelli
- Eye Clinic, IRCCS MultiMedica, Milan, Italy; University of Milan, Milan, Italy
| | - Simone Caboni
- Eye Clinic, IRCCS MultiMedica, Milan, Italy; University of Milan, Milan, Italy
| | - Luigi Brotto
- Eye Clinic, IRCCS MultiMedica, Milan, Italy; University of Milan, Milan, Italy
| | - Emanuele Torti
- Laboratory of Custom Computing and Programmable Systems, Department of Electrical, Computer and Biomedical Engineering, Università degli Studi di Pavia, Pavia, Lombardia, Italy
| | | | - Paolo Nucci
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy
| | - Stela Vujosevic
- Eye Clinic, IRCCS MultiMedica, Milan, Italy; Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy.
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Santamaría J, Caminal JM, Cobos E, Biarnes M, Rodriguez-Leor R, Morwani R, García-Mendieta M, Lorenzo D, García-Bru P, Arias L. Correlation between Topographic Vessel Density and Retinal Thickness Changes in Patients with Diabetic Macular Edema Treated with Anti-VEGF Therapy: Is It a Suitable OCTA Biomarker? J Pers Med 2023; 13:1718. [PMID: 38138945 PMCID: PMC10744775 DOI: 10.3390/jpm13121718] [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: 10/20/2023] [Revised: 11/29/2023] [Accepted: 12/05/2023] [Indexed: 12/24/2023] Open
Abstract
The objective of this study was to determine the correlation between topographic vessel density (VD) and retinal thickness (RT) reductions induced by vascular endothelial growth factor inhibitors (anti-VEGF) in patients with diabetic macular edema (DME) using optical coherence tomography angiography (OCTA). This was a prospective, interventional case series. VD and RT measurements were separately taken in four parafoveal subfields at baseline and after six months of treatment. This correlation was statistically assessed using Spearman's rho correlation coefficient after adjustment for multiple comparisons. The study included a total of 48 eyes in the final analysis. Mean VD decreased from baseline to month 6 (from 45.2 (±3.5) to 44.6% (±3.2) in the superficial capillary plexus and from 50 (±3.3) to 49% (±3.9) in the deep capillary plexus). Statistically significant reductions in RT were observed in all ETDRS sectors (p < 0.0001). No significant association was found between RT and VD, even when analyzing responders and non-responders separately. After six months of anti-VEGF treatment, no significant correlation was observed between the topographic VD and RT values. These findings suggest that reductions in VD values may not solely result from a reduction in microaneurysms, also being affected by the repositioning of displaced vessels due to edema and a reduction in their caliber. Therefore, VD changes may not be a suitable indirect OCTA biomarker of microaneurysm turnover and treatment response.
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Affiliation(s)
- Juan Santamaría
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
| | - José María Caminal
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
| | - Estefanía Cobos
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
| | - Marc Biarnes
- OMIQ Research, c/Tamarit 39, 08205 Sabadell, Spain;
| | | | - Rahul Morwani
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
| | | | - Daniel Lorenzo
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
| | - Pere García-Bru
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
| | - Luis Arias
- Department of Ophthalmology, Ocular Oncology and Vitreoretinal Service, Bellvitge University Hospital, L’Hospitalet de Llobregat, 08907 Barcelona, Spain; (J.S.); (E.C.); (R.M.); (D.L.); (P.G.-B.); (L.A.)
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Song J, Huang BB, Ong JX, Konopek N, Fawzi AA. Hemodynamic Effects of Anti-Vascular Endothelial Growth Factor Injections on Optical Coherence Tomography Angiography in Diabetic Macular Edema Eyes. Transl Vis Sci Technol 2022; 11:5. [PMID: 36180027 PMCID: PMC9547366 DOI: 10.1167/tvst.11.10.5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 07/21/2022] [Indexed: 01/21/2023] Open
Abstract
Purpose To evaluate retinal hemodynamic responses to anti-vascular endothelial growth factor (VEGF) injection in eyes with diabetic macular edema using optical coherence tomography angiography (OCTA). We performed a comparison of two different thresholding methods to identify the most accurate for studying the vessel density (VD) in diabetic macular edema eyes. Methods The study prospectively included 26 eyes of 22 subjects (aged 60.2 ± 13.7 years) who underwent OCTA scan before and after anti-VEGF injection (mean interval between OCTA = 31.1 ± 17.3 days). We analyzed adjusted flow index, VD, and Skeletonized vessel length density in the parafoveal area (3-mm annulus with a 1-mm inner circle), along with full-thickness fovea avascular zone area and central foveal thickness (CFT). Using averaged scans VD as the ground truth, we compared two different algorithms for VD at the different plexuses. Longitudinal changes were assessed using a generalized linear model correcting for central foveal thickness and Q-score. Results We found significantly decreased adjusted flow index in the DCP layer (P = 0.010) at the follow-up. Furthermore, foveal avascular zone (P < 0.001) and central foveal thickness (P = 0.003) showed significant decrease on follow-up compared with baseline. Comparing the thresholding algorithms showed that vessel length density-based thresholding was more accurate for quantifying the DCP VD. Conclusions The adjusted flow index decreased significantly in the DCP layer on follow-up OCTA scan, suggesting vascular flow disruption and decreased deep retinal perfusion after anti-VEGF injection. Our results also highlight the fact that the choice of thresholding method is particularly critical for DCP quantification in eyes with diabetic macular edema. Translational Relevance Findings confirmed impaired deep retinal capillary flow after anti-VEGF injection.
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Affiliation(s)
- Jessica Song
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Bonnie B. Huang
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Janice X. Ong
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Nicholas Konopek
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Amani A. Fawzi
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
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Anvari P, Ashrafkhorasani M, Habibi A, Falavarjani KG. Artifacts in Optical Coherence Tomography Angiography. J Ophthalmic Vis Res 2021; 16:271-286. [PMID: 34055264 PMCID: PMC8126744 DOI: 10.18502/jovr.v16i2.9091] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Accepted: 01/05/2021] [Indexed: 01/10/2023] Open
Abstract
We performed a comprehensive search of the published literature in PubMed and Google Scholar to identify types, prevalence, etiology, clinical impact, and current methods for correction of various artifacts in optical coherence tomography angiography (OCTA) images. We found that the prevalence of OCTA image artifacts is fairly high. Artifacts associated with eye motion, misidentification of retinal layers, projections, and low optical coherence tomography signal are the most prevalent types. Artifacts in OCTA images are the major limitations of this diagnostic modality in clinical practice and identification of these artifacts and measures to mitigate them are essential for correct diagnosis and follow-up of patients.
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Affiliation(s)
- Pasha Anvari
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Maryam Ashrafkhorasani
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Abbas Habibi
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Khalil Ghasemi Falavarjani
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran.,Stem Cell and Regenerative Medicine Research Center, Iran University of Medical Sciences, Tehran, Iran
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