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Gregori G, Mangoni L, Muzi A, Mogetta V, Gujar R, Chiapponi M, Fruttini D, Dolz-Marco R, Chhablani J, Mariotti C, Lupidi M. Vascular Perfusion Variability in Diabetic Retinopathy: A Sequential Interscan Optical Coherence Tomography Angiography Assessment. J Clin Med 2025; 14:2312. [PMID: 40217762 PMCID: PMC11989245 DOI: 10.3390/jcm14072312] [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: 12/15/2024] [Revised: 01/21/2025] [Accepted: 03/24/2025] [Indexed: 04/14/2025] Open
Abstract
Background/Objectives: The aim of this study was to quantify the interscan variability of vascular perfusion in patients with diabetic retinopathy (DR) using sequential optical coherence tomography angiography (OCT-A) scans. Methods: Patients with low-grade DR (DRSS score 20) underwent five sequential OCT-A imaging sessions. Vessel perfusion density (VPD) values of the superficial capillary plexus (SCP), intermediate capillary plexus (ICP), deep capillary plexus (DCP), and choriocapillaris (CC) were computed using ImageJ Version 1.54 software via a binarization process. The binarized images were analyzed to compute VPD using vessel density plugins. Inter-session variability was assessed using the coefficient of variation (CV) and intraclass correlation coefficient (ICC). The results were compared with an age-matched group of healthy controls. Results: A total of 16 eyes from 16 patients with DR (6 females, 37.5%) and 16 eyes from healthy controls (6 females, 37.5%) were included. Mean VPD values for SCP, ICP, DCP, and CC in patients with DR were 23.64, 13.64, 15.31, and 36.57, respectively. Corresponding values for the healthy subjects were 37.65, 23.32, 22.05, and 49.00, respectively. No significant differences were found in VPD across consecutive scanning sessions (p > 0.05) in either group. However, significant differences in VPD were observed between patients who were healthy and patients with diabetes. Conclusions: Sequential OCT-A imaging demonstrated no significant inter-session variability in both healthy subjects and subjects with diabetes. The Spectralis OCT-A system showed high reliability for imaging both healthy and diseased conditions.
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Affiliation(s)
- Giulia Gregori
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, 60126 Ancona, Italy; (G.G.)
| | - Lorenzo Mangoni
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, 60126 Ancona, Italy; (G.G.)
| | - Alessio Muzi
- Humanitas Gradenigo Hospital, 10153 Torino, Italy
| | - Veronica Mogetta
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, 60126 Ancona, Italy; (G.G.)
| | - Ramkailash Gujar
- Cornea and Stem Cells Department, Dr. Shroff’s Charity Eye Hospital, Daryaganj, New Delhi 110002, India;
| | - Mario Chiapponi
- Department of Neurosurgery, Polytechnic University of Marche, 60131 Ancona, Italy
| | - Daniela Fruttini
- Department of Medicine and Surgery, University of Perugia, 06129 Perugia, Italy
| | | | - Jay Chhablani
- Department of Ophthalmology, UPMC Eye Center, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Cesare Mariotti
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, 60126 Ancona, Italy; (G.G.)
| | - Marco Lupidi
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, 60126 Ancona, Italy; (G.G.)
- Fondazione Italiana Macula ETS, Dipartimento di Neuroscienze, Riabilitazione, Oftalmologia, Genetica e Scienze Materno-Infantili (DINOGMI), University Eye Clinic, 16132 Genova, Italy
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Gujar R, Gregori G, Dolz-Marco R, Muzi A, Chhablani J, Fruttini D, Mangoni L, Rizzo C, Mariotti C, Lupidi M. "Setting the standard": an analysis of different acquisition patterns for macular OCT-angiography. Int J Retina Vitreous 2025; 11:28. [PMID: 40083041 PMCID: PMC11907780 DOI: 10.1186/s40942-025-00653-w] [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: 12/23/2024] [Accepted: 02/27/2025] [Indexed: 03/16/2025] Open
Abstract
PURPOSE This study aimed to determine the optimal OCT angiography (OCT-A) scanning pattern using the SPECTRALIS HRA-OCT2 device to evaluate macular microvasculature perfusion in healthy subjects. METHODS Healthy subjects were imaged using the SPECTRALIS OCT-A Module (Heidelberg Engineering) with the following scanning protocols: 10ºX10º-512 ART 7 [P1], 10ºX10º-256 ART 5 [P2], 10ºX10º-512 ART 5 [P3], and 15ºX10º-256 ART 5 [P4], all centered on the macula. Vessel perfusion density (VPD) and vessel length density (VLD) of the superficial vascular complex (SVC) were calculated using ImageJ software to evaluate the differences between scanning patterns. Three additional 10ºx1º, ART 7 high-density images were also obtained using the in-built software (SP-X1701 Update 3, based on Heyex Software Version 1.9.215.0 H) in the macular area and the VPD and VLD for all the three10ºx1º pattern size images with the corresponding area of pattern 1 image[P1]. Two retinal specialists conducted a blind qualitative assessment of the foveal avascular zone and image quality. RESULTS Twenty eyes from 20 consecutive healthy patients were included in the study. The mean VPD for P1, P2, P3, and P4 were 35.60, 31.67, 31.18, and 31.16, respectively. Mean VLD for P1, P2, P3, and P4 were 7.54, 5.86, 6.74, and 4.40, respectively. Significant differences were found between P1 and the other patterns for both the VPD and VLD, but not between P2, P3, and P4. VPD and VLD for 10ºx1º high-density images were 33.20 and 4.61, respectively, with significant VLD differences compared to P1, but not for VPD. P1 scored the highest and P4 the lowest in the qualitative assessments. CONCLUSIONS The 10ºX10º-512 ART 7 pattern showed statistically significant qualitative superiority and appeared optimal for blood flow detection with reduced noise in quantitative assessments.
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Affiliation(s)
- Ramkailash Gujar
- Cornea and Stem Cells Department, Dr. Shroff's Charity Eye Hospital, Daryaganj, New Delhi, India
- Ophthalmic Unit, Department of Neurosciences, Biomedicine, and Movement Sciences, University of Verona, Verona, Italy
| | - Giulia Gregori
- Department of Experimental and Clinical Medicine, Eye Clinic, Polytechnic University of Marche, Ancona, Italy
| | | | - Alessio Muzi
- Eye Clinic, Humanitas-Gradenigo Hospital, Torino, Italy
| | - Jay Chhablani
- Department of Ophthalmology, UPMC Eye Center, University of Pittsburgh, Pittsburgh, USA
| | - Daniela Fruttini
- Department of Medicine and Surgery, Section of Ophthalmology, University of Perugia, S. Maria della Misericordia Hospital, Perugia, Italy
| | - Lorenzo Mangoni
- Department of Experimental and Clinical Medicine, Eye Clinic, Polytechnic University of Marche, Ancona, Italy
| | - Clara Rizzo
- Ophthalmic Unit, Department of Neurosciences, Biomedicine, and Movement Sciences, University of Verona, Verona, Italy
| | - Cesare Mariotti
- Department of Experimental and Clinical Medicine, Eye Clinic, Polytechnic University of Marche, Ancona, Italy
| | - Marco Lupidi
- Department of Experimental and Clinical Medicine, Eye Clinic, Polytechnic University of Marche, Ancona, Italy.
- Fondazione Italiana Macula ETS, Di.N.O.G.Mi, University Eye Clinic, Genova, Italy.
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Kanno J, Shoji T, Ishii H, Ibuki H, Yoshikawa Y, Sasaki T, Shinoda K. Idiopathic Macular Hole Area to Foveal Avascular Zone Ratio and Its Effects on Visual Acuity Before and After Surgery. Transl Vis Sci Technol 2025; 14:22. [PMID: 39982396 PMCID: PMC11855141 DOI: 10.1167/tvst.14.2.22] [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: 06/30/2024] [Accepted: 01/03/2025] [Indexed: 02/22/2025] Open
Abstract
Purpose This study investigates factors influencing visual acuity logarithmic minimum angle of resolution (logMAR) in idiopathic macular holes (IMH), with a focus on the foveal avascular zone (FAZ). Methods En face images from optical coherence tomography and optical coherence tomography angiography of 152 patients with stages 2, 3, and 4 IMH were analyzed. The minimum area (MA), base area, and FAZ of the macular hole were quantified, and the ratio of minimum area to FAZ (MFR) was calculated. In addition, central subfield thickness was extracted. Relationships between preoperative and postoperative visual acuity and these parameters, along with age, sex, axial length, and stage, were assessed using univariate and multivariate analyses. Results The study included 113 patients with high-quality images (113 eyes; median age, 69 years; interquartile range, 65-73 years). Multivariate analysis of factors significantly associated with pre- and postoperative visual acuity identified MFR as the only consistent independent factor (preoperative: β = 0.280, P < 0.05; postoperative: β = 0.357, P < 0.01). Conclusions The ratio of macular hole area to the FAZ may be a potentially important morphofunctional parameter influencing visual acuity outcomes in patients with IMH. These findings suggest that MFR could be useful in assessing surgical prognosis, although further research with larger, diverse cohorts is needed. Translational Relevance This study bridges the gap between basic retinal morphology and clinical outcomes by identifying MFR as a predictor of visual acuity in patients with IMH. Incorporating MFR into preoperative evaluations could improve surgical prognostication.
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Affiliation(s)
- Junji Kanno
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Takuhei Shoji
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
- Koedo Eye Institute, Kawagoe, Saitama, Japan
| | - Hirokazu Ishii
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Hisashi Ibuki
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Yuji Yoshikawa
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Takanori Sasaki
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
- Koedo Eye Institute, Kawagoe, Saitama, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
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Zheng Z, Liu J, Sun J, Zhang Y, Gu X, Song S, Yu X. Quantitative analysis of three-dimensional choroidal changes in coronary artery disease patients with swept-source optical coherence tomography angiography. Photodiagnosis Photodyn Ther 2024; 50:104366. [PMID: 39401648 DOI: 10.1016/j.pdpdt.2024.104366] [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: 06/07/2024] [Revised: 09/19/2024] [Accepted: 10/11/2024] [Indexed: 10/25/2024]
Abstract
PURPOSE To quantitatively analyze three-dimensional (3D) choroidal changes in coronary artery disease (CAD) patients with swept-source optical coherence tomography angiography (SS-OCTA) based on a scan area of 12×12mm. METHODS 236 CAD patients and 78 controls were included after coronary angiography (CAG) evaluation in this prospective cross-sectional study. Choroidal and foveal avascular zone (FAZ) parameters were compared between the two groups. Choroidal morphological characteristics were also evaluated based on ETDRS quadrants. Receiver operating characteristics (ROC) curves were generated to determine the discriminative power of choroidal and FAZ parameters. Linear regression analysis was used to determine the relationships between Gensini score and choroidal parameters. RESULTS Choroidal thickness (CT), choroidal vascular volume/ area (CVV/a), and choroidal stromal volume/ area (CSV/a) were significantly reduced in CAD patients, while 2D vascular density decreased only in 1-6 mm, and no statistical difference in choroidal vascularity index (CVI) values was detected. The AUC values of choroidal parameters were greater in the inner-6 mm area than the outer-6 mm area, and good performance was found with a combination with FAZ parameters (AUC=0.77, P < 0.001). For morphological analysis, both groups showed the greatest values in superior quadrant and the lowest in nasal quadrant. After controlling for confounding factors, Gensini score was negatively associated with CT (β = -0.35, P = 0.003), CVV/a (β = -0.17, P = 0.004), and CSV/a (β = -0.18, P = 0.005). CONCLUSION The SS-OCTA provided excellent visualization and quantification of the choroid and showed decreased choroidal thickness and volume in CAD patients, but the morphological features were unchanged. The severity of coronary artery stenosis was independently associated with choroidal changes.
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Affiliation(s)
- Zhaoxia Zheng
- Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China; Graduate School of Peking Union Medical College, Beijing, China
| | - Jing Liu
- Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China; Graduate School of Peking Union Medical College, Beijing, China
| | - Jiayi Sun
- Graduate School of Peking Union Medical College, Beijing, China; Department of Cardiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Yue Zhang
- Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China; Graduate School of Peking Union Medical College, Beijing, China
| | - Xiaoya Gu
- Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Shuang Song
- Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Xiaobing Yu
- Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China; Graduate School of Peking Union Medical College, Beijing, China.
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Tachibana M, Kanno J, Hashimoto M, Hosokawa Y, Sawada M, Nishiyama-Ota Y, Konno S, Aoyagi R, Ishikawa S, Makita J, Ikezono T, Shinoda K. Quantification of Goldmann Visual Fields During Resolution of Traumatic Optic Neuropathy. Case Rep Ophthalmol Med 2024; 2024:5560696. [PMID: 39583778 PMCID: PMC11585370 DOI: 10.1155/2024/5560696] [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: 11/01/2023] [Revised: 10/07/2024] [Accepted: 10/24/2024] [Indexed: 11/26/2024] Open
Abstract
Purpose: We describe the clinical findings in a Japanese patient with unilateral traumatic optic neuropathy (TON) who underwent steroid pulse therapy followed by optic canal decompression surgery. The optic nerve function was assessed longitudinally and quantitatively by Goldmann visual fields (GVFs). This was accomplished by measuring the area of each isopter and scotoma, and the findings were compared with the visual acuities recorded during the course of the resolution of the TON. Case Presentation: A 70-year-old man suffered from TON in his left eye after falling from a 3 m cliff. On examination at the Saitama Medical University Hospital, his decimal best corrected visual acuity (BCVA) in his left eye was 0.2. Computed tomography revealed a fracture of the lateral wall of the left orbit, but no obvious optic canal fracture was observed. Steroid pulse therapy was started, and optic nerve decompression surgery was performed. After steroid administration, there was a slight improvement in the visual acuity, and a response in the I/3e isopter was present (area 17.76 deg2). However, the V/4e area decreased from 539.35 to 359.36 deg2. Three days after the optic canal decompression surgery, the decimal visual acuity improved to 0.6, and the V/4e area and I/3e area increased to 1122.52 and 46.88 deg2, respectively. Postoperatively, there was a marked improvement in the size of the GVFs that corresponded to the improved visual acuity. The visual acuity of the left eye was 0.8 after 6 months, and the GVF was still not completely normal. Conclusions: Our findings showed the course of recovery of the visual acuity and visual field in an eye with TON. The quantification of GVF was helpful in assessing the course of recovery after the treatments. The new quantitative index of the GVFs may be helpful in evaluating the effectiveness of treatments for optic nerve disorders.
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Affiliation(s)
- Midori Tachibana
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Junji Kanno
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Miho Hashimoto
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Yu Hosokawa
- Department of Otorhinolaryngology, Faculty of Medicine, Saitama Medical University, Saitama, Japan; 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Masafumi Sawada
- Department of Otorhinolaryngology, Faculty of Medicine, Saitama Medical University, Saitama, Japan; 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Yuri Nishiyama-Ota
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Satomi Konno
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Rintaro Aoyagi
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Sho Ishikawa
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Jun Makita
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Tetsuo Ikezono
- Department of Otorhinolaryngology, Faculty of Medicine, Saitama Medical University, Saitama, Japan; 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Faculty of Medicine, Saitama Medical University, Saitama, Japan, 38 Moro-Hongo Moroyama-machi, Iruma-gun, Saitama 350-0495, Japan
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Ma DJ, Kim SM, Choi JM. Associations of Retinal Vessel Geometry and Optical Coherence Tomography Angiography Metrics With Choroidal Metrics in Diabetic Retinopathy. Invest Ophthalmol Vis Sci 2024; 65:31. [PMID: 39546295 PMCID: PMC11580292 DOI: 10.1167/iovs.65.13.31] [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: 05/19/2024] [Accepted: 10/21/2024] [Indexed: 11/17/2024] Open
Abstract
Purpose To elucidate the mechanism underlying changes in choroidal metrics (choroidal thickness [CT], choroidal vascularity index [CVI], and choriocapillaris [CC] flow deficit [FD]) observed in diabetic retinopathy (DR) and examine the association of choroidal metrics with both retinal vessel geometry and optical coherence tomography angiography (OCTA) metrics. Methods Overall, 133 eyes of 133 patients were analyzed retrospectively. Retinal vessel geometry parameters were assessed using semiautomated software. The OCTA metrics and CT were calculated using automated algorithms provided by the manufacturer, whereas the CVI and CC-FD were calculated using ImageJ software from the binarized choroid B-scan image and the CC slab provided by the manufacturer, respectively. To assess the associations among choroidal metrics, retinal vessel geometry, and OCTA metrics, multivariable regression analyses were performed while controlling for clinical features and DR severity. Results In the multivariable linear regression analysis, CT (β = -399.84; P = 0.014) and CVI (β = -2.34; P = 0.021) showed significant associations with the arteriole-venule ratio, which is a ratio of central retinal arteriolar equivalent caliber with respect to central retinal venular equivalent caliber. The CC-FD showed a significant association with the fractal dimension of retinal arteriolar network (β = -2.90; P = 0.040). In contrast, the OCTA metrics showed no significant association with the choroidal metrics. Conclusions The CT, CVI, and CC-FD in patients with DR were associated with retinal arteriolar geometry parameters rather than OCTA metrics, which indicates an association between choroidal changes and hemodynamic alterations in retinal arterioles and venules.
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Affiliation(s)
- Dae Joong Ma
- Department of Ophthalmology, Hallym University Kangnam Sacred Heart Hospital, Seoul, Republic of Korea
| | - Seong Mi Kim
- Department of Ophthalmology, Jeju National University College of Medicine, Jeju-si, Jeju-do, Republic of Korea
| | - Ji Min Choi
- Department of Internal Medicine, Healthcare Research Institute, Seoul National University Hospital Healthcare System Gangnam Center, Seoul, Republic of Korea
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Gocuk SA, Hadoux X, Catipon C, Cichello E, Kumar H, Jolly JK, van Wijngaarden P, Llewelyn Edwards T, Ayton LN, Sousa DC. Retinal vascular reactivity in carriers of X-linked inherited retinal disease - a study using optical coherence tomography angiography. FRONTIERS IN OPHTHALMOLOGY 2024; 4:1415393. [PMID: 39045093 PMCID: PMC11263797 DOI: 10.3389/fopht.2024.1415393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Accepted: 06/24/2024] [Indexed: 07/25/2024]
Abstract
Purpose Female carriers of X-linked inherited retinal diseases (IRDs) can show highly variable phenotypes and disease progression. Vascular reactivity, a potential disease biomarker, has not been investigated in female IRD carriers. In this study, functional optical coherence tomography angiography (OCT-A) was used to dynamically assess the retinal microvasculature of X-linked IRD carriers. Methods Genetically confirmed female carriers of IRDs (choroideremia or X-linked retinitis pigmentosa), and healthy women were recruited. Macular angiograms (3x3mm, Zeiss Plex Elite 9000) were obtained in 36 eyes of 15 X-linked IRD female carriers and 21 age-matched control women. Two tests were applied to test vascular reactivity: (i) mild hypoxia and (ii) handgrip test, to induce a vasodilatory or vasoconstrictive response, respectively. Changes to vessel density (VD) and vessel length density (VLD) were independently evaluated during each of the tests for both the superficial and deep capillary plexuses. Results In the control group, the superficial and deep VD decreased during the handgrip test (p<0.001 and p=0.037, respectively). Mean superficial VLD also decreased during the handgrip test (p=0.025), while the deep plexus did not change significantly (p=0.108). During hypoxia, VD and VLD increased in the deep plexus (p=0.027 and p=0.052, respectively) but not in the superficial plexus. In carriers, the physiologic vascular responses seen in controls were not observed in either plexus during either test, with no difference in VD or VLD noted (all p>0.05). Conclusions Functional OCT-A is a useful tool to assess dynamic retinal microvascular changes. Subclinical impairment of the physiological vascular responses seen in carriers of X-linked IRDs may serve as a valuable clinical biomarker.
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Affiliation(s)
- Sena Ayse Gocuk
- Department of Optometry and Vision Sciences, The University of Melbourne, Melbourne, VIC, Australia
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
| | - Xavier Hadoux
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
| | - Charmaine Catipon
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
| | - Elise Cichello
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
| | - Himeesh Kumar
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
| | - Jasleen Kaur Jolly
- Vision and Eye Research Institute, Anglia Ruskin University, Cambridge, United Kingdom
| | - Peter van Wijngaarden
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
| | - Thomas Llewelyn Edwards
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
| | - Lauren Nicole Ayton
- Department of Optometry and Vision Sciences, The University of Melbourne, Melbourne, VIC, Australia
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
| | - David Cordeiro Sousa
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, VIC, Australia
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Lu ES, Cui Y, Le R, Zhu Y, Wang JC, Laíns I, Katz R, Lu Y, Zeng R, Garg I, Wu DM, Husain D, Kim LA, Miller JB. Widefield swept-source optical coherence tomography angiography metrics associated with neovascular glaucoma in patients with proliferative diabetic retinopathy. Graefes Arch Clin Exp Ophthalmol 2024; 262:1111-1120. [PMID: 37962666 DOI: 10.1007/s00417-023-06290-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: 04/21/2023] [Revised: 10/12/2023] [Accepted: 10/25/2023] [Indexed: 11/15/2023] Open
Abstract
PURPOSE To explore the association between widefield swept-source optical coherence tomography angiography (WF SS-OCTA) metrics, including nonperfusion area (NPA) and neovascularization (NV), and presence of neovascular glaucoma (NVG) in patients with proliferative diabetic retinopathy (PDR). METHODS A prospective, cross-sectional study was conducted from November 2018 to February 2020. A total of 85 eyes of 60 PDR patients without NVG and 9 eyes of 8 PDR patients with NVG were included. Retinal ischemic parameters (NPA; ischemia index [NPA/total retinal area]) and NV features (NV number; NV area; NV vessel density) were evaluated. Foveal avascular zone (FAZ), macular thickness/volume, and choroidal thickness/volume were obtained using the Zeiss ARI Network. WF SS-OCTA retinal and choroidal metrics, systemic, and ocular parameters were screened using Least Absolute Shrinkage and Selection Operator (LASSO) logistic regression for variable selection. Firth's bias-reduced logistic regression (outcome: presence of NVG) was subsequently used to identify parameters associated with NVG. RESULTS After LASSO variable selection, 8 variables were significantly associated with the presence of NVG: DM duration (years), insulin (yes/no), best-corrected visual acuity (BCVA) (logMAR), IOP, ischemia index, skeletonized vessel density, macular thickness (inner inferior, outer temporal regions). Firth's bias-reduced logistic regression showed ischemia index (odds ratio [OR]=13.2, 95% confidence interval [CI]:5.3-30.7, P<0.001) and BCVA (OR=5.8, 95%CI:1.2-28.8, P<0.05) were associated with the presence of NVG. NV metrics, FAZ, and choroidal parameters were not related to NVG. CONCLUSIONS Retinal ischemia but not NV was associated with the presence of NVG in patients with PDR using WF SS-OCTA. Larger, longitudinal studies are needed to validate imaging biomarkers associated with diabetic NVG.
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Affiliation(s)
- Edward S Lu
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Ying Cui
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
- Department of Ophthalmology, Guangdong Eye Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Rongrong Le
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
- Wenzhou Medical University Affiliated Eye Hospital, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Ying Zhu
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
- Eye Center of Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jay C Wang
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Inês Laíns
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Raviv Katz
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Yifan Lu
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | | | - Itika Garg
- Harvard Retinal Imaging Lab, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - David M Wu
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Deeba Husain
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - Leo A Kim
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA
| | - John B Miller
- Harvard Retinal Imaging Lab, Boston, MA, USA.
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA.
- Retina Service, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 243 Charles St, Boston, MA, 02114, USA.
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9
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Enjalbert A, Giocanti-Auregan A, Fajnkuchen F, Torres-Villaros H. LONGITUDINAL ANALYSIS OF MICROVASCULAR CHANGES IN SICKLE CELL DISEASE USING SWEPT-SOURCE OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY. Retina 2024; 44:572-580. [PMID: 38029421 DOI: 10.1097/iae.0000000000004013] [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: 08/24/2023] [Accepted: 11/19/2023] [Indexed: 12/01/2023]
Abstract
PURPOSE To analyze the changes in macular vascular densities (VDs) and foveal avascular zone (FAZ) over a 6-year period using swept-source optical coherence tomography angiography in patients with sickle cell disease compared with unaffected control subjects. METHODS Thirty eyes of patients with sickle cell disease and 12 eyes of unaffected control subjects matched for age and ethnicity were examined at a 6-year interval using the same imaging protocol, including ultra-wide-field angiography, swept-source OCT, and 3 × 3-mm optical coherence tomography angiography. The macular VD and FAZ were measured on ImageJ software according to previously reported algorithms. RESULTS In sickle cell eyes, the mean FAZ significantly increased ( P < 0.01), and the VD decreased in the foveal (within a circle of 1.5 mm in diameter around the foveal center) and temporal areas in both the superficial and the deep capillary plexuses ( P < 0.01). The VD did not change over time in the parafoveal area (annulus between two circles of 1.5 and 3 mm in diameter) and in the superior, inferior, and nasal sectors. No worsening of peripheral retinopathy was observed in the cohort during the follow-up, except for one eye that developed sea-fan. In the control eyes, no microvascular change was observed over time in FAZ size and VD. CONCLUSION These longitudinal optical coherence tomography angiography findings in patients with sickle cell disease showed an enlargement of the FAZ and a decrease in VD in the temporal and perifoveal regions despite the absence of progression of peripheral retinopathy, suggesting a worsening of the macular nonperfusion over time in sickle cell disease.
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Affiliation(s)
- Aurélie Enjalbert
- Department of Ophthalmology, Avicenne Hospital, APHP and University Paris 13, Bobigny, France; and
| | - Audrey Giocanti-Auregan
- Department of Ophthalmology, Avicenne Hospital, APHP and University Paris 13, Bobigny, France; and
| | - Franck Fajnkuchen
- Department of Ophthalmology, Avicenne Hospital, APHP and University Paris 13, Bobigny, France; and
- Ophthalmology Center for Imaging and Laser, Paris, France
| | - Héloïse Torres-Villaros
- Department of Ophthalmology, Avicenne Hospital, APHP and University Paris 13, Bobigny, France; and
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10
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Rahimi M, Khameneh EA, Riazi-Esfahani H, Mahmoudi T, Khalili Pour E, Kafieh R. Application of ImageJ in Optical Coherence Tomography Angiography (OCT-A): A Literature Review. J Ophthalmol 2023; 2023:9479183. [PMID: 38033422 PMCID: PMC10686712 DOI: 10.1155/2023/9479183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 08/23/2023] [Accepted: 11/11/2023] [Indexed: 12/02/2023] Open
Abstract
Background This study aimed to review the literature on the application of ImageJ in optical coherence tomography angiography (OCT-A) images. Methods A general search was performed in PubMed, Google Scholar, and Scopus databases. The authors evaluated each of the selected articles in order to assess the implementation of ImageJ in OCT-A images. Results ImageJ can aid in reducing artifacts, enhancing image quality to increase the accuracy of the process and analysis, processing and analyzing images, generating comparable parameters such as the parameters that assess perfusion of the layers (vessel density (VD), skeletonized density (SD), and vessel length density (VLD)) and the parameters that evaluate the structure of the layers (fractal dimension (FD), vessel density index (VDI), and lacunarity (LAC)), and the foveal avascular zone (FAZ) that are used widely in the retinal and choroidal studies), and establishing diagnostic criteria. It can help to save time when the dataset is huge with numerous plugins and options for image processing and analysis with reliable results. Diverse studies implemented distinct binarization and thresholding techniques, resulting in disparate outcomes and incomparable parameters. Uniformity in methodology is required to acquire comparable data from studies employing diverse processing and analysis techniques that yield varied outcomes. Conclusion Researchers and professionals might benefit from using ImageJ because of how quickly and correctly it processes and analyzes images. It is highly adaptable and potent software, allowing users to evaluate images in a variety of ways. There exists a diverse range of methodologies for analyzing OCTA images through the utilization of ImageJ. However, it is imperative to establish a standardized strategy to ensure the reliability and consistency of the method for research purposes.
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Affiliation(s)
- Masoud Rahimi
- Retina Ward, Farabi Eye Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Hamid Riazi-Esfahani
- Retina Ward, Farabi Eye Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Tahereh Mahmoudi
- Department of Medical Physics and Biomedical Engineering, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Elias Khalili Pour
- Retina Ward, Farabi Eye Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Rahele Kafieh
- Department of Engineering, Durham University, South Road, Durham DH1 3LE, UK
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11
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Kessler LJ, Hoffmann S, Nahm W, Bagautdinov D, Auffarth GU, Łabuz G, Khoramnia R. Impact of Lens Opacity on Optical Coherence Tomography Angiography Metrics. Curr Eye Res 2023; 48:965-972. [PMID: 37409361 DOI: 10.1080/02713683.2023.2230615] [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: 03/23/2023] [Accepted: 06/23/2023] [Indexed: 07/07/2023]
Abstract
PURPOSE To evaluate the impact of lens opacity on the reliability of optical coherence tomography angiography metrics and to find a vessel caliber threshold that is reproducible in cataract patients. METHODS A prospective cohort study of 31 patients, examining one eye per patient, by applying 3 × 3 mm macular optical coherence tomography angiography before (18.94 ± 12.22 days) and 3 months (111 ± 23.45 days) after uncomplicated cataract surgery. We extracted superficial (SVC) and deep vascular plexuses (DVC) for further analysis and evaluated changes in image contrast, vessel metrics (perfusion density, flow deficit and vessel-diameter index) and foveal avascular area (FAZ). RESULTS After surgery, the blood flow signal in smaller capillaries was enhanced as image contrast improved. Signal strength correlated to average lens density defined by objective measurement in Scheimpflug images (Pearson's r: -.40, p: .027) and to flow deficit (r= -.70, p < .001). Perfusion density correlated to the signal strength index (r = .70, p < .001). Vessel metrics and FAZ area, except for FAZ area in DVC, were significantly different after cataract surgery, but the mean change was approximately 3-6%. A stepwise approach in extracting vessels according to their pixel caliber showed a threshold of > 6 pixels caliber (∼20-30 µm) was comparable before and after lens removal. CONCLUSION In patients with cataract, OCTA vessel metrics should be interpreted with caution. In addition to signal strength, contrast and pixel properties can serve as supplementary quality metrics to improve the interpretation of OCTA metrics. Vessels with ∼20-30 µm in caliber seem to be reproducible.
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Affiliation(s)
| | - Simon Hoffmann
- Institute of Biomedical Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Werner Nahm
- Institute of Biomedical Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | | | - Gerd Uwe Auffarth
- Department of Ophthalmology, University of Heidelberg, Heidelberg, Germany
| | - Grzegorz Łabuz
- Department of Ophthalmology, University of Heidelberg, Heidelberg, Germany
| | - Ramin Khoramnia
- Department of Ophthalmology, University of Heidelberg, Heidelberg, Germany
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12
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Fernández-Espinosa G, Ruiz-Tabuenca C, Orduna-Hospital E, Pinilla I, Salgado-Remacha FJ. A Reliable Criterion for the Correct Delimitation of the Foveal Avascular Zone in Diabetic Patients. J Pers Med 2023; 13:jpm13050822. [PMID: 37240992 DOI: 10.3390/jpm13050822] [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: 04/09/2023] [Revised: 05/03/2023] [Accepted: 05/10/2023] [Indexed: 05/28/2023] Open
Abstract
BACKGROUND Manual segmentation of the Foveal Avascular Zone (FAZ) has a high level of variability. Research into retinas needs coherent segmentation sets with low variability. METHODS Retinal optical coherence tomography angiography (OCTA) images from type-1 diabetes mellitus (DM1), type-2 diabetes mellitus (DM2) and healthy patients were included. Superficial (SCP) and deep (DCP) capillary plexus FAZs were manually segmented by different observers. After comparing the results, a new criterion was established to reduce variability in the segmentations. The FAZ area and acircularity were also studied. RESULTS The new segmentation criterion produces smaller areas (closer to the real FAZ) with lower variability than the different criteria of the explorers in both plexuses for the three groups. This was particularly noticeable for the DM2 group with damaged retinas. The acircularity values were also slightly reduced with the final criterion in all groups. The FAZ areas with lower values showed slightly higher acircularity values. We also have a consistent and coherent set of segmentations with which to continue our research. CONCLUSIONS Manual segmentations of FAZ are generally carried out with little attention to the consistency of the measurements. A novel criterion for segmenting the FAZ allows segmentations made by different observers to be more similar.
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Affiliation(s)
| | | | - Elvira Orduna-Hospital
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Departamento de Física Aplicada, Universidad de Zaragoza, 50009 Zaragoza, Spain
| | - Isabel Pinilla
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Department of Ophthalmology, Lozano Blesa University Hospital, 50009 Zaragoza, Spain
- Departamento de Cirugía, Universidad de Zaragoza, 50009 Zaragoza, Spain
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13
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Zhang J, Huo Q, Xia D, Wang M, Li X. Advances in application of swept-source optical coherence tomography angiography in diagnosis and treatment of diabetic retinopathy. FRONTIERS IN OPHTHALMOLOGY 2023; 3:1116391. [PMID: 38983076 PMCID: PMC11182126 DOI: 10.3389/fopht.2023.1116391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Accepted: 01/11/2023] [Indexed: 07/11/2024]
Abstract
Diabetic retinopathy (DR) is the most common microvascular complication of diabetes and one of the leading causes of global blinding. More attention should be paid to the diagnosis, treatment and prognosis of DR. Swept-source optical coherence tomography angiography (SS-OCTA) is a novel imaging technique presented in recent years. It can accurately present the various levels of the retina, choriocapillaris, macula, and the optic papillary microcirculation, which is new to the diagnosis and prognosis of DR. However, SS-OCTA is limited by poor fixation or severe media clouding and is susceptible to motion artefacts and segmentation errors. Future limitations need to be addressed and large prospective trials conducted to refine the relevance of SS-OCTA to DR. The present study reviews the advances in clinical application of SS-OCTA in diagnosis, treatment and prognosis of DR.
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Affiliation(s)
- Jinyan Zhang
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Qianqian Huo
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Deyu Xia
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Mingfang Wang
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
| | - Xiuyun Li
- Affiliated Hospital of Weifang Medical University, School of Clinical Medicine, Weifang Medical University, Weifang, China
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14
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Arrigo A, Aragona E, Battaglia Parodi M, Bandello F. Quantitative approaches in multimodal fundus imaging: State of the art and future perspectives. Prog Retin Eye Res 2023; 92:101111. [PMID: 35933313 DOI: 10.1016/j.preteyeres.2022.101111] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Revised: 07/16/2022] [Accepted: 07/19/2022] [Indexed: 02/01/2023]
Abstract
When it first appeared, multimodal fundus imaging revolutionized the diagnostic workup and provided extremely useful new insights into the pathogenesis of fundus diseases. The recent addition of quantitative approaches has further expanded the amount of information that can be obtained. In spite of the growing interest in advanced quantitative metrics, the scientific community has not reached a stable consensus on repeatable, standardized quantitative techniques to process and analyze the images. Furthermore, imaging artifacts may considerably affect the processing and interpretation of quantitative data, potentially affecting their reliability. The aim of this survey is to provide a comprehensive summary of the main multimodal imaging techniques, covering their limitations as well as their strengths. We also offer a thorough analysis of current quantitative imaging metrics, looking into their technical features, limitations, and interpretation. In addition, we describe the main imaging artifacts and their potential impact on imaging quality and reliability. The prospect of increasing reliance on artificial intelligence-based analyses suggests there is a need to develop more sophisticated quantitative metrics and to improve imaging technologies, incorporating clear, standardized, post-processing procedures. These measures are becoming urgent if these analyses are to cross the threshold from a research context to real-life clinical practice.
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Affiliation(s)
- Alessandro Arrigo
- Department of Ophthalmology, IRCCS San Raffaele Scientific Institute, via Olgettina 60, 20132, Milan, Italy.
| | - Emanuela Aragona
- Department of Ophthalmology, IRCCS San Raffaele Scientific Institute, via Olgettina 60, 20132, Milan, Italy
| | - Maurizio Battaglia Parodi
- Department of Ophthalmology, IRCCS San Raffaele Scientific Institute, via Olgettina 60, 20132, Milan, Italy
| | - Francesco Bandello
- Department of Ophthalmology, IRCCS San Raffaele Scientific Institute, via Olgettina 60, 20132, Milan, Italy
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15
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Kanno J, Shoji T, Ishii H, Ibuki H, Yoshikawa Y, Sasaki T, Shinoda K. Deep Learning with a Dataset Created Using Kanno Saitama Macro, a Self-Made Automatic Foveal Avascular Zone Extraction Program. J Clin Med 2022; 12:jcm12010183. [PMID: 36614984 PMCID: PMC9821090 DOI: 10.3390/jcm12010183] [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: 11/03/2022] [Revised: 12/08/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
The extraction of the foveal avascular zone (FAZ) from optical coherence tomography angiography (OCTA) images has been used in many studies in recent years due to its association with various ophthalmic diseases. In this study, we investigated the utility of a dataset for deep learning created using Kanno Saitama Macro (KSM), a program that automatically extracts the FAZ using swept-source OCTA. The test data included 40 eyes of 20 healthy volunteers. For training and validation, we used 257 eyes from 257 patients. The FAZ of the retinal surface image was extracted using KSM, and a dataset for FAZ extraction was created. Based on that dataset, we conducted a training test using a typical U-Net. Two examiners manually extracted the FAZ of the test data, and the results were used as gold standards to compare the Jaccard coefficients between examiners, and between each examiner and the U-Net. The Jaccard coefficient was 0.931 between examiner 1 and examiner 2, 0.951 between examiner 1 and the U-Net, and 0.933 between examiner 2 and the U-Net. The Jaccard coefficients were significantly better between examiner 1 and the U-Net than between examiner 1 and examiner 2 (p < 0.001). These data indicated that the dataset generated by KSM was as good as, if not better than, the agreement between examiners using the manual method. KSM may contribute to reducing the burden of annotation in deep learning.
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Affiliation(s)
- Junji Kanno
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
| | - Takuhei Shoji
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
- Koedo Eye Institute, Kawagoe 350-1123, Japan
- Correspondence: ; Tel.: +81-49-276-1250
| | - Hirokazu Ishii
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
| | - Hisashi Ibuki
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
| | - Yuji Yoshikawa
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
| | - Takanori Sasaki
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Saitama Medical University School of Medicine, Iruma 350-0495, Japan
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16
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Kakihara S, Hirano T, Kitahara J, Matsuda Y, Imai A, Miyahara T, Murata T. Application of optical coherence tomography angiography to assess systemic severity in patients with hereditary transthyretin amyloidosis. PLoS One 2022; 17:e0275180. [PMID: 36156600 PMCID: PMC9512205 DOI: 10.1371/journal.pone.0275180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 09/12/2022] [Indexed: 11/19/2022] Open
Abstract
Hereditary transthyretin amyloidosis is an autosomal dominant form of amyloidosis caused by an abnormality in transthyretin, with various ocular manifestations. Among these, ocular amyloid angiopathy has attracted attention because of its direct link to visual impairment and its correlation with systemic severity. We hypothesized that optical coherence tomography angiographic parameters would be useful biomarkers of amyloidosis systemic severity and investigated their correlation with the systemic severity score. The primary outcome was the correlation between the systemic severity score and choriocapillaris flow deficit percentage. Secondary outcomes were the correlations between the systemic severity score and retinal optical coherence tomography angiographic parameters, including foveal avascular zone size and circularity and superficial/deep/total retinal perfusion and vessel densities. The choroidal and retinal vasculature was quantified in 36 eyes from 36 patients (age, 51.8±12.1 years; disease duration, 13.4±6.2 years). Ten eyes had a history of vitrectomy for vitreous opacity. Choriocapillaris flow deficit percentage was not significantly correlated with the systemic severity score (Spearman’s rank correlation: r = 2.96×10−2, p = 0.863). Similarly, foveal avascular zone size and circularity, and superficial/deep/total retinal perfusion and vessel densities were not significantly correlated with the systemic severity score. These results may indicate that optical coherence tomography angiographic parameters are not sufficient to predict amyloidosis severity.
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Affiliation(s)
- Shinji Kakihara
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
- * E-mail:
| | - Takao Hirano
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
| | - Junya Kitahara
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
| | - Yorishige Matsuda
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
| | - Akira Imai
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
| | - Teruyoshi Miyahara
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
| | - Toshinori Murata
- Department of Ophthalmology, Shinshu University School of Medicine, Matsumoto, Nagano, Japan
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17
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Gutierrez-Benitez L, Palomino Y, Casas N, Asaad M. Automated measurement of the foveal avascular zone in healthy eyes on Heidelberg spectralis optical coherence tomography angiography. ARCHIVOS DE LA SOCIEDAD ESPANOLA DE OFTALMOLOGIA 2022; 97:432-442. [PMID: 35680537 DOI: 10.1016/j.oftale.2022.05.001] [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: 10/26/2021] [Accepted: 01/30/2022] [Indexed: 06/15/2023]
Abstract
PURPOSE To develop and evaluate an automated method to measure the foveal avascular zone (FAZ) area in healthy eyes on Heidelberg Spectralis Optical Coherence Tomography Angiography (HS-OCTA). This method is referred to as the modified Kanno-Saitama macro (mKSM) which is an evolution of the Kanno-Saitama macro (KSM) approach. METHODS This cross-sectional study included 29 eyes of 25 healthy volunteers who underwent HS-OCTA at the macular area twice at the same time. Regardless of the quality of the images, all of them were included. Macular data on the superficial vascular plexus, intermediate capillary plexus (ICP) and deep capillary plexus were processed by mKSM. The FAZ area was measured twice automatically using the mKSM and KSM and twice manually by two independent examiners. RESULTS From 174 images, KSM could not measure correctly 31% while mKSM could successfully measure all of them. Intrascan intraclass coefficient ranged from 0,948 to 0,993 for manual measurements and was 1 for mKSM method. Despite that the difference between human examiners is smaller than between human examiners and mKSM according to Bland-Altman plots, the scatterplots show a strong correlation between human and automatic measurements. The best results are obtained in ICP. CONCLUSIONS With mKSM, the automated determination of the FAZ area in HS-OCTA is feasible and less human-dependent. It solves the inability of KSM to measure the FAZ area in suboptimal quality images which are frequent in daily clinical practice. Therefore, the mKSM processing could contribute to our understanding of the three vascular plexuses.
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Affiliation(s)
- L Gutierrez-Benitez
- Departamento de Oftalmología, Consorci Sanitari de Terrassa, Terrassa, Barcelona, Spain.
| | - Y Palomino
- Departamento de Oftalmología, Consorci Sanitari de Terrassa, Terrassa, Barcelona, Spain
| | - N Casas
- Universidad Politécnica de Catalunya, Barcelona, Spain
| | - M Asaad
- Departamento de Oftalmología, Consorci Sanitari de Terrassa, Terrassa, Barcelona, Spain
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18
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Tang W, Liu W, Guo J, Zhang L, Xu G, Wang K, Chang Q. Wide-field swept-source OCT angiography of the periarterial capillary-free zone before and after anti-VEGF therapy for branch retinal vein occlusion. EYE AND VISION (LONDON, ENGLAND) 2022; 9:25. [PMID: 35778771 PMCID: PMC9250258 DOI: 10.1186/s40662-022-00297-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 06/06/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND The aim of the study was to investigate the changes in the periarterial capillary-free zone (paCFZ) after anti-vascular endothelial growth factor (VEGF) therapy in patients with branch retinal vein occlusion (BRVO) by wide-field swept-source optical coherence tomography angiography (SS-OCTA) and assess their associations with clinical outcomes. METHODS In this retrospective observational study of 54 treatment-naïve BRVO patients with macular edema, we reviewed the findings of 12 × 12 mm2 SS-OCTA at baseline, 3, 6, and 12 months after intravitreal ranibizumab injections. The paCFZ and major retinal artery areas were measured on SS-OCTA images. The paCFZ area to artery area (P/A) ratio was calculated. RESULTS The paCFZ areas and P/A ratios of first- and second-order arteries were significantly greater in BRVO eyes than in contralateral eyes (all P < 0.01), but there were no differences in the first- and second-order artery areas (P = 0.20 and 0.25, respectively). The paCFZ areas and P/A ratios decreased significantly at 3, 6, and 12 months after anti-VEGF therapy (all P < 0.01). The baseline P/A ratio was significantly correlated with the baseline best-corrected visual acuity (BCVA), central retinal thickness, and their improvements at 3, 6, and 12 months (all P < 0.05). Baseline BCVA and P/A ratios of first- and second-order arteries were independently associated with the final BCVA in multivariate linear regression. CONCLUSIONS Wide-field SS-OCTA shows that anti-VEGF therapy can lead to a significant improvement in the paCFZ parameters in BRVO. Smaller baseline P/A ratios on SS-OCTA tend to predict better visual outcomes at 12 months after anti-VEGF therapy.
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Affiliation(s)
- Wenyi Tang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Wei Liu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Jingli Guo
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Lili Zhang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Gezhi Xu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Keyan Wang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China.
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China.
| | - Qing Chang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, 83 Fenyang Road, Shanghai, 200031, China.
- Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.
- NHC Key Laboratory of Myopia (Fudan University), Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China.
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19
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Automatic Determination of the Center of Macular Hole Using Optical Coherence Tomography En Face Images. J Clin Med 2022; 11:jcm11113167. [PMID: 35683554 PMCID: PMC9181087 DOI: 10.3390/jcm11113167] [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: 04/23/2022] [Revised: 05/21/2022] [Accepted: 05/30/2022] [Indexed: 01/09/2023] Open
Abstract
To evaluate the automated determination of the center of an idiopathic macular hole (MH) by using swept-source optical coherence tomography (OCT) images with new macro-based algorithms in ImageJ and to compare the difference between the MH center measurements obtained automatically and manually. This cross-sectional study included 39 eyes of 39 elderly individuals (22 women, 17 men) with stage 3 and 4 MH. The MH center was automatically determined using the ImageJ macro. The foveal center was also manually identified by two masked examiners using horizontal and vertical serial B-scan OCT angiography images. The mean age was 68.8 ± 8.3 years. After adjusting for the effect of magnification, the mean distance between the MH center determined manually by Examiner 1 and that determined automatically was 15.5 ± 9.9 µm. The mean distance between the two manually determined measurements of the MH center was 20.3 ± 19.7 µm. These two mean distance values did not differ significantly (Welch t-test, p = 0.27) and was non-inferior (p < 0.0001). The automated ImageJ-based method for determining the MH center was comparable to manual methods. This study showed that automated measurements were non-inferior to manual measurements, and demonstrated a substitutable usefulness, at least for use in clinical practice.
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20
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Rabiolo A, Fantaguzzi F, Montesano G, Brambati M, Sacconi R, Gelormini F, Triolo G, Bettin P, Querques G, Bandello F. Comparison of Retinal Nerve Fiber Layer and Ganglion Cell-Inner Plexiform Layer Thickness Values Using Spectral-Domain and Swept-Source OCT. Transl Vis Sci Technol 2022; 11:27. [PMID: 35767273 PMCID: PMC9251790 DOI: 10.1167/tvst.11.6.27] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To compare peripapillary retinal nerve fiber layer (pRNFL) and macular ganglion cell-inner plexiform layer (mGCIPL) thickness measurements obtained with spectral domain optical coherence tomography (SD-OCT) and swept-source OCT (SS-OCT) using an OCT-angiography scanning protocol, and their ability to distinguish among patients with glaucoma, glaucoma suspects (GS), and healthy controls (HC). Methods Cross-sectional study of 196 eyes (81 glaucoma, 48 GS, and 67 HC) of 119 participants. Participants underwent peripapillary and macular OCT with SD-OCT and SS-OCT. Parameters of interest were average and sector-wise pRNFL and mGCIPL thickness. Inter-device agreement was investigated with Bland-Altman statistics. Conversion formulas were developed with linear regression. Diagnostic performances were evaluated with area under the receiver operating characteristic curves. Results Both SD-OCT and SS-OCT detected a significant pRNFL and mGCIPL thinning in glaucoma patients compared to HC and GS for almost all study sectors. A strong linear relationship between the two devices was present for all quadrants/sectors (R2 ≥ 0.81, P < 0.001), except for the nasal (R2 = 0.49, P < 0.001) and temporal (R2 = 0.62, P < 0.001) pRNFL quadrants. SD-OCT and SS-OCT measurements had a proportional bias, which could be removed with conversion formulas. Overall, the two devices showed similar diagnostic abilities. Conclusions Thickness values obtained with SD-OCT and SS-OCT are not directly interchangeable but potentially interconvertible. Both devices have a similar ability to discriminate glaucoma patients from GS and healthy subjects. Translational Relevance OCT-Angiography scans can be reliably used to obtain structural metrics in glaucoma patients.
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Affiliation(s)
- Alessandro Rabiolo
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Federico Fantaguzzi
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | | | - Maria Brambati
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Riccardo Sacconi
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Francesco Gelormini
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Giacinto Triolo
- Ophthalmology Department, Fatebenefratelli and Ophthalmic Hospital, ASST-Fatebenefratelli-Sacco, Milan, Italy
| | - Paolo Bettin
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Giuseppe Querques
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Francesco Bandello
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
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21
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Sharma P, Ninomiya T, Omodaka K, Takahashi N, Miya T, Himori N, Okatani T, Nakazawa T. A lightweight deep learning model for automatic segmentation and analysis of ophthalmic images. Sci Rep 2022; 12:8508. [PMID: 35595784 PMCID: PMC9122907 DOI: 10.1038/s41598-022-12486-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 05/11/2022] [Indexed: 12/04/2022] Open
Abstract
Detection, diagnosis, and treatment of ophthalmic diseases depend on extraction of information (features and/or their dimensions) from the images. Deep learning (DL) model are crucial for the automation of it. Here, we report on the development of a lightweight DL model, which can precisely segment/detect the required features automatically. The model utilizes dimensionality reduction of image to extract important features, and channel contraction to allow only the required high-level features necessary for reconstruction of segmented feature image. Performance of present model in detection of glaucoma from optical coherence tomography angiography (OCTA) images of retina is high (area under the receiver-operator characteristic curve AUC ~ 0.81). Bland–Altman analysis gave exceptionally low bias (~ 0.00185), and high Pearson’s correlation coefficient (p = 0.9969) between the parameters determined from manual and DL based segmentation. On the same dataset, bias is an order of magnitude higher (~ 0.0694, p = 0.8534) for commercial software. Present model is 10 times lighter than Unet (popular for biomedical image segmentation) and have a better segmentation accuracy and model training reproducibility (based on the analysis of 3670 OCTA images). High dice similarity coefficient (D) for variety of ophthalmic images suggested it’s wider scope in precise segmentation of images even from other fields. Our concept of channel narrowing is not only important for the segmentation problems, but it can also reduce number of parameters significantly in object classification models. Enhanced disease diagnostic accuracy can be achieved for the resource limited devices (such as mobile phone, Nvidia’s Jetson, Raspberry pi) used in self-monitoring, and tele-screening (memory size of trained model ~ 35 MB).
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Affiliation(s)
- Parmanand Sharma
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan. .,Advanced Research Center for Innovations in Next-Generation Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan.
| | - Takahiro Ninomiya
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Kazuko Omodaka
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan.,Department of Ophthalmic Imaging and Information Analytics, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Naoki Takahashi
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Takehiro Miya
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan.,Department of Ophthalmic Imaging and Information Analytics, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Noriko Himori
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan.,Department of Aging Vision Healthcare, Tohoku University Graduate School of Biomedical Engineering, Sendai, Japan
| | - Takayuki Okatani
- Graduate School of Information Sciences, Tohoku University, Sendai, Japan
| | - Toru Nakazawa
- Department of Ophthalmology, Tohoku University Graduate School of Medicine, Sendai, Japan. .,Advanced Research Center for Innovations in Next-Generation Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan. .,Department of Retinal Disease Control, Tohoku University Graduate School of Medicine, Sendai, Japan. .,Department of Ophthalmic Imaging and Information Analytics, Tohoku University Graduate School of Medicine, Sendai, Japan. .,Department of Advanced Ophthalmic Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan.
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22
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Lv L, Li M, Chang X, Zhu M, Liu Y, Wang P, Xiang Y. Macular Retinal Microvasculature of Hyperopia, Emmetropia, and Myopia in Children. Front Med (Lausanne) 2022; 9:900486. [PMID: 35669923 PMCID: PMC9163362 DOI: 10.3389/fmed.2022.900486] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Accepted: 04/22/2022] [Indexed: 12/15/2022] Open
Abstract
PurposeTo compare macular retinal microcirculation in myopia, emmetropia, and hyperopia groups and investigate the relationship between macular retinal microcirculation and axial length (AL) in children.MethodsForty myopic, 29 emmetropic, and 34 hyperopic eyes were included. All the recruited eyes underwent optical coherence tomography angiography (OCTA) examinations. After adjusting the image size by the Littmann method and Bennett formula, the vessel density (VD) of the deep capillary plexus (DCP) and superficial vascular plexus (SVP) were assessed.ResultsThe VD of the DCP was significantly lower in the myopia group than in the hyperopia group, whereas no significant differences in the VD of the SVP were observed among the myopia, emmetropia, and hyperopia groups. The VD of the DCP was significantly associated with AL, spherical equivalent (SE), and foveal retinal thickness (FRT), whereas the VD of the SVP was only significantly associated with FRT but not with AL or SE.ConclusionsThe myopic VD of the DCP was significantly lower than the hyperopic one, and the VD of the DCP was significantly associated with AL, indicating that myopia has a lower VD of the DCP, and AL could have a negative effect on the VD of the DCP. Thus, early myopic axial stretching might decrease retinal blood perfusion of the DCP in children.
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Affiliation(s)
- Liang Lv
- Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Ophthalmology, Hankou Aier Eye Hospital, Wuhan, China
| | - Mu Li
- Department of Ophthalmology, Wuhan Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xuejiao Chang
- Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Mengxia Zhu
- Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ying Liu
- Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ping Wang
- Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Ping Wang,
| | - Yan Xiang
- Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Yan Xiang,
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23
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Kim DI, Yoon CK, Yu HG. Unilateral Cilioretinal Artery and Advanced Age-Related Macular Degeneration: A Retrospective Cross-Sectional Study. Am J Ophthalmol 2022; 237:204-210. [PMID: 34780795 DOI: 10.1016/j.ajo.2021.10.033] [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: 08/16/2021] [Revised: 10/24/2021] [Accepted: 10/30/2021] [Indexed: 11/17/2022]
Abstract
PURPOSE To investigate the association between the presence of a cilioretinal artery (CRA) and advanced age-related macular degeneration (AMD), including the prevalence of choroidal neovascularization (CNV) and geographic atrophy (GA). DESIGN Retrospective cross-sectional study. METHODS This was a single-center study. A total of 738 patients with AMD who underwent optical coherence tomography angiography (OCTA) were included in the study. Fundus photographs were reviewed to determine the presence of the CRA. In patients with a unilateral CRA, paired tests were performed between eyes with and without the CRA to compare AMD severity and prevalence of CNV and GA. The main outcomes of interest were AMD stage and prevalence of CNV and GA. Macular vasculature, including vessel density, perfusion density, and foveal avascular zone, were examined using OCTA. RESULTS A total of 174 eyes from 87 patients with a unilateral CRA were examined. A total of 27.8% and 8.1% of patients had a CRA in 1 eye and both eyes, respectively. Eyes with a CRA showed lower AMD stage (4-step AREDS category; P = .037) and a lower prevalence of CNV (23.0% vs 41.4%; P = .024) than those without a CRA. The prevalence of GA and macular vessel density, perfusion density, and foveal avascular zone measured by OCTA were similar in both groups. CONCLUSIONS In the eyes with a CRA, AMD stage and prevalence of CNV were lower than those in the eyes without a CRA. However, the effect of the CRA on the macular vascular system remains unclear.
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Affiliation(s)
- Dong Ik Kim
- From the Department of Ophthalmology, Seoul National University College of Medicine, Seoul, Korea; Department of Ophthalmology, Seoul National University Hospital, Seoul, Korea
| | - Chang Ki Yoon
- From the Department of Ophthalmology, Seoul National University College of Medicine, Seoul, Korea; Department of Ophthalmology, Seoul National University Hospital, Seoul, Korea
| | - Hyeong Gon Yu
- From the Department of Ophthalmology, Seoul National University College of Medicine, Seoul, Korea; Department of Ophthalmology, Seoul National University Hospital, Seoul, Korea.
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24
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Wiest MRJ, Bajka A, Hamann T, Foa N, Toro M, Barthelmes D, Zweifel S. Differences in Mean Values and Variance in Quantitative Analyses of Foveal OCTA Imaging. Klin Monbl Augenheilkd 2022; 239:513-517. [PMID: 35472795 DOI: 10.1055/a-1766-7268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
PURPOSE Multiple approaches for quantifying parameters such as vessel density (VD) and vessel length density (VLD) in optical coherence tomography angiography (OCTA) en-face segmentations are currently available. While it is common knowledge that data gathered from different methods should not be directly compared to each other, a comparison of the different methods can help to further the understanding of differences between different methods of measurement. Here we compare a common method of semiautomatically quantifying VD and VLD with an automated method supplied by the manufacturer of an OCTA device and report on differences in performance in order to probe for and highlight differences in values gathered by both methods. METHODS OCTA was performed using the swept source PLEX Elite 9000 device, software version 2.0.1.47652 (Carl Zeiss Meditec Inc., Dublin, CA, USA). Scans of 3 mm × 3 mm from healthy volunteers centred on the fovea were acquired by a well-trained certified ophthalmologist. Scans with a signal strength of 8 out of 10 or higher were included. Quantitative parameters of the 3 mm × 3 mm cube scans were automatically generated and segmented into superficial capillary plexus (SCP) and deep capillary plexus (DCP) layers using layer segmentation produced by the instrument software and prototype analysis VD quantification software (Macular Density v.0.7.1, ARI Network Hub, Carl Zeiss Meditec Inc., Dublin, CA, USA) supplied by the manufacturer. An alternative approach of quantitative analysis of VD and VLD was performed manually with ImageJ (National Institutes of Health, Bethesda, Maryland, USA), as previously reported. VD was assessed as the ratio of the retinal area occupied by vessels. VDL was measured as the total length of the skeletonised vessels using 1-pixel centre line extraction of the blood vessels. RESULTS We report differences in standard deviation (SD) in OCTA parameters obtained using different methods. The standard deviation of VD and VLD measurements was statistically significantly different in VD of 3 mm × 3 mm DCP (p = 0.009), VLD of 3 mm × 3 mm SCP (p = 0.000), and VLD of 3 mm × 3 mm DCP (p = 0.021). No statistically significant differences were found in VD of 3 mm × 3 mm SCP (p = 0.128) or VLD of 3 mm × 3 mm SCP (p = 0.107). CONCLUSIONS As expected, we were able to demonstrate significant differences in quantitative OCTA parameters gathered from the same images using different methods of quantification. Values gathered using different methods are not interchangeable. In scientific studies and in situations where long-term follow-up is necessary, the same device and the same method of quantification should be used to maintain retrospective comparability of measurements.
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Affiliation(s)
| | - Anahita Bajka
- Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland.,University of Zurich, Zurich, Switzerland
| | - Timothy Hamann
- Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland.,University of Zurich, Zurich, Switzerland
| | - Nastasia Foa
- Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland
| | - Mario Toro
- Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland
| | - Daniel Barthelmes
- Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland.,University of Zurich, Zurich, Switzerland
| | - Sandrine Zweifel
- Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland.,University of Zurich, Zurich, Switzerland
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25
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Thangamathesvaran L, Ong SS, Wang J, Lance E, Tekes A, Scott AW. EVALUATION OF MACULAR FLOW VOIDS ON OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY AS POTENTIAL BIOMARKERS FOR SILENT CEREBRAL INFARCTION IN SICKLE CELL DISEASE. Retina 2022; 42:340-347. [PMID: 34608107 DOI: 10.1097/iae.0000000000003309] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE To determine the relationship between macular microvascular abnormalities on optical coherence tomography angiography and silent cerebral infarctions (SCIs) on cerebral magnetic resonance imaging in sickle cell disease. METHODS Patients (age <18 years old) from our previous pediatric sickle cell disease study cohort who had prior optical coherence tomography angiography and brain magnetic resonance imaging were identified. Brain magnetic resonance imaging images were compared with macular optical coherence tomography angiography scans to identify macular vascular density differences between patients with SCI and without SCI. RESULTS Sixty-eight eyes from 34 patients who underwent optical coherence tomography angiography were evaluated, of whom 28 eyes from 14 patients met the inclusion criteria for this study. Eight patients (57%) with SCI and 6 patients (43%) without SCI were identified. The mean age (17 years in SCI and 16.3 years in non-SCI) was comparable between groups. There was no statistically significant difference in systemic complications. Deep capillary plexus vessel density was lower in the temporal quadrant in patients with SCI (49.3% vs. 53.7%, P = 0.014). CONCLUSION Patients with SCI were found to have lower vessel density in the deep capillary plexus compared with those without SCI. This finding suggests that deep capillary plexus vessel density may have utility as an imaging biomarker to predict the presence of SCI.
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Affiliation(s)
- Loka Thangamathesvaran
- Retina Division, Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Sally S Ong
- Department of Ophthalmology and Visual Science, Wake Forest Baptist Health, Winston-Salem, North Carolina
| | - Jiangxia Wang
- Department of Biostatistics, Wilmer Biostats Center, Johns Hopkins University, Baltimore, Maryland
| | - Eboni Lance
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland; and
| | - Aylin Tekes
- Department of Pediatric Radiology and Pediatric Neuroradiology, Russell Morgan Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Adrienne W Scott
- Retina Division, Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland
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26
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Meng Y, Lan H, Hu Y, Chen Z, Ouyang P, Luo J. Application of Improved U-Net Convolutional Neural Network for Automatic Quantification of the Foveal Avascular Zone in Diabetic Macular Ischemia. J Diabetes Res 2022; 2022:4612554. [PMID: 35257013 PMCID: PMC8898103 DOI: 10.1155/2022/4612554] [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: 09/02/2021] [Revised: 10/02/2021] [Accepted: 02/11/2022] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVES The foveal avascular zone (FAZ) is a biomarker for quantifying diabetic macular ischemia (DMI), to automate the identification and quantification of the FAZ in DMI, using an improved U-Net convolutional neural network (CNN) and to establish a CNN model based on optical coherence tomography angiography (OCTA) images for the same purpose. METHODS The FAZ boundaries on the full-thickness retina of 6 × 6 mm en face OCTA images of DMI and normal eyes were manually marked. Seventy percent of OCTA images were used as the training set, and ten percent of these images were used as the validation set to train the improved U-Net CNN with two attention modules. Finally, twenty percent of the OCTA images were used as the test set to evaluate the accuracy of this model relative to that of the baseline U-Net model. This model was then applied to the public data set sFAZ to compare its effectiveness with existing models at identifying and quantifying the FAZ area. RESULTS This study included 110 OCTA images. The Dice score of the FAZ area predicted by the proposed method was 0.949, the Jaccard index was 0.912, and the area correlation coefficient was 0.996. The corresponding values for the baseline U-Net were 0.940, 0.898, and 0.995, respectively, and those based on the description data set sFAZ were 0.983, 0.968, and 0.950, respectively, which were better than those previously reported based on this data set. CONCLUSIONS The improved U-Net CNN was more accurate at automatically measuring the FAZ area on the OCTA images than the traditional CNN. The present model may measure the DMI index more accurately, thereby assisting in the diagnosis and prognosis of retinal vascular diseases such as diabetic retinopathy.
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Affiliation(s)
- Yongan Meng
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Hailei Lan
- School of Computer Science and Engineering, Central South University, Changsha 410083, China
| | - Yuqian Hu
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Zailiang Chen
- School of Computer Science and Engineering, Central South University, Changsha 410083, China
| | - Pingbo Ouyang
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, China
| | - Jing Luo
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, China
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27
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Rabiolo A, Fantaguzzi F, Sacconi R, Gelormini F, Borrelli E, Triolo G, Bettin P, McNaught AI, Caprioli J, Querques G, Bandello F. Combining Structural and Vascular Parameters to Discriminate Among Glaucoma Patients, Glaucoma Suspects, and Healthy Subjects. Transl Vis Sci Technol 2021; 10:20. [PMID: 34928324 PMCID: PMC8709930 DOI: 10.1167/tvst.10.14.20] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose Compare the ability of peripapillary and macular structural parameters, vascular parameters, and their integration to discriminate among glaucoma, suspected glaucoma (GS), and healthy controls (HCs). Methods In this study, 196 eyes of 119 patients with glaucoma (n = 81), patients with GS (n = 48), and HCs (n = 67) underwent optical coherence tomography (OCT) and OCT angiography to measure peripapillary retinal nerve fiber layer (pRNFL), macular ganglion cell-inner plexiform layer (mGCIPL) thicknesses, radial peripapillary capillary perfusion density (RPC-PD), and macular GCIPL perfusion density (GCIPL-PD). Parameters were integrated regionally with logistic regression and globally with machine learning algorithms. Diagnostic performances were evaluated with area under the receiver operating characteristic (AUROC) curves. Results Patients with glaucoma had mild to moderate damage (median, -3.3 dB; interquartile range, -6.5 to -1.4). In discriminating between patients with glaucoma and the HCs, pRNFL thickness had higher AUROC curve values than RPC-PD for average (0.87 vs. 0.62; P < 0.001), superior (0.86 vs. 0.54; P < 0.001), inferior (0.90 vs. 0.71; P < 0.001), and temporal (0.65 vs. 0.51; P = 0.02) quadrants. mGCIPL thickness had higher AUROC curve values than GCIPL-PD for average (0.84 vs. 0.68; P < 0.001), superotemporal (0.76 vs. 0.65; P = 0.016), superior (0.72 vs. 0.57; P = 0.004), superonasal (0.70 vs. 0.56; P = 0.01), inferotemporal (0.90 vs. 0.72; P < 0.001), inferior (0.87 vs. 0.69; P < 0.001), and inferonasal (0.78 vs. 0.65, P = 0.012) sectors. All structural multisector indices had higher diagnostic ability than vascular ones (P < 0.001). Combined structural-vascular indices did not outperform structural indices. Similar results were found to discriminate glaucoma from GS. Conclusions Combining structural and vascular parameters in a structural-vascular index does not improve diagnostic ability over structural parameters alone. Translational Relevance OCT angiography does not add additional benefit to structural OCT in early to moderate glaucoma diagnosis.
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Affiliation(s)
- Alessandro Rabiolo
- Department of Ophthalmology, Gloucestershire Hospitals NHS Foundation Trust, Cheltenham, UK.,School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Federico Fantaguzzi
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Riccardo Sacconi
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Francesco Gelormini
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Enrico Borrelli
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Giacinto Triolo
- Ophthalmology Department, Fatebenefratelli and Ophthalmic Hospital, ASST-Fatebenefratelli-Sacco, Milan, Italy
| | - Paolo Bettin
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Andrew I McNaught
- Department of Ophthalmology, Gloucestershire Hospitals NHS Foundation Trust, Cheltenham, UK.,School of Health Professions (Faculty of Health), University of Plymouth, Plymouth, UK
| | - Joseph Caprioli
- Stein Eye Institute, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Giuseppe Querques
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Francesco Bandello
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.,Division of Head and Neck, Ophthalmology Unit, IRCCS Ospedale San Raffaele, Milan, Italy
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Kaoual H, Zhioua Braham I, Boukari M, Zhioua R. Evaluation of the effect of the severity of diabetic retinopathy on microvascular abnormalities and vascular density using optical coherence tomography angiography. Acta Diabetol 2021; 58:1683-1688. [PMID: 34313844 DOI: 10.1007/s00592-021-01774-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 07/13/2021] [Indexed: 12/27/2022]
Abstract
PURPOSE To quantify and to study the relationship between retinal microvascular changes and different stages of diabetic retinopathy (DR) using optical coherence tomography angiography (OCTA). METHODS This prospective observational study included the eyes of patients with different stages of DR. OCTA was performed in all eyes using a 9 × 9 mm protocol. We analyzed the superficial and deep retinal capillary plexuses, for the following OCTA parameters: number of microaneurysms (MA), number of intraretinal microvascular abnormalities (IRMA), the total surface of capillary non-perfusion (CNP) areas, and vascular density (VD). The association between those parameters and the severity of DR was studied. RESULTS A total of 70 eyes of 45 patients were included. The number of MA in the superficial capillary plexus (SCP) showed a significant association with DR severity (p = 0.03). The number of IRMA and the total surface of CNP areas were associated with the severity of DR in both plexuses (p = 0.019 in the SCP and p = 0.044 in the DCP for IRMA; p < 0.001 in the SCP and p = 0.001 in the DCP for CNP areas). The VD decreased significantly with the severity of DR in the DCP (p = 0.04). CONCLUSIONS The number of vascular abnormalities and the surface of CNP areas were significantly associated with the severity of DR. The decrease in vascular density in the DCP with increasing disease severity suggests that the DCP is more vulnerable to vascular changes than the SCP. Those parameters might be tools for a future DR severity scale based on OCTA. HIGHLIGHTS In addition to its capability of detecting vascular changes in DR non-invasively, OCTA may also serve as a valuable tool to graduate DR.
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Affiliation(s)
- Héla Kaoual
- Department of Ophthalmology, Charles Nicolle University Hospital of Tunis, Boulevard du 9-Avril 1938, 1006, Tunis, Tunisia.
| | - Imène Zhioua Braham
- Department of Ophthalmology, Charles Nicolle University Hospital of Tunis, Boulevard du 9-Avril 1938, 1006, Tunis, Tunisia
| | - Mejdi Boukari
- Department of Ophthalmology, Charles Nicolle University Hospital of Tunis, Boulevard du 9-Avril 1938, 1006, Tunis, Tunisia
| | - Raja Zhioua
- Department of Ophthalmology, Charles Nicolle University Hospital of Tunis, Boulevard du 9-Avril 1938, 1006, Tunis, Tunisia
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Shoji T, Ishii H, Kanno J, Sasaki T, Yoshikawa Y, Ibuki H, Shinoda K. Distance between the center of the FAZ measured automatically and the highest foveal bulge using OCT-angiography in elderly healthy eyes. Sci Rep 2021; 11:21485. [PMID: 34728680 PMCID: PMC8563986 DOI: 10.1038/s41598-021-00826-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 10/19/2021] [Indexed: 11/09/2022] Open
Abstract
The center of the fovea, termed the foveola, is the area of highest visual acuity, has the highest density of cone photoreceptors. We investigated the distance between the automatically-determined center of the foveal avascular zone (FAZ) and the manually-determined highest foveal bulge (FB) point using single swept-source optical coherence tomography angiography (OCTA) instrument. This cross-sectional study included 49 eyes of 49 individuals (34 women and 15 men; median age: 68 years) with no history of ocular disorders. The FAZ in the superficial capillary plexus was automatically determined using the Kanno-Saitama macro method, and the center of the FAZ was automatically determined using ellipse approximation. Another candidate foveal center, the highest FB point, was determined manually on the serial cross-sectional B-scan images. As a result, the foveal center was manually identified as the highest FB point on B-scan OCTA images. The center of the FAZ was more likely to be located inferior to the highest FB point (p = 0.031). In participants with a total (linear) distance of more than 50 μm between the center of the FAZ and the highest FB point, the displacement was significantly more in the horizontal direction than in the vertical direction (p = 0.017). These results can be applicable to further studies regarding the spatial relationships between the center of the FAZ and the highest FB point in various macular diseases or previously-treated eyes.
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Affiliation(s)
- Takuhei Shoji
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan.
| | - Hirokazu Ishii
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan
| | - Junji Kanno
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan
| | - Takanori Sasaki
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan
| | - Yuji Yoshikawa
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan
| | - Hisashi Ibuki
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Saitama Medical University, 38 Morohongo Moroyama-machi, Iruma, Saitama, 350-0495, Japan
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Yoshikawa Y, Shoji T, Kanno J, Ibuki H, Ozaki K, Ishii H, Inami H, Shinoda K. Examination of Age-Related Retinal Vascular Changes in the Macula Using Optical Coherence Tomography Angiography of the Eyes After Cataract Surgery. Clin Ophthalmol 2021; 15:3687-3695. [PMID: 34511872 PMCID: PMC8420780 DOI: 10.2147/opth.s323882] [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: 06/11/2021] [Accepted: 08/19/2021] [Indexed: 11/24/2022] Open
Abstract
Purpose Optical coherence tomography angiography (OCTA) allows noninvasive observation of the retinal vasculature, and image analysis can be used to calculate the retinal vessel density and foveal avascular zone (FAZ) area. A previous study showed that macular vessel density and the signal strength index (SSI) of OCTA images increased significantly after cataract surgery. However, the effect of aging on OCTA analysis remains unclear. This study aimed to investigate age-related changes in macular vascularization while excluding the effects of cataracts. Patients and Methods OCTA imaging of the macula was performed in adult patients who had undergone cataract surgery between February 2018 and May 2019 and in young healthy participants between April 2017 and April 2018. Results The median (quartiles) age of the overall study population was 59.0 (27.0, 69.0) years, and no severe refractive error was observed (axial length: 24.2 ± 1.3 [mean ± SD] mm; spherical equivalent: 0.75 [−2.25, 0.00] diopter). When we investigated the relationship between macular vessel density and age after excluding the effects of cataracts, we found that the macular vessel density showed age-related changes even in the absence of the effects of the SSI. However, the FAZ area was not affected by age. Conclusion Macular vessel density decreased with age, even when the effects of cataracts were excluded. The effects of age and cataracts should be considered when designing studies and interpreting OCTA findings of the retinal vasculature.
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Affiliation(s)
- Yuji Yoshikawa
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Takuhei Shoji
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Junji Kanno
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Hisashi Ibuki
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Kimitake Ozaki
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Hirokazu Ishii
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Hiromi Inami
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
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Krásný J, Magera L, Pluhovský P, Čeledová J, Holubová L. PRE-RETINOPATHY OF TYPE 1 DIABETES IN THE CONTEXT OF FUNCTIONAL, STRUCTURAL AND MICROCIRCULATORY CHANGES IN THE MACULAR AREA. CESKA A SLOVENSKA OFTALMOLOGIE : CASOPIS CESKE OFTALMOLOGICKE SPOLECNOSTI A SLOVENSKE OFTALMOLOGICKE SPOLECNOSTI 2021; 77:170-182. [PMID: 34507493 DOI: 10.31348/2021/20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
AIM The authors assessed the development of intraocular changes in type 1 diabetes (T1DM) from the onset of the disease leading to diabetic retinopathy (DR). The quote: “There must be an intermediate stage between the physiological intraocular finding and the diabetic retinopathy itself “, (prof. Jan Vavřinec). METHODS A two-year study (2018 and 2019) was conducted at the Department of Ophthalmology of the Teaching Hospital Kralovske Vinohrady in Prague (Czech Republic). There were 54 patients aged 17-42 years, the detection of T1DM ranged between the 1st and 14th year of life, with a duration of 12-35 years. Individual patients were always examined simultaneously by three methods: CS (contrast sensitivity), SD-OCT (spectral domain optical coherence tomography) and OCT-A (optical coherence tomography-angiography). We examined 106 eyes once and in a comprehensive manner. RESULTS We have shown that there is an intermediate stage between the physiological finding on the retina and DR, so-called diabetic pre-retinopathy (DpR). Subsequent redistribution of the observed into two DpR subgroups was derived from the size of the FAZ, either with its smaller area or with a larger area determining the microvascularity of the central area of the retina. The results of both other methods were assigned to these values. For SD-OCT, the depth of the fovea (the difference between the central retinal thickness and the total average retinal thickness) was determined, which was affected by the increased the macular cubature. In all patients it was on average 10.3 μm3. The retina in the central area was significantly strengthened compared to the healthy population at the level of significance p 0,001. We divided the actual DpR into an image: DpR1 in 26.5 % of eyes - condition with an average shallower fovea only by 21.5 μm below the level of the surrounding retina and an average narrower FAZ: 0.165 mm2 and with a more significant decrease in CS; DpR2 in 40.5 % of eyes - condition with average deeper fovea by 42 μm, i.e., more significantly and average larger FAZ: 0.325 mm2 with lower decrease of CS. At the same time, other changes in microvascularity were noted, such as disorders in the sense of non-perfusion in the central part of the retina of various degrees. This finding differed significantly from changes in already established (non-proliferative) NPDR in 36 % of eyes, when a significant decrease in CS with normal visual acuity was found 4/4 ETDRS. Statistical differences in CS between DpR1 and DpR2 and NPDR were determined - always p 0.001. The average depth of the fovea was NPDR: 29.5 μm. NPDR had the largest average FAZ: 0.56 mm2. Also significant were the most significant changes in non-perfusion and especially the presence of microaneurysms. CONCLUSIONS These three non - invasive methods helped to monitor the dynamics of the development of ocular changes in T1DM of better quality than the determination of visual acuity and ophthalmoscopic examination. Increased retinal volume induced hypoxia of visual cells with subsequent dual autoregulatory mechanism conditioning two types of diabetic pre-retinopathy before the onset of DR.
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Nishikawa N, Chua J, Kawaguchi Y, Ro-Mase T, Schmetterer L, Yanagi Y, Yoshida A. Macular Microvasculature and Associated Retinal Layer Thickness in Pediatric Amblyopia: Magnification-Corrected Analyses. Invest Ophthalmol Vis Sci 2021; 62:39. [PMID: 33783486 PMCID: PMC8010361 DOI: 10.1167/iovs.62.3.39] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Purpose The purpose of this study was to characterize macular microvasculature and structural retinal layers using magnification-corrected optical coherence tomography angiography (OCTA) images in children with amblyopia. Methods This prospective cross-sectional study included 22 children with unilateral amblyopia (4–11 years of age) receiving spectral-domain OCTA. Vessel densities in foveal and parafoveal regions of the superficial capillary plexus (SCP) and deep capillary plexus (DCP) were measured in amblyopic and fellow eyes using a customized image analysis program correcting the scale of retinal image with axial length. Iowa Reference Algorithms (Iowa Institute for Biomedical Imaging) were used to measure mean thickness values of 10 intra-retinal layers rescaled for image size correction. Results Foveal and parafoveal vessel densities in amblyopic eyes were lower than that of the fellow eyes in the SCP (fovea: P = 0.006 and parafovea: P = 0.003) and the DCP (P = 0.024 and P = 0.025, respectively). Amblyopic eyes had significantly smaller foveal avascular zone (FAZ) area than fellow eyes (P < 0.001). There were significant differences in retinal layer thickness between paired eyes, particularly in the inner retina in both foveal and parafoveal regions; retinal nerve fiber layer (RNFL) (P = 0.024 and P = 0.095, respectively), ganglion cell layer (P < 0.001 and P = 0.008), inner plexiform layer (IPL; P = 0.12 and P = 0.037), inner nuclear layer (P = 0.005 and P = 0.005), and outer plexiform layer (OPL; P = 0.02 and P = 0.057), except in the foveal IPL, the parafoveal RNFL, and OPL. Conclusions Unilateral amblyopic eyes demonstrate reduced macular vessel density and thicker inner retinal layers compared with fellow eyes even after correcting for image magnification. Changes in macular microvasculature and structural layers may offer valuable insights in the development of amblyopia.
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Affiliation(s)
- Noriko Nishikawa
- Department of Ophthalmology, Asahikawa Medical University, Asahikawa, Japan
| | - Jacqueline Chua
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore.,Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore.,SERI-NTU Advanced Ocular Engineering (STANCE), Singapore, Singapore
| | - Yuriya Kawaguchi
- Department of Ophthalmology, Asahikawa Medical University, Asahikawa, Japan
| | - Tomoko Ro-Mase
- Department of Ophthalmology, Asahikawa Medical University, Asahikawa, Japan
| | - Leopold Schmetterer
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore.,Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore.,SERI-NTU Advanced Ocular Engineering (STANCE), Singapore, Singapore.,Institute for Health Technologies, Nanyang Technological University, Singapore.,Department of Clinical Pharmacology, Medical University Vienna, Vienna, Austria.,Center for Medical Physics and Biomedical Engineering, Medical University Vienna, Vienna, Austria.,Institute of Molecular and Clinical Ophthalmology, Basel, Switzerland
| | - Yasuo Yanagi
- Department of Ophthalmology, Asahikawa Medical University, Asahikawa, Japan.,Singapore National Eye Centre, Singapore Eye Research Institute, Singapore.,Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
| | - Akitoshi Yoshida
- Department of Ophthalmology, Asahikawa Medical University, Asahikawa, Japan
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Tang W, Guo J, Zhuang X, Zhang T, Wang L, Wang K, Chang Q, Liu W, Xu G. Wide-Field Swept-Source Optical Coherence Tomography Angiography Analysis of the Periarterial Capillary-Free Zone in Branch Retinal Vein Occlusion. Transl Vis Sci Technol 2021; 10:9. [PMID: 34003897 PMCID: PMC7881276 DOI: 10.1167/tvst.10.2.9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Purpose To investigate the characteristics of the retinal periarterial capillary-free zone (paCFZ) with wide-field swept-source optical coherence tomography angiography (SS-OCTA) in eyes with branch retinal vein occlusion (BRVO). Methods Seventy treatment-naïve eyes with BRVO and 35 healthy eyes were included. The paCFZ areas, artery calibers, and areas of the major arteries in the unaffected quadrants of BRVO eyes were measured in 12 × 12-mm SS-OCTA images and compared with those of the contralateral eyes and healthy eyes. Other multimodal imaging data were collected. Results There were no significant differences in the unaffected artery caliber or area among the three groups (all P > 0.05). The unaffected paCFZ areas and the ratios of the unaffected paCFZ area to the counterpart artery area (paCFZ/artery area) of the major arteries were significantly larger than those in the contralateral or healthy eyes (all P < 0.05). Subgroup analysis revealed that the paCFZ/artery area value differed significantly between ischemic and nonischemic BRVO eyes (P < 0.01). The paCFZ/artery area value was positively correlated with logMAR best-corrected visual acuity, symptom duration, central macular thickness, and retinal nonperfusion area in BRVO. Conclusions Quantitative SS-OCTA measurements confirmed enlarged paCFZs along the unaffected major retinal arteries in BRVO eyes. The paCFZ parameters were correlated with symptom duration, retinal ischemia, and visual function. Translational Relevance Retinal periarterial capillary-free zones in BRVO can be non-invasively measured by SS-OCTA, assisting in clinically identifying retinal ischemia and evaluating visual function.
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Affiliation(s)
- Wenyi Tang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Jingli Guo
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Xiaonan Zhuang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Ting Zhang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Ling Wang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Keyan Wang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Qing Chang
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Wei Liu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
| | - Gezhi Xu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
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Mirshahi R, Anvari P, Riazi-Esfahani H, Sardarinia M, Naseripour M, Falavarjani KG. Foveal avascular zone segmentation in optical coherence tomography angiography images using a deep learning approach. Sci Rep 2021; 11:1031. [PMID: 33441825 PMCID: PMC7806603 DOI: 10.1038/s41598-020-80058-x] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 12/15/2020] [Indexed: 01/02/2023] Open
Abstract
The purpose of this study was to introduce a new deep learning (DL) model for segmentation of the fovea avascular zone (FAZ) in en face optical coherence tomography angiography (OCTA) and compare the results with those of the device’s built-in software and manual measurements in healthy subjects and diabetic patients. In this retrospective study, FAZ borders were delineated in the inner retinal slab of 3 × 3 enface OCTA images of 131 eyes of 88 diabetic patients and 32 eyes of 18 healthy subjects. To train a deep convolutional neural network (CNN) model, 126 enface OCTA images (104 eyes with diabetic retinopathy and 22 normal eyes) were used as training/validation dataset. Then, the accuracy of the model was evaluated using a dataset consisting of OCTA images of 10 normal eyes and 27 eyes with diabetic retinopathy. The CNN model was based on Detectron2, an open-source modular object detection library. In addition, automated FAZ measurements were conducted using the device’s built-in commercial software, and manual FAZ delineation was performed using ImageJ software. Bland–Altman analysis was used to show 95% limit of agreement (95% LoA) between different methods. The mean dice similarity coefficient of the DL model was 0.94 ± 0.04 in the testing dataset. There was excellent agreement between automated, DL model and manual measurements of FAZ in healthy subjects (95% LoA of − 0.005 to 0.026 mm2 between automated and manual measurement and 0.000 to 0.009 mm2 between DL and manual FAZ area). In diabetic eyes, the agreement between DL and manual measurements was excellent (95% LoA of − 0.063 to 0.095), however, there was a poor agreement between the automated and manual method (95% LoA of − 0.186 to 0.331). The presence of diabetic macular edema and intraretinal cysts at the fovea were associated with erroneous FAZ measurements by the device’s built-in software. In conclusion, the DL model showed an excellent accuracy in detection of FAZ border in enfaces OCTA images of both diabetic patients and healthy subjects. The DL and manual measurements outperformed the automated measurements of the built-in software.
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Affiliation(s)
- Reza Mirshahi
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Pasha Anvari
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Hamid Riazi-Esfahani
- Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Mahsa Sardarinia
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Masood Naseripour
- 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
| | - 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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Linderman RE, Georgiou M, Woertz EN, Cava JA, Litts KM, Tarima S, Rajendram R, Provis JM, Michaelides M, Carroll J. Preservation of the Foveal Avascular Zone in Achromatopsia Despite the Absence of a Fully Formed Pit. Invest Ophthalmol Vis Sci 2021; 61:52. [PMID: 32866266 PMCID: PMC7463179 DOI: 10.1167/iovs.61.10.52] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Purpose To examine the foveal avascular zone (FAZ) in patients with congenital achromatopsia (ACHM). Methods Forty-two patients with genetically confirmed ACHM were imaged either with Optovue's AngioVue system or Zeiss's Plex Elite 9000, and the presence or absence of a FAZ was determined. For images where a FAZ was present and could be confidently segmented, FAZ area, circularity index, and roundness were measured and compared with previously published normative values. Structural optical coherence tomography images were acquired to assess the degree of foveal hypoplasia (number and thickness of inner retinal layers present at the fovea). Results A FAZ was present in 31 of 42 patients imaged (74%), although no determination could be made for 11 patients due to poor image quality (26%). The mean ± SD FAZ area for the ACHM retina was 0.281 ± 0.112 mm2, which was not significantly different from the previously published normative values (P = 0.94). However, their FAZs had decreased circularity (P < 0.0001) and decreased roundness (P < 0.0001) compared to the normative cohort. In the patients with ACHM examined here, the FAZ area decreased as the number and thickness of the retained inner retinal layers increased. Conclusions Our data demonstrate that despite the presence of foveal hypoplasia, patients with ACHM can have a FAZ. This is distinct from other conditions associated with foveal hypoplasia, which generally show an absence of the FAZ. In ACHM, FAZ formation does not appear to be sufficient for complete pit formation, contrary to some models of foveal development.
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Affiliation(s)
- Rachel E Linderman
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
| | - Michalis Georgiou
- Institute of Ophthalmology, University College London, London, United Kingdom.,Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
| | - Erica N Woertz
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
| | - Jenna A Cava
- Ophthalmology & Visual Sciences, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
| | - Katie M Litts
- Ophthalmology & Visual Sciences, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
| | - Sergey Tarima
- Division of Biostatistics, Institute for Health and Equity, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
| | - Ranjan Rajendram
- Institute of Ophthalmology, University College London, London, United Kingdom.,Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
| | - Jan M Provis
- The John Curtin School of Medical Research, The Australian National University, Canberra, Australian Capital Territory, Australia.,The ANU Medical School, The Australian National University, Canberra, Australian Capital Territory, Australia
| | - Michel Michaelides
- Institute of Ophthalmology, University College London, London, United Kingdom.,Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
| | - Joseph Carroll
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, Milwaukee, Wisconsin, United States.,Ophthalmology & Visual Sciences, Medical College of Wisconsin, Milwaukee, Wisconsin, United States
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Effect of vessel enhancement filters on the repeatability of measurements obtained from widefield swept-source optical coherence tomography angiography. Sci Rep 2020; 10:22179. [PMID: 33335182 PMCID: PMC7746686 DOI: 10.1038/s41598-020-79281-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Accepted: 11/26/2020] [Indexed: 12/13/2022] Open
Abstract
We assessed the inter-visit repeatability of 15 × 9-mm2 swept-source OCTA (SS-OCTA; PLEX Elite 9000, Carl Zeiss Meditec) metrics in 14 healthy participants. We analysed the perfusion density (PD) of large vessels, superficial capillary plexus (SCP), and deep capillary plexus (DCP) as well as choriocapillaris flow voids in 2 different regions: the macular region and peripheral region. Also, retinal plexus metrics were processed further using different filters (Hessian, Gabor and Bayesian) while choriocapillaris flow voids were calculated with 1 and 1.25 standard deviation (SD) thresholding algorithms. We found excellent repeatability in the perfusion densities of large vessels (ICC > 0.96). Perfusion densities varied with different filters in the macular region (SCP: 24.12–38.57% and DCP: 25.16–38.50%) and peripheral (SCP: 30.52–39.84% and DCP: 34.19–41.60%) regions. The ICCs were lower in the macular region compared to the peripheral region and lower for DCP than for SCP. For choriocapillaris flow voids, the 1.25 SD threshold resulted in fewer flow voids, while a good ICC (ICC > 0.81) was achieved using either threshold settings for flow void features in both regions. Our results suggest good repeatability of widefield SS-OCTA for the measurements of retinal perfusion density and choriocapillaris flow voids, but measurements from different filters should not be interchanged.
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Lin A, Fang D, Li C, Cheung CY, Chen H. Improved Automated Foveal Avascular Zone Measurement in Cirrus Optical Coherence Tomography Angiography Using the Level Sets Macro. Transl Vis Sci Technol 2020; 9:20. [PMID: 33240573 PMCID: PMC7671870 DOI: 10.1167/tvst.9.12.20] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Accepted: 10/07/2020] [Indexed: 12/22/2022] Open
Abstract
Purpose To evaluate automated measurements of the foveal avascular zone (FAZ) using the Level Sets macro (LSM) in ImageJ as compared with the Cirrus optical coherence tomography angiography (OCTA) inbuilt algorithm and the Kanno–Saitama macro (KSM). Methods The eyes of healthy volunteers were scanned four times consecutively on the Zeiss Cirrus HD-OCT 5000 system. The FAZ metrics (area, perimeter, and circularity) were measured manually and automatically by the Cirrus inbuilt algorithm, the KSM, and the LSM. The accuracy and repeatability of all methods and agreement between automated and manual methods were evaluated. Results The LSM segmented the FAZ with an average Dice coefficient of 0.9243. Compared with the KSM and the Cirrus inbuilt algorithm, the LSM outperformed them by 0.02 and 0.19, respectively, for Dice coefficients. Both the LSM (intraclass correlation coefficient [ICC] = 0.908; coefficient of variation [CoV] = 9.664%) and manual methods (ICC ≥ 0.921, CoV ≤ 8.727%) showed excellent repeatability for the FAZ area, whereas the other methods presented moderate to good repeatability (ICC ≤ 0.789, CoV ≥ 15.788%). Agreement with manual FAZ area measurement was excellent for both the LSM and KSM but not for the Cirrus inbuilt algorithm (LSM, ICC = 0.930; KSM, ICC = 0.928; Cirrus, ICC = 0.254). Conclusions The LSM exhibited greater accuracy and reliability compared to the KSM and inbuilt automated methods and may be an improved and accessible option for automated FAZ segmentation. Translational Relevance The LSM may be a suitable automated and customizable tool for FAZ quantification of Cirrus HD-OCT 5000 images, providing results comparable to those for manual measurement.
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Affiliation(s)
- Aidi Lin
- Joint Shantou International Eye Center, Shantou University and The Chinese University of Hong Kong, Shantou, China
| | - Danqi Fang
- Joint Shantou International Eye Center, Shantou University and The Chinese University of Hong Kong, Shantou, China
| | - Cuilian Li
- Joint Shantou International Eye Center, Shantou University and The Chinese University of Hong Kong, Shantou, China
| | - Carol Y Cheung
- Department of Ophthalmology & Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Haoyu Chen
- Joint Shantou International Eye Center, Shantou University and The Chinese University of Hong Kong, Shantou, China
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Shoji T, Kanno J, Weinreb RN, Yoshikawa Y, Mine I, Ishii H, Ibuki H, Shinoda K. OCT angiography measured changes in the foveal avascular zone area after glaucoma surgery. Br J Ophthalmol 2020; 106:80-86. [PMID: 33153992 PMCID: PMC8685609 DOI: 10.1136/bjophthalmol-2020-317038] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Revised: 09/10/2020] [Accepted: 10/03/2020] [Indexed: 01/10/2023]
Abstract
Background/Aims To evaluate quantitative changes in the foveal avascular zone (FAZ) area after glaucoma surgery using swept-source optical coherence tomography angiography (SS-OCTA). Methods Fifty-four consecutive patients with primary open-angle glaucoma (POAG) who met the inclusion criteria and underwent unilateral glaucoma surgery to reduce intraocular pressure (IOP) between April 2018 and July 2019. Eyes underwent IOP-lowering glaucoma surgery and their fellow (non-surgical) eyes were included. OCTA of the macula was performed in both eyes before glaucoma surgery and 3 months postoperatively. Two blinded examiners reviewed the image quality. Within- and between-group comparisons of the FAZ area and correlation of the FAZ area with age, IOP, central sensitivity and clinical variables. Results The mean (±SD) age was 66.7±11.3 years. After surgery, the IOP and FAZ area significantly decreased from 22.1±9.5 mmHg to 10.3±3.5 mmHg and from 0.485±0.193 mm2 to 0.446±0.174 mm2, respectively (both p<0.001). Conversely, in the non-surgery group, the preoperative and postoperative mean FAZ areas (0.398±0.119 mm2 and 0.396±0.110 mm2, respectively) did not significantly differ (p=0.469). Change in the FAZ area significantly correlated with the preoperative FAZ area, preoperative foveal sensitivity and change in IOP (all p<0.05). Conclusions The FAZ area is decreased with IOP-lowering surgery in patients with POAG, and change in the FAZ area was significantly correlated with both preoperative foveal sensitivity and change in IOP.
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Affiliation(s)
- Takuhei Shoji
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Junji Kanno
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Robert N Weinreb
- Hamilton Glaucoma Center and Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California San Diego, La Jolla, California, USA
| | - Yuji Yoshikawa
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Izumi Mine
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Hirokazu Ishii
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Hisashi Ibuki
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
| | - Kei Shinoda
- Department of Ophthalmology, Saitama Medical University, Iruma, Saitama, Japan
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