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Analysis of Progressive Neovascularization in Diabetic Retinopathy Using Widefield OCT Angiography.
Shiraki, A, Sakimoto, S, Eguchi, M, Kanai, M, Hara, C, Fukushima, Y, Nishida, K, Kawasaki, R, Sakaguchi, H, Nishida, K
Ophthalmology. Retina. 2022;(2):153-160
Abstract
PURPOSE To document enlarged neovascularization elsewhere (NVE) quantitatively and morphologically using widefield swept-source (SS) OCT angiography (OCTA) with vitreoretinal interface (VRI) slab images. DESIGN Retrospective, observational imaging study. PARTICIPANTS The study included 46 NVE examples in 25 eyes of 21 consecutive patients who demonstrated severe proliferative diabetic retinopathy with NVE between March 2018 and June 2020 at Osaka University Hospital. METHODS All patients underwent ophthalmologic examination, including ultra-widefield fluorescein angiography and widefield SS OCTA scans. MAIN OUTCOME MEASURES We evaluated the area and the vascular density (VD) of NVE lesions detected on five 12 × 12-mm2 or two 15 × 9-mm2 SS OCTA panoramic VRI slab images obtained at the first and final visits. RESULTS At baseline, the mean NVE area on OCTA was 1.85 ± 2.81 mm2, and the VD of the NVE lesions was 73.9 ± 14.6%. At the final visit, the mean NVE area on OCTA was 2.14 ± 3.14 mm2, and the mean VD of the NVE lesions was 65.3 ± 17.1%. The average NVE size change (square millimeters per month) was associated significantly with the ischemic index (P = 0.009). Growth of NVE area was classified into 2 patterns: round (61.8%) and ramified (38.2%). The round group tended to have a larger ischemic index at baseline than the ramified group (P = 0.0375). CONCLUSIONS We quantified the size and density of NVE lesions over time. The NVE size increase was associated significantly with the severity of ischemic changes. Furthermore, the round growth pattern was correlated significantly with the ischemic index. These findings suggest that the morphologic features of NVE are associated with more severe ischemia.
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FOVEAL MÜLLER CELL CONE AS A PROGNOSTIC OPTICAL COHERENCE TOMOGRAPHY BIOMARKER FOR INITIAL RESPONSE TO ANTIVASCULAR ENDOTHELIAL GROWTH FACTOR TREATMENT IN CYSTOID DIABETIC MACULAR EDEMA.
Choi, M, Yun, C, Oh, JH, Kim, SW
Retina (Philadelphia, Pa.). 2022;(1):129-137
Abstract
PURPOSE To investigate the effect of the foveal Müller cell cone structure on the anatomical and functional response to intravitreal bevacizumab treatment in patients with diabetic macular edema. METHODS In 93 treatment-naive eyes with center-involved cystic type diabetic macular edema, spectral-domain optical coherence tomography scans of baseline were retrospectively evaluated to determine the foveal Müller cell cone structure and prognostic features including length of disorganization in the retinal inner layers and ellipsoid zone disruption. The area and circularity of the foveal avascular zone of the superficial and deep capillary plexus 1 month after intravitreal bevacizumab treatment were evaluated using optical coherence tomography angiography. RESULTS Destruction of the foveal Müller cell cone structure and a large foveal avascular zone in the deep capillary plexus (mm2) correlated strongly with a poor anatomical response (CST > 250 µm) at 1 month after first intravitreal bevacizumab (Exp [B] = 29.444, P = 0.002 and Exp [B] = 12.419, P = 0.013, respectively). A destroyed Müller cell cone structure (P = 0.008) and length of ellipsoid zone disruption (P < 0.001) at baseline were associated with poor visual acuity at 1 month after the first intravitreal bevacizumab. CONCLUSION The foveal Müller cell cone structure correlates with the response to initial antivascular endothelial growth factor treatment.
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A MULTITASK DEEP-LEARNING SYSTEM FOR ASSESSMENT OF DIABETIC MACULAR ISCHEMIA ON OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY IMAGES.
Yang, D, Sun, Z, Shi, J, Ran, A, Tang, F, Tang, Z, Lok, J, Szeto, S, Chan, J, Yip, F, et al
Retina (Philadelphia, Pa.). 2022;(1):184-194
Abstract
PURPOSE We aimed to develop and test a deep-learning system to perform image quality and diabetic macular ischemia (DMI) assessment on optical coherence tomography angiography (OCTA) images. METHODS This study included 7,194 OCTA images with diabetes mellitus for training and primary validation and 960 images from three independent data sets for external testing. A trinary classification for image quality assessment and the presence or absence of DMI for DMI assessment were labeled on all OCTA images. Two DenseNet-161 models were built for both tasks for OCTA images of superficial and deep capillary plexuses, respectively. External testing was performed on three unseen data sets in which one data set using the same model of OCTA device as of the primary data set and two data sets using another brand of OCTA device. We assessed the performance by using the area under the receiver operating characteristic curves with sensitivities, specificities, and accuracies and the area under the precision-recall curves with precision. RESULTS For the image quality assessment, analyses for gradability and measurability assessment were performed. Our deep-learning system achieved the area under the receiver operating characteristic curves >0.948 and area under the precision-recall curves >0.866 for the gradability assessment, area under the receiver operating characteristic curves >0.960 and area under the precision-recall curves >0.822 for the measurability assessment, and area under the receiver operating characteristic curves >0.939 and area under the precision-recall curves >0.899 for the DMI assessment across three external validation data sets. Grad-CAM demonstrated the capability of our deep-learning system paying attention to regions related to DMI identification. CONCLUSION Our proposed multitask deep-learning system might facilitate the development of a simplified assessment of DMI on OCTA images among individuals with diabetes mellitus at high risk for visual loss.
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Comparison of widefield swept-source optical coherence tomography angiography with ultra-widefield colour fundus photography and fluorescein angiography for detection of lesions in diabetic retinopathy.
Cui, Y, Zhu, Y, Wang, JC, Lu, Y, Zeng, R, Katz, R, Vingopoulos, F, Le, R, Laíns, I, Wu, DM, et al
The British journal of ophthalmology. 2021;(4):577-581
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Abstract
AIMS: To compare widefield swept-source optical coherence tomography angiography (WF SS-OCTA) with ultra-widefield colour fundus photography (UWF CFP) and fluorescein angiography (UWF FA) for detecting diabetic retinopathy (DR) lesions. METHODS This prospective, observational study was conducted at Massachusetts Eye and Ear from December 2018 to October 2019. Proliferative DR, non-proliferative DR and diabetic patients with no DR were included. All patients were imaged with a WF SS-OCTA using a Montage 15×15 mm scan. UWF CFP and UWF FA were taken by a 200°, single capture retinal imaging system. Images were independently evaluated for the presence or absence of DR lesions including microaneurysms (MAs), intraretinal microvascular abnormalities (IRMAs), neovascularisation elsewhere (NVE), neovascularisation of the optic disc (NVD) and non-perfusion areas (NPAs). All statistical analyses were performed using SPSS V.25.0. RESULTS One hundred and fifty-two eyes of 101 participants were included in the study. When compared with UWF CFP, WF SS-OCTA was found to be superior in detecting IRMAs (p<0.001) and NVE/NVD (p=0.007). The detection rates of MAs, IRMAs, NVE/NVD and NPAs in WF SS-OCTA were comparable with UWF FA images (p>0.05). Furthermore, when we compared WF SS-OCTA plus UWF CFP with UWF FA, the detection rates of MAs, IRMAs, NVE/NVD and NPAs were identical (p>0.005). Agreement (κ=0.916) between OCTA and FA in classifying DR was excellent. CONCLUSION WF SS-OCTA is useful for identification of DR lesions. WF SS-OCTA plus UWF CFP may offer a less invasive alternative to FA for DR diagnosis.
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OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY FINDINGS BEFORE AND AFTER VITRECTOMY FOR MACULAR HOLES: Useful or Useless?
Savastano, A, Bacherini, D, Savastano, MC, Finocchio, L, Dragotto, F, Lenzetti, C, Moroni, R, Caporossi, T, Rizzo, S
Retina (Philadelphia, Pa.). 2021;(7):1379-1388
Abstract
PURPOSE To investigate the vascular remodeling of optical coherence tomography angiography in full-thickness macular hole surgery. METHODS This retrospective, observational case series included 33 eyes of 33 patients with a full-thickness macular hole who underwent epiretinal membrane removal. Data were collected on best-corrected visual acuity, structural B-scan optical coherence tomography, and optical coherence tomography angiography preoperatively and at 1, 3, and 6 months postoperatively. Optical coherence tomography angiography was used to assess the retinal vascular density (VD) of the superficial vascular plexus and deep vascular plexus (DVP). Vascular density was assessed using the Early Treatment Diabetic Retinopathy Study grid for the whole, inner, and outer grids. RESULTS A statistically significant correlation was found between the VD (whole, inner, and outer grids) of the superficial vascular plexus alone from baseline to 1-month postoperatively (P < 0.001). Similarly, VD was correlated from baseline to 1, 3, and 6 months postoperatively to the whole (P < 0.0005, F = 23.22), inner (P < 0.0005, F = 28.23), and outer Early Treatment Diabetic Retinopathy Study grids of DVP (P = 0.033, F = 3.49). The best-corrected visual acuity and VD were significantly correlated with the superficial vascular plexus and DVP at baseline and 6 months (P < 0.05, all correlations). The most significant correlation was observed at 6 months between best-corrected visual acuity and DVP in the whole, inner, and outer Early Treatment Diabetic Retinopathy Study grids (P < 0.001). CONCLUSION Superficial vascular plexus and DVP are affected by full-thickness macular holes, with the most significant effects being on the DVP. Full-thickness macular hole surgery leads to an improvement in the best-corrected visual acuity in many eyes and the restoration of the VD, especially of the DVP.
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Effect of Aflibercept on Diabetic Retinopathy Severity and Visual Function in the RECOVERY Study for Proliferative Diabetic Retinopathy.
Alagorie, AR, Velaga, S, Nittala, MG, Yu, HJ, Wykoff, CC, Sadda, SR
Ophthalmology. Retina. 2021;(5):409-419
Abstract
PURPOSE To evaluate the effect of intravitreal aflibercept on diabetic retinopathy (DR) severity and visual function in patients with proliferative DR (PDR) without diabetic macular edema (DME). DESIGN Prospective, longitudinal, multicenter clinical trial. PARTICIPANTS Forty eyes of 40 patients with PDR and no DME were enrolled in this study. Patients were randomized into monthly and quarterly 2-mg aflibercept injection cohorts and were treated over a period of 12 months. METHODS All patients underwent ultra-widefield fundus imaging including pseudocolor and fluorescein angiography using an Optos 200Tx device. MAIN OUTCOME MEASURES Severity of DR at baseline, month 6, and month 12 was evaluated using the DR severity scale (DRSS). The DRSS scores were correlated with the 25-item Visual Function Questionnaire (VFQ-25) and 39-item Visual Function Questionnaire (VFQ-39) scores at baseline and month 12. RESULTS Mean age of the patients was 48.2 years (range, 25-75 years), mean duration of diabetes mellitus was 16.1 years (range, 2-36 years), and median glycated hemoglobin level was 8.8% (IQR, 7.4%-10%). Both monthly and quarterly groups demonstrated a statistically significant regression in DRSS from baseline to month 12 (P < 0.001). The monthly group demonstrated a statistically significant greater regression of DRSS score at the month 6 visit compared with the quarterly group (P = 0.019). However, the difference between the two groups became statistically insignificant at month 12 visit (P = 0.309). Also no difference was found in mean VFQ-25 and VFQ-39 composite scores between the monthly and quarterly groups at month 12 (P = 0.947 and P = 0.921, respectively). The improvement in mean VFQ-25 and VFQ-39 composite scores at month 12 was correlated significantly with improvement in DRSS score (r = 0.384 and P = 0.039, and r = 0.361 and P = 0.046, respectively). CONCLUSIONS In this study of eyes with PDR without DME, both monthly and quarterly aflibercept injection groups showed significant improvement in DR severity at month 12 compared with baseline. The improvement in DRSS score was associated with an improvement in VFQ-25 and VFQ-39 composite score.
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WIDE-FIELD SWEPT-SOURCE OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY OF DIABETIC TRACTIONAL RETINAL DETACHMENTS BEFORE AND AFTER SURGICAL REPAIR.
Russell, JF, Scott, NL, Townsend, JH, Shi, Y, Gregori, G, Crane, AM, Flynn, HW, Sridhar, J, Rosenfeld, PJ
Retina (Philadelphia, Pa.). 2021;(8):1587-1596
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Abstract
PURPOSE Wide-field (WF) swept-source (SS) optical coherence tomography angiography (SS-OCTA) was used to image diabetic tractional retinal detachments (TRDs) before and after pars plana vitrectomy. The clinical utility of SS-OCTA was assessed. METHODS Patients with diabetic TRDs were imaged prospectively with SS-OCTA. Ultrawide-field imaging was obtained when possible. Postoperative WF SS-OCTA imaging was performed. RESULTS From January 2018 through December 2019, 31 eyes of 21 patients with diabetic TRDs were imaged. Wide-field SS-OCTA en-face images captured all areas of TRD and fibrovascular proliferation within the posterior pole that were visualized on ultrawide-field imaging. Optical coherence tomography angiography B-scans revealed the vascularity of preretinal membranes and identified areas of vitreoretinal traction and posterior vitreous detachment. Ten eyes underwent pars plana vitrectomy. Postoperative SS-OCTA imaging demonstrated removal of fibrovascular membranes, relief of traction, and resolution of TRDs. Retinal ischemia before and after surgical repair appeared similar. CONCLUSION All clinically relevant features of diabetic TRDs were identified at baseline and assessed longitudinally after pars plana vitrectomy using WF SS-OCTA, which showed resolution of vitreoretinal traction and no apparent change in the status of retinal perfusion after surgery. If the media are clear and fixation is adequate, WF SS-OCTA is likely the only imaging modality needed for the diagnosis and longitudinal evaluation of diabetic TRDs.
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Relationship of Topographic Distribution of Geographic Atrophy to Visual Acuity in Nonexudative Age-Related Macular Degeneration.
Shen, LL, Sun, M, Ahluwalia, A, Young, BK, Park, MM, Toth, CA, Lad, EM, Del Priore, LV
Ophthalmology. Retina. 2021;(8):761-774
Abstract
PURPOSE To investigate the topographic distribution of geographic atrophy (GA) and to identify an anatomic endpoint that correlates with visual acuity (VA) in eyes with GA. DESIGN Retrospective analysis of a multicenter, prospective, randomized controlled trial. PARTICIPANTS The Age-Related Eye Disease Study participants with GA secondary to nonexudative age-related macular degeneration. METHODS We manually delineated GA on 1654 fundus photographs of 365 eyes. We measured GA areas in 9 subfields on the Early Treatment Diabetic Retinopathy Study (ETDRS) grid and correlated them with VA via a mixed-effects model. We determined the optimal diameter for the central zone by varying the diameter from 0 to 10 mm until the highest r2 between GA area in the central zone and VA was achieved. We estimated the VA decline rate over 8 years using a linear mixed model. MAIN OUTCOME MEASURES Geographic atrophy area in macular subfields and VA. RESULTS The percentage of area affected by GA declined as a function of retinal eccentricity. GA area was higher in the temporal than the nasal region (1.30 ± 1.75 mm2 vs. 1.10 ± 1.62 mm2; P = 0.005) and in the superior than the inferior region (1.26 ± 1.73 mm2 vs. 1.03 ± 1.53 mm2; P < 0.001). Total GA area correlated poorly with VA (r2 = 0.07). Among GA areas in 9 subfields, only GA area in the central zone was associated independently with VA (P < 0.001). We determined 1 mm as the optimal diameter for the central zone in which GA area correlated best with VA (r2 = 0.45). On average, full GA coverage of the central 1-mm diameter zone corresponded to 34.8 letters' decline in VA. The VA decline rate was comparable between eyes with initial noncentral and central GA before GA covered the entire central 1-mm diameter zone (2.7 letters/year vs. 2.8 letters/year; P = 0.94). CONCLUSIONS The prevalence of GA varies significantly across different macular regions. Although total GA area was associated poorly with VA, GA area in the central 1-mm diameter zone was correlated significantly with VA and may serve as a surrogate endpoint in clinical trials.
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IMAGE EVALUATION OF ARTIFICIAL INTELLIGENCE-SUPPORTED OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY IMAGING USING OCT-A1 DEVICE IN DIABETIC RETINOPATHY.
Kawai, K, Uji, A, Murakami, T, Kadomoto, S, Oritani, Y, Dodo, Y, Muraoka, Y, Akagi, T, Miyata, M, Tsujikawa, A
Retina (Philadelphia, Pa.). 2021;(8):1730-1738
Abstract
PURPOSE To investigate the effect of denoise processing by artificial intelligence (AI) on the optical coherence tomography angiography (OCTA) images in eyes with retinal lesions. METHODS Prospective, observational, cross-sectional study. Optical coherence tomography angiography imaging of a 3 × 3-mm area involving the lesions (neovascularization, intraretinal microvascular abnormality, and nonperfusion area) was performed five times using OCT-HS100 (Canon, Tokyo, Japan). We acquired AI-denoised OCTA images and averaging OCTA images generated from five cube scan data through built-in software. Main outcomes were image acquisition time and the subjective assessment by graders and quantitative measurements of original OCTA images, averaging OCTA images, and AI-denoised OCTA images. The parameters of quantitative measurements were contrast-to-noise ratio, vessel density, vessel length density, and fractal dimension. RESULTS We studied 56 eyes from 43 patients. The image acquisition times for the original, averaging, and AI-denoised images were 31.87 ± 12.02, 165.34 ± 41.91, and 34.37 ± 12.02 seconds, respectively. We found significant differences in vessel density, vessel length density, fractal dimension, and contrast-to-noise ratio (P < 0.001) between original, averaging, and AI-denoised images. Both subjective and quantitative evaluations showed that AI-denoised OCTA images had less background noise and depicted vessels clearly. In AI-denoised images, the presence of fictional vessels was suspected in 2 of the 35 cases of nonperfusion area. CONCLUSION Denoise processing by AI improved the image quality of OCTA in a shorter time and allowed more accurate quantitative evaluation.
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Quantifying the pattern of retinal vascular orientation in diabetic retinopathy using optical coherence tomography angiography.
Ma, Y, Ohr, MP, Pan, X, Roberts, CJ
Scientific reports. 2021;(1):15826
Abstract
Quantitative imaging using optical coherence tomography angiography (OCTA) could provide objective tools for the detection and characterization of diabetic retinopathy (DR). In this study, an operator combining the second derivative and Gaussian multiscale convolution is applied to identify the retinal orientation at each pixel in the OCTA image. We quantified the pattern of retinal vascular orientation and developed three novel quantitative metrics including vessel preferred orientation, vessel anisotropy, and vessel area. Each of eight 45º sectors of the circular disk centered at the macular region was defined as the region of interest. Significant sectoral differences were observed in the preferred orientation (p < 0.0001) and vessel area (p < 0.0001) in the 34 healthy subjects, whereas vessel anisotropy did not demonstrate a significant difference among the eight sectors (p = 0.054). Differential retinal microvascular orientation patterns were observed between healthy controls (n = 34) and the DR subjects (n = 7). The vessel area characterized from the vascular orientation pattern was shown to be strongly correlated with the traditionally reported vessel density (Pearson R > 0.97, p < 0.0001). With three metrics calculated from the vascular orientation pattern simultaneously and sectorally, our quantitative assessment for retinal microvasculature provides more information than vessel density alone and thereby may enhance the detection of DR. These preliminary results suggest the feasibility and advantage of our vessel orientation-based quantitative approach using OCTA to characterize DR-associated changes in retinal microvasculature.