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Stavrakas P, Christou EE, Nasikas V, Koutsiouki C, Vakalis A, Asteriadis S, Panos GD, Tranos P. Efficacy of Intravitreal Dexamethasone Implant (Ozurdex ®) in Naïve and Refractory Patients with Different Morphological Subtypes of Diabetic Macular Edema. MEDICINA (KAUNAS, LITHUANIA) 2025; 61:488. [PMID: 40142299 PMCID: PMC11943906 DOI: 10.3390/medicina61030488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Revised: 03/02/2025] [Accepted: 03/05/2025] [Indexed: 03/28/2025]
Abstract
Background and Objectives: To investigate anatomical and functional outcomes in different morphological subtypes of diabetic macular edema (DME) treated with an intravitreal dexamethasone implant (Ozurdex) over 6 months follow-up. Materials and Methods: A retrospective, comparative study on patients with DME who received an intravitreal dexamethasone implant. Best-corrected visual acuity (BCVA), central subfoveal thickness (CST) and maximum CST on optical coherence tomography (OCT) were measured. The recruits were divided into three groups based on the morphological patterns of DME: serous retinal detachment (SRD), cystic macular edema (CME) and diffuse retinal thickening (DRT). The presence or absence of previous treatment were considered as being previously treated with anti-VEGF (PT) vs. naïve eyes (TN). All subjects received a single injection of the dexamethasone implant. The primary outcomes included changes in BCVA, CST and CSTMax at 2-, 4- and 6-months of follow-up. Results: CST was significantly reduced following one dexamethasone injection in the whole cohort from a total mean value of 513.3 μm to 368.2 μm at 2 months, 447.2 μm at 4 months and 471.5 μm at 6 months. The change in CST was significantly greater in SRD as opposed to the DRT and CME group at all time points. Overall, BCVA improved from 0.82 at baseline to 0.75 and 0.76 LogMAR at 2 and 4 months, respectively, whilst showing an overall deterioration to 0.84 at 6 months. The CME group showed the best BCVA at 6 months. Concerning treatment status (TN vs. PT), there was no significant difference in CST at 2 and 4 months, while CST was reduced at 6 months for the PT group (p = 0.023). Similarly, BCVA was significantly better in the PT group at 6 months (p = 0.017). Conclusions: The dexamethasone implant was effective in reducing DME and providing short-term BCVA improvement. The presence of SRD was associated with more favorable anatomical results, while CME was associated with better visual acuity. Dexamethasone provided superior results in previously treated patients.
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Affiliation(s)
- Panagiotis Stavrakas
- Department of Ophthalmology, School of Medicine, University of Patras, 26504 Patras, Greece;
| | | | - Vasileios Nasikas
- Ophthalmica Eye Institute, 54622 Thessaloniki, Greece; (V.N.); (C.K.); (A.V.); (S.A.); (P.T.)
| | - Chrysoula Koutsiouki
- Ophthalmica Eye Institute, 54622 Thessaloniki, Greece; (V.N.); (C.K.); (A.V.); (S.A.); (P.T.)
| | - Athanasios Vakalis
- Ophthalmica Eye Institute, 54622 Thessaloniki, Greece; (V.N.); (C.K.); (A.V.); (S.A.); (P.T.)
| | - Solon Asteriadis
- Ophthalmica Eye Institute, 54622 Thessaloniki, Greece; (V.N.); (C.K.); (A.V.); (S.A.); (P.T.)
| | - Georgios D. Panos
- First Department of Ophthalmology, AHEPA University Hospital, School of Medicine, Aristotle University of Thessaloniki, 54636 Thessaloniki, Greece
- Division of Ophthalmology and Visual Sciences, School of Medicine, University of Nottingham, Nottingham NG7 2UH, UK
| | - Paris Tranos
- Ophthalmica Eye Institute, 54622 Thessaloniki, Greece; (V.N.); (C.K.); (A.V.); (S.A.); (P.T.)
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Ferro Desideri L, Arun K, Bernardi E, Sagurski N, Anguita R. Incidence, Pathogenesis, Risk Factors, and Treatment of Cystoid Macula Oedema Following Cataract Surgery: A Systematic Review. Diagnostics (Basel) 2025; 15:667. [PMID: 40150009 PMCID: PMC11941270 DOI: 10.3390/diagnostics15060667] [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: 11/11/2024] [Revised: 01/07/2025] [Accepted: 02/21/2025] [Indexed: 03/29/2025] Open
Abstract
Background/Objectives: Cystoid macular edema (CMO) is a common complication that follows cataract surgery, presenting management challenges due to the lack of standardized treatment guidelines and the potential for spontaneous resolution. This study aimed to evaluate various treatment modalities for post-operative CMO, including topical non-steroidal anti-inflammatory drugs (NSAIDs), periocular steroids, and intravitreal injections. Methods: A systematic review of the literature was conducted to assess the efficacy of different treatment approaches for post-operative CMO. Studies evaluating topical NSAIDs, periocular steroids, intravitreal triamcinolone acetonide (TCA), dexamethasone implants (Ozurdex), and intravitreal bevacizumab were included. The main outcomes assessed included improvements in vision, resolution of CMO, recurrence rates, and safety profile. Results: Topical NSAIDs, particularly ketorolac and diclofenac, showed effectiveness in acute CMO, while their efficacy in chronic cases was variable. Periocular steroids, including retrobulbar TCA and sub-Tenon injections, demonstrated significant improvements in vision and the resolution of CMO, especially in cases resistant to topical therapy. Intravitreal TCA and dexamethasone implants exhibited variable effects on CMO resolution and recurrence rates, with some studies reporting sustained improvements over 12 months. The role of intravitreal bevacizumab as initial therapy remains unclear, although it may be considered in cases unresponsive to steroids. Conclusions: Topical NSAIDs, often combined with periocular steroids, serve as first-line therapy, with periocular steroids offering additional efficacy in resistant cases. Further research is needed to establish optimal treatment algorithms and improve outcomes for patients with post-operative CMO.
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Affiliation(s)
- Lorenzo Ferro Desideri
- Department of Ophthalmology, Inselspital, Bern University Hospital, University of Bern, Freiburgstrasse 15, CH-3010 Bern, Switzerland (N.S.)
- Department for BioMedical Research, University of Bern, Murtenstrasse 24, CH-3008 Bern, Switzerland
- Bern Photographic Reading Center, Inselspital, Bern University Hospital, University of Bern, CH-3000 Bern, Switzerland
| | - Kirupakaran Arun
- Moorfields Eye Hospital NHS Foundation Trust, London EC1V 2PD, UK
| | - Enrico Bernardi
- Department of Ophthalmology, Inselspital, Bern University Hospital, University of Bern, Freiburgstrasse 15, CH-3010 Bern, Switzerland (N.S.)
- Department for BioMedical Research, University of Bern, Murtenstrasse 24, CH-3008 Bern, Switzerland
| | - Nicola Sagurski
- Department of Ophthalmology, Inselspital, Bern University Hospital, University of Bern, Freiburgstrasse 15, CH-3010 Bern, Switzerland (N.S.)
- Department for BioMedical Research, University of Bern, Murtenstrasse 24, CH-3008 Bern, Switzerland
| | - Rodrigo Anguita
- Department of Ophthalmology, Inselspital, Bern University Hospital, University of Bern, Freiburgstrasse 15, CH-3010 Bern, Switzerland (N.S.)
- Department for BioMedical Research, University of Bern, Murtenstrasse 24, CH-3008 Bern, Switzerland
- Moorfields Eye Hospital NHS Foundation Trust, London EC1V 2PD, UK
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Sivarasu M, Madheswaran G, Balasubramaniam SS, Balasubramaniam C. Optical coherence tomography findings in patients with diabetic macular edema: A retrospective analysis. Oman J Ophthalmol 2025; 18:22-27. [PMID: 40124456 PMCID: PMC11925365 DOI: 10.4103/ojo.ojo_23_24] [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: 01/24/2024] [Accepted: 12/02/2024] [Indexed: 03/25/2025] Open
Abstract
BACKGROUND Diabetic macular edema (DME) is a leading cause of vision loss in diabetic people. DME can be treated with various medications, including intravitreal injections, laser therapy, and surgery. Early detection and treatment of DME is essential to prevent vision loss. The study aimed to describe patients' demographic and clinical characteristics with DME, optical coherence tomography (OCT) findings, and visual acuity outcomes. METHODOLOGY A retrospective study reviewed case records of patients with DME between 2017 and 2020. Demographic data, clinical characteristics, and examination results were extracted and analyzed using Microsoft Excel (2013). All patients clinically diagnosed with DME underwent assessment by OCT examination. DME was classified based on OCT findings. Statistical significance was observed at P < 0.05. RESULTS This retrospective study included 213 eyes of 134 patients, of which 77.6% were male and 22.4% were female. Nonproliferative diabetic retinopathy (NPDR) was present in 51.64% of eyes, and PDR was present in 48.36%. Focal, diffuse, and cystoid macular edema was observed in 68, 31, and 65 eyes, respectively. Tractional macular edema was seen in 16 eyes with posterior hyaloid traction, 13 with epiretinal membrane (ERM), and one with both conditions. DME associated with subretinal fluid (SRF) detachment was seen in 8.92% of eyes. The mean (standard deviation) central retinal thickness was 284.5 (28.9), 434.0 (97.5), 426.5 (27.5), 510.5 (14.1), and 465.5 (280.7) μm in focal, diffuse, cystoid, ERM, and SRF, respectively. Increased central retinal thickness was associated with decreased visual acuity (P < 0.05). CONCLUSION The findings of this study suggest that DME is a common and visually significant complication of diabetes. The OCT findings can be used to classify DME into different subtypes, which may help to guide treatment decisions. Focal edema was the most common type of DME with the least central retinal thickness. In NPDR, focal macular edema was the most common; in PDR, cystoid edema was the most common. Cystoid edema was the most common type in the subgroup of patients with recurrent DME following anti-vascular endothelial growth factor injection.
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Affiliation(s)
- Manjunathan Sivarasu
- Department of Ophthalmology, Acchutha Eye Care and Postgraduate Institute of Ophthalmology, Erode, Tamil Nadu, India
- Department of Optometry, Acchutha Institute of Optometry, Erode, Tamil Nadu, India
| | - Gopinath Madheswaran
- Department of Ophthalmology, Acchutha Eye Care and Postgraduate Institute of Ophthalmology, Erode, Tamil Nadu, India
- Department of Optometry, Acchutha Institute of Optometry, Erode, Tamil Nadu, India
| | - Saranya Sachi Balasubramaniam
- Department of Ophthalmology, Acchutha Eye Care and Postgraduate Institute of Ophthalmology, Erode, Tamil Nadu, India
- Department of Optometry, Acchutha Institute of Optometry, Erode, Tamil Nadu, India
| | - Chinnasamy Balasubramaniam
- Department of Ophthalmology, Acchutha Eye Care and Postgraduate Institute of Ophthalmology, Erode, Tamil Nadu, India
- Department of Optometry, Acchutha Institute of Optometry, Erode, Tamil Nadu, India
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Ratra D, Murari S, Dalan D, Agarwal V. Immediate response to intravitreal treatment for macular edema due to diabetes and retinal vein occlusion. Eur J Ophthalmol 2025; 35:298-305. [PMID: 38767130 DOI: 10.1177/11206721241255721] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
PURPOSE To objectively assess the immediate response to intravitreal treatment for macular edema and compare it across different agents. METHODS This retrospective, comparative study included patients with macular edema due to diabetic retinopathy (DME) or vein occlusion who were treated with intravitreal injections of either steroids (triamcinolone acetonide or dexamethasone sustained release implant) or anti-vascular endothelial growth factor antibodies (VEGF). The central retinal thickness (CRT) and the best corrected visual acuity (BCVA) were measured 1 day after the injection and compared with immediate pre-injection values. RESULTS There were 79 eyes (57 patients) including 51 eyes with DME, 18 with branch retinal vein occlusion edema (BRVO-ME), and 10 eyes with central retinal vein occlusion edema (CRVO-ME). The intravitreal agents were triamcinolone acetonide (TA)(n = 15), dexamethasone sustained release implant (DEX)(n = 22), ranibizumab (n = 19), and bevacizumab (n = 23). Statistically significant improvement in CRT was seen in all injection groups (p < 0.05) while improvement in mean BCVA was significant only in the TA group (p = 0.009). The mean change in CRT was maximum with steroids than with anti-VEGFs; viz. 159.47 µ in TA, 115.45 µ in DEX, 86.10 µ in ranibizumab, and 78.78 µ in bevacizumab group. Least amount of change was noted in the spongy type of macular edema (18.73 µ) while improvement in mean BCVA was statistically significant only in the cystoid group (p = 0.01). CONCLUSIONS Comparatively, steroid agents showed better immediate response to therapy than anti-VEGFs. Maximum reduction in central retinal thickness was seen following triamcinolone acetonide injection. Cystoid edema showed better immediate response than spongy retinal thickening.
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Affiliation(s)
- Dhanashree Ratra
- Department of Vitreoretinal Diseases, Medical Research Foundation, Sankara Nethralaya, Chennai, India
| | - Swetha Murari
- Department of Vitreoretinal Diseases, Medical Research Foundation, Sankara Nethralaya, Chennai, India
| | - Daleena Dalan
- Department of Vitreoretinal Diseases, Medical Research Foundation, Sankara Nethralaya, Chennai, India
| | - Vishvesh Agarwal
- Department of Vitreoretinal Diseases, Medical Research Foundation, Sankara Nethralaya, Chennai, India
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Sen S, Khalid H, Udaya P, Raman R, Rajendram R, ElHousseini Z, Nicholson L, Kannan NB, Ramasamy K, Kumaragurupari T. Ultrastructural imaging biomarkers in diabetic macular edema: A major review. Indian J Ophthalmol 2025; 73:S7-S23. [PMID: 39723865 PMCID: PMC11834929 DOI: 10.4103/ijo.ijo_878_24] [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: 04/14/2024] [Revised: 10/02/2024] [Accepted: 10/10/2024] [Indexed: 12/28/2024] Open
Abstract
Diabetic macular edema (DME) is a vision-threatening complication of diabetic retinopathy and causes significant morbidity in patients. Anti-vascular endothelial growth factor (VEGF) agents are the mainstay of treatment for DME, with steroid implants being used for the treatment of anti-VEGF resistant eyes. Over the years, several classification systems have been devised to describe the patterns of DME using optical coherence tomography (OCT). With the advent of effective treatments, it has become imperative that imaging cues are not merely used for classifying the disease but also as biomarkers for prognostication of disease activity and treatment response. In this aspect, newer imaging findings such as hyperreflective dots, photoreceptor integrity, and disorganization of retinal inner layers have been characterized in detail by several authors. Macular perfusion analysis using OCT angiography is the latest in the armamentarium for imaging DME. In this narrative review, we have summarized all relevant literature related to the ultrastructural imaging-based biomarkers of DME and their correlation to treatment.
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Affiliation(s)
- Sagnik Sen
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
- Department of Vitreoretina, St Thomas Hospital, London, UK
- UCL Institute of Ophthalmology, London, UK
- Department of Vitreoretina, Aravind Eye Hospital, Madurai, India
| | - Hagar Khalid
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
- Department of Ophthalmology, Tanta University, Egypt
| | - Prithviraj Udaya
- Department of Vitreoretina, Aravind Eye Hospital, Madurai, India
| | - Rajiv Raman
- Department of Vitreoretina, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - Ranjan Rajendram
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
| | - Zein ElHousseini
- Department of Ophthalmology, Royal Free London NHS Foundation Trust, London, UK
| | - Luke Nicholson
- Department of Medical Retina, Moorfields Eye Hospital, London, UK
| | | | - Kim Ramasamy
- Department of Vitreoretina, Aravind Eye Hospital, Madurai, India
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do Nascimento MVD, Iovino C, Yuan PHS, Khan HM, Cunha LP, Zacharias LC, Lacerda N, Navajas E, Monteiro MLR, Preti RC. Structural effects of intraretinal cysts on outer retinal layers in eyes with diabetic macular edema. Int J Retina Vitreous 2024; 10:85. [PMID: 39516865 PMCID: PMC11549795 DOI: 10.1186/s40942-024-00605-w] [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: 09/14/2024] [Accepted: 10/31/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND Diabetic macular edema (DME) is the main cause of visual loss in individuals with diabetic retinopathy (DR). This study aims to investigate the effects of central macular intraretinal cysts on the underlying outer retinal layer (ORL) in patients with diabetic macular edema (DME). METHODS In this retrospective and cross-sectional study, diabetic patients with or without DR were categorized into three groups: without DME (group 1), with DME but without any cyst featuring a plateau in the lower region (group 2), and patients with cyst featuring an inferior cyst plateau (group 3), defined as a flat conformation at its posterior aspect. Variables such as central macular intraretinal cyst height, inferior cyst plateau, and ORL thickness were measured, and ellipsoid zone (EZ) disruption was assessed via Spectral-domain optical coherence tomography (SD-OCT) and compared between groups. Correlations between OCT-measured variables and best-corrected visual acuity (BCVA) were investigated. RESULTS A total of 164 eyes were included: 48 in group 1, 47 in group 2 and 69 in group 3. Compared with Groups 1 and 2, Group 3 presented a greater intraretinal cyst height (p < 0.001), a thinner mean ORL beneath the cysts (p < 0.0001) and more frequent EZ disruption (p < 0.0001), which was associated with lower BCVA values. Cyst height, cyst plateau and ORL thickness were significantly correlated with BCVA (p < 0.0001). EZ disruption was associated with the cyst height, the cyst plateau and the underlying ORL thickness. Correlations were observed between cyst height and ORL thickness (r = - 0.32, p < 0.001), between cyst height and cyst plateau (r = 0.60, p < 0.001), and between cyst plateau and ORL thickness (r = - 0.56, p < 0.001). Every increase of 10 μm in plateau width and in cyst height results in reductions of 0.16 μm and 0.29 μm in ORL thickness, respectively, independent of the other parameters. The optimal cutoff point for cyst height that best discriminates plateau formation was determined to be 130.5 μm, with a sensitivity of 89.9% and specificity of 83%. CONCLUSIONS In patients with DME, large central intraretinal cysts may assume a flat configuration in their lower region, termed a plateau, and are associated with photoreceptor damage due to compression, which can result in visual impairment. These findings can be understood based on modified Hertz's mechanical contact theory.
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Affiliation(s)
| | - Claudio Iovino
- Multidisciplinary Department of Medical, Surgical and Dental Sciences, Eye Clinic, University of Campania Luigi Vanvitelli, Naples, Italy
| | | | - Haaris M Khan
- Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Leonardo Provetti Cunha
- Division of Ophthalmology, University of São Paulo Medical School, São Paulo, Brazil
- Department of Ophthalmology, School of Medicine, Federal University of Juiz de Fora, Juiz de Fora, Brazil
| | | | - Nehemias Lacerda
- PhD in aeronautics, physics and fluids, California Institute of Technology, Pasadena, USA
| | - Eduardo Navajas
- Division of Ophthalmology, University of British Columbia, Vancouver, Canada
| | - Mario L R Monteiro
- Division of Ophthalmology, University of São Paulo Medical School, São Paulo, Brazil
| | - Rony C Preti
- Division of Ophthalmology, University of São Paulo Medical School, São Paulo, Brazil
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Maguire MJ, Laidlaw A, Hammond C, Muqit MMK, Steel D, Dinah C, Lee E, Hillier R, Almeida G, Hussain R, Gordon-Bennet P, Hughes E, Alexander P, Vaideanu-Collins D, Jackson T. Vitrectomy as an Adjunct to Treat-and-Extend Anti-VEGF Injections for Diabetic Macular Edema: The Vitrectomy in Diabetic Macular Oedema (VIDEO) Randomized Clinical Trial. JAMA Ophthalmol 2024; 142:837-844. [PMID: 39115867 PMCID: PMC11310843 DOI: 10.1001/jamaophthalmol.2024.2777] [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: 03/12/2024] [Accepted: 05/30/2024] [Indexed: 08/11/2024]
Abstract
Importance There are reported benefits from vitrectomy for diabetic macular edema (DME); however, data precede anti-vascular endothelial growth therapy (VEGF) therapy, supporting a need to assess the current role of vitrectomy. Objective To determine rates of recruitment and efficacy outcomes of vitrectomy plus internal limiting membrane (ILM) peeling adjunctive to treat-and-extend (T&E) anti-VEGF injections for diabetic macular edema (DME). Design, Setting, and Participants This was a single-masked, multicenter randomized clinical trial at 21 sites in the United Kingdom from June 2018 to January 2021, evaluating single eyes of treatment-naive patients with symptomatic vision loss from DME for less than 1 year. Inclusion criteria were best-corrected visual acuity (BCVA) Early Treatment Diabetic Retinopathy Study letter score greater than 35 (approximate Snellen equivalent, 20/200 or better) and central subfield thickness (CST) greater than 350 μm after 3 monthly intravitreal injections of ranibizumab or aflibercept. Data analysis was performed in July 2023. Interventions Patients were randomized 1:1 into vitrectomy plus standard care or standard care alone and further stratified into groups with vs without vitreomacular interface abnormality. Both groups received a T&E anti-VEGF injection regimen with aflibercept, 2 mg, or ranibizumab, 0.5 mg. The vitrectomy group additionally underwent pars plana vitrectomy with epiretinal membrane or ILM peel within 1 month of randomization. Main Outcomes and Measures Rate of recruitment and distance BCVA. Secondary outcome measures were CST, change in BCVA and CST, number of injections, rate of completed follow-up, and withdrawal rate. Results Over 32 months, 47 of a planned 100 patients were enrolled; 42 (89%; mean [SD] age, 63 [11] years; 26 [62%] male) completed 12-month follow-up visits. Baseline characteristics appeared comparable between the control (n = 23; mean [SD] age, 66 [10] years) and vitrectomy (n = 24; mean [SD] age, 62 [12] years) groups. No difference in 12-month BCVA was noted between groups, with a 12-month median (IQR) BCVA letter score of 73 (65-77) letters (Snellen equivalent, 20/40) in the control group vs 77 (67-81) letters (Snellen equivalent, 20/32) in the vitrectomy group (difference, 4 letters; 95% CI, -8 to 2; P = .24). There was no difference in BCVA change from baseline (median [IQR], -1 [-3 to 2] letters for the control group vs -2 [-8 to 2] letters for the vitrectomy group; difference, 1 letter; 95% CI, -5 to 7; P = .85). No difference was found in CST changes (median [IQR], -94 [-122 to 9] μm for the control group vs -32 [-48 to 25] μm for the vitrectomy group; difference, 62 μm; 95% CI, -110 to 11; P = .11). Conclusions and Relevance Enrollment goals could not be attained. However, with 47 participants, evidence did not support a clinical benefit of vitrectomy plus ILM peeling as an adjunct to a T&E regimen of anti-VEGF therapy for DME. Trial Registration isrctn.org Identifier: ISRCTN59902040.
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Affiliation(s)
- Matthew J. Maguire
- Department of Academic Ophthalmology, Guy’s and St Thomas’ NHS Foundation Trust, London, United Kingdom
| | - Alistair Laidlaw
- Department of Academic Ophthalmology, Guy’s and St Thomas’ NHS Foundation Trust, London, United Kingdom
| | - Christopher Hammond
- Department of Academic Ophthalmology, Guy’s and St Thomas’ NHS Foundation Trust, London, United Kingdom
| | | | - David Steel
- Department of Clinical Research, Sunderland Eye Infirmary, Sunderland, United Kingdom
| | - Christiana Dinah
- Department of Ophthalmology, Central Middlesex Hospital, Middlesex, United Kingdom
| | - Edward Lee
- Department of Ophthalmology, Epsom and St Hellier NHS Trust, Epsom, United Kingdom
| | - Roxane Hillier
- Department of Ophthalmology, Newcastle Upon Tyne NHS Foundation Trust, Newcastle, United Kingdom
| | - Goncalo Almeida
- Department of Ophthalmology, Maidstone and Tunbridge Wells NHS Trust, Maidstone, United Kingdom
| | - Rumana Hussain
- Department of Clinical Research, St Paul’s Eye Unit, Liverpool, United Kingdom
| | - Patel Gordon-Bennet
- Department of Ophthalmology, University Sussex NHS Trust, Sussex, United Kingdom
| | - Edward Hughes
- Department of Clinical Research, Sussex Eye Hospital, Brighton, United Kingdom
| | - Philip Alexander
- Department of Ophthalmology, Addenbrookes Hospital NHS Foundation Trust, Cambridge, United Kingdom
| | | | - Tim Jackson
- Department of Ophthalmology, King’s College Hospital NHS Trust, London, United Kingdom
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Zhao J, Zhu W, Cui X, Xu B, Shen N, Song H, Shen W. Visual Outcome after Anti-Vascular Epithelial Growth Factor Therapy Using New Classification of Diabetic Macular Edema by Optical Coherence Tomography. Ophthalmic Res 2024; 67:499-505. [PMID: 39168111 DOI: 10.1159/000539606] [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: 04/14/2024] [Accepted: 05/28/2024] [Indexed: 08/23/2024]
Abstract
INTRODUCTION The aim of the study was to examine alterations in visual acuity in patients with diabetic macular edema (DME), classified according to the TCED-HFV optical coherence tomography (OCT) system, following anti-vascular epithelial growth factor (VEGF) therapy. METHODS The medical records of patients with DME receiving anti-VEGF therapy were retrospectively reviewed. Patients were divided into four groups according to the TCED-HFV OCT classification. Patient demographic and clinical characteristics and best-corrected visual acuity (BCVA) before and after treatment were compared among the groups. RESULTS The BCVA before treatment was 0.49 ± 0.18, 0.81 ± 0.41, 0.83 ± 0.41, and 0.82 ± 0.49 in the early DME, advanced DME, severe DME, and atrophic maculopathy groups, respectively. The BCVA in the early DME group was therefore significantly lower than that in the other three groups (p = 0.042). After treatment, the BCVA improved to 0.15 ± 0.17, 0.52 ± 0.31, 0.62 ± 0.32, and 0.69 ± 0.47 in the early DME, advanced DME, severe DME, and atrophic maculopathy groups, respectively (p < 0.005). There were some differences among patients in the four groups in terms of the duration of diabetes, percentage of hemoglobin A1c, and duration of hypertension. CONCLUSION The TCED-HFV OCT classification of patients with DME is exact and functional and can allow the severity of DME, and its response to anti-VEGF therapy, to be estimated.
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Affiliation(s)
- Jiawei Zhao
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China,
| | - Weiye Zhu
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China
| | - Xiao Cui
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China
| | - Bing Xu
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China
| | - Ni Shen
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China
| | - Hongyuan Song
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China
| | - Wei Shen
- Department of Ophthalmology, Changhai Hospital of Shanghai, Shanghai, China
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Limon DU, Kaplan FB, Saygın I, Önder Tokuç E, Kutlutürk Karagöz I, Kanar HS, Sevik MO, Yayla U, Çelik E, Sönmez A, Aykut A, Kumral Türkseven E, Erçalık NY, Oncu Aydın Ö, Bozkurt E, Aydoğan T, Emengen EB, Özkaya A, Açıkalın Öncel B, Yenerel NM, Şahin Ö, Karabaş L. One-Year Functional and Morphological Prognosis After Intravitreal Injection Treatments According to Different Morphological Patterns of Diabetic Macular Edema in Real-Life: MARMASIA Study Group Report No.13. Semin Ophthalmol 2024; 39:460-467. [PMID: 39087722 DOI: 10.1080/08820538.2024.2324450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 02/19/2024] [Accepted: 02/23/2024] [Indexed: 08/02/2024]
Abstract
PURPOSE To evaluate the responses of different optical coherence tomography (OCT) patterns of diabetic macular edema (DME) to intravitreal injection therapy. METHODS In this retrospective, comparative, and multicenter study, patients who had previously untreated DME, who received intravitreal ranibizumab (IVR) or aflibercept (IVA) and/or steroid treatment with the pro re nata (PRN) treatment regimen after a 3-month loading dose, and had a 12-month follow-up in the MARMASIA Study Group were included. Morphological patterns of DME were divided into four groups based on OCT features diffuse/spongious edema (Group 1), cystoid edema (Group 2), diffuse/spongious edema+subretinal fluid (SRF) (Group 3), and cystoid edema+SRF (Group 4). Changes in central macular thickness (CMT) and best-corrected visual acuity (BCVA) at months 3, 6, and 12, and the number of injections at month 12 were compared between the DME groups. RESULTS 455 eyes of 299 patients were included in the study. The mean baseline BCVAs [Logarithm of the Minimum Angle of Resolution (logMAR)] in groups 1, 2, 3, and 4 were 0.54 ± 0.24, 0.52 ± 0.25, 0.55 ± 0.23, and 0.57 ± 0.27, respectively. There was no significant difference between the baseline mean BCVAs between the groups (p = .35). The mean BCVAs were significantly improved to 0,47 ± 0,33 in group 1, 0,42 ± 0,33 in group 2, 0,47 ± 0,31 in group 3, and 0,45 ± 0,43 at month 12. There was no significant difference between the groups in terms of BCVA change at month 12 (p = .71). The mean baseline CMTs in groups 1, 2, 3, and 4 were 387,19 ± 128,19, 447,02 ± 132,39, 449,12 ± 109,24, and 544,19 ± 178,61, respectively. At baseline, the mean CMT was significantly higher in Group 4 than in the other groups (p = .000). The mean CMTs were significantly decreased to 325,16 ± 97,55, 334,94 ± 115,99, 324,33 ± 79,20, and 332,08 ± 150,40 in four groups at month 12 respectively (p > .05). The groups had no significant difference in mean CMT at month 12 (p = .835). The change in CMT was significantly higher in Group 4 than in the other groups at month 12 (p = .000). The mean number of intravitreal anti-VEGF injections at month 12 was 4.51 ± 1.57 in Group 1, 4.63 ± 1.54 in Group 2, 4.88 ± 1.38 in Group 3, and 5.07 ± 1.49 in Group 4. The mean number of anti-VEGF injections in Group 1 and Group 2 was significantly lower than in Group 4 (p = 0,014 and p = 0,017). CONCLUSIONS In real life, there was no significant difference between the DME groups in terms of visual improvement at month 12. However, better anatomical improvement was achieved in Group 4 than in the other DME groups.
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Affiliation(s)
- Dr Utku Limon
- Ümraniye Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Fatih Bilgehan Kaplan
- Fatih Sultan Mehmet Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Işılay Saygın
- Ümraniye Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Ecem Önder Tokuç
- Derince Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Kocaeli, Turkey
| | - Işıl Kutlutürk Karagöz
- Şişli Hamidiye Etfal Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Hatice Selen Kanar
- Kartal Dr. Lütfi Kırdar City Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Mehmet Orkun Sevik
- Department of Ophthalmology, Marmara University School of Medicine, Istanbul, Turkey
| | - Uğur Yayla
- Derince Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Kocaeli, Turkey
| | - Erkan Çelik
- Department of Ophthalmology, Sakarya University School of Medicine, Sakarya, Turkey
| | - Ayşe Sönmez
- Fatih Sultan Mehmet Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Aslan Aykut
- Department of Ophthalmology, Marmara University School of Medicine, Istanbul, Turkey
| | - Esra Kumral Türkseven
- Haydarpaşa Numune Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Nimet Yeşim Erçalık
- Haydarpaşa Numune Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Özlem Oncu Aydın
- Haydarpaşa Numune Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Erdinç Bozkurt
- Ümraniye Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Tuğba Aydoğan
- Ümraniye Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Ece Başaran Emengen
- Department of Ophthalmology, Kocaeli University School of Medicine, Kocaeli, Turkey
| | - Abdullah Özkaya
- Department of Ophthalmology, Memorial Şişli Hospital, Istanbul, Turkey
| | - Banu Açıkalın Öncel
- Fatih Sultan Mehmet Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Nursal Melda Yenerel
- Haydarpaşa Numune Education and Research Hospital, Department of Ophthalmology, University of Health Sciences, Istanbul, Turkey
| | - Özlem Şahin
- Department of Ophthalmology, Marmara University School of Medicine, Istanbul, Turkey
| | - Levent Karabaş
- Department of Ophthalmology, Kocaeli University School of Medicine, Kocaeli, Turkey
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Szeto SK, Lai TY, Vujosevic S, Sun JK, Sadda SR, Tan G, Sivaprasad S, Wong TY, Cheung CY. Optical coherence tomography in the management of diabetic macular oedema. Prog Retin Eye Res 2024; 98:101220. [PMID: 37944588 DOI: 10.1016/j.preteyeres.2023.101220] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 10/24/2023] [Accepted: 10/24/2023] [Indexed: 11/12/2023]
Abstract
Diabetic macular oedema (DMO) is the major cause of visual impairment in people with diabetes. Optical coherence tomography (OCT) is now the most widely used modality to assess presence and severity of DMO. DMO is currently broadly classified based on the involvement to the central 1 mm of the macula into non-centre or centre involved DMO (CI-DMO) and DMO can occur with or without visual acuity (VA) loss. This classification forms the basis of management strategies of DMO. Despite years of research on quantitative and qualitative DMO related features assessed by OCT, these do not fully inform physicians of the prognosis and severity of DMO relative to visual function. Having said that, recent research on novel OCT biomarkers development and re-defined classification of DMO show better correlation with visual function and treatment response. This review summarises the current evidence of the association of OCT biomarkers in DMO management and its potential clinical importance in predicting VA and anatomical treatment response. The review also discusses some future directions in this field, such as the use of artificial intelligence to quantify and monitor OCT biomarkers and retinal fluid and identify phenotypes of DMO, and the need for standardisation and classification of OCT biomarkers to use in future clinical trials and clinical practice settings as prognostic markers and secondary treatment outcome measures in the management of DMO.
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Affiliation(s)
- Simon Kh Szeto
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Timothy Yy Lai
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Stela Vujosevic
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy; Eye Clinic, IRCCS MultiMedica, Milan, Italy
| | - Jennifer K Sun
- Beetham Eye Institute, Harvard Medical School, Boston, USA
| | - SriniVas R Sadda
- Doheny Eye Institute, University of California Los Angeles, Los Angeles, USA
| | - Gavin Tan
- Singapore Eye Research Institute, SingHealth Duke-National University of Singapore, Singapore
| | - Sobha Sivaprasad
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Tien Y Wong
- Tsinghua Medicine, Tsinghua University, Beijing, China; Singapore Eye Research Institute, Singapore
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region, China.
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11
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Kaiser SM, Bhatnagar A, Weng CY. Management of Nonproliferative Diabetic Retinopathy: Where Do We Stand? Int Ophthalmol Clin 2024; 64:83-96. [PMID: 38146883 DOI: 10.1097/iio.0000000000000516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2023]
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12
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Khoramnia R, Nguyen QD, Kertes PJ, Sararols Ramsay L, Vujosevic S, Anderesi M, Igwe F, Eter N. Exploring the role of retinal fluid as a biomarker for the management of diabetic macular oedema. Eye (Lond) 2024; 38:54-60. [PMID: 37479803 PMCID: PMC10764750 DOI: 10.1038/s41433-023-02637-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 05/16/2023] [Accepted: 06/13/2023] [Indexed: 07/23/2023] Open
Abstract
Anti-VEGF therapies are associated with significant gains in visual acuity and fluid resolution in the treatment of diabetic macular oedema (DMO) and have become the standard of care. However, despite their efficacy, outcomes can be unpredictable, vary widely between individual eyes, and a large proportion of patients have persistent fluid following initial treatment, with a negative impact on visual outcomes. Anatomical parameters measured by optical coherence tomography (OCT), in addition to visual acuity, are key to monitoring treatment effectiveness and guiding retreatment decisions; however, existing guidelines on the management of DMO lack clear recommendations for interpretation of OCT parameters, or proposed thresholds of various markers to guide retreatment decisions. Although central subfield thickness (CSFT) has been widely used as a marker for retreatment decisions in clinical trials in DMO, and a reduction in CSFT has generally been shown to accompany improvements in best-corrected visual acuity with treatment, analyses of the relationship between these parameters show that the correlation is small to moderate. A more direct relationship can be seen between an increased magnitude of CSFT fluctuations over time and poorer visual acuity, suggesting that control of CSFT could be important in maximising visual outcomes. The relationship between visual outcomes and qualitatively assessed intraretinal fluid and subretinal fluid is also unclear, although quantitative assessments of fluid parameters suggest that untreated intraretinal fluid and subretinal fluid negatively impact visual outcomes. These findings highlight a need for clearer guidelines on the management of retinal fluid to improve visual outcomes for patients with DMO.
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Affiliation(s)
- Ramin Khoramnia
- The David J. Apple International Laboratory for Ocular Pathology, Department of Ophthalmology, University of Heidelberg, Heidelberg, Germany.
| | | | - Peter J Kertes
- John and Liz Tory Eye Centre, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
- Department of Ophthalmology and Vision Sciences, University of Toronto, Toronto, ON, Canada
| | | | - Stela Vujosevic
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy
- Eye Clinic, IRCCS MultiMedica, Milan, Italy
| | - Majid Anderesi
- Novartis Pharma AG, Basel, Switzerland
- OcuTerra Therapeutics, Basel, Switzerland
| | | | - Nicole Eter
- Department of Ophthalmology, University of Münster Medical Center, Münster, Germany
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13
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Wang XN, Cai X, He S, Zhang X, Wu Q. Subfoveal choroidal thickness changes after intravitreal ranibizumab injections in different patterns of diabetic macular edema using a deep learning-based auto-segmentation. Int Ophthalmol 2023; 43:4399-4407. [PMID: 33783677 DOI: 10.1007/s10792-021-01806-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Accepted: 03/09/2021] [Indexed: 10/21/2022]
Abstract
PURPOSE To evaluate the effect of intravitreal injection of ranibizumab (IVR) on subfoveal choroidal thickness (SFCT) and its relationship with central macular thickness (CMT) and best-corrected visual acuity (BCVA) changes in eyes with center-involving DME (CI-DME) using a deep learning-based auto-segmentation. METHODS This prospective interventional case series included 68 eyes of 68 patients with CI-DME naive to treatment. Morphological optical coherence tomography (OCT) findings of DME were classified into three patterns of structural change: (i) diffuse retinal thickening (DRT), (ii) cystoid macular edema (CME), and (iii) serous retinal detachment (SRD). All patients underwent 3+prorenata IVR. The treated eyes underwent BCVA evaluation and OCT scanning at baseline and months 1, 3, and 6 after the first injection. Then, the choroid layer was measured using a deep learning-based auto-segmentation. RESULTS At baseline, the mean SFCT and CMT for SRD, DRT, and CME groups were 324.68 ± 65.58 μm and 624.37 ± 77.92 μm, 348.91 ± 45.81 μm and 443.5 ± 78.33 μm, 361.4 ± 64.62 μm, and 536.5 ± 66.02 μm, respectively. After anti-VEGF treatment, the SFCT and CMT have decreased by varying degrees. At 3 and 6 months of treatment, there were no significant changes among these groups. There was no correlation between baseline SFCT and the resulting BCVA (P = 0.670, P = 0.584). There was also no correlation between changes in SFCT and BCVA, CMT (P = 0.344, P = 0.336). CONCLUSION After treating CI-DME with IVR, SFCT and CMT significantly decreased. However, there were no significant changes among the SRD, DRT, and CME groups. TRIAL REGISTRATION Trial registration: ChiCTR, ChiCTR-ROC-17013360. Registered 13 November 2017, http://www.chictr.org.cn/ChiCTR-ROC-17013360 .
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Affiliation(s)
- Xiang-Ning Wang
- Department of Ophthalmology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, 600 Yishan Road, Xuhui District, Shanghai, 200233, China
| | - Xuan Cai
- Department of Ophthalmology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, 600 Yishan Road, Xuhui District, Shanghai, 200233, China
| | - Sijin He
- Department of Ophthalmology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, 600 Yishan Road, Xuhui District, Shanghai, 200233, China
| | - Xueyan Zhang
- Department of Ophthalmology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, 600 Yishan Road, Xuhui District, Shanghai, 200233, China
| | - Qiang Wu
- Department of Ophthalmology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, 600 Yishan Road, Xuhui District, Shanghai, 200233, China.
- Shanghai Key Laboratory of Diabetes Mellitus, Shanghai, 200233, China.
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14
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Bar-David D, Bar-David L, Shapira Y, Leibu R, Dori D, Gebara A, Schneor R, Fischer A, Soudry S. Elastic Deformation of Optical Coherence Tomography Images of Diabetic Macular Edema for Deep-Learning Models Training: How Far to Go? IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE 2023; 11:487-494. [PMID: 37817823 PMCID: PMC10561735 DOI: 10.1109/jtehm.2023.3294904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 05/09/2023] [Accepted: 07/04/2023] [Indexed: 10/12/2023]
Abstract
- Objective: To explore the clinical validity of elastic deformation of optical coherence tomography (OCT) images for data augmentation in the development of deep-learning model for detection of diabetic macular edema (DME). METHODS Prospective evaluation of OCT images of DME (n = 320) subject to elastic transformation, with the deformation intensity represented by ([Formula: see text]). Three sets of images, each comprising 100 pairs of scans (100 original & 100 modified), were grouped according to the range of ([Formula: see text]), including low-, medium- and high-degree of augmentation; ([Formula: see text] = 1-6), ([Formula: see text] = 7-12), and ([Formula: see text] = 13-18), respectively. Three retina specialists evaluated all datasets in a blinded manner and designated each image as 'original' versus 'modified'. The rate of assignment of 'original' value to modified images (false-negative) was determined for each grader in each dataset. RESULTS The false-negative rates ranged between 71-77% for the low-, 63-76% for the medium-, and 50-75% for the high-augmentation categories. The corresponding rates of correct identification of original images ranged between 75-85% ([Formula: see text]0.05) in the low-, 73-85% ([Formula: see text]0.05 for graders 1 & 2, p = 0.01 for grader 3) in the medium-, and 81-91% ([Formula: see text]) in the high-augmentation categories. In the subcategory ([Formula: see text] = 7-9) the false-negative rates were 93-83%, whereas the rates of correctly identifying original images ranged between 89-99% ([Formula: see text]0.05 for all graders). CONCLUSIONS Deformation of low-medium intensity ([Formula: see text] = 1-9) may be applied without compromising OCT image representativeness in DME. Clinical and Translational Impact Statement-Elastic deformation may efficiently augment the size, robustness, and diversity of training datasets without altering their clinical value, enhancing the development of high-accuracy algorithms for automated interpretation of OCT images.
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Affiliation(s)
- Daniel Bar-David
- Faculty of Mechanical EngineeringTechnion Israel Institute of TechnologyHaifa3200003Israel
| | - Laura Bar-David
- Department of OphthalmologyRambam Health Care CampusHaifa3109601Israel
| | - Yinon Shapira
- Department of OphthalmologyCarmel Medical CenterHaifa3436212Israel
| | - Rina Leibu
- Department of OphthalmologyRambam Health Care CampusHaifa3109601Israel
| | - Dalia Dori
- Department of OphthalmologyRambam Health Care CampusHaifa3109601Israel
| | - Aseel Gebara
- Department of OphthalmologyRambam Health Care CampusHaifa3109601Israel
| | - Ronit Schneor
- Faculty of Mechanical EngineeringTechnion Israel Institute of TechnologyHaifa3200003Israel
| | - Anath Fischer
- Faculty of Mechanical EngineeringTechnion Israel Institute of TechnologyHaifa3200003Israel
| | - Shiri Soudry
- Department of OphthalmologyRambam Health Care CampusHaifa3109601Israel
- Clinical Research Institute at RambamRambam Health Care CampusHaifa3109601Israel
- The Ruth and Bruce Rappaport Faculty of MedicineTechnion Israel Institute of TechnologyHaifa3525433Israel
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15
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Imaging biomarkers and clinical factors associated with the rate of progressive inner and outer retinal thinning in patients with diabetic macular edema. Sci Rep 2023; 13:3224. [PMID: 36828954 PMCID: PMC9958084 DOI: 10.1038/s41598-023-30432-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 02/22/2023] [Indexed: 02/26/2023] Open
Abstract
The aim of this study was to assess the relationship of clinical characteristics to the rate of retinal thinning in eyes with diabetic macular edema (DME) treated with anti-vascular endothelial growth factor (VEGF) therapy. We analyzed subjects with a long-term follow-up (≥ 3 years) and evidence of resolved DME after the initiation of anti-VEGF therapy (baseline visit). To measure the long-term rate of retinal thinning during treatment, a second visit (first visit with evidence of resolved DME after 3 years) was also considered. A longitudinal quantitative topographical assessment of the inner and outer retinal thicknesses was provided. Clinical characteristics were associated with the rate of longitudinal retinal thinning. We included 56 eyes (50 patients) in the analysis. A significant longitudinal thinning in the inner and outer retina was detected in all the analyzed regions (p values between 0.027 and < 0.0001). In the multivariable analysis, type of diabetes (type 2 vs. type 1) was associated with increased foveal inner retinal thinning (p = 0.019). A higher number of subfoveal neuroretinal detachment during follow-up (p = 0.006) was associated with faster rates of foveal outer retinal thinning. Type of diabetes (p < 0.0001), higher age (p = 0.033) and cystoid macular edema phenotype (p = 0.040) were associated with increased parafoveal inner retinal thinning. Gender (p = 0.003) and diabetic retinopathy stage (p = 0.013) were associated with faster rates of perifoveal inner retinal thinning, while diabetic retinopathy stage (p = 0.036) was associated with increased perifoveal outer retinal thinning. In conclusion, clinical factors, including DME phenotypes, were associated with the rates of retinal thinning in patients undergoing anti-VEGF treatment.
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16
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Image-to-image translation with Generative Adversarial Networks via retinal masks for realistic Optical Coherence Tomography imaging of Diabetic Macular Edema disorders. Biomed Signal Process Control 2023. [DOI: 10.1016/j.bspc.2022.104098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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17
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Correlating the patterns of diabetic macular edema, optical coherence tomography biomarkers and grade of diabetic retinopathy with stage of renal disease. Int Ophthalmol 2022; 42:3333-3343. [PMID: 35633427 DOI: 10.1007/s10792-022-02332-3] [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: 09/01/2021] [Accepted: 04/18/2022] [Indexed: 11/27/2022]
Abstract
PURPOSE To correlate optical coherence tomography (OCT)-based morphological patterns of diabetic macular edema (DME), biomarkers and grade of diabetic retinopathy (DR) in patients with various stages of chronic kidney disease (CKD) secondary to diabetes. DESIGN Multicentric retrospective cross-sectional study was conducted at seven centers across India. METHODS Data from medical records of patients with DME and CKD were entered in a common excel sheet across all seven centers. Staging of CKD was based on estimated glomerular filtration rate (eGFR). RESULTS The most common morphological pattern of DME was cystoid pattern (42%) followed by the mixed pattern (31%). The proportion of different morphological patterns did not significantly vary across various CKD stages (p = 0.836). The presence of external limiting membrane-ellipsoid zone (ELM-EZ) defects (p < 0.001) and foveal sub-field thickness (p = 0.024) showed a direct correlation with the stage of CKD which was statistically significant. The presence of hyperreflective dots (HRD) and disorganization of inner retinal layers (DRIL) showed no significant correlation with the stage of CKD. Sight threatening DR was found to increase from 70% in CKD stage 3 to 82% in stages 4 and 5 of CKD, and this was statistically significant (p = 0.03). CONCLUSION Cystoid morphological pattern followed by mixed type was the most common pattern of DME on OCT found in patients suffering from stage 3 to 5 of CKD. However, the morphological patterns of DME did not significantly vary across various CKD stages. ELM-EZ defects may be considered as an important OCT biomarker for advanced stage of CKD.
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18
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Nanegrungsunk O, Patikulsila D, Sadda SR. Ophthalmic imaging in diabetic retinopathy: A review. Clin Exp Ophthalmol 2022; 50:1082-1096. [PMID: 36102668 PMCID: PMC10088017 DOI: 10.1111/ceo.14170] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 09/01/2022] [Accepted: 09/09/2022] [Indexed: 11/30/2022]
Abstract
Retinal imaging has been a key tool in the diagnosis, evaluation, management and documentation of diabetic retinopathy (DR) and diabetic macular oedema (DMO) for many decades. Imaging technologies have rapidly evolved over the last few decades, yielding images with higher resolution and contrast with less time, effort and invasiveness. While many retinal imaging technologies provide detailed insight into retinal structure such as colour reflectance photography and optical coherence tomography (OCT), others such as fluorescein or OCT angiography and oximetry provide dynamic and functional information. Many other novel imaging technologies are in development and are poised to further enhance our evaluation of patients with DR.
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Affiliation(s)
- Onnisa Nanegrungsunk
- Doheny Imaging Reading Center Doheny Eye Institute Pasadena California USA
- David Geffen School of Medicine University of California‐Los Angeles Los Angeles California USA
- Retina Division, Department of Ophthalmology Chiang Mai University Chiang Mai Thailand
| | - Direk Patikulsila
- Retina Division, Department of Ophthalmology Chiang Mai University Chiang Mai Thailand
| | - Srinivas R. Sadda
- Doheny Imaging Reading Center Doheny Eye Institute Pasadena California USA
- David Geffen School of Medicine University of California‐Los Angeles Los Angeles California USA
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Turkseven Kumral E, Ercalık NY, Alpogan O, Yenerel NM, Ozcelik Kose A, Ozturk Y, Acar ZA. Oct biomarkers of treatment-naive diabetic macular edema in patients with non-proliferative and proliferative diabetic retinopathy. Eur J Ophthalmol 2022; 33:11206721221128674. [PMID: 36131383 DOI: 10.1177/11206721221128674] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
PURPOSE To evaluate and compare the retinal and choroidal spectral-domain optic coherence tomography (SD-OCT) findings of treatment-naïve diabetic macular edema (DME) secondary to non-proliferative and proliferative diabetic retinopathy (NPDR-PDR). MATERIAL AND METHODS A hundred and thirty-eight eyes of 138 patients with DME were evaluated. Best-corrected visual acuity was recorded, biomicroscopic anterior and posterior segment examination, SD-OCT imaging, and fundus fluorescein angiography (FFA) were performed. Demographic features, OCT characteristics, FFA, and visual acuity measurements were evaluated and compared between the two groups. RESULTS Sixteen eyes were excluded from the study due to the lack of FFA images. Data of 122 eyes were analyzed for the study. Sixty-five eyes with NPDR (Group 1) and 57 eyes with PDR (Group 2) were enrolled in the study. There was no significant difference in central macular thicknesses (CMT) between the two groups. The eyes with DME + PDR showed a higher rate of the diffuse type of macular edema with more para and peri-foveal extension accompanied by larger cysts than the eyes with DME + NPDR. Disorganization of retinal inner layers, disrupted ellipsoid zone, and the epiretinal membrane were more prominent in the eyes with PDR. Also, there were more prominent macular ischemia on FFA and worse initial visual acuity measurements in the eyes with PDR than those with NPDR. Choroidal thickness (CT) was significantly reduced in the PDR group. CONCLUSION SD-OCT features of treatment-naïve DME in patients with NPDR and PDR presented some differences. These variations may be related to diabetic retinopathy severity and may provide information about prognosis.
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Affiliation(s)
- Esra Turkseven Kumral
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
| | - Nimet Yesim Ercalık
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
| | - Oksan Alpogan
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
| | - Nursal Melda Yenerel
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
| | - Alev Ozcelik Kose
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
| | - Yucel Ozturk
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
| | - Zeynep Ayse Acar
- Ophthalmology Department, 64113Haydarpaşa Training and Research Hospital, Istanbul, Turkey
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Widyaputri F, Rogers SL, Khong EWC, Nankervis AJ, Conn JJ, Sasongko MB, Shub A, Fagan XJ, Guest D, Symons RCA, Lim LL. Prevalence of diabetic retinopathy in women with pregestational diabetes during pregnancy and the postpartum. Clin Exp Ophthalmol 2022; 50:757-767. [PMID: 35603356 PMCID: PMC9796512 DOI: 10.1111/ceo.14111] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 04/27/2022] [Accepted: 05/14/2022] [Indexed: 01/01/2023]
Abstract
BACKGROUND Diabetic retinopathy (DR) may be affected by pregnancy. The majority of prevalence data regarding DR in pregnancy predate the advent of contemporary guidelines for diabetes management during pregnancy. This study reports DR prevalence and associated risk factors in women with pregestational diabetes during pregnancy and the postpartum in Australia. METHODS A total of 172 pregnant women with type 1 (T1DM) or type 2 diabetes diagnosed pre-pregnancy were prospectively recruited from two obstetrics hospitals in Melbourne (November 2017-March 2020). Eye examinations were scheduled in each trimester, at 3-, 6-, and 12-months postpartum. DR severity was graded from two-field fundus photographs by an independent grader utilising the Airlie House Classification. Sight-threatening DR (STDR) was defined as the presence of diabetic macular oedema or proliferative DR. RESULTS Overall, 146 (84.9%) women had at least one eye examination during pregnancy. The mean age was 33.8 years (range 19-51), median diabetes duration was 7.0 years (IQR 3.0-17.0), 71 women (48.6%) had T1DM. DR and STDR prevalence during pregnancy per 100 eyes was 24.3 (95% CI 19.7-29.6) and 9.0 (95% CI 6.1-12.9); while prevalence in the postpartum was 22.2 (95% CI 16.5-29.3) and 10.0 (95% CI 5.4-17.9), respectively. T1DM, longer diabetes duration, higher HbA1c in early pregnancy, and pre-existing nephropathy were significant risk factors. CONCLUSIONS The prevalence of DR in pregnant women was similar to the non-pregnant diabetic population in Australia. One in nine participants had STDR during pregnancy and the postpartum, highlighting the need to optimise DR management guidelines in pregnancy given the significant risk of vision loss.
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Affiliation(s)
- Felicia Widyaputri
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
- Ophthalmology, Department of SurgeryUniversity of MelbourneMelbourneVictoriaAustralia
- Department of Ophthalmology, Faculty of Medicine, Public Health, and NursingUniversitas Gadjah MadaYogyakartaIndonesia
| | - Sophie L. Rogers
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
| | - Edmund W. C. Khong
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
| | - Alison J. Nankervis
- Department of Diabetes and EndocrinologyRoyal Melbourne HospitalMelbourneVictoriaAustralia
- Diabetes and Endocrine ServiceRoyal Women's HospitalMelbourneVictoriaAustralia
| | - Jennifer J. Conn
- Department of Diabetes and EndocrinologyRoyal Melbourne HospitalMelbourneVictoriaAustralia
- Diabetes and Endocrine ServiceRoyal Women's HospitalMelbourneVictoriaAustralia
| | - Muhammad B. Sasongko
- Department of Ophthalmology, Faculty of Medicine, Public Health, and NursingUniversitas Gadjah MadaYogyakartaIndonesia
| | - Alexis Shub
- Perinatal DepartmentMercy Hospital for WomenHeidelbergVictoriaAustralia
- Department of Obstetrics and GynaecologyUniversity of MelbourneMelbourneVictoriaAustralia
| | - Xavier J. Fagan
- Department of OphthalmologyAustin HospitalHeidelbergVictoriaAustralia
- Medical Retina UnitRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
| | - Daryl Guest
- Department of Optometry and Vision SciencesUniversity of MelbourneMelbourneVictoriaAustralia
| | - Robert C. A. Symons
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
- Ophthalmology, Department of SurgeryUniversity of MelbourneMelbourneVictoriaAustralia
- Department of Optometry and Vision SciencesUniversity of MelbourneMelbourneVictoriaAustralia
- Department of SurgeryAlfred Hospital, Monash UniversityClaytonVictoriaAustralia
| | - Lyndell L. Lim
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
- Ophthalmology, Department of SurgeryUniversity of MelbourneMelbourneVictoriaAustralia
- Medical Retina UnitRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
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21
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The Role of Medical Image Modalities and AI in the Early Detection, Diagnosis and Grading of Retinal Diseases: A Survey. Bioengineering (Basel) 2022; 9:bioengineering9080366. [PMID: 36004891 PMCID: PMC9405367 DOI: 10.3390/bioengineering9080366] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 07/28/2022] [Accepted: 08/01/2022] [Indexed: 11/16/2022] Open
Abstract
Traditional dilated ophthalmoscopy can reveal diseases, such as age-related macular degeneration (AMD), diabetic retinopathy (DR), diabetic macular edema (DME), retinal tear, epiretinal membrane, macular hole, retinal detachment, retinitis pigmentosa, retinal vein occlusion (RVO), and retinal artery occlusion (RAO). Among these diseases, AMD and DR are the major causes of progressive vision loss, while the latter is recognized as a world-wide epidemic. Advances in retinal imaging have improved the diagnosis and management of DR and AMD. In this review article, we focus on the variable imaging modalities for accurate diagnosis, early detection, and staging of both AMD and DR. In addition, the role of artificial intelligence (AI) in providing automated detection, diagnosis, and staging of these diseases will be surveyed. Furthermore, current works are summarized and discussed. Finally, projected future trends are outlined. The work done on this survey indicates the effective role of AI in the early detection, diagnosis, and staging of DR and/or AMD. In the future, more AI solutions will be presented that hold promise for clinical applications.
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22
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Wang VY, Kuo BL, Chen AX, Wang K, Greenlee TE, Conti TF, Singh RP. Fluctuations in macular thickness in patients with diabetic macular oedema treated with anti-vascular endothelial growth factor agents. Eye (Lond) 2022; 36:1461-1467. [PMID: 34234291 PMCID: PMC9232615 DOI: 10.1038/s41433-021-01672-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 06/07/2021] [Accepted: 06/24/2021] [Indexed: 11/09/2022] Open
Abstract
PURPOSE To evaluate retinal thickness fluctuations in patients with diabetic macular oedema (DMO) treated with anti-vascular endothelial growth factor (anti-VEGF) injections. METHODS Visual acuity (VA) and central subfield thickness (CST) were collected at baseline, 3, 6, 9 and 12 months. Retinal thickness fluctuation was quantified by standard deviation (SD) of CST across 12 months. A mixed effects regression model evaluated the relationship between CST SD and VA at 12 months. Multiple linear regression analysis was performed to investigate predictors of CST SD. RESULTS Mean baseline and 12-month VAs were 63.5 ± 15.7 and 69.0 ± 13.8 Early Treatment of Diabetic Retinopathy Study (ETDRS) letters (change = +5.1 ± 16.1 letters, p < 0.001). Mean baseline and 12-month CSTs were 396.9 ± 109.7 and 337.7 ± 100.7 μm (change = -59.2 ± 114.8 μm, p < 0.001). Retinal thickness variability across the first 12 months was 59.4 ± 43.6 μm. Stratification of patient eyes by CST SD demonstrated 9.7 letters difference in 12-month VA between first and fourth quartiles. Significant predictors of CST SD include baseline CST, injection type, laser treatment, and DR stage. CONCLUSIONS Larger retinal thickness fluctuations are associated with poorer visual outcomes in eyes with DMO treated with anti-VEGF injections. Retinal thickness variability may be an important prognostic biomarker for DMO patients.
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Affiliation(s)
- Victoria Y Wang
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Blanche L Kuo
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Andrew X Chen
- Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Kevin Wang
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Tyler E Greenlee
- Center for Ophthalmic Bioinformatics, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Thais F Conti
- Center for Ophthalmic Bioinformatics, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Rishi P Singh
- Center for Ophthalmic Bioinformatics, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA.
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23
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Liu X, Ali TK, Singh P, Shah A, McKinney SM, Ruamviboonsuk P, Turner AW, Keane PA, Chotcomwongse P, Nganthavee V, Chia M, Huemer J, Cuadros J, Raman R, Corrado GS, Peng L, Webster DR, Hammel N, Varadarajan AV, Liu Y, Chopra R, Bavishi P. Deep Learning to Detect OCT-derived Diabetic Macular Edema from Color Retinal Photographs: A Multicenter Validation Study. Ophthalmol Retina 2022; 6:398-410. [PMID: 34999015 DOI: 10.1016/j.oret.2021.12.021] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 11/09/2021] [Accepted: 12/29/2021] [Indexed: 01/20/2023]
Abstract
PURPOSE To validate the generalizability of a deep learning system (DLS) that detects diabetic macular edema (DME) from 2-dimensional color fundus photographs (CFP), for which the reference standard for retinal thickness and fluid presence is derived from 3-dimensional OCT. DESIGN Retrospective validation of a DLS across international datasets. PARTICIPANTS Paired CFP and OCT of patients from diabetic retinopathy (DR) screening programs or retina clinics. The DLS was developed using data sets from Thailand, the United Kingdom, and the United States and validated using 3060 unique eyes from 1582 patients across screening populations in Australia, India, and Thailand. The DLS was separately validated in 698 eyes from 537 screened patients in the United Kingdom with mild DR and suspicion of DME based on CFP. METHODS The DLS was trained using DME labels from OCT. The presence of DME was based on retinal thickening or intraretinal fluid. The DLS's performance was compared with expert grades of maculopathy and to a previous proof-of-concept version of the DLS. We further simulated the integration of the current DLS into an algorithm trained to detect DR from CFP. MAIN OUTCOME MEASURES The superiority of specificity and noninferiority of sensitivity of the DLS for the detection of center-involving DME, using device-specific thresholds, compared with experts. RESULTS The primary analysis in a combined data set spanning Australia, India, and Thailand showed the DLS had 80% specificity and 81% sensitivity, compared with expert graders, who had 59% specificity and 70% sensitivity. Relative to human experts, the DLS had significantly higher specificity (P = 0.008) and noninferior sensitivity (P < 0.001). In the data set from the United Kingdom, the DLS had a specificity of 80% (P < 0.001 for specificity of >50%) and a sensitivity of 100% (P = 0.02 for sensitivity of > 90%). CONCLUSIONS The DLS can generalize to multiple international populations with an accuracy exceeding that of experts. The clinical value of this DLS to reduce false-positive referrals, thus decreasing the burden on specialist eye care, warrants a prospective evaluation.
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Affiliation(s)
- Xinle Liu
- Google Health, Google LLC, Mountain View, California
| | - Tayyeba K Ali
- Google Health via Advanced Clinical, Deerfield, Illinois; California Pacific Medical Center, Department of Ophthalmology, San Francisco, CA
| | - Preeti Singh
- Google Health, Google LLC, Mountain View, California
| | - Ami Shah
- Google Health via Advanced Clinical, Deerfield, Illinois
| | | | - Paisan Ruamviboonsuk
- Department of Ophthalmology, Rajavithi Hospital, College of Medicine, Rangsit University, Bangkok, Thailand
| | - Angus W Turner
- Lions Outback Vision, Lions Eye Institute, Nedlands, Western Australia, Australia; University of Western Australia, Perth, Western Australia, Australia
| | - Pearse A Keane
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, United Kingdom
| | - Peranut Chotcomwongse
- Department of Ophthalmology, Rajavithi Hospital, College of Medicine, Rangsit University, Bangkok, Thailand
| | - Variya Nganthavee
- Department of Ophthalmology, Rajavithi Hospital, College of Medicine, Rangsit University, Bangkok, Thailand
| | - Mark Chia
- Lions Outback Vision, Lions Eye Institute, Nedlands, Western Australia, Australia; NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, United Kingdom
| | - Josef Huemer
- NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, United Kingdom
| | | | - Rajiv Raman
- Shri Bhagwan Mahavir Vitreoretinal Services, Sankara Nethralaya, Chennai, India
| | | | - Lily Peng
- Google Health, Google LLC, Mountain View, California
| | | | - Naama Hammel
- Google Health, Google LLC, Mountain View, California.
| | | | - Yun Liu
- Google Health, Google LLC, Mountain View, California
| | - Reena Chopra
- Google Health, Google LLC, Mountain View, California; NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, United Kingdom.
| | - Pinal Bavishi
- Google Health, Google LLC, Mountain View, California
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Change of Optical Coherence Tomography Morphology and Associated Structural Outcome in Diabetic Macular Edema after Ranibizumab Treatment. J Pers Med 2022; 12:jpm12040611. [PMID: 35455727 PMCID: PMC9027951 DOI: 10.3390/jpm12040611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 04/08/2022] [Accepted: 04/09/2022] [Indexed: 02/04/2023] Open
Abstract
(1) Background: To investigate the correlation between therapeutic outcome and morphologic changes for diabetic macular edema (DME) after intravitreal injection of ranibizumab (IVIR). (2) Methods: This retrospective study included 228 eyes received IVIR for DME. Each participant was traced for two years after the initial IVIR, while the data of ophthalmic examination, optical coherence tomography (OCT) image, and systemic diseases were collected. The study population was categorized into different subgroups according to the existence of OCT morphologic change and the initial OCT morphologic pattern, including diffuse retinal thickening (DRT), cystoid macular edema (CME), serous retinal detachment (SRD), and vitreomacular interface abnormalities (VMIAs). The primary outcomes were the baseline best-corrected visual acuity (BCVA) and central macular thickness (CMT) during a two-year study period. The distribution of OCT morphologic change and its relation to primary outcome were analyzed. (3) Results: Comparing the 42 eyes (18.4%) with OCT morphological changes to another 186 eyes (81.6%) without such alteration, the former showed a poorer baseline BCVA (0.84 ± 0.39 vs. 0.71 ± 0.36, p = 0.035), worse final BCVA (0.99 ± 0.44 vs. 0.67 ± 0.30, p = 0.001), and thicker final CMT (354.21 ± 89.02 vs. 305.33 ± 83.05, p = 0.001). Moreover, the VMIA developed in 14.9% of all DME patients presenting the most common morphologic change among DRT, CME, and SRD. Besides, the presence of stroke was independently correlated to the morphologic change (adjusted odds ratio [aOR]: 6.381, 95% confidence interval (CI): 1.112–36.623, p = 0.038). (4) Conclusions: The change of OCT morphology in DME patients receiving IVIR was correlated to worse structural and visual outcome while the formation of VMIA most commonly occurred after initial treatment.
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25
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Sharma S, Karki P, Joshi SN, Parajuli S. Optical coherence tomography patterns of diabetic macular edema and treatment response to bevacizumab: a short-term study. Ther Adv Ophthalmol 2022; 14:25158414221074519. [PMID: 35387237 PMCID: PMC8977703 DOI: 10.1177/25158414221074519] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 01/03/2022] [Indexed: 11/29/2022] Open
Abstract
Background: The purpose of this study was to evaluate the short-term response of
intravitreal bevacizumab in diabetic macular edema (DME) and assess the
variation in treatment outcomes in different morphology patterns using
spectral domain–optical coherence tomography (SD-OCT). Objective: To study different morphological patterns of DME based on OCT and compare
their treatment response to bevacizumab. Methods: Hundred and twelve eyes of 112 patients with DME were included and treated
with intravitreal bevacizumab (1.25 mg/0.05 ml monthly for 3 months). The
morphological patterns of DME were classified on the basis of OCT into three
groups – diffuse retinal thickening (DRT), cystoid macular edema (CME), and
serous retinal detachment (SRD) – and changes in central macular thickness
(CMT) and best corrected visual acuity (BCVA) after treatment were
compared. Results: A total of 112 eyes with DME were included and consisted of 40 DRT, 37 CME,
and 35 SRD. Treatment with bevacizumab resulted in decrease in central
macular thickness and improvement in BCVA in all three groups. The baseline
visual acuity and CMT of DRT group was better than that of the other two
groups. The treatment outcome was measured in terms of CMT and BCVA. Change
in CMT was statistically significant among three groups and was found to be
better in DRT group (p < 0.05, 95% confidence interval).
However, there was statistically no significant variation between the three
groups regarding the change in BCVA (p = 0.169, 95%
confidence interval). Conclusion: Anatomic and visual improvement can be achieved by bevacizumab in all
patterns of DME. However, individual pattern may respond differently. DRT,
which appears to be the earliest form of DME, responds better than other
types. Thus, the pattern of macular edema shown by OCT may provide an
objective guideline in predicting the response of bevacizumab injection in
DME.
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Affiliation(s)
| | - Pratap Karki
- Department of Retina, B.P. Koirala Lions Center for Ophthalmic Studies (BPKLCOS), Institute of Medicine, Kathmandu, Nepal
| | - Sagun Narayan Joshi
- Department of Retina, B.P. Koirala Lions Center for Ophthalmic Studies (BPKLCOS), Institute of Medicine, Kathmandu, Nepal
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26
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Özata Gündoğdu K, Doğan E, Çelik E, Alagöz G. Serum inflammatory marker levels in serous macular detachment secondary to diabetic macular edema. Eur J Ophthalmol 2022; 32:3637-3643. [PMID: 35225038 DOI: 10.1177/11206721221083465] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
PURPOSE To evaluate the serum inflammatory marker levels in serous macular detachment (SMD) secondary to diabetic macular edema (DME). MATERIAL AND METHODS Patients with DME were divided into two groups according to the presence of SMD. Group 1 consisted of 40 patients with SMD, Group 2 consisted of 40 patients without SMD, and Group 3 consisted of 40 healthy subjects. Neutrophil and mean platelet volume (MPV) were obtained from blood samples. The neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and the systemic immune inflammation index (SII) were calculated. In Group 1 and 2 sub-group analysis was done according to grade of diabetic retinopathy (DR) and the results were analyzed in these subgroups. RESULTS The neutrophils, MPV, NLR, and SII levels were significantly higher in Group 1 (p = 0.000, p = 0.004, p = 0.000, p = 0.001, respectively). In subgroup analysis; the neutrophils, NLR, and SII levels were significantly higher in patients with proliferative DR (p = 0.044, p = 0.046, p = 0.046, respectively) and the SII levels were significantly higher in patients with severe nonproliferative DR in Group 1 (p = 0.039). The mean CMT values were 548.8 ± 138.3 µm in Group 1 and 420.1 ± 112.7 µm in Group 2. The CMT values were significantly higher in Group 1 (p: 0.000). However, there was no significant correlation between the CMT values and the systemic inflamatuar markers levels (p>0.05) in both of the groups. CONCLUSIONS NLR and SII levels were significantly higher in DME with SMD, especially in advanced cases. Elevated serum inflammatory markers might be associated with a higher incidence of SMD.
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Affiliation(s)
- Kübra Özata Gündoğdu
- Department of Ophthalmology, 175679Sakarya University Education and Research Hospital, Sakarya, Turkey
| | - Emine Doğan
- Department of Ophthalmology, 175679Sakarya University Education and Research Hospital, Sakarya, Turkey
| | - Erkan Çelik
- Department of Ophthalmology, 175679Sakarya University Education and Research Hospital, Sakarya, Turkey
| | - Gürsoy Alagöz
- Department of Ophthalmology, 175679Sakarya University Education and Research Hospital, Sakarya, Turkey
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Factors associated with diabetic macular edema in patients with proliferative diabetic retinopathy. Graefes Arch Clin Exp Ophthalmol 2022; 260:2191-2200. [PMID: 35192029 DOI: 10.1007/s00417-022-05595-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Revised: 12/23/2021] [Accepted: 02/15/2022] [Indexed: 11/04/2022] Open
Abstract
PURPOSE To identify factors associated with diabetic macular edema (DME) and to characterize the types of DME present in eyes with proliferative diabetic retinopathy (PDR). METHODS Observational, retrospective case series of PDR patients reviewed for demographic information, general medical history, ophthalmologic history, optical coherence tomography (OCT), and fluorescein angiogram image characteristics. DME and vitreomacular interface (VMI) status were determined using OCT images. DME was defined as center-involving DME (CI-DME) and noncenter-involving DME (NCI-DME). VMI was defined as vitreomacular adhesion (VMA), vitreomacular traction (VMT), or macular posterior vitreous detachment (PVD). RESULTS A total of 293 eyes of 210 screened patients with PDR were included. Of the eyes, 194/293 (66.2%) had DME, and 99/293 (33.8%) had no DME; in univariable analysis, there were no significant differences in VMI status (p = 0.4) or epiretinal membrane (ERM, p = 0.1) between them. Of 194 eyes with DME, 90/194 (46.4%) had CI-DME, and 104/194 (53.6%) had NCI-DME. In univariable analysis, CI-DME eyes were significantly more likely than NCI-DME eyes to have a PVD (p = 0.029) and ERM (p < 0.001). In multivariable analysis, the presence of younger age (p = 0.028) and presence of ERM (p = 0.001) were significantly more likely to be observed in eyes with CI-DME. CONCLUSION In this exploratory study focused on diabetic patients with PDR, we determined that VMI status did not have a significant association with DME in general, but VMI status, younger age, and presence of ERM may be associated with CI-DME.
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Qin P, Ye Z, Su G, Kijlstra A, Yang P. Optical Coherence Tomographic Features and Prognostic Values of Macular Edema in Vogt-Koyanagi-Harada Disease. Front Med (Lausanne) 2022; 8:772439. [PMID: 35083237 PMCID: PMC8785902 DOI: 10.3389/fmed.2021.772439] [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: 09/08/2021] [Accepted: 12/16/2021] [Indexed: 11/25/2022] Open
Abstract
Purpose: To determine optical coherence tomographic (OCT) features of macular edema (ME) and identify potential prognostic values for ME and visual outcomes in Vogt-Koyanagi-Harada disease (VKH). Methods: In the retrospective case series, a total of 1,377 VKH patients who were seen in a tertiary uveitis center between September 2011 and January 2018 were reviewed on their demographics, visual acuity, ocular and extraocular manifestations, modes of treatment, and OCT examinations. Of these patients, 79 (5.7%) having ME were included for analysis of OCT features. Four patients were missed without ME resolution, and the remaining 75 patients who either had ME resolved or were followed up for 2 years were included for analysis of disease outcomes. Results: Of the 115 affected eyes in these 79 patients, 100 (87.0%) had cystoid ME (CME), accounting for the most common OCT feature of VKH-related ME. Disruption of the inner-segment/outer-segment junction (IS/OS) band seen in 33 (28.7%) affected eyes of 24 (30.4%) patients was found as a risk factor for the development of persistent ME [10 of 62 (16.1%) vs. 13 of 13 (100%); P < 0.001] and a poor visual outcome (1.16 ± 0.42 vs. 1.17 ± 0.46 in logMAR unit; P = 0.89). CME patients with a concurrent choroidal neovascular membrane often had a disrupted IS/OS band, thus becoming refractory cases. A 6-month well-controlled intraocular inflammation following standard treatment regimens was found to associate with complete resolution of the refractory edema [4 of 5 (80%) vs. 2 of 13 (15%); P = 0.02]. Conclusions: Intraretinal cystoid changes are most commonly seen in the edematous macula of VKH patients. Disruption of the IS/OS band is a useful risk sign for poor ME and visual outcomes in VKH-related ME, and a long-term well-controlled intraocular inflammation may be critical for the resolution of refractory cases.
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Affiliation(s)
- Peng Qin
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Key Lab of Ophthalmology, Chongqing Eye Institute, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China
| | - Zi Ye
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Key Lab of Ophthalmology, Chongqing Eye Institute, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China
| | - Guannan Su
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Key Lab of Ophthalmology, Chongqing Eye Institute, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China
| | - Aize Kijlstra
- University Eye Clinic, Maastricht University, Maastricht, Netherlands
| | - Peizeng Yang
- The First Affiliated Hospital of Chongqing Medical University, Chongqing Key Lab of Ophthalmology, Chongqing Eye Institute, Chongqing Branch of National Clinical Research Center for Ocular Diseases, Chongqing, China
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29
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Wu Q, Hu Y, Liu B, Lin Z, Xiao Y, Zeng X, Fang Y, Yan Y, Ye Y, Yan M, Huang Z, Yu H, Song Y, Zang S. Factors Associated With the Presence of Foveal Bulge in Eyes With Resolved Diabetic Macular Edema. Front Med (Lausanne) 2022; 8:755609. [PMID: 35071259 PMCID: PMC8776985 DOI: 10.3389/fmed.2021.755609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 11/29/2021] [Indexed: 11/25/2022] Open
Abstract
Purpose: To evaluate factors associated with the presence of foveal bulge (FB) in resolved diabetic macular edema (DME) eyes. Methods: A total of 165 eyes with complete integrity of ellipsoid zone (EZ) at the fovea and resolved DME were divided into two groups according to the presence of FB at 6 months after intravitreal injection of ranibizumab treatment. Best-corrected visual acuity (BCVA), central foveal thickness (CFT), outer nuclear layer (ONL) thickness, height of serous retinal detachment (SRD) and non-SRD, and inner segment (IS) and outer segment (OS) lengths of the two groups were measured and compared at baseline and each follow-up. The correlations between the presence of FB and pre- and post-treatment factors were determined by logistic regression analysis. Results: At baseline, BCVA was significantly better, and CFT and incidence and height of SRD were significantly lower in the FB (+) group (all P < 0.05). At 6 months, FB was present in 65 (39.39%) eyes. Post-treatment BCVA was significantly better and OS length was significantly longer in the FB (+) group at 6 months (all P < 0.05). Multivariate analysis identified younger age, better BCVA, and lower CFT before treatment as significant predictors of the existence of FB at 6 months (all P < 0.05). At 6 months, better BCVA and longer OS length were significantly correlated with the existence of FB (all P < 0.05). Conclusions: Factors associated with the presence of FB after the resolution of DME include younger age, better baseline BCVA and lower baseline CFT, and better post-treatment BCVA and longer post-treatment OS length.
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Affiliation(s)
- Qiaowei Wu
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,General Hospital of Central Theater Command, Wuhan, China
| | - Yijun Hu
- Aier Institute of Refractive Surgery, Refractive Surgery Center, Guangzhou Aier Eye Hospital, Guangzhou, China.,Aier School of Ophthalmology, Central South University, Changsha, China
| | - Baoyi Liu
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Zhanjie Lin
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Yu Xiao
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Xiaomin Zeng
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Ying Fang
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Ying Yan
- General Hospital of Central Theater Command, Wuhan, China
| | - Ya Ye
- General Hospital of Central Theater Command, Wuhan, China
| | - Ming Yan
- General Hospital of Central Theater Command, Wuhan, China
| | - Zhen Huang
- General Hospital of Central Theater Command, Wuhan, China
| | - Honghua Yu
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Yanping Song
- The First School of Clinical Medicine, Southern Medical University, Guangzhou, China.,General Hospital of Central Theater Command, Wuhan, China
| | - Siwen Zang
- Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
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Zhang Y, Xu F, Lin Z, Wang J, Huang C, Wei M, Zhai W, Li J. Prediction of Visual Acuity after anti-VEGF Therapy in Diabetic Macular Edema by Machine Learning. J Diabetes Res 2022; 2022:5779210. [PMID: 35493607 PMCID: PMC9042629 DOI: 10.1155/2022/5779210] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Revised: 03/16/2022] [Accepted: 03/22/2022] [Indexed: 12/05/2022] Open
Abstract
PURPOSE To predict visual acuity (VA) 1 month after anti-vascular endothelial growth factor (VEGF) therapy in patients with diabetic macular edema (DME) by using machine learning. METHODS This retrospective study included 281 eyes with DME receiving intravitreal anti-VEGF treatment from January 1, 2019, to April 1, 2021. Eighteen features from electronic medical records and measurements data from OCT images were extracted. The data obtained from January 1, 2019, to November 1, 2020, were used as the training set; the data obtained from November 1, 2020, to April 1, 2021, were used as the validation set. Six different machine learning algorithms were used to predict VA in patients after anti-VEGF therapy. After the initial detailed investigation, we designed an optimization model for convenient application. The VA predicted by machine learning was compared with the ground truth. RESULTS The ensemble algorithm (linear regression + random forest regressor) performed best in VA and VA variance predictions. In the validation set, the mean absolute errors (MAEs) of VA predictions were 0.137-0.153 logMAR (within 7-8 letters), and the mean square errors (MSEs) were 0.033-0.045 logMAR (within 2-3 letters) for the 1-month VA predictions, respectively. For the prediction of VA variance at 1 month, the MAEs were 0.164-0.169 logMAR (within 9 letters), and the MSEs were 0.056-0.059 logMAR (within 3 letters), respectively. CONCLUSIONS Our machine learning models could accurately predict VA and VA variance in DME patients receiving anti-VEGF therapy 1 month after, which would be much valuable to guide precise individualized interventions and manage expectations in clinical practice.
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Affiliation(s)
- Ying Zhang
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
- Department of Occupational and Environmental Health, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Shandong Qidu Pharmaceutical Co. Ltd., Shandong Provincial Key Laboratory of Neuroprotective Drugs, Zibo, China
| | - Fabao Xu
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Zhenzhe Lin
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China
| | - Jiawei Wang
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Chao Huang
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Min Wei
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Weibin Zhai
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Jianqiao Li
- Department of Ophthalmology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
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Feature definition and comprehensive analysis on the robust identification of intraretinal cystoid regions using optical coherence tomography images. Pattern Anal Appl 2021. [DOI: 10.1007/s10044-021-01028-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
AbstractCurrently, optical coherence tomography is one of the most used medical imaging modalities, offering cross-sectional representations of the studied tissues. This image modality is specially relevant for the analysis of the retina, since it is the internal part of the human body that allows an almost direct examination without invasive techniques. One of the most representative cases of use of this medical imaging modality is for the identification and characterization of intraretinal fluid accumulations, critical for the diagnosis of one of the main causes of blindness in developed countries: the Diabetic Macular Edema. The study of these fluid accumulations is particularly interesting, both from the point of view of pattern recognition and from the different branches of health sciences. As these fluid accumulations are intermingled with retinal tissues, they present numerous variants according to their severity, and change their appearance depending on the configuration of the device; they are a perfect subject for an in-depth research, as they are considered to be a problem without a strict solution. In this work, we propose a comprehensive and detailed analysis of the patterns that characterize them. We employed a pool of 11 different texture and intensity feature families (giving a total of 510 markers) which we have analyzed using three different feature selection strategies and seven complementary classification algorithms. By doing so, we have been able to narrow down and explain the factors affecting this kind of accumulations and tissue lesions by means of machine learning techniques with a pipeline specially designed for this purpose.
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Ivastinovic D, Haas A, Weger M, Seidel G, Mayer-Xanthaki C, Lindner E, Guttmann A, Wedrich A. Vitrectomy for diabetic macular edema and the relevance of external limiting membrane. BMC Ophthalmol 2021; 21:334. [PMID: 34525998 PMCID: PMC8444500 DOI: 10.1186/s12886-021-02095-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 09/01/2021] [Indexed: 11/10/2022] Open
Abstract
PURPOSE To evaluate the relevance of external limiting membrane (ELM) on the visual and morphological results in eyes with diabetic macular edema (DME) that underwent pars plana vitrectomy (PPV) with epiretinal membrane (ERM) and internal limiting membrane (ILM) peeling. METHODS Medical records of patients with DME who underwent PPV at our unit between January 2017 and December 2019 were reviewed. We assessed preoperative and postoperative best-corrected visual acuity (BCVA), central macular thickness (CMT) using spectral domain OCT (optical coherence tomography). Exclusion criteria were previous PPV; incomplete data; concomitant diseases including retinal vein occlusion, age-related macular degeneration, uveitis; and a follow-up of less than 12 months. The surgeries were performed using 23- or 27-gauge vitrectomy. The ELM was graded depending on its configuration (grade 0 = intact, grade 1 to 3: disruption of varying extent). RESULTS Ninety-nine eyes were enrolled. The postoperative follow up averaged 23.7 months. The preoperative and final BCVA averaged 0.71 ± 0.28 and 0.52 ± 0.3 logMAR, respectively (p = 0.002). The CMT averaged 515.2 ± 209.1 μm preoperatively and 327 ± 66.1 μm postoperatively (p = 0.001). Eyes with intact ELM (n = 8) had a significantly better BCVA compared to those with ELM disruption (0.28 ± 0.14 vs. 0.7 ± 0.25 logMAR, p = 0.01). The final CMT was similar among the groups (intact ELM: 317 ± 54.6 μm; ELM disruption: 334 ± 75.2, p = 0.31). CONCLUSIONS PPV with ERM and ILM peeling is an effective treatment of DME. Eyes with intact ELM preoperatively had a significantly better final visual outcome. To maximize the benefit for patients with DME we recommend early PPV as long as ELM is intact.
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Affiliation(s)
- Domagoj Ivastinovic
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria.
| | - Anton Haas
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria
| | - Martin Weger
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria
| | - Gerald Seidel
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria
| | | | - Ewald Lindner
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria
| | - Andreas Guttmann
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria
| | - Andreas Wedrich
- Department of Ophthalmology, Medical University Graz, Auenbruggerplatz 4, 8036, Graz, Austria
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Eraslan S, Yıldırım Ö, Dursun Ö, Dinç E, Orekici Temel G. Relationship Between Final Visual Acuity and Optical Coherence Tomography Findings in Patients with Diabetic Macular Edema Undergoing Anti-VEGF Therapy. Turk J Ophthalmol 2021; 50:163-168. [PMID: 32631004 PMCID: PMC7338745 DOI: 10.4274/tjo.galenos.2019.91962] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
Objectives: To identify the prevalence of findings in optical coherence tomography (OCT) sections before intravitreal anti-VEGF treatment in patients with diabetic macular edema (DME), and to evaluate the relationship between these findings and final visual acuity and number of injections. Materials and Methods: This retrospective study included 296 eyes of 191 patients (104 male, 87 female) who started intravitreal ranibizumab treatment after being diagnosed with DME in the retina unit between January 2013 and April 2017 were included the study. Spectral domain OCT findings at the time of presentation such as presence of serous macular detachment (SD), vitreomacular traction (VMT), and epiretinal membrane (ERM) were recorded. In addition, the regularity of the ellipsoid zone (EZ) and inner retinal layers was also studied. Results: The mean central retinal thickness measured in SD-OCT was 449±81 μm before treatment and 350±96 μm after treatment (p<0.001). SD was detected in 155 eyes (52.4%), ERM in 67 eyes (22.6%), and VMT in 9 eyes (3%). Thirty eyes (10.1%) had disorganization of the retinal inner layers (DRIL) and 54 eyes (18.2%) had EZ deterioration. The presence of ERM, EZ irregularity, and DRIL were associated with significantly lower final visual acuity (p<0.0001), while there was no relationship between pre-treatment SD and final visual acuity (p=0.11). Injection number was higher in eyes with SD and ERM compared to those without, but this difference was statistically significant only in the presence of SD (p=0.01 and p=0.59, respectively). There was no difference in injection number according to EZ irregularity or presence of DRIL. Conclusion: The coexistence of SD with DME was associated with increased need for treatment but not with final visual acuity. EZ irregularities, DRIL, and ERM are findings that negatively affect visual acuity.
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Affiliation(s)
- Seher Eraslan
- Nevşehir State Hospital, Clinic of Ophthalmology, Nevşehir, Turkey
| | - Özlem Yıldırım
- Mersin University Faculty of Medicine, Department of Ophthalmology, Mersin, Turkey
| | - Özer Dursun
- Mersin University Faculty of Medicine, Department of Ophthalmology, Mersin, Turkey
| | - Erdem Dinç
- Mersin University Faculty of Medicine, Department of Ophthalmology, Mersin, Turkey
| | - Gülhan Orekici Temel
- Mersin University Faculty of Medicine, Department of Biostatistics, Mersin, Turkey
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Udaondo P, Adan A, Arias-Barquet L, Ascaso FJ, Cabrera-López F, Castro-Navarro V, Donate-López J, García-Layana A, Lavid FJ, Rodríguez-Maqueda M, Ruiz-Moreno JM. Challenges in Diabetic Macular Edema Management: An Expert Consensus Report. Clin Ophthalmol 2021; 15:3183-3195. [PMID: 34349495 PMCID: PMC8327476 DOI: 10.2147/opth.s320948] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 06/23/2021] [Indexed: 01/04/2023] Open
Abstract
Purpose This paper aimed to present daily-practice recommendations for the management of diabetic macular edema (DME) patients based on available scientific evidence and the clinical experience of the consensus panel. Methods A group of Spanish retina experts agreed to discuss different aspects related with the clinical management of DME patients. Results Panel was mainly focused on therapeutic objectives in DME management; definition terms; and role of biomarkers as prognostic and predictive factors to intravitreal treatment response. The panel recommends to start DME treatment as soon as possible in those eyes with a visual acuity less than 20/25 (always according to the retina unit capacity). Naïve patient was defined, in a strict manner, as a patient who, up to that moment, had never received any treatment. A refractory DME patient may be defined as the one who did not achieve a complete resolution of the disease, regardless of the treatment administered. Different optical coherence tomography biomarkers, such as disorganization of the retinal inner layers, hyperreflective dots, and cysts, have been identified as prognostic factors. Conclusion This document has sought to lay down a set of recommendations and to identify key issues that may be useful for the daily management of DME patients.
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Affiliation(s)
- Patricia Udaondo
- Department of Ophthalmology, Hospital Universitario y Politecnico la FE, Valencia, Spain
| | - Alfredo Adan
- Department of Ophthalmology, Hospital Clinic Barcelona, Barcelona, Spain
| | - Luis Arias-Barquet
- Department of Ophthalmology, University Complex Bellvitge, Barcelona, Spain
| | - Francisco J Ascaso
- Department of Ophthalmology, Hospital Universitario Lozano Blesa, Zaragoza, Spain
| | - Francisco Cabrera-López
- Department of Ophthalmology, Hospital Universitario Insular, Las Palmas de Gran Canaria, Spain
| | | | - Juan Donate-López
- Department of Ophthalmology, Hospital Clínico San Carlos, Madrid, Spain
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Wu Q, Zhang B, Hu Y, Liu B, Cao D, Yang D, Peng Q, Zhong P, Zeng X, Xiao Y, Li C, Fang Y, Feng S, Huang M, Cai H, Yang X, Yu H. DETECTION OF MORPHOLOGIC PATTERNS OF DIABETIC MACULAR EDEMA USING A DEEP LEARNING APPROACH BASED ON OPTICAL COHERENCE TOMOGRAPHY IMAGES. Retina 2021; 41:1110-1117. [PMID: 33031250 PMCID: PMC8078116 DOI: 10.1097/iae.0000000000002992] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
PURPOSE To develop a deep learning (DL) model to detect morphologic patterns of diabetic macular edema (DME) based on optical coherence tomography (OCT) images. METHODS In the training set, 12,365 OCT images were extracted from a public data set and an ophthalmic center. A total of 656 OCT images were extracted from another ophthalmic center for external validation. The presence or absence of three OCT patterns of DME, including diffused retinal thickening, cystoid macular edema, and serous retinal detachment, was labeled with 1 or 0, respectively. A DL model was trained to detect three OCT patterns of DME. The occlusion test was applied for the visualization of the DL model. RESULTS Applying 5-fold cross-validation method in internal validation, the area under the receiver operating characteristic curve for the detection of three OCT patterns (i.e., diffused retinal thickening, cystoid macular edema, and serous retinal detachment) was 0.971, 0.974, and 0.994, respectively, with an accuracy of 93.0%, 95.1%, and 98.8%, respectively, a sensitivity of 93.5%, 94.5%, and 96.7%, respectively, and a specificity of 92.3%, 95.6%, and 99.3%, respectively. In external validation, the area under the receiver operating characteristic curve was 0.970, 0.997, and 0.997, respectively, with an accuracy of 90.2%, 95.4%, and 95.9%, respectively, a sensitivity of 80.1%, 93.4%, and 94.9%, respectively, and a specificity of 97.6%, 97.2%, and 96.5%, respectively. The occlusion test showed that the DL model could successfully identify the pathologic regions most critical for detection. CONCLUSION Our DL model demonstrated high accuracy and transparency in the detection of OCT patterns of DME. These results emphasized the potential of artificial intelligence in assisting clinical decision-making processes in patients with DME.
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Affiliation(s)
- Qiaowei Wu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Bin Zhang
- School of Computer Science and Engineering, South China University of Technology, Guangzhou, China
| | - Yijun Hu
- Aier Institute of Refractive Surgery, Refractive Surgery Center, Guangzhou Aier Eye Hospital, Guangzhou, China
- Aier School of Ophthalmology, Central South University, Changsha, China
| | - Baoyi Liu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Dan Cao
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Dawei Yang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- Shantou University Medical College, Shantou, China; and
| | - Qingsheng Peng
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- Shantou University Medical College, Shantou, China; and
| | - Pingting Zhong
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- Shantou University Medical College, Shantou, China; and
| | - Xiaomin Zeng
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Yu Xiao
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Cong Li
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Ying Fang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Songfu Feng
- Department of Ophthalmology, Zhujiang Hospital of Southern Medical University, Guangzhou, China
| | - Manqing Huang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Hongmin Cai
- School of Computer Science and Engineering, South China University of Technology, Guangzhou, China
| | - Xiaohong Yang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Honghua Yu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, the Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
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Fujiwara A, Kanzaki Y, Kimura S, Hosokawa M, Shiode Y, Doi S, Takahashi K, Matoba R, Morizane Y. En face image-based classification of diabetic macular edema using swept source optical coherence tomography. Sci Rep 2021; 11:7665. [PMID: 33828222 PMCID: PMC8026626 DOI: 10.1038/s41598-021-87440-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 03/30/2021] [Indexed: 12/15/2022] Open
Abstract
This retrospective study was performed to classify diabetic macular edema (DME) based on the localization and area of the fluid and to investigate the relationship of the classification with visual acuity (VA). The fluid was visualized using en face optical coherence tomography (OCT) images constructed using swept-source OCT. A total of 128 eyes with DME were included. The retina was segmented into: Segment 1, mainly comprising the inner nuclear layer and outer plexiform layer, including Henle’s fiber layer; and Segment 2, mainly comprising the outer nuclear layer. DME was classified as: foveal cystoid space at Segment 1 and no fluid at Segment 2 (n = 24), parafoveal cystoid space at Segment 1 and no fluid at Segment 2 (n = 25), parafoveal cystoid space at Segment 1 and diffuse fluid at Segment 2 (n = 16), diffuse fluid at both segments (n = 37), and diffuse fluid at both segments with subretinal fluid (n = 26). Eyes with diffuse fluid at Segment 2 showed significantly poorer VA, higher ellipsoid zone disruption rates, and greater central subfield thickness than did those without fluid at Segment 2 (P < 0.001 for all). These results indicate the importance of the localization and area of the fluid for VA in DME.
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Affiliation(s)
- Atsushi Fujiwara
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan.,Department of Orthoptics, Faculty of Rehabilitation, Kawasaki University of Medical Welfare, Okayama, 701-0193, Japan
| | - Yuki Kanzaki
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Shuhei Kimura
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Mio Hosokawa
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Yusuke Shiode
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Shinichiro Doi
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Kosuke Takahashi
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Ryo Matoba
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan
| | - Yuki Morizane
- Department of Ophthalmology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, 2-5-1 Shikata-cho, Kita-ku, Okayama City, Okayama, 700-8558, Japan.
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AlQahtani AS, Hazzazi MA, Waheeb SA, Semidey VA, Semidey VA, Elgendy HK, Alkhars WI, Abouammoh MA, Al-Dhibi H. Saudi Arabia Guidelines for diabetic macular edema: A consensus of the Saudi Retina Group. Saudi Med J 2021; 42:131-145. [PMID: 33563731 PMCID: PMC7989293 DOI: 10.15537/smj.2021.2.25623] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 12/08/2020] [Indexed: 11/25/2022] Open
Abstract
Diabetes mellitus (DM) and its complications are major public health burdens in Saudi Arabia. The prevalence of diabetic retinopathy (DR) is 19.7% and the prevalence of diabetic macular edema (DME) is 5.7% in Saudi Arabia. Diabetic macular edema is a vision-threatening complication of DR and a major cause of vision loss worldwide. Ocular treatments include retinal laser photocoagulation, anti-vascular endothelial growth factor (anti-VEGF) agents, intravitreal corticosteroids, and vitreoretinal surgery when necessary. The present consensus was developed as a part of the Saudi Retina Group's efforts to generate Saudi guidelines and consensus for the management of DME, including recommendations for its diagnosis, treatment, and best practice. The experts' panel stipulates that the treatment algorithm should be categorized according to the presence of central macula involvement. In patients with no central macular involvement, laser photocoagulation is recommended as the first-line option. Patients with central macular involvement and no recent history of cardiovascular (CVS) or cerebrovascular disorders can be offered anti-VEGF agents as the first-line option. In the case of non-responders (defined as an improvement of <20% in optical coherence tomography or a gain of fewer than 5 letters in vision), switching to another anti-VEGF agent or steroids should be considered after 3 injections. Within the class of steroids, dexamethasone implants are recommended as the first choice. In patients with a recent history of CVS events, the use of anti-VEGF agents is not recommended, regardless of their lens status. The experts' panel recommends that a future study be conducted to provide a cut-off point for early switching to steroid implants in pseudo-phakic eyes.
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Affiliation(s)
- Abdullah S. AlQahtani
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Mohammad A. Hazzazi
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Saad A. Waheeb
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Valmore A. Semidey
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Valmore A. Semidey
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Hussein K. Elgendy
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Wajeeha I. Alkhars
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Marwan A. Abouammoh
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
| | - Hassan Al-Dhibi
- From the Department of Surgery (AlQahtani), Division of Ophthalmology, National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Ophthalmology (Waheeb), King Fisal Specialist Hospital and Research Center; from the Department of Ophthalmology (Elgendy), Retina Unit, Magrabi Eye and Ear Hospital, Jeddah; from the Department of Surgery (Hazzazi), Division of Ophthalmology, Riyadh National Guard Hospital, and from King Saud bin Abdulaziz University for Health Sciences; from the Department of Vitreoretinal (Semidey, Al-Dhibi), King Khalid Eye Specialist Hospital; from the Department of Ophthalmology (Abouammoh), College of Medicine, King Saud University, Riyadh; and from the Department of Retina and Uveitis (Alkhars), Dhahran Eye Specialist Hospital, Dhahran, Kingdom of Saudi Arabia.
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Pole C, Chehaibou I, Govetto A, Garrity S, Schwartz SD, Hubschman JP. Macular edema after rhegmatogenous retinal detachment repair: risk factors, OCT analysis, and treatment responses. Int J Retina Vitreous 2021; 7:9. [PMID: 33494835 PMCID: PMC7831177 DOI: 10.1186/s40942-020-00254-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 10/28/2020] [Indexed: 02/08/2023] Open
Abstract
PURPOSE To investigate risk factors, imaging characteristics, and treatment responses of cystoid macular edema (CME) after rhegmatogenous retinal detachment (RRD) repair. METHODS Consecutive, retrospective case-control series of patients who underwent pars plana vitrectomy (PPV) and/or scleral buckling (SB) for RRD, with at least six months of follow-up. Clinical and surgical parameters of patients with and without CME (nCME), based on spectral-domain optical coherence tomography (OCT), were compared. RESULTS Of 99 eyes enrolled, 25 had CME while 74 had nCME. Patients with CME underwent greater numbers of surgeries (P < 0.0001). After adjusting for number of surgeries, macula-off RRD (P = 0.06), proliferative vitreoretinopathy (PVR) (P = 0.09), surgical approach (PPV and/or SB, P = 0.21), and tamponade type (P = 0.10) were not statistically significant, although they all achieved significance on univariate analysis (P = 0.001 or less). Intraoperative retinectomy (P = 0.009) and postoperative pseudophakia or aphakia (P = 0.008) were more frequent in the CME group, even after adjustment. Characteristics of cCME on OCT included diffuse distribution, confluent cysts, and absence of subretinal fluid or intraretinal hyperreflective foci. Macular thickness improved significantly with intravitreal triamcinolone (P = 0.016), but not with anti-vascular endothelial growth factor agents (P = 0.828) or dexamethasone implant (P = 0.125). After adjusting for number of surgeries and macular detachment, final visual acuities remained significantly lower in the CME vs nCME group (P = 0.012). CONCLUSION Risk factors of CME include complex retinal detachment repairs requiring multiple surgeries, and pseudophakic or aphakic lens status. Although this cCME was associated with poor therapeutic response, corticosteroids were the most effective studied treatments.
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Affiliation(s)
- Cameron Pole
- Retina Division, Stein Eye Institute, University of California Los Angeles, 100 Stein Plaza, Los Angeles, CA, 90095-7002, USA
| | - Ismael Chehaibou
- Retina Division, Stein Eye Institute, University of California Los Angeles, 100 Stein Plaza, Los Angeles, CA, 90095-7002, USA.,Ophthalmology Department, AP-HP, Hôpital Lariboisière, Université de Paris, 75010, Paris, France
| | - Andrea Govetto
- Ophthalmology Department, Fatebenefratelli-Oftalmico Hospital, ASST-Fatebenefratelli-Sacco, Milan, Italy
| | - Sean Garrity
- Tufts Medical Center/New England Eye Center, Ophthalmic Consultants of Boston, Boston, MA, USA
| | - Steven D Schwartz
- Retina Division, Stein Eye Institute, University of California Los Angeles, 100 Stein Plaza, Los Angeles, CA, 90095-7002, USA
| | - Jean-Pierre Hubschman
- Retina Division, Stein Eye Institute, University of California Los Angeles, 100 Stein Plaza, Los Angeles, CA, 90095-7002, USA.
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Yoon CK, Sagong M, Shin JP, Lee SJ, Lee JE, Lee JE, Chung I, Jeong WJ, Pak KY, Kim HW. Title: efficacy of intravitreal dexamethasone implant on hard exudate in diabetic macular edema. BMC Ophthalmol 2021; 21:41. [PMID: 33451297 PMCID: PMC7811249 DOI: 10.1186/s12886-020-01786-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 12/21/2020] [Indexed: 11/28/2022] Open
Abstract
Background To investigate the effect of intravitreal dexamethasone implant (DEX implant) on hard exudate (HE) accompanying diabetic macular edema (DME). Methods This study was a non-comparative non-randomized 1-year prospective interventional study. Patients with DME and HE were treated using DEX implant two or three times. Color fundus photography and optical coherence tomography (OCT) were performed at every visit. HE area was measured semi-automatically from the fundus photographs. Results Thirty-five patients completed the study. Eleven patients (31.4%) received two injections, while the remaining received three times. HE area (primary outcome) significantly decreased from 1.404±2.094 mm2 (baseline) to 0.212±0.592 mm2 (last visit), which was 24% of the baseline HE area (P<0.001). HE1500 (HE within 1500 μm from the fovea) area also decreased significantly from 0.382±0.467 mm2 to 0.066±0.126 mm2 (P<0.001). Furthermore, anaverage best corrected visual acuity (BCVA) improvement of 4.4 Early Treatment Diabetic Retinopathy Study (ETDRS) letters was observed (from 49.9±18.3 to 54.3±20.4 letters) (P= 0.008). Central macular thickness (CMT) decreased from 455.8±23.6 μm to 366.8±31.1 μm (P=0.009). Repetitive measurements for entire study duration was analyzed using generalized estimating equations (GEE), where BCVA was related to age, CMT, and HE1500 area in multivariate analyses. Conclusion DEX implant could reduce and suppress HE in DME for one year with two or three injections. And centrally located HE area (HE1500 area) is related to vision. Trial registration ClinicalTrials.gov, NCT02399657, Registered 26 March 2015.
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Affiliation(s)
- Chang Ki Yoon
- Department of Ophthalmology, Seoul National University Hospital, Seoul, Korea
| | - Min Sagong
- Department of Ophthalmology, Yeungnam University College of Medicine, Daegu, Korea
| | - Jae Pil Shin
- Department of Ophthalmology, School of Medicine, Kyungpook National University, Daegu, Korea
| | - Sang Joon Lee
- Department of Ophthalmology, Kosin University college of medicine, Gospel Hospital, Busan, Korea
| | | | - Ji Eun Lee
- College of Medicine, Pusan National University, Yangsan, Korea
| | - Inyoung Chung
- Institute of Health Sciences, Gyeongsang National University Hospital, Gyeongsang National University, Jinju, Korea
| | | | - Kang Yeun Pak
- Inje Univertisy, Haeundae Paik hospital, 875, Haeun-daero, Haeundae-gu, 48108, Busan, Korea
| | - Hyun Woong Kim
- Inje Univertisy, Haeundae Paik hospital, 875, Haeun-daero, Haeundae-gu, 48108, Busan, Korea. .,Inje University Pusan Paik hospital, 875, Haeun-daero, Haeundae-gu, 48108, Busan, Korea.
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Chen NN, Chen WD, Lai CH, Kuo CN, Chen CL, Huang JC, Wu PC, Wu PL, Chen CY. Optical Coherence Tomographic Patterns as Predictors of Structural Outcome After Intravitreal Ranibizumab in Diabetic Macula Edema. Clin Ophthalmol 2020; 14:4023-4030. [PMID: 33262567 PMCID: PMC7698720 DOI: 10.2147/opth.s264669] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Accepted: 11/02/2020] [Indexed: 11/24/2022] Open
Abstract
Background/Objectives The purpose of this study was to present an association between the treatment response of diabetic macular edema (DME) to intravitreal ranibizumab (IVR) injections and different morphology patterns using spectral domain optical coherence tomography (SD-OCT). Subjects/Methods This retrospective study included 216 eyes of 142 subjects who received IVR for DME and were observed for at least 2 years. Medical charts and SD-OCT images of consecutive patients were reviewed at baseline, 1, 3, 6, 12, and 24 months after first IVR treatment. The OCT patterns were characterized as diffuse retinal thickening (DRT), cystoid macular edema (CME), serous retinal detachment (SRD), and vitreomacular interface abnormalities (VMIAs). All patients were classified into four groups based on the OCT findings. Results For a total of 216 eyes, 36 eyes were classified into the DRT group, 76 in the CME group, 42 in the SRD group, and 62 in the VMIA group. There were significant central macula thickness (CMT) improvements in all groups at the 1st month and the 2nd year, except for the DRT group at the 2nd year. Patients with OCT findings of hyperreflective dots (HRDs), metabolic parameters of hyperlipidemia, and coronary artery disease (CAD) had significantly less improvements in CMT at 2-year follow-up (P=0.029, 0.007, <0.001, respectively). Conclusion A trend toward decreased effectiveness after long-term IVR treatment was observed in the DRT group. Consistent IVR treatment could still achieve favorable improvement in the reduction of CMT in 2-year follow-up in the VMIA group. Different OCT patterns in DME may affect the therapeutic role of anti-VEGF agents and predict the structure outcome.
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Affiliation(s)
- Nan-Ni Chen
- Department of Ophthalmology, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Wei-Dar Chen
- Department of Ophthalmology, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Chien-Hsiung Lai
- Department of Ophthalmology, Chang Gung Memorial Hospital, Chiayi, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Nursing, Chang Gung University of Science and Technology, Chiayi, Taiwan.,School of Traditional Chinese Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Chien-Neng Kuo
- Department of Ophthalmology, Changhua Christian Hospital, Changhua, Taiwan
| | - Ching-Lung Chen
- Department of Ophthalmology, Chang Gung Memorial Hospital, Chiayi, Taiwan.,Department of Optometry, Chung Hwa University of Medical Technology, Tainan City, Taiwan
| | - Jou-Chen Huang
- Department of Ophthalmology, Taipei Medical University Hospital, Taipei, Taiwan
| | - Pei-Chen Wu
- Department of Ophthalmology, Landseed International Hospital, Taoyuan, Taiwan
| | - Pei-Lun Wu
- Department of Ophthalmology, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Chau-Yin Chen
- Department of Ophthalmology, Chang Gung Memorial Hospital, Chiayi, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
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Bayat AH, Elçioğlu MN. Effects of dexamethasone treatment on serous retinal detachment in ranibizumab-resistant diabetic macular edema. Ther Adv Ophthalmol 2020; 12:2515841420971936. [PMID: 33225213 PMCID: PMC7658505 DOI: 10.1177/2515841420971936] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 10/16/2020] [Indexed: 11/16/2022] Open
Abstract
Purpose To evaluate outcome of intravitreal dexamethasone implant (IDI) treatment on serous retinal detachment (SRD) in patients with ranibizumab-resistant diabetic macular edema (DME). Materials and methods Forty-eight eyes of 48 patients with DME resistant to ranibizumab were enrolled in this retrospective and comparative study. Patients were divided into two groups according to presence of serous retinal detachment: (1) SRD or (2) non-SRD groups. All patients had at least three monthly ranibizumab injections, after which they were treated with IDI. The best-corrected visual acuity (BCVA), central retinal thickness (CRT), use of antiglaucomatous drugs, and presence of cataract progression were noted at 1, 3, and 6 months post-IDI treatment. Results There was not any statistically significant difference in terms of baseline characteristics of the patients. The mean CRT was declined in both groups at 1, 3, and 6 months (p < 0.001). After IDI treatment, the mean BCVA was improved in both groups at 1, 3, and 6 months (p < 0.001). When groups were compared, the change in CRT was higher in the SRD group (p = 0.018), while there was no statistically significant difference between groups in terms of BCVA changes (p = 0.448). Conclusion The presence of SRD resulted in higher anatomical gain. SRD had no effects on visual changes after dexamethasone treatment in patients with ranibizumab-resistant DME.
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Affiliation(s)
- Alper Halil Bayat
- Department of Ophthalmology, Esenler Hospital, Medipol University, Birlik mah. Bahçeler cad. No:5, Esenler, 34083 İstanbul, Turkey
| | - Mustafa Nuri Elçioğlu
- Department of Ophthalmology, Okmeydanı Training and Research Hospital, University of Health Sciences, İstanbul, Turkey
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Lim BS, Cho YW, Won JY. The Effect of a 0.1% Bromfenac Solution on Diabetic Macular Edema. JOURNAL OF THE KOREAN OPHTHALMOLOGICAL SOCIETY 2020. [DOI: 10.3341/jkos.2020.61.11.1273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Hwang DK, Chou YB, Lin TC, Yang HY, Kao ZK, Kao CL, Yang YP, Chen SJ, Hsu CC, Jheng YC. Optical coherence tomography-based diabetic macula edema screening with artificial intelligence. J Chin Med Assoc 2020; 83:1034-1038. [PMID: 32452907 PMCID: PMC7647434 DOI: 10.1097/jcma.0000000000000351] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 04/23/2020] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Optical coherence tomography (OCT) is considered as a sensitive and noninvasive tool to evaluate the macular lesions. In patients with diabetes mellitus (DM), the existence of diabetic macular edema (DME) can cause significant vision impairment and further intravitreal injection (IVI) of anti-vascular endothelial growth factor (VEGF) is needed. However, the increasing number of DM patients makes it a big burden for clinicians to manually determine whether DME exists in the OCT images. The artificial intelligence (AI) now enormously applied to many medical territories may help reduce the burden on clinicians. METHODS We selected DME patients receiving IVI of anti-VEGF or corticosteroid at Taipei Veterans General Hospital in 2017. All macular cross-sectional scan OCT images were collected retrospectively from the eyes of these patients from January 2008 to July 2018. We further established AI models based on convolutional neural network architecture to determine whether the DM patients have DME by OCT images. RESULTS Based on the convolutional neural networks, InceptionV3 and VGG16, our AI system achieved a high DME diagnostic accuracy of 93.09% and 92.82%, respectively. The sensitivity of the VGG16 and InceptionV3 models was 96.48% and 95.15%., respectively. The specificity was corresponding to 86.67% and 89.63% for VGG16 and InceptionV3, respectively. We further developed an OCT-driven platform based on these AI models. CONCLUSION We successfully set up AI models to provide an accurate diagnosis of DME by OCT images. These models may assist clinicians in screening DME in DM patients in the future.
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Affiliation(s)
- De-Kuang Hwang
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Ophthalmology, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Yu-Bai Chou
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Ophthalmology, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Tai-Chi Lin
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Ophthalmology, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Hsin-Yu Yang
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Zih-Kai Kao
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Chung-Lan Kao
- Department of Physical Medicine & Rehabilitation, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Physical Medicine & Rehabilitation, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Yi-Ping Yang
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Pharmacology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Shih-Jen Chen
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Ophthalmology, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Chih-Chien Hsu
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Ophthalmology, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Ying-Chun Jheng
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Physical Medicine & Rehabilitation, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Department of Physical Medicine & Rehabilitation, School of Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
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Furino C, Niro A, Reibaldi M, Boscia F, Alessio G. Efficacy of Intravitreal Dexamethasone Implant in Different Patterns of Diabetic Macular Edema. J Ophthalmic Vis Res 2020; 15:524-530. [PMID: 33133444 PMCID: PMC7591829 DOI: 10.18502/jovr.v15i4.7787] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Accepted: 08/05/2020] [Indexed: 01/17/2023] Open
Abstract
PURPOSE Different patterns of diabetic macular edema (DME) suggest different pathogenesis and drug response. We evaluated the outcomes after intravitreal dexamethasone (DEX) implant for DME with or without serous retinal detachment (SRD). METHODS In this retrospective study, 22 naïve patients (23 eyes) with DME who underwent a single DEX implant were evaluated. Based on the optical coherence tomographic pattern of DME, 12 eyes had a cystoid macular edema pattern (Group 1) and 11 eyes had an SRD pattern (Group 2). The best-corrected visual acuity (BCVA), central retinal thickness (СRТ), central retinal volume (CRV), SRD height (SRDh), and intraocular pressure (IOP) were recorded before and at two and four months after the treatment. RESULTS There were no significant differences between the groups regarding demographic, clinical data and outcomes at baseline. In Group 1, the CRT and CRV significantly decreased at two months (P = 0.002 and P = 0.01, respectively), while the BCVA significantly improved at four months (P = 0.03). In Group 2, the CRT and CRV significantly improved (P < 0.01 and P ≤ 0.01, respectively) during the follow-up period. At four months, both groups showed a recurrence of DME, Group 1 in particular (two-month CRT reduction, -149 ± 127 µm vs four-month CRT reduction, -72 ± 174 µm; P = 0.04). The mean reduction in CRV was significantly different at four months (Group 1, -0.49 ± 1.7 mm3 vs Group 2, -1.3 ± 1.3 mm3 ; P = 0.04). In Group 2, the SRDh significantly decreased at two (P = 0.01) and four months (P = 0.01). Four cases with elevated IOP were managed. CONCLUSION DEX implants were found to be effective in different patterns of DME. The SRD pattern may predict a longer-lasting morphologic efficacy.
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Affiliation(s)
- Claudio Furino
- Department of Medical Science, Neuroscience and Sense Organs, Eye Clinic, University of Bari, Bari, Italy
| | - Alfredo Niro
- Eye Clinic, Hospital “S. G. MOSCATI”, ASL TA, Taranto, Italy
| | | | - Francesco Boscia
- Department of Surgical, Microsurgical and Medical Sciences, Eye Clinic, University of Sassari, Sassari, Italy
| | - Giovanni Alessio
- Department of Medical Science, Neuroscience and Sense Organs, Eye Clinic, University of Bari, Bari, Italy
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OPTICAL COHERENCE TOMOGRAPHY BIOMARKERS TO DISTINGUISH DIABETIC MACULAR EDEMA FROM PSEUDOPHAKIC CYSTOID MACULAR EDEMA USING MACHINE LEARNING ALGORITHMS. Retina 2020; 39:2283-2291. [PMID: 30312254 DOI: 10.1097/iae.0000000000002342] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE In diabetic patients presenting with macular edema (ME) shortly after cataract surgery, identifying the underlying pathology can be challenging and influence management. Our aim was to develop a simple clinical classifier able to confirm a diabetic etiology using few spectral domain optical coherence tomography parameters. METHODS We analyzed spectral domain optical coherence tomography data of 153 patients with either pseudophakic cystoid ME (n = 57), diabetic ME (n = 86), or "mixed" (n = 10). We used advanced machine learning algorithms to develop a predictive classifier using the smallest number of parameters. RESULTS Most differentiating were the existence of hard exudates, hyperreflective foci, subretinal fluid, ME pattern, and the location of cysts within retinal layers. Using only 3 to 6 spectral domain optical coherence tomography parameters, we achieved a sensitivity of 94% to 98%, specificity of 94% to 95%, and an area under the curve of 0.937 to 0.987 (depending on the method) for confirming a diabetic etiology. A simple decision flowchart achieved a sensitivity of 96%, a specificity of 95%, and an area under the curve of 0.937. CONCLUSION Confirming a diabetic etiology for edema in cases with uncertainty between diabetic cystoid ME and pseudophakic ME was possible using few spectral domain optical coherence tomography parameters with high accuracy. We propose a clinical decision flowchart for cases with uncertainty, which may support the decision for intravitreal injections rather than topical treatment.
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Ghasemi Falavarjani K, Mirshahi R, Ghasemizadeh S, Sardarinia M. Stepwise segmentation error correction in optical coherence tomography angiography images of patients with diabetic macular edema. Ther Adv Ophthalmol 2020; 12:2515841420947931. [PMID: 32923938 PMCID: PMC7457684 DOI: 10.1177/2515841420947931] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Accepted: 07/13/2020] [Indexed: 11/16/2022] Open
Abstract
Aim: To determine the minimum number of optical coherence tomography B-scan
corrections required to provide acceptable vessel density measurements on
optical coherence tomography angiography images in eyes with diabetic
macular edema. Methods: In this prospective, noninterventional case series, the optical coherence
tomography angiography images of eyes with center-involving diabetic macular
edema were assessed. Optical coherence tomography angiography imaging was
performed using RTVue Avanti spectral-domain optical coherence tomography
system with the AngioVue software (V.2017.1.0.151; Optovue, Fremont, CA,
USA). Segmentation error was recorded and manually corrected in the inner
retinal layers in the central foveal, 100th and 200th optical coherence
tomography B-scans. The segmentation error correction was then continued
until all optical coherence tomography B-scans in whole en face image were
corrected. At each step, the manual correction of each optical coherence
tomography B-scan was propagated to whole image. The vessel density and
retinal thickness were recorded at baseline and after each optical coherence
tomography B-scan correction. Results: A total of 36 eyes of 26 patients were included. To achieve full segmentation
error correction in whole en face image, an average of 1.72 ± 1.81 and
5.57 ± 3.87 B-scans was corrected in inner plexiform layer and outer
plexiform layer, respectively. The change in the vessel density measurements
after complete segmentation error correction was statistically significant
after inner plexiform layer correction. However, no statistically
significant change in vessel density was found after manual correction of
the outer plexiform layer. The vessel density measurements were
statistically significantly different after single central foveal B-scan
correction of inner plexiform layer compared with the baseline measurements
(p = 0.03); however, it remained unchanged after
further segmentation corrections of inner plexiform layer. Conclusion: Multiple optical coherence tomography B-scans should be manually corrected to
address segmentation error in whole images of en face optical coherence
tomography angiography in eyes with diabetic macular edema. Correction of
central foveal B-scan provides the most significant change in vessel density
measurements in eyes with diabetic macular edema.
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Affiliation(s)
- Khalil Ghasemi Falavarjani
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Tehran, Iran
| | - Reza Mirshahi
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran University of Medical Sciences, Sattarkhan-Niaiesh St, Tehran, 1445613131, Iran
| | - Shahriar Ghasemizadeh
- Eye Research Center, The Five Senses Institute, Rassoul Akram Hospital, Iran 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
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Lenis TL, Au A, Hou K, Govetto A, Sarraf D. Alterations of the foveal central bouquet associated with cystoid macular edema. Can J Ophthalmol 2020; 55:301-309. [DOI: 10.1016/j.jcjo.2020.01.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2019] [Revised: 01/22/2020] [Accepted: 01/27/2020] [Indexed: 11/30/2022]
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Spectral domain optical coherence tomography classification of diabetic macular edema: a new proposal to clinical practice. Graefes Arch Clin Exp Ophthalmol 2020; 258:1165-1172. [PMID: 32152718 DOI: 10.1007/s00417-020-04640-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2019] [Revised: 02/05/2020] [Accepted: 02/25/2020] [Indexed: 12/14/2022] Open
Abstract
PURPOSE To classify the types of diabetic macular edema (DME) and evaluate its morphological features on spectral domain optical coherence tomography (SD-OCT) and determine correlations between visual acuity and OCT findings. METHODS We assessed 406 eyes of 309 patients with a diagnosis of DME retrospectively. Three types based on SD-OCT were identified: diffuse macular edema, cystoid macular edema, and cystoid degeneration. Morphological features such as serous macular detachment (SMD), vitreomacular interface abnormalities (VMAI), hard exudates, photoreceptor status, and correlations between visual acuity and those morphological features were also evaluated by SD-OCT. RESULTS The most common type of DME was cystoid edema (68.5%). No statistically significant difference was found between groups in sex (P = 0.40), type of diabetes (P = 0.50), or diabetic retinopathy (P = 0.78). However, the duration of symptoms and BCVA was significantly lower in the group with cystoid degeneration compared with the group with cystoid edema (P < 0.001) and the group with diffuse macular edema (P < 0.001). In the group with cystoid degeneration compared with the groups with cystoid and diffuse edema, the central fovea and central subfield were significantly thicker (both (P < 0.001), the subfoveal choroid was significantly thinner (P = 0.049), rate of serous macular detachment was significantly lower (P < 0.001), and the rate of outer retinal damage was significantly higher (P < 0.001). CONCLUSIONS Cystoid macular degeneration, which is consistent with poor functional and morphological outcomes, should be differentiated from cystoid macular edema. Serous macular detachment, which is mostly seen in eyes with early stages of DME, should be evaluated as an accompanying morphological finding rather than a type of DME.
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50
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Bradvica M, Biuk D, Štenc Bradvica I, Vinković M, Cerovski B, Barać I. THE ROLE OF FREQUENCY DOUBLING TECHNOLOGY PERIMETRY IN EARLY DETECTION OF DIABETIC RETINOPATHY. Acta Clin Croat 2020; 59:10-18. [PMID: 32724270 PMCID: PMC7382870 DOI: 10.20471/acc.2020.59.01.02] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
The aim was to assess whether standard automated perimetry (SAP) and frequency doubling technology (FDT) perimetry are able to detect the effect of diabetes mellitus (DM) on retinal function in DM patients in the early stage of disease and to analyze which method is more specific and sensitive. A randomized cross-sectional study was conducted in three different groups of patients to compare the capability of these two methods to examine visual field and to detect the change in light sensitivity. Visual function was assessed in 60 adults with normal retinal finding, 60 adults with DM without clinically detectable retinopathy and 60 adults with DM and non-proliferative diabetic retinopathy but normal visual acuity. FDT perimetry and SAP were performed in all study patients. The presence and severity of diabetic retinopathy was determined by taking and evaluating two 50° field color photographs per eye, macula-centered and disc-centered. The following results were obtained by analyzing parameters in the groups of diabetic patients: sensitivity and specificity of SAP and FDT for medium sensitivity 86.7/33.3 (p<0.061) and 71.7/41.7 (p<0.228), respectively; for medium deficit 41.7/76.7 (p<0.063) and 65/50 (p<0.362), respectively; for loss of variance/pattern standard deviation (LV/PSD) 51.7/61.7 (p<0.536) and 61.7/51.7 (p<0.666), respectively; and for foveal sensitivity 81.7/36.7 (p<0.096) and 23.3/86.7 (p<0.839), respectively. Analysis of parameters between diabetics and control group yielded sensitivity and specificity for medium sensitivity 71.7/61.7 (p<0.001) and 70.8/55 (p<0.002), respectively; for medium deficit 56.7/60 (p<0.058) and 77.5/43.3 (p<0.037), respectively; for LV/PSD 58.3/58.3 (p<0.042) and 33.3/83.3 (p<0.437), respectively; and for foveal sensitivity 82.5/53.3 (p<0.001) and 28.3/85 (p<0.195), respectively. We concluded that neither of these methods was sensitive and specific enough to distinguish diabetics without retinopathy from diabetics with retinopathy. Both of these methods were highly specific and sensitive to distinguish diabetics from healthy subjects, but neither of these methods proved superior.
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Affiliation(s)
| | - Dubravka Biuk
- 1Department of Ophthalmology, Osijek University Hospital Centre, Osijek, Croatia; 2Department of Ophthalmology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 3Department of Neurology, Osijek University Hospital Centre, Osijek, Croatia; 4Department of Neurology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 5Department of Ophthalmology, Zagreb University Hospital Centre, Zagreb, Croatia; 6Department of Ophthalmology, School of Medicine, University of Zagreb, Zagreb, Croatia; 7Osijek University Hospital Centre, Osijek, Croatia
| | - Ivanka Štenc Bradvica
- 1Department of Ophthalmology, Osijek University Hospital Centre, Osijek, Croatia; 2Department of Ophthalmology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 3Department of Neurology, Osijek University Hospital Centre, Osijek, Croatia; 4Department of Neurology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 5Department of Ophthalmology, Zagreb University Hospital Centre, Zagreb, Croatia; 6Department of Ophthalmology, School of Medicine, University of Zagreb, Zagreb, Croatia; 7Osijek University Hospital Centre, Osijek, Croatia
| | - Maja Vinković
- 1Department of Ophthalmology, Osijek University Hospital Centre, Osijek, Croatia; 2Department of Ophthalmology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 3Department of Neurology, Osijek University Hospital Centre, Osijek, Croatia; 4Department of Neurology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 5Department of Ophthalmology, Zagreb University Hospital Centre, Zagreb, Croatia; 6Department of Ophthalmology, School of Medicine, University of Zagreb, Zagreb, Croatia; 7Osijek University Hospital Centre, Osijek, Croatia
| | - Branimir Cerovski
- 1Department of Ophthalmology, Osijek University Hospital Centre, Osijek, Croatia; 2Department of Ophthalmology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 3Department of Neurology, Osijek University Hospital Centre, Osijek, Croatia; 4Department of Neurology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 5Department of Ophthalmology, Zagreb University Hospital Centre, Zagreb, Croatia; 6Department of Ophthalmology, School of Medicine, University of Zagreb, Zagreb, Croatia; 7Osijek University Hospital Centre, Osijek, Croatia
| | - Ivona Barać
- 1Department of Ophthalmology, Osijek University Hospital Centre, Osijek, Croatia; 2Department of Ophthalmology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 3Department of Neurology, Osijek University Hospital Centre, Osijek, Croatia; 4Department of Neurology, Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia; 5Department of Ophthalmology, Zagreb University Hospital Centre, Zagreb, Croatia; 6Department of Ophthalmology, School of Medicine, University of Zagreb, Zagreb, Croatia; 7Osijek University Hospital Centre, Osijek, Croatia
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