scholarly journals Diabetic Macular Edema Characterization and Visualization Using Optical Coherence Tomography Images

2020 ◽  
Vol 10 (21) ◽  
pp. 7718
Author(s):  
Plácido L. Vidal ◽  
Joaquim de Moura ◽  
Macarena Díaz ◽  
Jorge Novo ◽  
Marcos Ortega
Keyword(s):  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Vision Loss ◽  
Serous Retinal Detachment ◽  
Developed Countries ◽  
Adequate Treatment ◽  
Robust Detection ◽  
Average Accuracy ◽  
Clinical Literature ◽  
Voting Strategy

Diabetic Retinopathy and Diabetic Macular Edema (DME) represent one of the main causes of blindness in developed countries. They are characterized by fluid deposits in the retinal layers, causing a progressive vision loss over the time. The clinical literature defines three DME types according to the texture and disposition of the fluid accumulations: Cystoid Macular Edema (CME), Diffuse Retinal Thickening (DRT) and Serous Retinal Detachment (SRD). Detecting each one is essential as, depending on their presence, the expert will decide on the adequate treatment of the pathology. In this work, we propose a robust detection and visualization methodology based on the analysis of independent image regions. We study a complete and heterogeneous library of 375 texture and intensity features in a dataset of 356 labeled images from two of the most used capture devices in the clinical domain: a CIRRUSTM HD-OCT 500 Carl Zeiss Meditec and 179 OCT images from a modular HRA + OCT SPECTRALIS® from Heidelberg Engineering, Inc. We extracted 33,810 samples for each type of DME for the feature analysis and incremental training of four different classifier paradigms. This way, we achieved an 84.04% average accuracy for CME, 78.44% average accuracy for DRT and 95.40% average accuracy for SRD. These models are used to generate an intuitive visualization of the fluid regions. We use an image sampling and voting strategy, resulting in a system capable of detecting and characterizing the three types of DME presenting them in an intuitive and repeatable way.

Aflibercept for the Treatment of Diabetic Retinopathy and Diabetic Macular Edema

2018 ◽  
pp. 147-154
Keyword(s):  
Diabetic Retinopathy ◽  
Growth Factor ◽  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Vision Loss ◽  
Developed Countries ◽  
Inhibitory Effect ◽  
Duration Of Action ◽  
Anti Vegf ◽  
Working Age

Diabetic macular edema (DME) is a common complication of diabetic retinopathy (DR) and is a leading cause of vision loss in developed countries during the working age. Understanding the role of vascular endothelial growth factor (VEGF) in the pathogenesis of DME has emphasized the importance of using anti-VEGF agents in treatment. Anti-VEGF drugs such as pegaptanib, ranibizumab, bevacizumab, and aflibercept have been studied in the treatment of DME. Aflibercept is a recombinant fusion protein with an inhibitory effect on VEGF-A, VEGF-B, placental growth factor (PIGF) 1 and 2. It is believed that this agent has a longer duration of action than other anti-VEGF molecules due to its high-affinity binding to the VEGF molecule. This review summarizes the pharmacological properties of aflibercept in terms of clinical efficacy, use, and tolerability in the treatment of DME.

scholarly journals Endothelial cells derived from patients with diabetic macular edema recapitulate clinical evaluations of anti-VEGF responsiveness through the Neuronal Pentraxin 2 pathway

2020 ◽  
Author(s):  
Ada Admin ◽  
Marta Vila Gonzalez ◽  
Magdalini Eleftheriadou ◽  
Sophia Kelaini ◽  
Hojjat Naderi-Meshkin ◽  
...  
Keyword(s):  
Endothelial Cells ◽  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Vision Loss ◽  
Expression Profiles ◽  
Gene Expression Profiles ◽  
First Year ◽  
Differential Outcomes ◽  
Anti Vegf ◽  
Neuronal Pentraxin

Diabetic macular edema (DME) remains a leading cause of vision loss worldwide. DME is commonly treated with intravitreal injections of vascular endothelial growth factor (VEGF) neutralising antibodies. Anti-VEGFs are effective but not all patients fully respond to them. Given their potential side effects, inconvenience and high cost, identifying who may not respond appropriately to anti-VEGFs and why is essential. <p>Herein, we determine first the response to anti-VEGFs in a cohort of DME patients using spectral-domain optical coherence tomography scans obtained throughout the first year of treatment. We found that in 28% of eyes full clearance of fluid occurred at any time during the first year (“full responders”); in 66% fluid cleared only partly (“partial responders”); in 6% fluid remained unchanged (“non-responders”). To understand this differential response, we generated induced pluripotent stem cells (iPS) from “full responders” and “non-responders” and from diabetic subjects with no DME and age-matched non-diabetic volunteers and differentiated them into endothelial cells (iPS-ECs). Monolayers of iPS-ECs derived from diabetics showed marked and prolonged increased permeability upon exposure to VEGF when compared with non-diabetic controls; the response was significantly exaggerated in iPS-ECs from “non-responders” when compared with “full responders”. Moreover, phosphorylation of key cellular proteins in response to VEGF, including VEGFR2, and gene expression profiles, such as Neuronal Pentraxin 2 (NPTX2) expression, differed between “full responders” and “non-responders”. </p> <p>In the current study, iPS were used to predict patient response to anti-VEGF and identify key mechanisms underpinning the differential outcomes observed in the clinic. This approach has identified NPTX2 as playing a significant role in patient-linked responses and has potential as a new therapeutic target for DME. </p>

scholarly journals Current multimodal diagnostic tools for diabetic macular edema to select a management strategy

2021 ◽  
Vol 21 (4) ◽  
pp. 210-214
Author(s):  
M.V. Pshenichnov ◽  
Keyword(s):  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Management Strategy ◽  
Low Vision ◽  
Management Strategies ◽  
Developed Countries ◽  
Diagnostic Tools ◽  
Published Data ◽  
Working Age ◽  
Diagnostic Approaches

Diabetes is a severe chronic disease that significantly affects the quality of life of individuals, their families, and society worldwide. Diabetic retinopathy, particularly diabetic macular edema (DME), is the leading cause of blindness and low vision among adults of working age in developed countries and Russia. A recent multimodal approach to diagnose DME resulted in new classifications of this disorder and slightly modified earlier views. The analysis of DME biomarkers allows for selecting management strategies for each patient, prescribing adequate medical treatment, and predicting potential treatment response. This paper aimed to analyze published data and up-to-date diagnostic approaches to DME. These tools provide a correct therapeutic strategy based on the DME pattern. Keywords: diabetic macular edema, optical coherence tomography, anti-VEGF treatment. For citation: Pshenichnov M.V. Current multimodal diagnostic tools for diabetic macular edema to select a management strategy. Russian Journal of Clinical Ophthalmology. 2021;21(4):210–214 (in Russ.). DOI: 10.32364/2311-7729-2021-21-4-210-214.

scholarly journals Real-world outcomes of two-year Conbercept therapy for diabetic macular edema

2021 ◽  
Vol 14 (3) ◽  
pp. 416-422
Author(s):  
Yong Cheng ◽  
◽  
Ming-Wei Zhao ◽  
Tong Qian ◽  
◽  
...  
Keyword(s):  
Visual Acuity ◽  
Adverse Events ◽  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Vision Loss ◽  
Retinal Thickness ◽  
Corrected Visual Acuity ◽  
The Mean ◽  
Number Of Injections ◽  
Best Corrected Visual Acuity

AIM: To evaluate the two-year outcomes of patients treated for diabetic macular edema (DME) with intravitreal Conbercept (IVC). METHODS: The clinical data of 30 DME patients (36 eyes) were retrospectively reviewed. The patients were treated with IVC for 3mo. Additional IVC was given at subsequent monthly visits, if needed (3+PRN). The patients were followed up for 24mo. RESULTS: The best-corrected visual acuity (BCVA) at 24mo significantly increased (66.7±15.3 letters) in comparison with the baseline (54.4±15.4 letters, P<0.0001). The mean improvement in BCVA was 11.0±2.9 letters. At 24mo, 44.1% of the eyes surveyed gained ≥15 letters, 52.9% of the eyes gained ≥10 letters, and 70.6% of the eyes gained ≥5 letters. No vision loss was noted in 96.8% of the eyes, and 5.9% of the eyes lost ≥5 letters, but ≤10 letters. The central retinal thickness (CRT) at 24mo was significantly reduced (277.1±122.9 μm) in comparison with the baseline (510.9±186.1 μm, P<0.0001). At 24mo, 43.3% of the patients had a CRT ≤250 μm. The mean number of injections over 24mo was 10.6±2.0. No severe eye or systemic adverse events related to either the drug or injection were noted. CONCLUSION: IVC is safe and effective for the treatment of DME.

scholarly journals Efficacy of Intravitreal Dexamethasone Implant in Different Patterns of Diabetic Macular Edema

2020 ◽  
Author(s):  
Claudio Furino ◽  
Alfredo Niro ◽  
Michele Reibaldi ◽  
Maria Oliva Grassi ◽  
Francesco Boscia ◽  
...  
Keyword(s):  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Serous Retinal Detachment ◽  
Intravitreal Dexamethasone Implant ◽  
The Mean ◽  
Group 2 ◽  
Intravitreal Dexamethasone ◽  
Pattern Group ◽  
Group 1

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.

Automated detection of diabetic macular edema involving cystoids and serous retinal detachment

2020 ◽  
Vol 127 ◽  
pp. 106157
Author(s):  
Prashant Kumar Maurya ◽  
Vishal Gupta ◽  
Maninder Singh ◽  
Amit Kumar Singh ◽  
Basant Kumar ◽  
...  
Keyword(s):  
Retinal Detachment ◽  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Serous Retinal Detachment ◽  
Automated Detection

scholarly journals Apelin-13 Is an Early Promoter of Cytoskeleton and Tight Junction in Diabetic Macular Edema via PI-3K/Akt and MAPK/Erk Signaling Pathways

2018 ◽  
Vol 2018 ◽  
pp. 1-17 ◽  
Author(s):  
Yang Li ◽  
Yu-jing Bai ◽  
Yan-rong Jiang ◽  
Wen-zhen Yu ◽  
Xuan Shi ◽  
...  
Keyword(s):  
Tight Junction ◽  
Macular Edema ◽  
Signaling Pathways ◽  
Vascular Permeability ◽  
Diabetic Macular Edema ◽  
High Glucose ◽  
Vision Loss ◽  
Erk Signaling ◽  
Early Event ◽  
Early Promoter

Diabetic macular edema is major cause of vision loss associated with diabetic retinopathy. Breakdown of blood-retinal barrier, especially inner BRB, is an early event in pathogenesis of DR. Apelin, an endogenous ligand of APJ, mediates angiogenesis and is involved in the development of DR. The present study aimed to investigate effects and mechanism of apelin-13 in vascular permeability during DME. We verified apelin-13 was upregulated in DME patients’ vitreous. High glucose incubation led to a progressive increase of apelin-13, APJ, cytoskeleton, and tight junction proteins, including VE-Cadherin, FAK, Src, ZO-1, and occludin. Apelin-13 promoted HRMEC proliferation and migration and phosphorylation of both cytoskeleton and tight junction under both normal and high glucose conditions. Besides, apelin-13 activated PI-3K/Akt and MAPK/Erk signaling pathways, including PLCγ1, p38, Akt, and Erk both in HRMEC and in C57BL/6 mice. Meanwhile, F13A performed opposite effects compared with apelin-13. In in vivo study, apelin-13 was also upregulated in retina of db/db mice. Taken together, apelin-13 increased biologic activity of HRMEC, as well as expression of both cytoskeleton and tight junction in DME via PI-3K/Akt and MAPK/Erk signaling pathways. Apelin-13 as an early promoter of vascular permeability may offer a new perspective strategy in early treatment of DR.

scholarly journals Optical coherence tomography findings predictive of response to treatment in diabetic macular edema

2018 ◽  
Vol 46 (11) ◽  
pp. 4455-4464 ◽  
Author(s):  
Young Joo Cho ◽  
Dong Hyun Lee ◽  
Min Kim
Keyword(s):  
Optical Coherence Tomography ◽  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Serous Retinal Detachment ◽  
Intravitreal Bevacizumab ◽  
Internal Limiting Membrane ◽  
Response To Treatment ◽  
Optical Coherence ◽  
Sd Oct

Objective To evaluate the short-term efficacy of intravitreal bevacizumab (IVB) and posterior sub-tenon triamcinolone injections (PSTI) on the basis of spectral-domain optical coherence tomography (SD-OCT) patterns in diabetic macular edema (DME). Methods We retrospectively reviewed 73 eyes of 73 patients with DME. Based on the presence of serous retinal detachment (SRD), eyes were categorized into two groups, and either IVB or PSTI treatment was performed. Central macular thickness (CMT) and the degree of SRD were assessed preoperatively and 1 month postoperatively. The severity of intraretinal edema was approximated based on the distance from the external limiting membrane to the internal limiting membrane. Results In eyes with SRD, reduction of SRD was greater with IVB than with PSTI. Moreover, reduction of intraretinal edema was greater with PSTI than with IVB. In eyes without SRD, PSTI achieved greater CMT reduction, compared with IVB. Conclusions In DME patients with SRD, IVB achieved greater reduction of SRD, compared with PSTI; however, intraretinal edema responded more favorably to PSTI, regardless of the presence of SRD. Our results suggest that the classification of DME based on OCT findings may be useful to predict responses to IVB or PSTI treatments.

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