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Nawar AE, Ali AYA, Massoud OM, Alagorie AR. Effectiveness of Suprachoroidal Injection of Triamcinolone Acetonide in Diabetic Macular Edema Following Pars Plana Vitrectomy Using a Modified Custom Microneedle. Clin Ophthalmol 2024; 18:2049-2060. [PMID: 39051023 PMCID: PMC11268719 DOI: 10.2147/opth.s472910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 06/28/2024] [Indexed: 07/27/2024] Open
Abstract
Purpose The present study evaluated the efficacy of suprachoroidal injection of Triamcinolone Acetonide (SCTA) in diabetic macular edema (DME) following pars plana vitrectomy (PPV) using a modified microneedle. Patients and methods A prospective interventional study was conducted on 60 eyes of 60 patients with centrally involved diabetic macular edema following pars plana vitrectomy (PPV). SCTA was performed at the baseline and repeated after 3 months in case of persistent subretinal or intraretinal fluid, central macular thickness (CMT) more than 300 µm or visual loss by more than one line of the Snellen chart. Results The present study detected significant reduction of the CMT from 498.3 ± 94.8 µm at the baseline to 212.3 ± 11.9 µm after 12 months of injection with p < 0.001 and a significant improvement of best corrected visual acuity (BCVA) from 1 (0.9-1.2) at the baseline to 0.5 (0.3-0.7) after 12 months of injection with p < 0.001. The intraocular pressure (IOP) increased significantly after 3 months of injection with p < 0.001 and then gradually declined to its normal level after 6 months. Inner segment/outer segment (IS/OS) disruption was the only significant predictor of the final CMT; however, the number of injections, IS/OS disruption, baseline BCVA and the HbA1C level were the significant predictors of the final BCVA after injection. Conclusion Suprachoroidal injection of TA using this microneedle resulted in significant anatomical and functional improvement in previously vitrectomized diabetic macular edema patients with no recorded ocular or systemic adverse events.
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Affiliation(s)
- Amin E Nawar
- Ophthalmology Department, Faculty of Medicine, Tanta University, Tanta, Egypt
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2
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Abou-Jokh Rajab B, Doncel-Fernández C, Sánchez-Liñan N, Castro-Luna G. Assessment of the Retinal Ganglion Cell Layer after Uncomplicated Cataract Surgery. J Clin Med 2024; 13:3579. [PMID: 38930108 PMCID: PMC11204642 DOI: 10.3390/jcm13123579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Revised: 06/04/2024] [Accepted: 06/17/2024] [Indexed: 06/28/2024] Open
Abstract
(1) Background: This research aimed to evaluate the changes in ganglion cell layer thickness (GCLT) after uncomplicated cataract surgery in patients without previous ocular pathology and the impact of the appearance of cystoid macular edema on the GCLT and visual acuity. (2) Methods: The evaluation of 174 patients was performed with the indication of uncomplicated cataract surgery. The variables analyzed were demographic data, best-corrected visual acuity (BCVA), cataract type and OCT (Optical Coherence Tomography) measurements of central macular thickness (CMT), and the presence of cysts and GCLT preoperatively and one day, one and three months after surgery. (3) Results: There was a relationship between the postoperative increase in retinal GCLT and BCVA after uncomplicated cataract surgery. The presence of microcysts reduced the thickness of the GCL, which is significantly related to the loss of BCVA. The appearance of cystoid macular edema one month after surgery was also related to the preoperative CMT. There was a statistically significant decrease in preoperative GCL but a statistically significant increase in preoperative CMT in patients with microcysts one-month post-surgery. (4) Conclusions: There is a relationship between postoperative retinal GCLT and BCVA after uncomplicated cataract surgery. The presence of microcysts significantly reduces the thickness of the GCL, which is significantly related to the loss of BCVA.
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Affiliation(s)
- Bassam Abou-Jokh Rajab
- Department of Ophthalmology, Hospital Universitario Poniente, 04700 Almería, Spain; (B.A.-J.R.); (C.D.-F.)
| | - Carlos Doncel-Fernández
- Department of Ophthalmology, Hospital Universitario Poniente, 04700 Almería, Spain; (B.A.-J.R.); (C.D.-F.)
| | - Noelia Sánchez-Liñan
- Department of Nursing, Physiotherapy, and Medicine, University of Almeria, 04120 Almería, Spain;
| | - Gracia Castro-Luna
- Department of Nursing, Physiotherapy, and Medicine, University of Almeria, 04120 Almería, Spain;
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3
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Le D, Dadzie A, Son T, Lim JI, Yao X. COMPARATIVE ANALYSIS OF OCT AND OCT ANGIOGRAPHY CHARACTERISTICS IN EARLY DIABETIC RETINOPATHY. Retina 2023; 43:992-998. [PMID: 36763982 PMCID: PMC10961166 DOI: 10.1097/iae.0000000000003761] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
PURPOSE To assess the quantitative characteristics of optical coherence tomography (OCT) and OCT angiography (OCTA) for the objective detection of early diabetic retinopathy (DR). METHODS This was a retrospective and cross-sectional study, which was carried out at a tertiary academic practice with a subspecialty. Twenty control participants, 15 people with diabetics without retinopathy (NoDR), and 22 people with mild nonproliferative diabetic retinopathy (NPDR) were included in this study. Quantitative OCT characteristics were derived from the photoreceptor hyperreflective bands, i.e., inner segment ellipsoid (ISe) and retinal pigment epithelium (RPE). OCTA characteristics, including vessel diameter index (VDI), vessel perimeter index (VPI), and vessel skeleton density (VSD), were evaluated. RESULTS Quantitative OCT analysis indicated that the ISe intensity was significantly trending downward with DR advancement. Comparative OCTA revealed VDI, VPI, and VSD as the most sensitive characteristics of DR. Correlation analysis of OCT and OCTA characteristics revealed weak variable correlation between the two imaging modalities. CONCLUSION Quantitative OCT and OCTA analyses revealed photoreceptor and vascular distortions in early DR. Comparative analysis revealed that the OCT intensity ratio, ISe/RPE, has the best sensitivity for early DR detection. Weak variable correlation of the OCT and OCTA characteristics suggests that OCT and OCTA are providing supplementary information for DR detection and classification.
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Affiliation(s)
- David Le
- Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL; and
| | - Albert Dadzie
- Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL; and
| | - Taeyoon Son
- Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL; and
| | - Jennifer I Lim
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, Chicago, IL
| | - Xincheng Yao
- Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL; and
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, Chicago, IL
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4
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Mittal P, Bhatnagar C. Effectual accuracy of OCT image retinal segmentation with the aid of speckle noise reduction and boundary edge detection strategy. J Microsc 2023; 289:164-179. [PMID: 36373509 DOI: 10.1111/jmi.13152] [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: 09/18/2021] [Revised: 09/19/2022] [Accepted: 10/13/2022] [Indexed: 11/16/2022]
Abstract
Optical coherence tomography (OCT) has shown to be a valuable imaging tool in the field of ophthalmology, and it is becoming increasingly relevant in the field of neurology. Several OCT image segmentation methods have been developed previously to segment retinal images, however sophisticated speckle noises with low-intensity restrictions, complex retinal tissues, and inaccurate retinal layer structure remain a challenge to perform effective retinal segmentation. Hence, in this research, complicated speckle noises are removed by using a novel far-flung ratio algorithm in which preprocessing has been done to treat the speckle noise thereby highly decreasing the speckle noise through new similarity and statistical measures. Additionally, a novel haphazard walk and inter-frame flattening algorithms have been presented to tackle the weak object boundaries in OCT images. These algorithms are effective at detecting edges and estimating minimal weighted paths to better diverge, which reduces the time complexity. In addition, the segmentation of OCT images is made simpler by using a novel N-ret layer segmentation approach that executes simultaneous segmentation of various surfaces, ensures unambiguous segmentation across neighbouring layers, and improves segmentation accuracy by using two grey scale values to construct data. Consequently, the novel work outperformed the OCT image segmentation with 98.5% of accuracy.
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Affiliation(s)
- Praveen Mittal
- Computer Engineering & Applications, GLA University, Mathura, UP, India
| | - Charul Bhatnagar
- Computer Engineering & Applications, GLA University, Mathura, UP, India
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5
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Early-switch versus late-switch in patients with diabetic macular edema: a cost-effectiveness study. Graefes Arch Clin Exp Ophthalmol 2022; 261:941-949. [PMID: 36370170 PMCID: PMC10050055 DOI: 10.1007/s00417-022-05892-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 10/21/2022] [Accepted: 10/25/2022] [Indexed: 11/13/2022] Open
Abstract
Abstract
Background
To evaluate the cost-effectiveness of early- versus late-switch to the intravitreal-dexamethasone implant (DEX-i) in patients with diabetic macular edema (DME) who did not adequately respond to vascular endothelial growth factor inhibitors (anti-VEGF).
Methods
Retrospective analysis of a multicenter Clinical Data Registry. The registry included DME eyes who received 3 intravitreal anti-VEGF injections (early-switch) or > 3 intravitreal anti-VEGF injections (late-switch) before switching to DEX-i injections. The primary outcome was to estimate the incremental cost needed to obtain a best-corrected visual acuity (BCVA) improvement ≥ 0.1 or a central-retinal thickness CRT ≤ 250 μm.
Results
The analysis included 108 eyes, 32 (29.6%) and 76 (70.4%) in the early- and late-switch groups, respectively. Early-switch strategy was associated with a cost saving of €3,057.8; 95% CI: €2,406.4–3,928.4, p < 0.0001). Regarding incremental-cost-effectiveness ratio, late-switch group was associated with an incremental cost of €25,735.2 and €13,533.2 for achieving a BCVA improvement ≥ 0.1 at month 12 and at any of the time-point measured, respectively. At month 12, 38 (35.2%) eyes achieved a BCVA improvement ≥ 0.1. At month 12, 52 (48.1) eyes had achieved a CRT ≤ 250 micron. As compared to baseline, the mean (95% CI) CRT reduction was − 163.1 (− 212.5 to − 113.7) µm and − 161.6 (− 183.8 to − 139.3) µm in the early-switch and late-switch groups, respectively, p = 0.9463.
Conclusions
In DME eyes, who did not adequately respond to anti-VEGF, switching to DEX-i at early stages (after the first 3-monthly injections) was found to be more cost-effective than extending the treatment to 6-monthly injections of anti-VEGF.
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Munk MR, Somfai GM, de Smet MD, Donati G, Menke MN, Garweg JG, Ceklic L. The Role of Intravitreal Corticosteroids in the Treatment of DME: Predictive OCT Biomarkers. Int J Mol Sci 2022; 23:ijms23147585. [PMID: 35886930 PMCID: PMC9319632 DOI: 10.3390/ijms23147585] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 07/04/2022] [Accepted: 07/05/2022] [Indexed: 11/18/2022] Open
Abstract
This work aims to summarize predictive biomarkers to guide treatment choice in DME. Intravitreal anti-VEGF is considered the gold standard treatment for centers involving DME, while intravitreal steroid treatment has been established as a second-line treatment in DME. However, more than 1/3 of the patients do not adequately respond to anti-VEGF treatment despite up to 4-weekly injections. Not surprisingly, insufficient response to anti-VEGF therapy has been linked to low-normal VEGF levels in the serum and aqueous humor. These patients may well benefit from an early switch to intravitreal steroid treatment. In these patients, morphological biomarkers visible in OCT may predict treatment response and guide treatment decisions. Namely, the presence of a large amount of retinal and choroidal hyperreflective foci, disruption of the outer retinal layers and other signs of chronicity such as intraretinal cysts extending into the outer retina and a lower choroidal vascular index are all signs suggestive of a favorable treatment response of steroids compared to anti-VEGF. This paper summarizes predictive biomarkers in DME in order to assist individual treatment decisions in DME. These markers will help to identify DME patients who may benefit from primary dexamethasone treatment or an early switch.
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Affiliation(s)
- Marion R. Munk
- Department of Ophthalmology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland;
- Bern Photographic Reading Center, Inselspital, University Hospital Bern, 3010 Bern, Switzerland
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60208, USA
- Correspondence: ; Tel.: +41-31-632-25-01
| | - Gabor Mark Somfai
- Department of Ophthalmology, Stadtspital Zürich, 8063 Zurich, Switzerland;
- Spross Research Institute, 8063 Zurich, Switzerland
- Department of Ophthalmology, Faculty of Medicine, Semmelweis University, 1085 Budapest, Hungary
| | - Marc D. de Smet
- Medical/Surgical Retina and Ocular Inflammation, University of Lausanne, MIOS SA, 1015 Lausanne, Switzerland;
| | - Guy Donati
- Centre Ophtalmologique de la Colline, University of Geneve, 1205 Geneve, Switzerland;
| | - Marcel N. Menke
- Department of Ophthalmology, Cantonal Hospital Aarau, 5001 Aarau, Switzerland;
| | - Justus G. Garweg
- Swiss Eye Institute, Berner Augenklinik am Lindenhofspital, 3012 Bern, Switzerland;
| | - Lala Ceklic
- Department of Ophthalmology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland;
- Bern Photographic Reading Center, Inselspital, University Hospital Bern, 3010 Bern, Switzerland
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7
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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: 13] [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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8
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Castro-Navarro V, Monferrer-Adsuara C, Navarro-Palop C, Montero-Hernández J, Cervera-Taulet E. Effect of Dexamethasone Intravitreal Implant on Visual Acuity and Foveal Photoreceptor Integrity in Macular Edema Secondary to Retinal Vascular Disease. Ophthalmologica 2020; 244:83-92. [PMID: 33045712 DOI: 10.1159/000512195] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 09/16/2020] [Indexed: 11/19/2022]
Abstract
PURPOSE The aim of this study was to evaluate the effect of the dexamethasone intravitreal (DEX) implant on the external limiting membrane (ELM) and ellipsoid zone (EZ) integrity in treatment-naïve patients with macular edema (ME) secondary to retinal vascular disease (RVD). METHODS This is a retrospective study conducted on patients with ME secondary to RVD, who underwent a DEX implant. RESULTS One-hundred eyes were included. Mean age was 70.3 ± 11.1 years. Mean ELM integrity significantly improved from 1,575.9 ± 285.9 μm at baseline to 1,711.7 ± 244.0 μm at month 3 (p < 0.0001). Similarly, there was a significant improvement in EZ integrity from baseline to month 3 (1,531.5 ± 317.1 vs. 1,694.3 ± 252.8 μm, respectively, p < 0.0001). At month 3, mean visual acuity (VA) gain was 9.9 ± 14.1 letters (p < 0.0001). Mean central retinal thickness (CRT) significantly decreased by -193.2 ± 185.7 μm from baseline to month 3 (p < 0.0001). Mean changes in VA and CRT were significantly correlated with baseline ELM integrity (p = 0.0065 and p = 0.0046, respectively) and EZ integrity (p = 0.0300 and p = 0.0035, respectively). At month 3, the proportion of eyes which had an intact ELM (mean difference 16.0%, 95% CI 5.4-26.4%, p = 0.0033) and EZ (mean difference 12.0%, 95% CI 1.8-22.1%, p = 0.0210) was significantly higher than at baseline. CONCLUSIONS DEX implant was able to significantly improve ELM and EZ integrity in naïve patients with ME.
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Affiliation(s)
- Verónica Castro-Navarro
- Department of Ophthalmology, Consorci Hospital General Universitari de Valencia, Valencia, Spain,
| | - Clara Monferrer-Adsuara
- Department of Ophthalmology, Consorci Hospital General Universitari de Valencia, Valencia, Spain
| | - Catalina Navarro-Palop
- Department of Ophthalmology, Consorci Hospital General Universitari de Valencia, Valencia, Spain
| | - Javier Montero-Hernández
- Department of Ophthalmology, Consorci Hospital General Universitari de Valencia, Valencia, Spain
| | - Enrique Cervera-Taulet
- Department of Ophthalmology, Consorci Hospital General Universitari de Valencia, Valencia, Spain
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9
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The prognostic value of peripheral retinal nonperfusion in diabetic retinopathy using ultra-widefield fluorescein angiography. Graefes Arch Clin Exp Ophthalmol 2020; 258:2681-2690. [PMID: 32676792 DOI: 10.1007/s00417-020-04847-w] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 07/05/2020] [Accepted: 07/13/2020] [Indexed: 01/09/2023] Open
Abstract
PURPOSE To investigate the prognostic value of peripheral retinal nonperfusion in patients with diabetic retinopathy using ultra-widefield fluorescein angiography (UWFA). METHODS A cross-sectional study included 78 treatment-naïve eyes with nonproliferative and proliferative diabetic retinopathy (NPDR and PDR). Eyes were divided into three groups: mild/moderate NPDR (n = 31), severe NPDR (n = 31), and PDR (n = 16). Three nonperfusion variables were calculated reflecting the proportion of nonperfused to visible retina based on initial UWFA: central nonperfusion (CNP) index, peripheral nonperfusion (PNP) index, and PNP ratio. The relationships between these indices and central subfield thickness (CST) and spectacle-corrected visual acuity (SCVA) were evaluated. RESULTS CNP and PNP indices were significantly higher in the PDR group vs. mild/moderate NPDR group (p = 0.007 and 0.008, respectively) but not in the PDR group vs. severe NPDR group (p = 0.149 and p = 0.535, respectively). A significant linear correlation was found between the CNP and PNP indices in both severe NPDR and PDR groups (R2 = 0.141, p = 0.041, and R2 = 0.311, p = 0.025, respectively). Nonperfusion predominance was not statistically correlated with the presence of macular edema (p = 0.058) or disorganization of retinal inner layers (p = 1). In the severe NPDR group, there was a moderately positive correlation between CNP index and CST (rs = 0.496, p = 0.019) and no correlation between CNP index and SCVA when controlling for CST (p = 0.160). In the PDR group, a strong negative correlation between PNP ratio and CST was found (rs = -0.659, p = 0.014), but no correlation was observed between CNP index, CST, and SCVA. In the PDR group, a positive correlation was found between PNP index, PNP ratio, and SCVA (rs = 0.549, p = 0.027, and rs = 0.626, p = 0.010, respectively), even after controlling for CST (rs = 0.599, p = 0.040). CONCLUSIONS Higher amounts of retinal nonperfusion are seen in patients with more severe retinopathy. Increased CNP is associated with macular thickening and subsequent vision loss. Having predominantly PNP was independently associated with worse VA, regardless of macular thickness. Further studies are needed to investigate the role of PNP in vision loss in diabetic retinopathy.
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10
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McAnany JJ, Park JC, Liu K, Liu M, Chen YF, Chau FY, Lim JI. Contrast sensitivity is associated with outer-retina thickness in early-stage diabetic retinopathy. Acta Ophthalmol 2020; 98:e224-e231. [PMID: 31517447 PMCID: PMC7060819 DOI: 10.1111/aos.14241] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Accepted: 08/17/2019] [Indexed: 01/14/2023]
Abstract
PURPOSE To determine the relationship between contrast sensitivity (CS) and outer-retina thickness (ORT) in diabetics who have minimal or no diabetic retinopathy (DR). METHODS Twenty non-diabetic control subjects and 40 type-2 diabetic subjects participated (20 had no clinically apparent DR [NDR] and 20 had mild non-proliferative DR [NPDR]). No subject had a history of treatment for macular oedema. Letter CS, microperimetry (MP) sensitivity and visual acuity (VA) were measured. Letter CS and MP measurements were performed over the central 6° of the visual field. Spectral domain optical coherence tomography (SD-OCT) images were obtained at corresponding locations, outer-retina thickness was quantified, and structure-function relationships were evaluated. RESULTS Analysis of variance indicated significant letter CS differences among the groups (p < 0.001). Letter CS was reduced significantly for the mild NPDR group (p < 0.001; 33% reduction), but not the NDR group (p = 0.08). There were no significant differences in MP sensitivity or ORT among the groups (both p > 0.10). Nevertheless, Hoeffding's D tests indicated significant associations between ORT and letter CS (p < 0.001) and between ORT and MP sensitivity for the mild NPDR group (p = 0.01). VA was not significantly associated with ORT for either diabetic group (both p > 0.49). CONCLUSIONS Outer-retina thickness is associated with letter CS and MP sensitivity, but not VA, in mild NPDR. This finding highlights the usefulness of simple letter CS measures and suggests neural dysfunction can occur in the absence of marked structural abnormalities in early-stage DR.
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Affiliation(s)
- J. Jason McAnany
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA,Department of Bioengineering, University of Illinois at Chicago, 851 South Morgan St., Chicago, IL 60607 USA,Corresponding Author: J. Jason McAnany, PhD, Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA, Phone: 312-355-3632,
| | - Jason C. Park
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA
| | - Karen Liu
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA
| | - Michelle Liu
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA
| | - Yi-Fan Chen
- Center for Clinical and Translational Sciences, University of Illinois at Chicago, 914 S Wood Street, Chicago, IL 60612, USA
| | - Felix Y. Chau
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA
| | - Jennifer I. Lim
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, 1855 W. Taylor St., Chicago, IL 60612, USA
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11
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González-López A, de Moura J, Novo J, Ortega M, Penedo MG. Robust segmentation of retinal layers in optical coherence tomography images based on a multistage active contour model. Heliyon 2019; 5:e01271. [PMID: 30891515 PMCID: PMC6401526 DOI: 10.1016/j.heliyon.2019.e01271] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2018] [Revised: 10/25/2018] [Accepted: 02/18/2019] [Indexed: 12/26/2022] Open
Abstract
Optical Coherence Tomography (OCT) constitutes an imaging technique that is increasing its popularity in the ophthalmology field, since it offers a more complete set of information about the main retinal structures. Hence, it offers detailed information about the eye fundus morphology, allowing the identification of many intraretinal pathological signs. For that reason, over the recent years, Computer-Aided Diagnosis (CAD) systems have spread to work with this image modality and analyze its information. A crucial step for the analysis of the retinal tissues implies the identification and delimitation of the different retinal layers. In this context, we present in this work a fully automatic method for the identification of the main retinal layers that delimits the retinal region. Thus, an active contour-based model was completely adapted and optimized to segment these main retinal boundaries. This fully automatic method uses the information of the horizontal placement of these retinal layers and their relative location over the analyzed images to restrict the search space, considering the presence of shadows that are normally generated by pathological or non-pathological artifacts. The validation process was done using the groundtruth of an expert ophthalmologist analyzing healthy as well as unhealthy patients with different degrees of diabetic retinopathy (without macular edema, with macular edema and with lesions in the photoreceptor layers). Quantitative results are in line with the state of the art of this domain, providing accurate segmentations of the retinal layers even when significative pathological alterations are present in the eye fundus. Therefore, the proposed method is robust enough to be used in complex environments, making it feasible for the ophthalmologists in their routine clinical practice.
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Affiliation(s)
- A González-López
- Department of Computing, University of A Coruña, 15071, A Coruña, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, 15071, A Coruña, Spain
| | - J de Moura
- Department of Computing, University of A Coruña, 15071, A Coruña, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, 15071, A Coruña, Spain
| | - J Novo
- Department of Computing, University of A Coruña, 15071, A Coruña, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, 15071, A Coruña, Spain
| | - M Ortega
- Department of Computing, University of A Coruña, 15071, A Coruña, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, 15071, A Coruña, Spain
| | - M G Penedo
- Department of Computing, University of A Coruña, 15071, A Coruña, Spain.,CITIC-Research Center of Information and Communication Technologies, University of A Coruña, 15071, A Coruña, Spain
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