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Wu Y, Xiao Y, Cui L, Qin X, Chen S, An Q, Yuan T, Lin Q, Zou H, He X, Yang C, Jin P. Association between the onset of diabetic retinopathy and thickness changes in the retina and choroid of children with type 1 diabetes: A three-year longitudinal study. Ophthalmic Physiol Opt 2025; 45:458-470. [PMID: 39753506 DOI: 10.1111/opo.13439] [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: 08/16/2024] [Revised: 12/20/2024] [Accepted: 12/20/2024] [Indexed: 02/14/2025]
Abstract
PURPOSE To explore the longitudinal changes in retinal and choroidal thickness and their relation with the onset of type 1 diabetes mellitus (T1DM) in children. METHODS Thirty-eight children with T1DM and 71 healthy controls were included in this 3-year longitudinal study. Ophthalmic and systemic examinations were conducted on each participant. Retinal and choroidal thickness were measured by optical coherence tomography. Baseline values and changes in retinal and choroidal thickness were compared with DR onset, diabetics without DR and healthy controls. Logistic regression was used to explore the association with DR development. RESULTS Six children developed DR during the follow-up period (15.79%) and five of them developed microaneurysms in the parapapillary temporal quadrant. During follow-up, greater retinal thickening occurred in subjects with DR compared with diabetic participants without DR (p = 0.03) and healthy controls (p = 0.02) in the parapapillary outer temporal section. Compared with the control group, greater retinal thickening was observed in DR subjects in the averaged parapapillary outer ring (p = 0.01), the macular inner temporal section (p = 0.03) and several macular sections (all p < 0.05). Additionally, greater retinal thickening was observed in several parapapillary regions in non-DR T1DM participants compared with healthy controls (all p < 0.05). The thickness change in the outer temporal parapapillary section was independently associated with DR onset (OR = 1.33, 95% CI 1.01-1.73, p = 0.04). CONCLUSION Children with T1DM showed a significant or a trend of increasing retinal and choroidal thickness compared with normal controls over a 3-year period. The change of retinal thickness in the parapapillary outer temporal section was associated with the development of DR in children with T1DM, suggesting that it could serve as a biomarker for predicting and screening DR in these individuals.
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Affiliation(s)
- Yiwei Wu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Ying Xiao
- Department of Ophthalmology, Children's Hospital of Fudan University, Shanghai, China
| | - Lipu Cui
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Xinran Qin
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Shuli Chen
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Qingyu An
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Tianyi Yuan
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
| | - Qiurong Lin
- Shanghai Eye Diseases Prevention and Treatment Centre, Shanghai Eye Hospital, Shanghai, China
| | - Haidong Zou
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
- Shanghai Eye Diseases Prevention and Treatment Centre, Shanghai Eye Hospital, Shanghai, China
| | - Xiangui He
- Shanghai Eye Diseases Prevention and Treatment Centre, Shanghai Eye Hospital, Shanghai, China
| | - Chenhao Yang
- Department of Ophthalmology, Children's Hospital of Fudan University, Shanghai, China
| | - Peiyao Jin
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- National Clinical Research Centre for Eye Diseases, Shanghai Clinical Research Centre for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Centre for Visual Science and Photomedicine, Shanghai Engineering Centre for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China
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2
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Park C, Lee SH, Lee DY, Choi S, You SC, Jeon JY, Park SJ, Park RW. Analysis of Retinal Thickness in Patients With Chronic Diseases Using Standardized Optical Coherence Tomography Data: Database Study Based on the Radiology Common Data Model. JMIR Med Inform 2025; 13:e64422. [PMID: 39983051 PMCID: PMC11870599 DOI: 10.2196/64422] [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: 07/18/2024] [Revised: 12/19/2024] [Accepted: 01/12/2025] [Indexed: 02/23/2025] Open
Abstract
Background The Observational Medical Outcome Partners-Common Data Model (OMOP-CDM) is an international standard for harmonizing electronic medical record (EMR) data. However, since it does not standardize unstructured data, such as medical imaging, using this data in multi-institutional collaborative research becomes challenging. To overcome this limitation, extensions such as the Radiology Common Data Model (R-CDM) have emerged to include and standardize these data types. Objective This work aims to demonstrate that by standardizing optical coherence tomography (OCT) data into an R-CDM format, multi-institutional collaborative studies analyzing changes in retinal thickness in patients with long-standing chronic diseases can be performed efficiently. Methods We standardized OCT images collected from two tertiary hospitals for research purposes using the R-CDM. As a proof of concept, we conducted a comparative analysis of retinal thickness between patients who have chronic diseases and those who have not. Patients diagnosed or treated for retinal and choroidal diseases, which could affect retinal thickness, were excluded from the analysis. Using the existing OMOP-CDM at each institution, we extracted cohorts of patients with chronic diseases and control groups, performing large-scale 1:2 propensity score matching (PSM). Subsequently, we linked the OMOP-CDM and R-CDM to extract the OCT image data of these cohorts and analyzed central macular thickness (CMT) and retinal nerve fiber layer (RNFL) thickness using a linear mixed model. Results OCT data of 261,874 images from Ajou University Medical Center (AUMC) and 475,626 images from Seoul National University Bundang Hospital (SNUBH) were standardized in the R-CDM format. The R-CDM databases established at each institution were linked with the OMOP-CDM database. Following 1:2 PSM, the type 2 diabetes mellitus (T2DM) cohort included 957 patients, and the control cohort had 1603 patients. During the follow-up period, significant reductions in CMT were observed in the T2DM cohorts at AUMC (P=.04) and SNUBH (P=.007), without significant changes in RNFL thickness (AUMC: P=.56; SNUBH: P=.39). Notably, a significant reduction in CMT during the follow-up was observed only at AUMC in the hypertension cohort, compared to the control group (P=.04); no other significant differences in retinal thickness were found in the remaining analyses. Conclusions The significance of our study lies in demonstrating the efficiency of multi-institutional collaborative research that simultaneously uses clinical data and medical imaging data by leveraging the OMOP-CDM for standardizing EMR data and the R-CDM for standardizing medical imaging data.
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Affiliation(s)
- ChulHyoung Park
- Department of Biomedical Informatics, Ajou University School of Medicine, 206, Worldcup-ro, Yeongtong-gu, Suwon, 16499, Republic of Korea, 82 31-219-4471
| | - So Hee Lee
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Republic of Korea
| | - Da Yun Lee
- Department of Scientific Solutions, CMIC Korea Co, Ltd, Seoul, Republic of Korea
| | - Seoyoon Choi
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Seng Chan You
- Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Ja Young Jeon
- Department of Endocrinology and Metabolism, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Sang Jun Park
- Department of Ophthalmology, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Rae Woong Park
- Department of Biomedical Informatics, Ajou University School of Medicine, 206, Worldcup-ro, Yeongtong-gu, Suwon, 16499, Republic of Korea, 82 31-219-4471
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Republic of Korea
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Kalaw FGP, Sharma P, Walker E, Borooah S. Differences in macular thickness associated with peripheral retinal vessel whitening in diabetic patients. Sci Rep 2024; 14:19881. [PMID: 39191790 DOI: 10.1038/s41598-024-68839-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Accepted: 07/29/2024] [Indexed: 08/29/2024] Open
Abstract
This study aimed to determine the difference in macular thickness among patients with diabetes mellitus (DM) with and without peripheral retinal vessel whitening (PRVW). PRVW was defined by retinal vessel whitening outside the standard seven ETDRS fields. Subjects were divided into DM with PRVW, DM without PRVW, and normal age-matched controls. Optical coherence tomography scans were divided into total, inner, and outer retinal layer thicknesses and were compared in the macula's central, inner, and outer rings. Forty-seven eyes were included: DM with PRVW = 15, DM without PRVW = 16, and Controls = 16. Overall, the mean retinal thickness in patients with DM with PRVW was lower than in patients with DM without PRVW and controls. In the inner macula, DM patients with PRVW showed a significantly lower mean inner superior, nasal, inferior, and temporal macula compared to DM patients without PRVW (p = 0.014, 0.008, 0.005, < 0.001, respectively). DM patients with PRVW also showed a significantly lower mean outer superior, nasal, inferior, and temporal macula than controls (p = 0.005, 0.005, 0.016, 0.025, respectively). This study demonstrates that PRVW in DM patients may be associated with global structural changes to the macular region, promoting a decrease in inner and outer retinal thickness. Further studies should investigate the functional correlation with PRVW in DM patients in order to better understand its potential implications in diabetic patients.
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Affiliation(s)
- Fritz Gerald P Kalaw
- Jacobs Retina Center, University of California San Diego, La Jolla, CA, 92093, USA
- The Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr, La Jolla, CA, 92093, USA
- Division of Ophthalmology Informatics and Data Science, The Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, CA, 92093, USA
| | - Paripoorna Sharma
- The Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr, La Jolla, CA, 92093, USA
| | - Evan Walker
- The Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr, La Jolla, CA, 92093, USA
| | - Shyamanga Borooah
- Jacobs Retina Center, University of California San Diego, La Jolla, CA, 92093, USA.
- The Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr, La Jolla, CA, 92093, USA.
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Shah J, Tan B, Wong D, Abdul Gani NFB, Hu Q, Liu X, Chua J. Evaluation of thickness of individual macular retinal layers in diabetic eyes from optical coherence tomography. Sci Rep 2024; 14:17909. [PMID: 39095380 PMCID: PMC11297304 DOI: 10.1038/s41598-024-68552-y] [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: 12/08/2023] [Accepted: 07/24/2024] [Indexed: 08/04/2024] Open
Abstract
The effect of diabetes mellitus (DM) on individual retinal layers remains incompletely understood. We evaluated the intra-retinal layer thickness alterations in 71 DM eyes with no diabetic retinopathy (DR), 90 with mild DR, and 63 with moderate DR without macular edema, using spectral-domain optical coherence tomography (SD-OCT) and the Iowa Reference Algorithm for automated retinal layer segmentation. The average thickness of 10 intra-retinal layers was then corrected for ocular magnification using axial length measurements, and pairwise comparisons were made using multivariable linear regression models adjusted for gender and race. In DM no DR eyes, significant thinning was evident in the ganglion cell layer (GCL; p < 0.001), inner nuclear layer (INL; p = 0.001), and retinal pigment epithelium (RPE; p = 0.014) compared to normal eyes. Additionally, mild DR eyes exhibited a thinner inner plexiform layer (IPL; p = 0.008) than DM no DR eyes. Conversely, moderate DR eyes displayed thickening in the INL, outer nuclear layer, IPL, and retinal nerve fiber layer (all p ≤ 0.002), with notably worse vision. These findings highlight distinctive patterns: early diabetic eyes experience thinning in specific retinal layers, while moderate DR eyes exhibit thickening of certain layers and slightly compromised visual acuity, despite the absence of macular edema. Understanding these structural changes is crucial for comprehending diabetic eye complications.
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Affiliation(s)
- Janika Shah
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore
| | - Bingyao Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore, Singapore
- School of Chemistry, Chemical Engineering and Biotechnology, Nanyang Technological University, Singapore, Singapore
| | - Damon Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore, Singapore
| | - Nur Fidyana Binte Abdul Gani
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore
| | - Qinglan Hu
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore
| | - Xinyu Liu
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore
- SERI-NTU Advanced Ocular Engineering (STANCE), Singapore, Singapore
- School of Chemistry, Chemical Engineering and Biotechnology, Nanyang Technological University, Singapore, Singapore
| | - Jacqueline Chua
- Singapore Eye Research Institute, Singapore National Eye Centre, 20 College Road, The Academia, Level 6, Discovery Tower, Singapore, 169856, Singapore.
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore, Singapore.
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5
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Totolici G, Tiutiuca C, Jurja S, Tutunaru D. Correlations between dyslipidemia and retinal parameters measured with Angio-OCT in type II diabetics without diabetic retinopathy. Rom J Ophthalmol 2024; 68:274-282. [PMID: 39464752 PMCID: PMC11503220 DOI: 10.22336/rjo.2024.50] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/15/2024] [Indexed: 10/29/2024] Open
Abstract
Aim To analyze the relationship between lipoproteins such as total cholesterol, LDL-c, TG, and retinal parameters in patients with DM type II without signs of DR. Method A case-control study, consisting of 2 groups. A group of 64 patients with type II diabetes without signs of DR and a control group of 24 healthy subjects. Patients with DM type I, those who showed signs of DR, and those who had associated other eye diseases were excluded. Results The patients of the two studied groups had a similar average age: 65 years in the DM type II group and 64 years in the control group. In the group with DM, the average CRT was 241.31 µm, a significantly lower value compared to the control group, 252.51. The average value of DVFC was 19.19%, in patients with DM and 24.29% in the control group. An indirect correlation with moderate intensity was established between total cholesterol and CRT, (rs=-0.442, p≤0.001), thus it tended to decrease as total cholesterol increased. With increasing total cholesterol level, DVFC had a mild tendency to decrease (rs=-0.381, p≤0.001). An indirect correlation, but weak in intensity, existed between the LDL/HDL ratio and the DVFC S value (rs=-0.240, p=0.001). Discussions Central retinal thickness and central vascular density of the superficial capillary plexus were significantly lower in patients with type II diabetes, compared to control subjects. Total cholesterol had higher values in the DM group and an indirect correlation was established with CRT and DVFC, these having a moderate tendency to decrease as the total cholesterol values increased. An indirect and moderate relationship in intensity was also present between LDL and retinal parameters studied. These results were similar to those of other studies conducted, such as that of Chen et al. or Bernaous et al., who showed an association between various lipid classes and the frequency of DR. However, other studies, such as Ausdiab, found that this association did not hold. Conclusions Type II diabetes patients tend to have elevated serum lipid levels compared to normal subjects, but the impact of dyslipidemia on the onset and progression of DR is incompletely elucidated.
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Affiliation(s)
- Geanina Totolici
- “Dunărea de Jos” University of Galaţi, Faculty of Medicine and Pharmacy, Galaţi, Romania
- “Sf. Apostol Andrei” County Clinical Emergency Hospital, Galați, Romania
| | - Carmen Tiutiuca
- “Dunărea de Jos” University of Galaţi, Faculty of Medicine and Pharmacy, Galaţi, Romania
- “Sf. Apostol Andrei” County Clinical Emergency Hospital, Galați, Romania
| | - Sanda Jurja
- “Ovidius” University of Constanţa, Faculty of Medicine and Pharmacy, Constanţa, Romania
- County Clinical Emergency Hospital, Constanţa, Romania
| | - Dana Tutunaru
- “Dunărea de Jos” University of Galaţi, Faculty of Medicine and Pharmacy, Galaţi, Romania
- “Sf. Apostol Andrei” County Clinical Emergency Hospital, Galați, Romania
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6
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Guymer RH. Ageing and retinal thickness: An important association. Clin Exp Ophthalmol 2024; 52:505-506. [PMID: 38950907 DOI: 10.1111/ceo.14389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Accepted: 05/04/2024] [Indexed: 07/03/2024]
Affiliation(s)
- Robyn H Guymer
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Victoria, Australia
- Ophthalmology, Department of Surgery, The University of Melbourne, Melbourne, Victoria, Australia
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Kiciński K, Gawęcki M. Choroidal and Retinal Thicknesses in Healthy Eyes Measured with Ultra-Wide-Field Optical Coherence Tomography. Diagnostics (Basel) 2024; 14:1114. [PMID: 38893640 PMCID: PMC11171910 DOI: 10.3390/diagnostics14111114] [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: 05/03/2024] [Revised: 05/24/2024] [Accepted: 05/27/2024] [Indexed: 06/21/2024] Open
Abstract
Ultra-wide-field optical coherence tomography (UWF-OCT) has been recently introduced into clinical ophthalmological practice. To date, there are few data on the reference values of the retinal thickness (RT) and choroidal thickness (CT) measured with this technique. This study aimed to analyze the variance in RT and CT in the healthy eyes of white Caucasian patients with UWF-OCT tests performed with the largest available scan size of 23 × 20 mm. The data were analyzed with reference to the patients' age and gender and the axial length of the eyeball. The results of UWF-OCT scanning enabled us to visualize the shape of the retina and choroid in a large portion of the eyeball. Both anatomical entities became significantly thinner at the periphery. The peripheral CT was greater in the upper and temporal sectors; the RT was higher in the nasal compared to the temporal sectors. Both the choroid and retina showed a reduced thickness with age; however, the CT and RT did not show a statistically significant correlation with the axial length after adjusting for age and gender. Age-related variations in thickness were especially prominent in the choroid. The CT in UWF-OCT testing was significantly greater in females, while the RT was greater in males. UWF-OCT testing provides additional information on the anatomical structure of the retina and choroid compared to standard-field OCT.
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Affiliation(s)
- Krzysztof Kiciński
- Department of Ophthalmology, Pomeranian Hospitals, 84-120 Wejherowo, Poland;
| | - Maciej Gawęcki
- Department of Ophthalmology, Pomeranian Hospitals, 84-120 Wejherowo, Poland;
- Dobry Wzrok Ophthalmological Clinic, 80-822 Gdansk, Poland
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Fu X, Ren X, Chen W, Chen D. Reduced macular thickness and vascular density in abnormal glucose metabolism patients: A meta-analysis of optical coherence tomography (OCT) and OCT angiography studies. Chin Med J (Engl) 2024; 137:1054-1068. [PMID: 38563217 PMCID: PMC11062653 DOI: 10.1097/cm9.0000000000003052] [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: 08/03/2023] [Indexed: 04/04/2024] Open
Abstract
BACKGROUND Alterations in macular thickness and vascular density before clinically visible diabetic retinopathy (DR) remain inconclusive. This study aimed to determine whether retinal manifestations in abnormal glucose metabolism (AGM) patients differ from those in the healthy individuals. METHODS PubMed, Embase, and Web of Science were searched between 2000 and 2021. The eligibility criteria were AGM patients without DR. Primary and secondary outcomes measured by optical coherence tomography (OCT) and OCT angiography (OCTA) were analyzed and expressed as standardized mean differences (SMDs) with 95% confidence intervals (CIs). A random-effects model was used in the data synthesis. The potential publication bias for the variables was evaluated using Egger's test. RESULTS A total of 86 observational studies involving 13,773 participants and 15,416 eyes were included. OCT revealed that compared to healthy controls, the total macular thickness of AGM patients was thinner, including the thickness of fovea (-0.24, 95% CI [-0.39, -0.08]; P = 0.002, I2 = 87.7%), all regions of parafovea (-0.32, 95% CI [-0.54, -0.11]; P = 0.003; I2 = 71.7%) and the four quadrants of perifovea; the thickness of peripapillary retinal nerve fiber layer (pRNFL), macular retinal nerve fiber layer (mRNFL), and ganglion cell layer (GCL) also decreased. OCTA indicated that the superficial and deep vascular density decreased, the foveal avascular zone (FAZ) area enlarged, and the acircularity index (AI) reduced in AGM individuals. CONCLUSIONS Retinal thinning and microvascular lesions have occurred before the advent of clinically detectable DR; OCT and OCTA may have the potential to detect these preclinical changes. REGISTRATION PROSPERO; http://www.crd.york.ac.uk/prospero/ ; No. CRD42021269885.
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Affiliation(s)
- Xiangyu Fu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Xiang Ren
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Wenyue Chen
- Department of Ophthalmology, The People’s Hospital of Guizhou Province, Guiyang, Guizhou 550002, China
| | - Danian Chen
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
- Research Laboratory of Ophthalmology and Vision Sciences, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
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Chua SYL, Welsh P, Sun Z, Balaskas K, Warwick A, Steel D, Sivaprasad S, Channa R, Ko T, Sattar N, Khawaja AP, Foster PJ, Patel PJ. Associations Between HbA1c Across the Normal Range, Diagnosed, and Undiagnosed Diabetes and Retinal Layer Thickness in UK Biobank Cohort. Transl Vis Sci Technol 2023; 12:25. [PMID: 36795065 PMCID: PMC9940769 DOI: 10.1167/tvst.12.2.25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023] Open
Abstract
Purpose The purpose of this study was to investigate the association between glycated hemoglobin (HbA1c) levels and retinal sub-layer thicknesses in people with and without diabetes. Methods We included 41,453 UK Biobank participants aged 40 to 69 years old. Diabetes status was defined by self-report of diagnosis or use of insulin. Participants were categorized into groups: (1) those with HbA1c <48 mmol/mol were subdivided into quintiles according to normal range of HbA1c; (2) those previously diagnosed with diabetes with no evidence of diabetic retinopathy; and (3) undiagnosed diabetes: >48 mmol/mol. Total macular and retinal sub-layer thicknesses were derived from spectral-domain optical coherence tomography (SD-OCT) images. Multivariable linear regression was used to evaluate the associations between diabetes status and retinal layer thickness. Results Compared with participants in the second quintile of the normal HbA1c range, those in the fifth quintile had a thinner photoreceptor layer thickness (-0.33 µm, P = 0.006). Participants with diagnosed diabetes had a thinner macular retinal nerve fiber layer (mRNFL; -0.58 µm, P < 0.001), photoreceptor layer thickness (-0.94 µm, P < 0.001), and total macular thickness (-1.61 µm, P < 0.001), whereas undiagnosed diabetes participants had a reduced photoreceptor layer thickness (-1.22 µm, P = 0.009) and total macular thickness (-2.26 µm, P = 0.005). Compared to participants without diabetes, those with diabetes had a thinner mRNFL (-0.50 µm, P < 0.001), photoreceptor layer thickness (-0.77 µm, P < 0.001), and total macular thickness (-1.36 µm, P < 0.001). Conclusions Participants with higher HbA1c in the normal range had marginally thinner photoreceptor thickness, whereas those with diabetes (including undiagnosed diabetes) had meaningfully thinner retinal sublayer and total macular thickness. Translational Relevance We showed that early retinal neurodegeneration occurs in people whose HbA1c levels are below the current diabetes diagnostic threshold; this might impact the management of pre-diabetes individuals.
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Affiliation(s)
- Sharon Y. L. Chua
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
| | - Paul Welsh
- Institute of Cardiovascular & Medical Sciences, University of Glasgow, Glasgow, UK
| | - Zihan Sun
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
| | - Konstantinos Balaskas
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
- School of Biological Sciences, University of Manchester, Manchester, UK
| | - Alasdair Warwick
- UCL Institute of Cardiovascular Science, University College London, London, UK
| | - David Steel
- Sunderland Eye Infirmary, Sunderland, UK
- Bioscience Institute, Newcastle University, Newcastle Upon Tyne, UK
| | - Sobha Sivaprasad
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
| | - Roomasa Channa
- Department of Ophthalmology, University of Wisconsin - Madison, Madison, WI, USA
| | - Tony Ko
- Topcon Healthcare Solutions Research & Development, Oakland, NJ, USA
| | - Naveed Sattar
- Institute of Cardiovascular & Medical Sciences, University of Glasgow, Glasgow, UK
| | - Anthony P. Khawaja
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
| | - Paul J. Foster
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
| | - Praveen J. Patel
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust & UCL Institute of Ophthalmology, London, UK
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10
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Fernández-Espinosa G, Orduna-Hospital E, Boned-Murillo A, Diaz-Barreda MD, Sanchez-Cano A, Sopeña-Pinilla M, Pinilla I. Choroidal and Retinal Thicknesses in Type 2 Diabetes Mellitus with Moderate Diabetic Retinopathy Measured by Swept Source OCT. Biomedicines 2022; 10:biomedicines10092314. [PMID: 36140415 PMCID: PMC9496206 DOI: 10.3390/biomedicines10092314] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 08/19/2022] [Accepted: 09/15/2022] [Indexed: 11/16/2022] Open
Abstract
Background: To study choroidal thickness (CT) in type 2 diabetes mellitus (DM2) patients with moderate diabetic retinopathy (DR) and to correlate with changes in retinal thickness (RT) with swept-source OCT (SS-OCT) compared to healthy subjects. Methods: Fifty-four DM2 patients with moderate DR without diabetic macular edema (DME) and 73 age-matched healthy subjects were evaluated using SS-OCT to measure changes in total RT and CT in the nine areas of the Early Treatment Diabetic Retinopathy Study (ETDRS) macular grid. Results: The mean age was 64.06 ± 11.98 years and 60.79 ± 8.62 years in the diabetic and control groups, respectively. Total RT showed statistically significant differences in the temporal inner area, with higher values in the DM2 group (p = 0.010). CT did not show differences between the groups. There was a significant negative correlation between RT and age in all of the outer ETDRS areas and a positive significant correlation in the central area for the DM2 group. There was also a negative significant correlation between CT and age in all of the ETDRS areas except for the inferior inner area. In the DM2 group, a negative correlation was observed between RT and CT in the central area (p = 0.039) and in both horizontal parafoveal areas (temporal inner, p = 0.028; nasal inner, p= 0.003). Conclusion: DM2 patients with moderate DR have no changes with regard to CT. Both CT and RT decreased with age in DM2, showing a negative correlation between these factors in the central and horizontal parafoveal areas of the ETDRS grid.
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Affiliation(s)
| | - Elvira Orduna-Hospital
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Department of Applied Physics, University of Zaragoza, 50009 Zaragoza, Spain
- Correspondence: (E.O.-H.); (I.P.)
| | - Ana Boned-Murillo
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Department of Ophthalmology, Lozano Blesa University Hospital, 50009 Zaragoza, Spain
| | - Maria Dolores Diaz-Barreda
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Department of Ophthalmology, Lozano Blesa University Hospital, 50009 Zaragoza, Spain
| | - Ana Sanchez-Cano
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Department of Applied Physics, University of Zaragoza, 50009 Zaragoza, Spain
| | - María Sopeña-Pinilla
- Department of Ophthalmology, Miguel-Servet University Hospital, 50009 Zaragoza, Spain
| | - Isabel Pinilla
- Aragon Institute for Health Research (IIS Aragon), 50009 Zaragoza, Spain
- Department of Ophthalmology, Lozano Blesa University Hospital, 50009 Zaragoza, Spain
- Department of Surgery, University of Zaragoza, 50009 Zaragoza, Spain
- Correspondence: (E.O.-H.); (I.P.)
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11
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Santarelli M, Zeppieri M, Salati C. A Case of Tacrolimus Maculopathy. Clin Pract 2022; 12:276-283. [PMID: 35645310 PMCID: PMC9149804 DOI: 10.3390/clinpract12030033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 04/13/2022] [Accepted: 04/29/2022] [Indexed: 02/05/2023] Open
Abstract
(1) Background: Tacrolimus is an immunosuppressive agent commonly used in the management of solid organ allogeneic transplants in the prevention of rejection. Serious ophthalmic adverse effects with Tacrolimus have been reported in the literature, which includes cortical blindness and optic neuropathy. (2) Methods: We describe a rare case of maculopathy as a possible complication of Tacrolimus therapy. A 56-year-old man receiving Tacrolimus for immunosuppression after liver transplantation developed unilateral visual disturbance with a central scotoma. (3) Results: Ophthalmologic examination revealed unilateral maculopathy; a Tacrolimus macular toxicity was suspected. After drug discontinuation, a complete visual recovery was observed; however, the ultrastructural macular damage was irreversible. (4) Conclusions: Reports regarding maculopathy associated with Tacrolimus are limited. This case report adds to the current literature regarding the possible macular toxicity of this immunosuppressive agent, especially if it exceeds therapeutic serum levels. Further data are needed to confirm this possible association. A careful ophthalmologic examination should be promptly performed in patients manifesting visual disturbance while taking Tacrolimus to prevent irreversible, permanent vision loss due to possible drug toxicity.
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12
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Li X, Hao X, Luo J, Qi Y, Luo J, Yuan H, Xie L. Optical coherence tomography angiography characteristics and correlated factors with visual acuity in retinal arterial occlusion. Int Ophthalmol 2021; 42:469-477. [PMID: 34633605 DOI: 10.1007/s10792-021-02063-x] [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: 04/27/2021] [Accepted: 09/21/2021] [Indexed: 10/20/2022]
Abstract
PURPOSE To reveal the characteristics of vascular changes in retinal arterial occlusion (RAO) using optical coherence tomography angiography (OCTA) and determine the correlated factors with best-corrected visual acuity (BCVA). METHODS This retrospective study recruited 54 RAO patients and 27 healthy individuals. Ophthalmic examinations including BCVA and OCTA were performed in all the patients and individuals. The OCTA outcomes were analyzed using SPSS software, and the characteristics of vascular changes and BCVA-related factors were summarized. RESULTS The vessel density in all areas except fovea of both superficial capillary plexus (SCP) and deep capillary plexus (DCP) was significantly reduced in RAO eyes compared with the fellow eyes and normal control eyes (P < 0.05). The vessel density of DCP in all areas except fovea was significantly reduced in the fellow eyes compared with that in the normal control eyes as well (P < 0.05). The retinal thickness in fovea was significantly increased in RAO eyes compared with that in the fellow eyes and normal control eyes (P < 0.05), without any differences in other areas between the RAO eyes and the other two groups (P > 0.05). The retinal thickness in whole area and retinal thickness in fovea were correlated with BCVA, respectively (whole area: r = 0.295, P = 0.030; fovea: r = 0.322, P = 0.018). CONCLUSIONS OCTA is a fast, noninvasive, and effective examination means for RAO that can display the vascular density and retinal thickness quantitatively and distinctly. RAO patients had reduced vascular density in both eyes and increased foveal retinal thickness in RAO eyes, showing a correlation with BCVA.
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Affiliation(s)
- Xuan Li
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China
| | - Xiaofeng Hao
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China
| | - Jie Luo
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China
| | - Yixin Qi
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China
| | - Jinhua Luo
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China
| | - Hang Yuan
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China
| | - Like Xie
- Department of Ocular Trauma and Fundus Disease, Eye Hospital of China Academy of Chinese Medical Science, 33 Lugu Road, Shijingshan, Beijing, 100040, China.
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13
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Lee KY, Shin SJ, Moon JS. Contrast Sensitivity and Inner Retinal Layer Thickness Analysis of Type 2 Diabetic Patients Without Retinopathy. JOURNAL OF THE KOREAN OPHTHALMOLOGICAL SOCIETY 2021. [DOI: 10.3341/jkos.2021.62.5.638] [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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14
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Ishibashi F, Kosaka A, Tavakoli M. The Impact of Glycemic Control on Retinal Photoreceptor Layers and Retinal Pigment Epithelium in Patients With Type 2 Diabetes Without Diabetic Retinopathy: A Follow-Up Study. Front Endocrinol (Lausanne) 2021; 12:614161. [PMID: 33967950 PMCID: PMC8102981 DOI: 10.3389/fendo.2021.614161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 03/19/2021] [Indexed: 11/29/2022] Open
Abstract
AIMS To establish the sequential changes by glycemic control in the mean thickness, volume and reflectance of the macular photoreceptor layers (MPRLs) and retinal pigment epithelium in patients with type 2 diabetes without diabetic retinopathy. METHODS Thirty-one poorly controlled (HbA1c > 8.0%) patients with type 2 diabetes without diabetic retinopathy undergoing glycemic control and 39 control subjects with normal HbA1c levels (< 5.9%) underwent periodical full medical, neurological and ophthalmological examinations over 2 years. Glycemic variability was evaluated by standard deviation and coefficient of variation of monthly measured HbA1c levels and casual plasma glucose. 3D swept source-optical coherence tomography (OCT) and OCT-Explorer-generated enface thickness, volume and reflectance images for 9 subfields defined by Early Treatment Diabetic Retinopathy Study of 4 MPRLs {outer nuclear layer, ellipsoid zone, photoreceptor outer segment (PROS) and interdigitation zone} and retinal pigment epithelium were acquired every 3 months. RESULTS Glycemic control sequentially restored the thickness and volume at 6, 4 and 5 subfields of outer nuclear layer, ellipsoid zone and PROS, respectively. The thickness and volume of outer nuclear layer were restored related to the decrease in HbA1c and casual plasma glucose levels, but not related to glycemic variability and neurological tests. The reflectance of MPRLs and retinal pigment epithelium in patients was marginally weaker than controls, and further decreased at 6 or 15 months during glycemic control. The reduction at 6 months coincided with high HbA1c levels. CONCLUSION Glycemic control sequentially restored the some MPRL thickness, especially of outer nuclear layer. In contrast, high glucose during glycemic control decreased reflectance and may lead to the development of diabetic retinopathy induced by glycemic control. The repeated OCT examinations can clarify the benefit and hazard of glycemic control to the diabetic retinopathy.
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Affiliation(s)
| | - Aiko Kosaka
- Internal Medicine, Ishibashi Clinic, Hiroshima, Japan
| | - Mitra Tavakoli
- Diabetes and Vascular Research Centre (DVRC), NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, United Kingdom
- *Correspondence: Mitra Tavakoli,
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15
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Sanz-González SM, García-Medina JJ, Zanón-Moreno V, López-Gálvez MI, Galarreta-Mira D, Duarte L, Valero-Velló M, Ramírez AI, Arévalo JF, Pinazo-Durán MD. Clinical and Molecular-Genetic Insights into the Role of Oxidative Stress in Diabetic Retinopathy: Antioxidant Strategies and Future Avenues. Antioxidants (Basel) 2020; 9:E1101. [PMID: 33182408 PMCID: PMC7697026 DOI: 10.3390/antiox9111101] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 10/29/2020] [Accepted: 11/03/2020] [Indexed: 12/17/2022] Open
Abstract
Reactive oxygen species (ROS) overproduction and ROS-signaling pathways activation attack the eyes. We evaluated the oxidative stress (OS) and the effects of a daily, core nutritional supplement regimen containing antioxidants and omega 3 fatty acids (A/ω3) in type 2 diabetics (T2DM). A case-control study was carried out in 480 participants [287 T2DM patients with (+)/without (-) diabetic retinopathy (DR) and 193 healthy controls (CG)], randomly assigned to a daily pill of A/ω3. Periodic evaluation through 38 months allowed to outline patient characteristics, DR features, and classic/OS blood parameters. Statistics were performed by the SPSS 24.0 program. Diabetics displayed significantly higher circulating pro-oxidants (p = 0.001) and lower antioxidants (p = 0.0001) than the controls. Significantly higher plasma malondialdehyde/thiobarbituric acid reactive substances (MDA/TBARS; p = 0.006) and lower plasma total antioxidant capacity (TAC; p = 0.042) and vitamin C (0.020) was found in T2DM + DR versus T2DM-DR. The differential expression profile of solute carrier family 23 member 2 (SLC23A2) gene was seen in diabetics versus the CG (p = 0.001), and in T2DM + DR versus T2DM - DR (p < 0.05). The A/ω3 regime significantly reduced the pro-oxidants (p < 0.05) and augmented the antioxidants (p < 0.05). This follow-up study supports that a regular A/ω3 supplementation reduces the oxidative load and may serve as a dietary prophylaxis/adjunctive intervention for patients at risk of diabetic blindness.
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Affiliation(s)
- Silvia M. Sanz-González
- Ophthalmic Research Unit “Santiago Grisolía”, Fundación Investigación Sanitaria y Biomédica (FISABIO), Ave. Gaspar Aguilar 90, 46017 Valencia, Spain; (S.M.S.-G.); (J.J.G.-M.); (V.Z.-M.); (M.V.-V.); (M.D.P.-D.)
- Cellular and Molecular Ophthalmo-Biology Group, University of Valencia, Ave. Blasco Ibañez 15, 46010 Valencia, Spain
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
| | - José J. García-Medina
- Ophthalmic Research Unit “Santiago Grisolía”, Fundación Investigación Sanitaria y Biomédica (FISABIO), Ave. Gaspar Aguilar 90, 46017 Valencia, Spain; (S.M.S.-G.); (J.J.G.-M.); (V.Z.-M.); (M.V.-V.); (M.D.P.-D.)
- Cellular and Molecular Ophthalmo-Biology Group, University of Valencia, Ave. Blasco Ibañez 15, 46010 Valencia, Spain
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
- Department of Ophthalmology, General University Hospital Morales Meseguer, Ave. Marques de los Velez, s/n 30008 Murcia, Spain
- Department of Ophthalmology and Optometry, University of Murcia, Edificio LAIB Planta 5ª, Carretera Buenavista s/n, 30120 El Palmar Murcia, Spain
| | - Vicente Zanón-Moreno
- Ophthalmic Research Unit “Santiago Grisolía”, Fundación Investigación Sanitaria y Biomédica (FISABIO), Ave. Gaspar Aguilar 90, 46017 Valencia, Spain; (S.M.S.-G.); (J.J.G.-M.); (V.Z.-M.); (M.V.-V.); (M.D.P.-D.)
- Cellular and Molecular Ophthalmo-Biology Group, University of Valencia, Ave. Blasco Ibañez 15, 46010 Valencia, Spain
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
- Area of Health, Valencian International University, Calle Pintor Sorolla 21, 46002 Valencia, Spain
| | - María I. López-Gálvez
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
- Department of Ophthalmology, The University Clinic Hospital, Ave. Ramón y Cajal 3, 47003 Valladolid, Spain
| | - David Galarreta-Mira
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
- Department of Ophthalmology, The University Clinic Hospital, Ave. Ramón y Cajal 3, 47003 Valladolid, Spain
| | - Lilianne Duarte
- Department of Ophthalmology, Complexo Hospitalar “Entre Douro e Vouga”, 4520-211 Santa Maria da Feira, Portugal;
| | - Mar Valero-Velló
- Ophthalmic Research Unit “Santiago Grisolía”, Fundación Investigación Sanitaria y Biomédica (FISABIO), Ave. Gaspar Aguilar 90, 46017 Valencia, Spain; (S.M.S.-G.); (J.J.G.-M.); (V.Z.-M.); (M.V.-V.); (M.D.P.-D.)
| | - Ana I. Ramírez
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
- Department of Immunology, Ophthalmology and Otorrinolaringology, Faculty of Optics and Optometry, Universidad Complutense, Calle Arcos de Jalón 118, 28037 Madrid, Spain
- Instituto de Investigaciones Oftalmológicas “Ramón Castroviejo”, Faculty of Medicine, Universidad Complutense, Plaza Ramón y Cajal, s/n 28040 Madrid, Spain
| | - J. Fernando Arévalo
- Wilmer s Eye Institute at the Johns Hopkins Hospital, Baltimore, MD 21287, USA;
| | - María D. Pinazo-Durán
- Ophthalmic Research Unit “Santiago Grisolía”, Fundación Investigación Sanitaria y Biomédica (FISABIO), Ave. Gaspar Aguilar 90, 46017 Valencia, Spain; (S.M.S.-G.); (J.J.G.-M.); (V.Z.-M.); (M.V.-V.); (M.D.P.-D.)
- Cellular and Molecular Ophthalmo-Biology Group, University of Valencia, Ave. Blasco Ibañez 15, 46010 Valencia, Spain
- Spanish Net of Ophthalmic Research “OFTARED” RD16/0008/0022, of the Institute of Health Carlos III, 28029 Madrid, Spain; (M.I.L.-G.); (D.G.-M.)
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16
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Mohammed S, Li T, Chen XD, Warner E, Shankar A, Abalem MF, Jayasundera T, Gardner TW, Rao A. Density-based classification in diabetic retinopathy through thickness of retinal layers from optical coherence tomography. Sci Rep 2020; 10:15937. [PMID: 32985536 PMCID: PMC7522225 DOI: 10.1038/s41598-020-72813-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 09/07/2020] [Indexed: 11/09/2022] Open
Abstract
Diabetic retinopathy (DR) is a severe retinal disorder that can lead to vision loss, however, its underlying mechanism has not been fully understood. Previous studies have taken advantage of Optical Coherence Tomography (OCT) and shown that the thickness of individual retinal layers are affected in patients with DR. However, most studies analyzed the thickness by calculating summary statistics from retinal thickness maps of the macula region. This study aims to apply a density function-based statistical framework to the thickness data obtained through OCT, and to compare the predictive power of various retinal layers to assess the severity of DR. We used a prototype data set of 107 subjects which are comprised of 38 non-proliferative DR (NPDR), 28 without DR (NoDR), and 41 controls. Based on the thickness profiles, we constructed novel features which capture the variation in the distribution of the pixel-wise retinal layer thicknesses from OCT. We quantified the predictive power of each of the retinal layers to distinguish between all three pairwise comparisons of the severity in DR (NoDR vs NPDR, controls vs NPDR, and controls vs NoDR). When applied to this preliminary DR data set, our density-based method demonstrated better predictive results compared with simple summary statistics. Furthermore, our results indicate considerable differences in retinal layer structuring based on the severity of DR. We found that: (a) the outer plexiform layer is the most discriminative layer for classifying NoDR vs NPDR; (b) the outer plexiform, inner nuclear and ganglion cell layers are the strongest biomarkers for discriminating controls from NPDR; and (c) the inner nuclear layer distinguishes best between controls and NoDR.
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Affiliation(s)
- Shariq Mohammed
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, 48109, USA.
- Department of Biostatistics, University of Michigan, Ann Arbor, 48109, USA.
| | - Tingyang Li
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, 48109, USA
| | - Xing D Chen
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, 48105, USA
| | - Elisa Warner
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, 48109, USA
| | - Anand Shankar
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, 48109, USA
| | - Maria Fernanda Abalem
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, 48105, USA
| | - Thiran Jayasundera
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, 48105, USA
| | - Thomas W Gardner
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, 48105, USA
| | - Arvind Rao
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, 48109, USA.
- Department of Biostatistics, University of Michigan, Ann Arbor, 48109, USA.
- Department of Radiation Oncology, University of Michigan, Ann Arbor, 48109, USA.
- The Michigan Institute for Data Sciences, University of Michigan, Ann Arbor, 48109, USA.
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17
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Govindaswamy N, Ratra D, Dalan D, Doralli S, Tirumalai AA, Nagarajan R, Mochi T, Shetty N, Sinha Roy A. Vascular changes precede tomographic changes in diabetic eyes without retinopathy and improve artificial intelligence diagnostics. JOURNAL OF BIOPHOTONICS 2020; 13:e202000107. [PMID: 32392370 DOI: 10.1002/jbio.202000107] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 04/30/2020] [Accepted: 05/06/2020] [Indexed: 06/11/2023]
Abstract
The purpose of this study was to evaluate early vascular and tomographic changes in the retina of diabetic patients using artificial intelligence (AI). The study included 74 age-matched normal eyes, 171 diabetic eyes without retinopathy (DWR) eyes and 69 mild non-proliferative diabetic retinopathy (NPDR) eyes. All patients underwent optical coherence tomography angiography (OCTA) imaging. Tomographic features (thickness and volume) were derived from the OCTA B-scans. These features were used in AI models. Both OCT and OCTA features showed significant differences between the groups (P < .05). However, the OCTA features indicated early retinal changes in DWR eyes better than OCT (P < .05). In the AI model using both OCT and OCTA features simultaneously, the best area under the curve of 0.91 ± 0.02 was obtained (P < .05). Thus, the combined use of AI, OCT and OCTA significantly improved the early diagnosis of diabetic changes in the retina.
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Affiliation(s)
- Nivedhitha Govindaswamy
- Imaging, Biomechanics and Mathematical Modeling solutions Lab, Narayana Nethralaya Foundation, Bangalore, India
| | - Dhanashree Ratra
- Department of Vitreoretinal Diseases, Sankara Nethralaya, Chennai, India
| | - Daleena Dalan
- Department of Vitreoretinal Diseases, Sankara Nethralaya, Chennai, India
| | | | | | - Rajesh Nagarajan
- Department of Vitreoretinal Diseases, Sankara Nethralaya, Chennai, India
| | - Thirumalesh Mochi
- Department of Vitreoretinal Diseases, Narayana Nethralaya, Bangalore, India
| | - Naren Shetty
- Department of Refractive and Cataract surgery, Narayana Nethralaya, Bangalore, India
| | - Abhijit Sinha Roy
- Imaging, Biomechanics and Mathematical Modeling solutions Lab, Narayana Nethralaya Foundation, Bangalore, India
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18
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Tengku-Fatishah A, Nik-Ahmad-Zuky NL, Shatriah I. Macular and Retinal Nerve Fibre Layer Thickness in Pregnant Women with Gestational Diabetes Mellitus. Clin Ophthalmol 2020; 14:1215-1221. [PMID: 32440087 PMCID: PMC7211316 DOI: 10.2147/opth.s245054] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Accepted: 04/02/2020] [Indexed: 01/27/2023] Open
Abstract
Background The information about macular and retinal nerve fibre layer (RNFL) thickness in women with gestational diabetes mellitus (GDM) is scarce. GDM is a risk factor for development of type 2 diabetes mellitus. Purpose The purpose of this study was to evaluate mean macular and RNFL thickness in pregnant women with GDM in a teaching institution in Malaysia. We also analyzed the association of age, HbA1c level, duration of GDM, type of treatment, family history, previous history of GDM and spherical equivalent with the macular and RNFL thickness. Patients and Methods This was a prospective and cross-sectional study involving 78 pregnant women with GDM, 72 healthy pregnant and 70 healthy non-pregnant women. The study was conducted in Hospital Universiti Sains Malaysia from 2016 to 2018. Macular and RNFL thickness were measured during the third trimester using spectral-domain optical coherence tomography. Age, HbA1c level, duration of GDM, type of treatment, family history, previous history of GDM and spherical equivalent were analysed. Results The mean macular thickness was 236.08 (16.44) µm, 237.26 (22.42) µm and 240.66 (20.95) µm for GDM, healthy pregnant, and healthy non-pregnant women. The mean RNFL thickness was 97.27 (9.14) µm, 99.83 (12.44) µm and 97.97 (10.07) µm for GDM, healthy pregnant, and healthy non-pregnant women. There was no significant difference in the mean macular and RNFL thickness in pregnant women with GDM when compared to the control groups (p>0.05). Age, HbA1c, duration of diabetes, treatment received, history of GDM and spherical equivalent did not show significant association with mean macular and retinal thickness (p>0.05). Conclusion Pregnant women with GDM have similar thickness of the macular and RNFL with the healthy pregnant and healthy non-pregnant women. Age, HbA1c, duration of diabetes, treatment received, history of GDM and spherical equivalent showed no significant association with mean macular and retinal thickness in pregnant women with GDM.
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Affiliation(s)
- Amir Tengku-Fatishah
- Department of Ophthalmology, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian 16150, Kelantan, Malaysia.,Ophthalmology Clinic, Hospital Universiti Sains Malaysia, Kubang Kerian, Kelantan, 16150, Malaysia
| | - Nik Lah Nik-Ahmad-Zuky
- Department of Obstetric and Gynecology, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, 16150, Malaysia.,Obstetrics and Gynecology Clinic, Hospital Universiti Sains Malaysia, Kubang Kerian,Kelantan, 16150, Malaysia
| | - Ismail Shatriah
- Department of Ophthalmology, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian 16150, Kelantan, Malaysia.,Ophthalmology Clinic, Hospital Universiti Sains Malaysia, Kubang Kerian, Kelantan, 16150, Malaysia
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19
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Sadikan MZ, Abdul Nasir NA, Agarwal R, Mohd Ismail N. Protective Effect of Palm Oil-Derived Tocotrienol-Rich Fraction Against Retinal Neurodegenerative Changes in Rats with Streptozotocin-Induced Diabetic Retinopathy. Biomolecules 2020; 10:biom10040556. [PMID: 32260544 PMCID: PMC7226502 DOI: 10.3390/biom10040556] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Revised: 03/29/2020] [Accepted: 04/02/2020] [Indexed: 12/13/2022] Open
Abstract
Oxidative stress plays an important role in retinal neurodegeneration and angiogenesis associated with diabetes. In this study, we investigated the effect of the tocotrienol-rich fraction (TRF), a potent antioxidant, against diabetes-induced changes in retinal layer thickness (RLT), retinal cell count (RCC), retinal cell apoptosis, and retinal expression of vascular endothelial growth factor (VEGF) in rats. Additionally, the efficacy of TRF after administration by two different routes was compared. The diabetes was induced in Sprague-Dawley rats by intraperitoneal injection of streptozotocin. Subsequently, diabetic rats received either oral or topical treatment with vehicle or TRF. Additionally, a group of non-diabetic rats was included with either oral or topical treatment with a vehicle. After 12 weeks of the treatment period, rats were euthanized, and retinas were collected for measurement of RLT, RCC, retinal cell apoptosis, and VEGF expression. RLT and RCC in the ganglion cell layer were reduced in all diabetic groups compared to control groups (p < 0.01). However, at the end of the experimental period, oral TRF-treated rats showed a significantly greater RLT compared to topical TRF-treated rats. A similar observation was made for retinal cell apoptosis and VEGF expression. In conclusion, oral TRF supplementation protects against retinal degenerative changes and an increase in VEGF expression in rats with streptozotocin-induced diabetic retinopathy. Similar effects were not observed after topical administration of TRF.
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Affiliation(s)
- Muhammad Zulfiqah Sadikan
- Centre for Neuroscience Research (NeuRon), Faculty of Medicine, Universiti Teknologi MARA, Sungai Buloh, Selangor 47000, Malaysia;
| | - Nurul Alimah Abdul Nasir
- Centre for Neuroscience Research (NeuRon), Faculty of Medicine, Universiti Teknologi MARA, Sungai Buloh, Selangor 47000, Malaysia;
- Correspondence: ; Tel.: +603-61267230
| | - Renu Agarwal
- School of Medicine, International Medical University, Bukit Jalil, Kuala Lumpur 57000, Malaysia; (R.A.); (N.M.I.)
| | - Nafeeza Mohd Ismail
- School of Medicine, International Medical University, Bukit Jalil, Kuala Lumpur 57000, Malaysia; (R.A.); (N.M.I.)
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Ishibashi F, Tavakoli M. Thinning of Macular Neuroretinal Layers Contributes to Sleep Disorder in Patients With Type 2 Diabetes Without Clinical Evidences of Neuropathy and Retinopathy. Front Endocrinol (Lausanne) 2020; 11:69. [PMID: 32184758 PMCID: PMC7058995 DOI: 10.3389/fendo.2020.00069] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 02/03/2020] [Indexed: 12/15/2022] Open
Abstract
Aims: To investigate the impact of thinning at individual grids of macular neuroretinal layers, clinical factors, and inadequate light exposure on the specific components of sleep disorder in patients with type 2 diabetes. Methods: One hundred twenty-four patients with type 2 diabetes without clinical evidences of diabetic retinopathy and neuropathy (HbA1c: 8.3%, diabetes duration; 8.7 years) and 54 age- and sex-matched control subjects (HbA1c: 5.6%) underwent detailed clinical, neurological, and ophthalmological examinations. The sleep disorder was assessed by the Pittsburgh Sleep Quality Index Japanese Version (PSQI-J). The temporal structures of daily life were assessed by the Munich Chronotype Questionnaire Japanese Version. The thickness at nine grids defined by the Early Treatment Diabetic Retinopathy Study of nine macular neuroretinal layers was determined by swept-source optical coherence tomography and OCT-Explorer. The associations between the individual components of sleep disorders and the thickness at each grid of macular neuroretinal layers, clinical factors, or the temporal structures of daily life were examined. Results: The prevalence of the sleep disorder, global score, and four individual PSQI-J scores in patients with type 2 diabetes were higher than control subjects. The thickness of two and five grids of two inner retinal layers and four to seven grids of four outer retinal layers in patients with type 2 diabetes was thinner than those in control subjects. The thickness at one to eight grids of four outer retinal layers in type 2 diabetic patients was inversely associated with global score and five individual scores of sleep disorder. The thinning at one to two grids of the inner plexiform layer was related to three high individual scores of sleep disorder. The inappropriate light exposure was associated with the sleep disorder and altered macular neuroretinal layers. The high HbA1c and LDL-cholesterol levels were related to the high global score and two individual scores of sleep disorder, respectively. Conclusion: In patients with type 2 diabetes, the thinning at grids of the inner plexiform layer and outer retinal layers was associated with the high scores of specific components of the sleep disorder. The sleep disorder was also related to hyperglycemia, dyslipidemia, and inappropriate light exposure.
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Affiliation(s)
| | - Mitra Tavakoli
- University of Exeter Medical School, Exeter, United Kingdom
- *Correspondence: Mitra Tavakoli
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21
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Le D, Alam M, Miao BA, Lim JI, Yao X. Fully automated geometric feature analysis in optical coherence tomography angiography for objective classification of diabetic retinopathy. BIOMEDICAL OPTICS EXPRESS 2019; 10:2493-2503. [PMID: 31149381 PMCID: PMC6524582 DOI: 10.1364/boe.10.002493] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Revised: 04/14/2019] [Accepted: 04/15/2019] [Indexed: 05/10/2023]
Abstract
This study is to establish quantitative features of vascular geometry in optical coherence tomography angiography (OCTA) and validate them for the objective classification of diabetic retinopathy (DR). Six geometric features, including total vessel branching angle (VBA: θ), child branching angles (CBAs: α1 and α2), vessel branching coefficient (VBC), and children-to-parent vessel width ratios (VWR1 and VWR2), were automatically derived from each vessel branch in OCTA. Comparative analysis of heathy control, diabetes with no DR (NoDR), and non-proliferative DR (NPDR) was conducted. Our study reveals four quantitative OCTA features to produce robust DR detection and staging classification: (ANOVA, P<0.05), VBA, CBA1, VBC, and VWR1.
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Affiliation(s)
- David Le
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA
- These authors contributed equally to this work
| | - Minhaj Alam
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA
- These authors contributed equally to this work
| | | | - Jennifer I. Lim
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Xincheng Yao
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607, USA
- Department of Ophthalmology and Visual Sciences, University of Illinois at Chicago, Chicago, IL 60612, USA
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22
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Lynch G, Romo JSA, Linderman R, Krawitz BD, Mo S, Zakik A, Carroll J, Rosen RB, Chui TYP. Within-subject assessment of foveal avascular zone enlargement in different stages of diabetic retinopathy using en face OCT reflectance and OCT angiography. BIOMEDICAL OPTICS EXPRESS 2018; 9:5982-5996. [PMID: 31065407 PMCID: PMC6491024 DOI: 10.1364/boe.9.005982] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2018] [Revised: 10/27/2018] [Accepted: 10/28/2018] [Indexed: 05/04/2023]
Abstract
Enlargement of the foveal avascular zone (FAZ) due to progressive capillary nonperfusion is associated with visual deterioration in patients with diabetic retinopathy. The FAZ area has long been considered an important clinical marker of advancing retinopathy. However, a large body of literature shows that the FAZ area varies considerably in healthy eyes, resulting in substantial overlap between controls and diabetics, thus reducing its discriminatory value. In this study, within-subject FAZ area enlargement was obtained by the comparison of the structural FAZ area to the functional FAZ area using simultaneously-acquired, corresponding en face OCT reflectance and OCT angiography images. Our study suggests that en face OCT reflectance images provide useful anatomic baselines of structural FAZ morphology prior to the onset of disease. Measurements of within-subject FAZ area enlargement appear to be a more sensitive method for identifying the onset of diabetic retinopathy as compared to using OCT angiographic measurements of FAZ alone.
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Affiliation(s)
- Giselle Lynch
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
- Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
| | - Jorge S. Andrade Romo
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
| | - Rachel Linderman
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, 8701 Watertown Plank Rd., Milwaukee, WI, 53226, USA
| | - Brian D. Krawitz
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
| | - Shelley Mo
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
| | - Amir Zakik
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
| | - Joseph Carroll
- Cell Biology, Neurobiology & Anatomy, Medical College of Wisconsin, 8701 Watertown Plank Rd., Milwaukee, WI, 53226, USA
- Ophthalmology & Visual Sciences, Medical College of Wisconsin, 925 N. 87th St., Milwaukee, WI, 53226, USA
| | - Richard B. Rosen
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
- Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
| | - Toco Y. P. Chui
- Ophthalmology, New York Eye and Ear Infirmary of Mount Sinai, 310 East 14th St., Suite 500, S. Bldg., New York, NY, 10003, USA
- Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
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