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Liu X, Zhu H, Zhang H, Xia S. The Framework of Quantifying Biomarkers of OCT and OCTA Images in Retinal Diseases. SENSORS (BASEL, SWITZERLAND) 2024; 24:5227. [PMID: 39204923 PMCID: PMC11359948 DOI: 10.3390/s24165227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 08/01/2024] [Accepted: 08/10/2024] [Indexed: 09/04/2024]
Abstract
Despite the significant advancements facilitated by previous research in introducing a plethora of retinal biomarkers, there is a lack of research addressing the clinical need for quantifying different biomarkers and prioritizing their importance for guiding clinical decision making in the context of retinal diseases. To address this issue, our study introduces a novel framework for quantifying biomarkers derived from optical coherence tomography (OCT) and optical coherence tomography angiography (OCTA) images in retinal diseases. We extract 452 feature parameters from five feature types, including local binary patterns (LBP) features of OCT and OCTA, capillary and large vessel features, and the foveal avascular zone (FAZ) feature. Leveraging this extensive feature set, we construct a classification model using a statistically relevant p value for feature selection to predict retinal diseases. We obtain a high accuracy of 0.912 and F1-score of 0.906 in the task of disease classification using this framework. We find that OCT and OCTA's LBP features provide a significant contribution of 77.12% to the significance of biomarkers in predicting retinal diseases, suggesting their potential as latent indicators for clinical diagnosis. This study employs a quantitative analysis framework to identify potential biomarkers for retinal diseases in OCT and OCTA images. Our findings suggest that LBP parameters, skewness and kurtosis values of capillary, the maximum, mean, median, and standard deviation of large vessel, as well as the eccentricity, compactness, flatness, and anisotropy index of FAZ, may serve as significant indicators of retinal conditions.
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Affiliation(s)
- Xiaoli Liu
- School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
| | - Haogang Zhu
- Hangzhou International Innovation Institute, Beihang University, Beijing 100191, China
| | - Hanji Zhang
- School of Medical Technology, Tianjin Medical University, Tianjin 300203, China
| | - Shaoyan Xia
- School of Medical Technology, Tianjin Medical University, Tianjin 300203, China
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Ecsedy M, Kovacs I, Szigeti A, Horvath H, Lenart L, Recsan Z, Medveczki T, Nagy ZZ, Fekete A. Association of SDF-1-3' Gene A Variant with Diabetic Retinopathy in the Hungarian Population. Int J Mol Sci 2024; 25:8036. [PMID: 39125605 PMCID: PMC11311494 DOI: 10.3390/ijms25158036] [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: 06/04/2024] [Revised: 07/08/2024] [Accepted: 07/19/2024] [Indexed: 08/12/2024] Open
Abstract
We investigated the association between the SDF-1-3' (c801G > A) variant and the development of diabetic macular edema (DME) or proliferative diabetic retinopathy (PDR) in a Hungarian cohort. SDF-1-3' (c801G > A) was genotyped in 103 patients with diabetic retinopathy and 31 age- and sex-matched non-diabetic controls. Central retinal and choroidal thickness was measured by swept-source optical coherence tomography. The distribution of heterozygous and homozygous SDF-1-3' (c801G > A) genotypes was similar in diabetic and control subjects. The SDF-3'(c801AA) genotype was associated with DME (n = 94 eyes, allele distribution p = 0.006, genotype distribution p = 0.01 OR: 2.48, 95% CL: 1.21-5.08) in both univariable and multivariable modelling, independent of duration and type of diabetes, HbA1C, hypertension and microalbuminuria (p = 0.03). DME occurred earlier in patients carrying the SDF-1 (c801A) allele (Kaplan-Meier analysis, log-rank test p = 0.02). A marginally significant association was found between the presence of the SDF-1 (c801A) allele and the development of PDR (n = 89 eyes, p = 0.06). The SDF-1-3' (c801A) allele also showed a correlation with central retinal (p = 0.006) and choroidal (p = 0.08) thickness. SDF-1-3' (c801G > A) is involved in the development of macular complications in DM independent of critical clinical factors, suggesting that SDF-1 may be a future therapeutic target for high-risk patients, especially those carrying the SDF-1 (c801A) allele.
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Affiliation(s)
- Monika Ecsedy
- Department of Ophthalmology, Semmelweis University Budapest, 1085 Budapest, Hungary; (I.K.); (A.S.); (H.H.); (Z.R.); (Z.Z.N.)
| | - Illes Kovacs
- Department of Ophthalmology, Semmelweis University Budapest, 1085 Budapest, Hungary; (I.K.); (A.S.); (H.H.); (Z.R.); (Z.Z.N.)
- Department of Clinical Ophthalmology, Faculty of Health Sciences, Semmelweis University Budapest, 1085 Budapest, Hungary
- Department of Ophthalmology, Weill Cornell Medical College, New York, NY 10065, USA
| | - Andrea Szigeti
- Department of Ophthalmology, Semmelweis University Budapest, 1085 Budapest, Hungary; (I.K.); (A.S.); (H.H.); (Z.R.); (Z.Z.N.)
| | - Hajnalka Horvath
- Department of Ophthalmology, Semmelweis University Budapest, 1085 Budapest, Hungary; (I.K.); (A.S.); (H.H.); (Z.R.); (Z.Z.N.)
| | - Lilla Lenart
- MTA-SE Lendület Diabetes Research Group, Hungarian Academy of Sciences and Semmelweis University, 1085 Budapest, Hungary; (L.L.); (T.M.); (A.F.)
| | - Zsuzsanna Recsan
- Department of Ophthalmology, Semmelweis University Budapest, 1085 Budapest, Hungary; (I.K.); (A.S.); (H.H.); (Z.R.); (Z.Z.N.)
| | - Timea Medveczki
- MTA-SE Lendület Diabetes Research Group, Hungarian Academy of Sciences and Semmelweis University, 1085 Budapest, Hungary; (L.L.); (T.M.); (A.F.)
| | - Zoltan Zsolt Nagy
- Department of Ophthalmology, Semmelweis University Budapest, 1085 Budapest, Hungary; (I.K.); (A.S.); (H.H.); (Z.R.); (Z.Z.N.)
- Department of Clinical Ophthalmology, Faculty of Health Sciences, Semmelweis University Budapest, 1085 Budapest, Hungary
| | - Andrea Fekete
- MTA-SE Lendület Diabetes Research Group, Hungarian Academy of Sciences and Semmelweis University, 1085 Budapest, Hungary; (L.L.); (T.M.); (A.F.)
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Romero-Aroca P, Garcia-Curto E, Pascual-Fontanilles J, Valls A, Moreno A, Baget-Bernaldiz M. Distribution of Microaneurysms and Hemorrhages in Accordance with the Grading of Diabetic Retinopathy in Type Diabetes Patients. Diagnostics (Basel) 2024; 14:1547. [PMID: 39061684 PMCID: PMC11275489 DOI: 10.3390/diagnostics14141547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 07/13/2024] [Accepted: 07/16/2024] [Indexed: 07/28/2024] Open
Abstract
(1) Underlying Diabetic Retinopathy (DR) is the primary cause of poor vision in young adults. There are automatic image reading systems that can aid screening for DR. (2) Methods: Using our automatic reading system we have counted the number of microaneurysms and hemorrhages in the four quadrants of the ETDRS grid and evaluated the differences between them according to the type of DR. The study was carried out using data from two different databases, MESSIDOR and MIRADATASET. (3) Results: The majority of microaneurysms and hemorrhages are found in the temporal and inferior quadrants of the ETDRS grid. Differences are significant with respect to the other two quadrants at p < 0.001. Differences between the type of DR show that severe-DR has a greater number of microaneurysms and hemorrhages in the temporal and inferior quadrant, being significant at p < 0.001. (4) Conclusions: The count of microaneurysms and hemorrhages is higher in the temporal and inferior quadrants in all types of DR, and those differences are more important in the case of severe-DR.
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Affiliation(s)
- Pedro Romero-Aroca
- Ophthalmology Service, Hospital Universitario Sant Joan, Universitat Rovira & Virgili, Institut de Investigacio Sanitaria Pere Virgili (IISPV), 43204 Reus, Spain; (E.G.-C.); (M.B.-B.)
| | - Eugeni Garcia-Curto
- Ophthalmology Service, Hospital Universitario Sant Joan, Universitat Rovira & Virgili, Institut de Investigacio Sanitaria Pere Virgili (IISPV), 43204 Reus, Spain; (E.G.-C.); (M.B.-B.)
| | - Jordi Pascual-Fontanilles
- ITAKA Research Group, Department of Computer Science and Mathematics, Universitat Rovira & Virgili, Institut d’Investigacions Sanitaries Pere Virgili (IISPV), 43007 Tarragona, Spain; (J.P.-F.); (A.V.); (A.M.)
| | - Aida Valls
- ITAKA Research Group, Department of Computer Science and Mathematics, Universitat Rovira & Virgili, Institut d’Investigacions Sanitaries Pere Virgili (IISPV), 43007 Tarragona, Spain; (J.P.-F.); (A.V.); (A.M.)
| | - Antonio Moreno
- ITAKA Research Group, Department of Computer Science and Mathematics, Universitat Rovira & Virgili, Institut d’Investigacions Sanitaries Pere Virgili (IISPV), 43007 Tarragona, Spain; (J.P.-F.); (A.V.); (A.M.)
| | - Marc Baget-Bernaldiz
- Ophthalmology Service, Hospital Universitario Sant Joan, Universitat Rovira & Virgili, Institut de Investigacio Sanitaria Pere Virgili (IISPV), 43204 Reus, Spain; (E.G.-C.); (M.B.-B.)
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Hector S, Thulesius HO, Thunander M, Hillman M, Landin-Olsson M, Melin EO. Plasma matrix metalloproteinases and tissue inhibitors of metalloproteinases explored in relation to the severity and progression of diabetic retinopathy in patients with type 1 diabetes: baseline and prospective analyses. BMJ Open Ophthalmol 2024; 9:e001583. [PMID: 38991835 PMCID: PMC11243131 DOI: 10.1136/bmjophth-2023-001583] [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: 11/17/2023] [Accepted: 06/17/2024] [Indexed: 07/13/2024] Open
Abstract
AIMS To explore whether circulating matrix metalloproteinase-2 (MMP-2), MMP-9, MMP-9/neutrophil gelatinase-associated lipocalin, MMP-9/tissue inhibitor of metalloproteinase-1 (TIMP-1), MMP-14, TIMP-2 and TIMP-3 were associated with the severity and progression of diabetic retinopathy (DR) in patients with type 1 diabetes (T1D). METHODS Baseline and prospective analyses were conducted over a period of 10.5 person-years. In 2009, recruitment and biochemical analyses (MMPs, TIMPs, glycated haemoglobin (HbA1c), serum creatinine, macroalbuminuria) were performed. Fundus photography, performed at baseline and at follow-up in accordance with the regional screening programme, was compared after being categorised according to the International Clinical Diabetic Retinopathy Disease Severity Scale. 'DR progression at least one leve' was calculated. High MMP-2 was defined as ≥178 ng/mL (≥75th percentile) and high TIMP-2 as ≥205 ng/mL (≥75th percentile). DR was dichotomised as 'at least moderate DR' or 'no/mild DR'. RESULTS The study included 267 participants, 57% of whom were men. At baseline, the prevalence of high MMP-2 (p=0.001) and high TIMP-2 (p=0.008) increased with the severity of DR. 'At least moderate DR' (adjusted OR (AOR) 2.4, p=0.008) and macroalbuminuria (AOR 3.6, p=0.025) were independently associated with high MMP-2. 'At least moderate DR' (AOR 2.3, p=0.009) and macroalbuminuria (3.4, p=0.031) were independently associated with high TIMP-2. DR progression occurred in 101 (46%) patients (p<0.001). HbA1c≥53 mmol/mol was associated with the progression of DR (crude OR 3.8, p=0.001). No other MMPs or TIMPs were linked to the severity or the progression of DR. CONCLUSIONS High levels of MMP-2 and TIMP-2 indicated more severe DR or diabetic nephropathy. Only HbA1c was associated with the progression of DR in 267 patients with T1D.
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Affiliation(s)
- Sven Hector
- Clinical Sciences, Ophthalmology, Lund University Faculty of Medicine, Lund, Sweden
- Department of Ophthalmology, Central Hospital, Region Kronoberg Healthcare providers, Växjö, Sweden
| | - Hans Olav Thulesius
- Department of Medicine and Optometry, Linnaeus University, Kalmar, Sweden
- Clinical Sciences, Division of Family Medicine, Lund University, Malmö, Sweden
| | - Maria Thunander
- Clinical Sciences, Diabetology and Endocrinology, Lund University, Faculty of Medicine, Lund, Sweden
- Diabetes Research Laboratory, Biomedical Centre, Lund University, Lund, Sweden
| | - Magnus Hillman
- Diabetes Research Laboratory, Biomedical Centre, Lund University, Lund, Sweden
| | - Mona Landin-Olsson
- Clinical Sciences, Diabetology and Endocrinology, Lund University, Faculty of Medicine, Lund, Sweden
- Diabetes Research Laboratory, Biomedical Centre, Lund University, Lund, Sweden
| | - Eva Olga Melin
- Clinical Sciences, Diabetology and Endocrinology, Lund University, Faculty of Medicine, Lund, Sweden
- Diabetes Research Laboratory, Biomedical Centre, Lund University, Lund, Sweden
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Kaur A, Kumar R, Sharma A. Diabetic Retinopathy Leading to Blindness- A Review. Curr Diabetes Rev 2024; 20:e240124225997. [PMID: 38275038 DOI: 10.2174/0115733998274599231109034741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 09/28/2023] [Accepted: 10/18/2023] [Indexed: 01/27/2024]
Abstract
Diabetic retinopathy (DR) is the most common microvascular complication of diabetes that damages the retina, leading to blindness. People with type 1 diabetes are at greater risk of developing DR than people with type 2 diabetes. Diabetic retinopathy may be divided into two primary categories: Proliferative diabetic retinopathy (PDR) and non-proliferative diabetic retinopathy (NPDR). There are multiple risk factors for the onset and progression of diabetic retinopathy, such as hypertension, obesity, smoking, duration of diabetes, and genetics. Numerous investigations have evaluated the levels of a wide range of inflammatory chemokines within DR patients' serum, vitreous, and aqueous fluids. In diabetic retinopathy, the vitreous fluid exhibited rises in angiogenic factors like platelet-derived growth factor (PDGF) or vascular endothelial growth factor (VEGF) or declines in antiangiogenic factors like pigment epithelium-derived factor (PEDF). For prevention of diabetic retinopathy, more physical activity as well as less sedentary behavior were linked to a reduced likelihood of DR. Supplementing with nutraceuticals containing vitamins (B1, B2, B6, B12, C, D, E, and l-methyl folate) and mineral (zinc) can help decrease or avoid an outbreak of DR. Only laser photocoagulation and Anti-vascular endothelial growth factor (Anti-VEGF) injections are advised as favorable therapies in severe retinopathy. When it comes to treating DR's VEGF levels, inflammation, oxidative stress, apoptosis, and angiogenesis, Traditional Chinese medicine (TCM) has an excellent future.
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Affiliation(s)
- Amandeep Kaur
- Department of Pharmacy Practice, ISF College of Pharmacy, Moga, Punjab, India
| | - Ranjeet Kumar
- Department of Pharmacy Practice, ISF College of Pharmacy, Moga, Punjab, India
| | - Amit Sharma
- Department of Pharmacy Practice, ISF College of Pharmacy, Moga, Punjab, India
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Raciborska A, Sidorczuk P, Konopińska J, Dmuchowska DA. Interocular Symmetry of Choroidal Parameters in Patients with Diabetic Retinopathy with and without Diabetic Macular Edema. J Clin Med 2023; 13:176. [PMID: 38202183 PMCID: PMC10779809 DOI: 10.3390/jcm13010176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2023] [Revised: 12/19/2023] [Accepted: 12/23/2023] [Indexed: 01/12/2024] Open
Abstract
This study focuses on the interocular comparison of choroidal parameters in diabetic patients with diabetic retinopathy (DR) with and without diabetic macular edema (DME), as well as in patients with unilateral DME (present in only one eye). The aim of this study was to determine the symmetry in order to obtain better insights into the pathophysiology of diabetic choroidopathy. This retrospective single-center cross-sectional study included 170 eyes from 85 patients (61 with DR and 24 controls), divided into subgroups depending on the presence of DME. The patients underwent fluorescein angiography and spectral domain optical coherence tomography examination, and the analysis included various choroidal parameters: choroidal thickness, volume, and the choroidal vascularity index (CVI). In terms of the choroidal thickness, one eye of a patient with DR, regardless of the presence, absence, or unilaterality of DME, may be treated as representative for that patient. CVI proved symmetrical for controls and patients with DR without DME. However, there was some asymmetry of CVI in patients with bilateral or unilateral DME. There was no straightforward relationship between choroidopathy and DME. Other mechanisms were also involved in the pathogenesis.
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Affiliation(s)
| | | | | | - Diana Anna Dmuchowska
- Ophthalmology Department, Medical University of Bialystok, 24a M. Sklodowskiej-Curie, 15-276 Bialystok, Poland; (A.R.); (J.K.)
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Li J, Dong Z, Wang X, Wang X, Wang L, Pang S. Risk Factors for Diabetic Retinopathy in Chinese Patients with Different Diabetes Duration: Association of C-Peptide and BUN/Cr Ratio with Type 2 Diabetic Retinopathy. Int J Gen Med 2023; 16:4027-4037. [PMID: 37700740 PMCID: PMC10493150 DOI: 10.2147/ijgm.s420983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Accepted: 08/22/2023] [Indexed: 09/14/2023] Open
Abstract
Background and Aim Controlling the risk factors was the most effective strategy to prevent diabetic retinopathy (DR). This study aimed to recognize the risk factors of DR, and explores whether the effect of those factors is modified by diabetes mellitus (DM) duration. Methods A total of 1058 DM patients with information about DR assessment were included. DR was measured by a complete ophthalmic examination and was classified as having one or more distinct microaneurysms in the eyes. Data from the lab and clinical factors were gathered. Multivariate logistic analysis was used to examine the risk factors, and the best-fitting model was selected by a backward stepwise based on A1C. Results In the current study, 274 (25.9%) patients developed DR. In the entire subjects, baseline age, the level of C-peptide, and urinary creatinine were all presented as protective effects of DR, whose odds ratios (ORs) and 95% confidence intervals (CIs) were 0.79 (0.62, 0.99), 0.75 (0.61, 0.91), and 0.70 (0.52, 0.93), respectively. Conversely, systolic pressure (SBP), urinary albumin, and BUN/Cr ratio were the important risk factors for DR with ORs (95% CIs) 1.21 (1.01, 1.46), 1.55 (1.30, 1.84), and 1.33 (1.11, 1.59), respectively. In stratification analysis, females with higher SBP would be more likely to develop DR in the short-duration group, while C-peptide and urinary creatinine showed protective effects in the long-duration group. BUN/Cr ratio all presented as a risk factor, with ORs 1.38 (p = 0.041) and 1.33 (p = 0.014) in short- and long-duration groups, respectively. Conclusion Although renal functions presented a significant association with DR in all DM patients, the risk factors of DR varied widely in different disease-duration subjects. Target strategies to prevent DR should be put forward individually, considering the patient's DM duration. Improving the BUN/Cr ratio may be beneficial to delaying DR.
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Affiliation(s)
- Jianting Li
- Department of Endocrinology, Jinan Central Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250013, People’s Republic of China
- Department of Endocrinology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250013, People’s Republic of China
| | - Zhenhua Dong
- Department of Endocrinology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250013, People’s Republic of China
| | - Xiaoli Wang
- Department of Endocrinology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250013, People’s Republic of China
| | - Xin Wang
- Department of Endocrinology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250013, People’s Republic of China
| | - Lulu Wang
- Department of Endocrinology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250013, People’s Republic of China
| | - Shuguang Pang
- Department of Endocrinology, Jinan Central Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250013, People’s Republic of China
- Department of Endocrinology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250013, People’s Republic of China
- Department of Clinical Medicine, Weifang Medical College, Weifang Medical College, Weifang, People’s Republic of China
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Hector S, Thulesius HO, Landin-Olsson M, Hillman M, Melin EO. Soluble CD163 and glycated haemoglobin were independently associated with the progression of diabetic retinopathy in adult patients with type 1 diabetes. BMJ Open Ophthalmol 2023; 8:e001314. [PMID: 37493689 PMCID: PMC10351291 DOI: 10.1136/bmjophth-2023-001314] [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: 04/12/2023] [Accepted: 06/21/2023] [Indexed: 07/27/2023] Open
Abstract
OBJECTIVE High vitreous levels of soluble (s)CD163 have been demonstrated in severe diabetic retinopathy (DR). The aim of this study was to explore the predictive values of plasma sCD163 and glycated haemoglobin (HbA1c) for DR progression in adults with type 1 diabetes. METHODS AND ANALYSES The study design was prospective. Fundus photography performed in 2009 and at follow-up (≤12 years later) were compared after being categorised according to the International Clinical Diabetic Retinopathy Disease Severity Scale. 'DR progression at least one level' was calculated. In 2009, data collection (sex, age, diabetes duration, metabolic variables, serum creatinine, macroalbuminuria and lifestyle factors) and biochemical analyses were performed. Plasma sCD163 and HbA1c were divided into quartiles. Logistic regression analyses were performed. RESULTS The prevalence of DR in 2009 versus at follow-up in 270 participants (57% male) were: no apparent 28% vs 18%; mild 20% vs 13%; moderate 24% vs 26%; severe 11% vs 13%; and proliferative DR 17% vs 30% (p<0.001). DR progression occurred in 101 (45%) patients. HbA1c ≥54 mmol/mol (≥7.1%) (>1st quartile) (adjusted odds ratio (AOR) 3.8, p<0.001) and sCD163 ≥343 ng/mL (>1st quartile) (AOR 2.6, p=0.004) were independently associated with DR progression. The associations with DR progression increased significantly from the first to the fourth quartile for HbA1c (AORs: 1; 2.5; 3.6; 7.4), but not for sCD163 (AORs: 1; 2.9; 2.4; 2.4). CONCLUSION Plasma sCD163 may constitute a valuable biomarker for DR progression in addition to and independent of the well-established biomarker HbA1c.
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Affiliation(s)
- Sven Hector
- Research and Development, Region Kronoberg, Växjö, Sweden
- Ophthalmology, Central Hospital Växjö, Växjö, Kronoberg, Sweden
| | - Hans Olav Thulesius
- Department of Medicine and Optometry, Linnaeus University, Kalmar, Sweden
- Division of Family Medicine, Lund University Faculty of Medicine, Malmö, Sweden
| | - Mona Landin-Olsson
- Department of Clinical Sciences, Diabetology and Endocrinology, Lund University Faculty of Medicine, Lund, Sweden
- Diabetes Research Laboratory, Lund University Faculty of Medicine, Lund, Sweden
| | - Magnus Hillman
- Diabetes Research Laboratory, Lund University Faculty of Medicine, Lund, Sweden
| | - Eva Olga Melin
- Department of Clinical Sciences, Diabetology and Endocrinology, Lund University Faculty of Medicine, Lund, Sweden
- Diabetes Research Laboratory, Lund University Faculty of Medicine, Lund, Sweden
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Zong GW, Wang WY, Zheng J, Zhang W, Luo WM, Fang ZZ, Zhang Q. A Metabolism-Based Interpretable Machine Learning Prediction Model for Diabetic Retinopathy Risk: A Cross-Sectional Study in Chinese Patients with Type 2 Diabetes. J Diabetes Res 2023; 2023:3990035. [PMID: 37229505 PMCID: PMC10205414 DOI: 10.1155/2023/3990035] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Revised: 03/19/2023] [Accepted: 04/26/2023] [Indexed: 05/27/2023] Open
Abstract
The burden of diabetic retinopathy (DR) is increasing, and the sensitive biomarkers of the disease were not enough. Studies have found that the metabolic profile, such as amino acid (AA) and acylcarnitine (AcylCN), in the early stages of DR patients might have changed, indicating the potential of metabolites to become new biomarkers. We are amid to construct a metabolite-based prediction model for DR risk. This study was conducted on type 2 diabetes (T2D) patients with or without DR. Logistic regression and extreme gradient boosting (XGBoost) prediction models were constructed using the traditional clinical features and the screening features, respectively. Assessing the predictive power of the models in terms of both discrimination and calibration, the optimal model was interpreted using the Shapley Additive exPlanations (SHAP) to quantify the effect of features on prediction. Finally, the XGBoost model incorporating AA and AcylCN variables had the best comprehensive evaluation (ROCAUC = 0.82, PRAUC = 0.44, Brier score = 0.09). C18 : 1OH lower than 0.04 μmol/L, C18 : 1 lower than 0.70 μmol/L, threonine higher than 27.0 μmol/L, and tyrosine lower than 36.0 μmol/L were associated with an increased risk of developing DR. Phenylalanine higher than 52.0 μmol/L was associated with a decreased risk of developing DR. In conclusion, our study mainly used AAs and AcylCNs to construct an interpretable XGBoost model to predict the risk of developing DR in T2D patients which is beneficial in identifying high-risk groups and preventing or delaying the onset of DR. In addition, our study proposed possible risk cut-off values for DR of C18 : 1OH, C18 : 1, threonine, tyrosine, and phenylalanine.
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Affiliation(s)
- Guo-Wei Zong
- Department of Mathematics, School of Public Health, Tianjin Medical University, Tianjin, China
- Tianjin Key Laboratory of Environment, Nutrition and Public Health, Tianjin, China
| | - Wan-Ying Wang
- Tianjin Key Laboratory of Environment, Nutrition and Public Health, Tianjin, China
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Tianjin Medical University, Tianjin, China
| | - Jun Zheng
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin Geriatrics Institute, Tianjin, China
| | - Wei Zhang
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Tianjin Medical University, Tianjin, China
| | - Wei-Ming Luo
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Tianjin Medical University, Tianjin, China
| | - Zhong-Ze Fang
- Tianjin Key Laboratory of Environment, Nutrition and Public Health, Tianjin, China
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Tianjin Medical University, Tianjin, China
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin Geriatrics Institute, Tianjin, China
| | - Qiang Zhang
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin Geriatrics Institute, Tianjin, China
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Liao L, Chen J, Peng S. hsa_circ_0000047 targeting miR-6720-5p/CYB5R2 axis alleviates inflammation and angiogenesis in diabetic retinopathy. Arch Physiol Biochem 2023:1-9. [PMID: 36971486 DOI: 10.1080/13813455.2023.2190055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
Abstract
Context: Diabetic retinopathy (DR) is a common complication of diabetes mellitus (DM). Circular RNAs (circRNAs) act as key regulators of DR development by regulating inflammation and angiogenesis.Objective: This study aimed to elucidate the function and mechanism of hsa_circ_0000047 in DR.Materials and methods: High glucose (HG) was used to induce human retinal microvascular endothelial cells (hRMECs) to construct a DR model in vitro. Qualitative real-time polymerase chain reaction (qRT-PCR) or western blotting were used to detected the levels of hsa_circ_0000047, miR-6720-5p, and CYB5R2 in DR and HG-indeced hRMECs. Cell functional experiments were performed to detect the change of viability, inflammation, migration, invasion, and angiogenesis of HG-induced hRMECs. Besides, the correlation between miR-6720-5p and hsa_circ_0000047/CYB5R2 was confirmed by luciferase assay and Pearson correlation analysis.Results: hsa_circ_0000047 and CYB5R2 were downregulated in DR, whereas miR-6720-5p was upregulated in DR. Cell functional experiments showed that hsa_circ_0000047 overexpression restrained viability, inflammation, migration, invasion, and angiogenesis of HG-induced hRMECs. Regarding mechanism, hsa_circ_0000047 could sponge miR-6720-5p to regulate CYB5R2 expression in hRMECs. Additionally, CYB5R2 knockdown reversed the effects of hsa_circ_0000047 overexpression on HG-induced hRMECs.Conclusion: Our study revealed that hsa_circ_0000047 alleviated inflammation and angiogenesis in HG-induced hRMECs by targeting the miR-6720-5p/CYB5R2 axis, which may be a novel biomarker for DR therapy.
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Affiliation(s)
- Lin Liao
- Department of Ophthalmology, Wuhan Fourth Hospital, Puai Hospital, Wuhan, China
| | - Jinpeng Chen
- Department of Ophthalmology, Ezhou Central Hospital, Ezhou, China
| | - Sheng Peng
- Department of Cardiology, Wuhan Fourth Hospital, Puai Hospital, Wuhan, China
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11
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Different Risk Profiles for Progression of Nonproliferative Diabetic Retinopathy: A 2-Year Study. Ophthalmol Ther 2023; 12:485-500. [PMID: 36495395 PMCID: PMC9834451 DOI: 10.1007/s40123-022-00623-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 11/23/2022] [Indexed: 12/14/2022] Open
Abstract
INTRODUCTION Characterization of 2-year progression of different risk phenotypes in eyes with mild and moderate nonproliferative diabetic retinopathy (NPDR) in type 2 diabetes (T2D). METHODS A 2-year prospective longitudinal cohort study (CORDIS, NCT03696810) was conducted. Ophthalmological examinations were performed including best corrected visual acuity, color fundus photography and optical coherence tomography (OCT and OCTA). OCT metrics, central retinal thickness and ganglion cell layer + inner plexiform layer (GCL + IPL) thickness were analyzed. OCTA metrics, vessel density (VD), perfusion density (PD) and area of intercapillary spaces (AIS) were obtained from superficial and deep capillary plexus (SCP, DCP). Only phenotype C identified by decreased VD ≥ 2 SD of healthy controls and phenotype B identified by subclinical macular edema with decreased VD < 2 SD of healthy controls were included. RESULTS One hundred twenty-two eyes from T2D individuals were included in study; 65 eyes (53%) were classified as phenotype B and 57 eyes (47%) as phenotype C. For phenotype B, progression was associated with thinning of the GCL + IPL (ETDRS 35, 1 year p = 0.013, 2 year p < 0.001; ETDRS 43-47, 2 year p = 0.003) and vessel closure involving mainly the DCP for both ETDRS grades (ETDRS 35, 1 year p = 0.025, 2 year p = 0.034; ETDRS 43-47, 1 year p = 0.011). For phenotype C there was also progressive thinning of the GCL + IPL (ETDRS 35, in both years p ≤ 0.001; ETDRS 43-47, 1 year p = 0.002, 2 year p = 0.001), with vessel closure involving mainly SCP (ETDRS 35, 1 year p = 0.012, 2 year p = 0.023 in full-retina), which appeared to stabilize at maximal values in ETDRS grade 43-47 at the end of 2 years. ETDRS severity changes at the end of the 2-year period showed that worsening was associated with phenotype C with changes involving predominantly the SCP (VD, p = 0.005; PD, p = 0.008; AIS, p = 0.005). CONCLUSIONS Association between ETDRS classification of NPDR severity and identification of different risk phenotypes offers new perspective to predict disease progression in T2D individuals with NPDR.
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Motschi AR, Schwarzhans F, Desissaire S, Steiner S, Bogunović H, Roberts PK, Vass C, Hitzenberger CK, Pircher M. Quantitative assessment of depolarization by the retinal pigment epithelium in healthy and glaucoma subjects measured over a large field of view. PLoS One 2022; 17:e0278679. [PMID: 36512582 PMCID: PMC9746957 DOI: 10.1371/journal.pone.0278679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 11/22/2022] [Indexed: 12/15/2022] Open
Abstract
We present measurements of depolarization introduced by the retinal pigment epithelium (RPE) over a 45° field of view using polarization sensitive optical coherence tomography. A detailed spatial distribution analysis of depolarization caused by the RPE is presented in a total of 153 subjects including both healthy and diseased eyes. Age and sex related differences in the depolarizing character of the RPE are investigated.
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Affiliation(s)
- Alice R. Motschi
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Florian Schwarzhans
- Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria
- Department of Clinical Pharmacology, Medical University of Vienna, Vienna, Austria
| | - Sylvia Desissaire
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Stefan Steiner
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
| | - Hrvoje Bogunović
- Christian Doppler Laboratory for Artificial Intelligence in Retina, Medical University of Vienna, Vienna, Austria
| | - Philipp K. Roberts
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
| | - Clemens Vass
- Department of Ophthalmology and Optometry, Medical University of Vienna, Vienna, Austria
| | - Christoph K. Hitzenberger
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
| | - Michael Pircher
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
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13
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Liang G, Qin Z, Luo Y, Yin J, Shi Z, Wei R, Ma W. Exosomal microRNA-133b-3p from bone marrow mesenchymal stem cells inhibits angiogenesis and oxidative stress via FBN1 repression in diabetic retinopathy. Gene Ther 2022; 29:710-719. [PMID: 35125496 DOI: 10.1038/s41434-021-00310-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 11/28/2021] [Accepted: 12/07/2021] [Indexed: 01/09/2023]
Abstract
Diabetic retinopathy (DR) is a common microvascular complication. Many studies have focused on the role of microRNAs (miRNAs) in DR but not specifically on miR-133b-3p. Thus, this study is to unmask the mechanisms of miR-133b-3p in DR. KK/Upj-Ay mice (a spontaneous diabetic nephropathy model of DM, referred to as DR mice) were used in the study, and retinal tissues were collected. Bone marrow mesenchymal stem cells (BMSCs) were isolated and identified. High glucose (HG)-treated mouse retinal microvascular endothelial cells (mRMECs) were transfected or co-cultured with BMSCs-derived exosomes. Then, cell proliferation, migration, apoptosis, angiogenesis, and oxidative stress were observed. MiR-133b-3p and FBN1 expression in tissues and cells was detected. MiR-133b-3p expression was reduced, and FBN1 expression was increased in retinal tissues of DR mice and HG-treated mRMECs. Up-regulating miR-133b-3p or down-regulating FBN1 or BMSCs-derived exosomes impaired oxidative stress, angiogenesis, proliferation, migration, and promoted apoptosis of HG-treated mRMECs. This study has elucidated that exosomal miR-133b-3p from BMSCs suppresses angiogenesis and oxidative stress in DR via FBN1 repression.
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Affiliation(s)
- Gaohua Liang
- Department of Ophthalmology, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, 533000, Guangxi, China
| | - Zhiliang Qin
- Department of Ophthalmology, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, 533000, Guangxi, China
| | - Yanni Luo
- Department of Ophthalmology, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, 533000, Guangxi, China
| | - Jiayang Yin
- Department of Ophthalmology, The First Affiliated Hospital, Jinan University, Guangzhou, 510632, Guangdong, China
| | - Zhimin Shi
- Department of Ophthalmology, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, 533000, Guangxi, China
| | - Rizhang Wei
- Department of Ophthalmology, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, 533000, Guangxi, China
| | - Wenhao Ma
- Department of Ophthalmology, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, 533000, Guangxi, China.
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14
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Balaratnasingam C, An D, Hein M, Yu P, Yu DY. Studies of the retinal microcirculation using human donor eyes and high-resolution clinical imaging: Insights gained to guide future research in diabetic retinopathy. Prog Retin Eye Res 2022; 94:101134. [PMID: 37154065 DOI: 10.1016/j.preteyeres.2022.101134] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 09/18/2022] [Accepted: 10/03/2022] [Indexed: 11/06/2022]
Abstract
The microcirculation plays a key role in delivering oxygen to and removing metabolic wastes from energy-intensive retinal neurons. Microvascular changes are a hallmark feature of diabetic retinopathy (DR), a major cause of irreversible vision loss globally. Early investigators have performed landmark studies characterising the pathologic manifestations of DR. Previous works have collectively informed us of the clinical stages of DR and the retinal manifestations associated with devastating vision loss. Since these reports, major advancements in histologic techniques coupled with three-dimensional image processing has facilitated a deeper understanding of the structural characteristics in the healthy and diseased retinal circulation. Furthermore, breakthroughs in high-resolution retinal imaging have facilitated clinical translation of histologic knowledge to detect and monitor progression of microcirculatory disturbances with greater precision. Isolated perfusion techniques have been applied to human donor eyes to further our understanding of the cytoarchitectural characteristics of the normal human retinal circulation as well as provide novel insights into the pathophysiology of DR. Histology has been used to validate emerging in vivo retinal imaging techniques such as optical coherence tomography angiography. This report provides an overview of our research on the human retinal microcirculation in the context of the current ophthalmic literature. We commence by proposing a standardised histologic lexicon for characterising the human retinal microcirculation and subsequently discuss the pathophysiologic mechanisms underlying key manifestations of DR, with a focus on microaneurysms and retinal ischaemia. The advantages and limitations of current retinal imaging modalities as determined using histologic validation are also presented. We conclude with an overview of the implications of our research and provide a perspective on future directions in DR research.
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Affiliation(s)
- Chandrakumar Balaratnasingam
- Lions Eye Institute, Nedlands, Western Australia, Australia; Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Australia; Department of Ophthalmology, Sir Charles Gairdner Hospital, Western Australia, Australia.
| | - Dong An
- Lions Eye Institute, Nedlands, Western Australia, Australia; Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Australia
| | - Martin Hein
- Lions Eye Institute, Nedlands, Western Australia, Australia; Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Australia
| | - Paula Yu
- Lions Eye Institute, Nedlands, Western Australia, Australia; Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Australia
| | - Dao-Yi Yu
- Lions Eye Institute, Nedlands, Western Australia, Australia; Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Australia
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15
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Ribeiro L, Marques IP, Santos T, Carvalho S, Santos AR, Mendes L, Lobo C, Cunha-Vaz J. Characterization of 2-Year Progression of Different Phenotypes of Nonproliferative Diabetic Retinopathy. Ophthalmic Res 2022; 66:228-237. [PMID: 36170808 DOI: 10.1159/000526370] [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: 06/13/2022] [Accepted: 07/28/2022] [Indexed: 11/19/2022]
Abstract
INTRODUCTION The aim of the study was to characterize the 2-year progression of risk phenotypes of nonproliferative diabetic retinopathy (NPDR) in type 2 diabetes (T2D) phenotype C, or ischemic phenotype, identified by decreased skeletonized retinal vessel density (VD), ≥2 SD over normal values, and phenotype B, or edema phenotype, identified by increased retinal thickness, i.e., subclinical macular edema, and no significant decrease in VD. METHODS A prospective longitudinal cohort study (CORDIS, NCT03696810) was conducted with 4 visits (baseline, 6 months, 1 year, and 2 years). Ophthalmological examinations included best-corrected visual acuity, color fundus photography (CFP), and optical coherence tomography (OCT) and OCT angiography. Early Treatment Diabetic Retinopathy Study grading was performed at the baseline and last visits based on 7-field CFP. RESULTS One hundred and twenty-two eyes from T2D individuals with NPDR fitted in the categories of phenotypes B and C and completed the 2-year follow-up. Sixty-five (53%) of the eyes were classified as phenotype B and 57 (47%) eyes as phenotype C. Neurodegeneration represented by thinning of the ganglion cell layer and inner plexiform layer was present in both phenotypes and showed significant progression over the 2-year period (p < 0.001). In phenotype C, significant progression in the 2-year period was identified in decreased skeletonized VD (p = 0.01), whereas in phenotype B microvascular changes involved preferentially decrease in perfusion density (PD, p = 0.012). Phenotype B with changes in VD and PD (flow) and preferential involvement of the deep capillary plexus (p < 0.001) is associated with development of center-involved macular edema. DISCUSSION In the 2-year period of follow-up, both phenotypes B and C showed progression in retinal neurodegeneration, with changes at the microvascular level characterized by decreases in PD in phenotype B and decreases in VD in phenotype C.
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Affiliation(s)
- Luísa Ribeiro
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Coimbra, Portugal
| | - Inês P Marques
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Coimbra, Portugal
| | - Torcato Santos
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Sara Carvalho
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Ana R Santos
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Coimbra, Portugal
- Department of Orthoptics, School of Health, Polytechnic of Porto, Porto, Portugal
| | - Luís Mendes
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Conceição Lobo
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Coimbra, Portugal
- Department of Ophthalmology, Centro Hospitalar e Universitário de Coimbra (CHUC), Coimbra, Portugal
| | - José Cunha-Vaz
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Coimbra, Portugal
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Pandurangan K, Sachidanandam R, Sen P. Structural and functional changes among diabetics with no diabetic retinopathy and mild non-proliferative diabetic retinopathy using swept-source optical coherence tomography angiography and photopic negative response. Doc Ophthalmol 2022; 145:113-125. [PMID: 35902440 DOI: 10.1007/s10633-022-09891-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: 10/09/2021] [Accepted: 07/08/2022] [Indexed: 12/01/2022]
Abstract
PURPOSE To assess the structural and functional changes among diabetics with no diabetic retinopathy (NDR) and mild non-proliferative diabetic retinopathy (NPDR) using swept-source optical coherence tomography angiography (SSOCTA) and photopic negative response (PhNR) and to find the earliest changes. METHODS This was a prospective, cross-sectional, case-control study. Participants with minimum 5 years of diabetes mellitus (DM) were recruited and classified as NDR and mild NPDR based on fundus findings. Age-matched normals with nil ocular pathology were considered as controls. SSOCTA scan acquisition (6*6 mm angiography), followed by full field photopic electroretinography (FFERG) and red on blue PhNR (R/B PhNR) were done with complete pupillary dilatation. RESULTS A total of 88 participants were included with 35 controls, 39 NDR and 14 mild NPDR subjects. Vessel density of the superficial capillary plexus (SCP) and deep capillary plexus (DCP) of mild NPDR were significantly reduced compared to the controls (17.12 ± 2.65 mm-1 vs. 18.75 ± 0.90 mm-1, p = 0.025 and 7.96 ± 3.92 mm-1 vs. 11.83 ± 3.05 mm-1, p = 0.001 respectively). None of the parameters of controls had significant difference compared to NDR group (p > 0.05). The amplitudes of white on white (W/W) a-wave, W/W b-wave, red on blue (R/B) PhNR baseline to trough (BT) and R/B PhNR peak to trough in controls were significantly high compared to NDR and mild NPDR. Amplitude of R/B PhNR BT had the maximum area under the curve of 75.9% with a sensitivity and specificity of 94.3and 77.4%, respectively. CONCLUSION A significant decrease in functional changes as measured by ERG especially PhNR, is seen even among the NDR group compared to controls unlike SSOCTA parameters that measures very early vascular structural changes. PhNR is a sensitive test to identify early preclinical changes in DR when microvascular structural changes as determined by SSOCTA are normal.
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Affiliation(s)
| | - Ramya Sachidanandam
- Elite School of Optometry, Unit of Medical Research Foundation, Chennai, India
| | - Parveen Sen
- Department of Vitreo-Retinal Services, Shri Bhagwan Mahavir Vitreoretinal Services, Sankara Nethralaya, Medical Research Foundation, 18 College Road, Nungambakkam, Chennai, 600 006, India.
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Correlation between Choroidal Vascularity Index and Outer Retina in Patients with Diabetic Retinopathy. J Clin Med 2022; 11:jcm11133882. [PMID: 35807164 PMCID: PMC9267134 DOI: 10.3390/jcm11133882] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/26/2022] [Accepted: 07/01/2022] [Indexed: 02/04/2023] Open
Abstract
The choroid supplies blood to the outer retina. We quantified outer retinal and choroidal parameters to understand better the pathogenesis of diabetic retinopathy (DR) and diabetic macular edema (DME). The retrospective cross-sectional single-center study included 210 eyes from 139 diabetic patients and 76 eyes from 52 healthy controls. Spectral-domain optical coherence tomography (OCT) was carried out with a Spectralis HRA + OCT imaging device. The outer retinal layer (ORL), outer nuclear layer (ONL), and choroidal thicknesses were assessed along with the choroidal vascularity index (CVI). The presence of DR, whether with DME or without, was associated with choroidal thinning (p < 0.001). Compared with the controls, patients with DR without DME presented with lower ORL and ONL thickness (p < 0.001), whereas those with DR and DME had higher values of both parameters (p < 0.001). Significant correlations between outer retinal and choroidal parameters were found only in patients with DR without DME (ORL with choroidal thickness: p = 0.003, rho = 0.34; ORL with CVI: p < 0.001, rho = 0.49, ONL with CVI: p < 0.027, rho = 0.25). No correlations between choroidal and outer retinal parameters were observed in the controls and patients with DR and concomitant DME. Aside from diabetic choroidopathy, other pathogenic mechanisms seem to predominate in the latter group.
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Gao S, Zhang Y, Zhang M. Targeting Novel Regulated Cell Death: Pyroptosis, Necroptosis, and Ferroptosis in Diabetic Retinopathy. Front Cell Dev Biol 2022; 10:932886. [PMID: 35813208 PMCID: PMC9260392 DOI: 10.3389/fcell.2022.932886] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 06/06/2022] [Indexed: 12/15/2022] Open
Abstract
Diabetic retinopathy (DR) is one of the primary causes of visual impairment in the working-age population. Retinal cell death is recognized as a prominent feature in the pathological changes of DR. Several types of cell death occurrence have been confirmed in DR, which might be the underlying mechanisms of retinal cell loss. Regulated cell death (RCD) originates from too intense or prolonged perturbations of the intracellular or extracellular microenvironment for adaptative responses to cope with stress and restore cellular homeostasis. Pyroptosis, necroptosis, and ferroptosis represent the novel discovered RCD forms, which contribute to retinal cell death in the pathogenesis of DR. This evidence provides new therapeutic targets for DR. In this review, we summarize the mechanisms of three types of RCD and analyse recent advances on the association between novel RCD and DR, aiming to provide new insights into the underlying pathogenic mechanisms and propose a potential new strategy for DR therapy.
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Affiliation(s)
- Sheng Gao
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
- Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, China
| | - Yun Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
- Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, China
| | - Meixia Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
- Research Laboratory of Macular Disease, West China Hospital, Sichuan University, Chengdu, China
- *Correspondence: Meixia Zhang,
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Diabetes Aggravates Photoreceptor Pathologies in a Mouse Model for Ocular Vitamin A Deficiency. Antioxidants (Basel) 2022; 11:antiox11061142. [PMID: 35740038 PMCID: PMC9219864 DOI: 10.3390/antiox11061142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 06/03/2022] [Accepted: 06/08/2022] [Indexed: 02/06/2023] Open
Abstract
Emerging evidence indicates that diabetes disturbs photoreceptor function and vitamin A homeostasis. However, the biochemical basis of this phenotype is not well established. Here, we compared the effects of streptozotocin-induced diabetes in wild-type (WT) mice and Stra6-/- mice, a mouse model for ocular vitamin A deficiency. After 8 weeks, diabetes increased serum retinyl esters in mice of both genotypes. The eyes of diabetic WT mice displayed increased superoxide levels but no changes in retinoid concentrations. Diabetic Stra6-/- mice showed increased ocular retinoid concentrations, but superoxide levels remained unchanged. After 30 weeks, significant alterations in liver and fat retinoid concentrations were observed in diabetic mice. Diabetic WT mice exhibited a decreased expression of visual cycle proteins and a thinning of the photoreceptor layer. Stra6-/- mice displayed significantly lower ocular retinoid concentration than WT mice. An altered retinal morphology and a reduced expression of photoreceptor marker genes paralleled these biochemical changes and were more pronounced in the diabetic animals. Taken together, we observed that diabetes altered vitamin A homeostasis in several organ systems and aggravated photoreceptor pathologies in the vitamin-deficient mouse eyes.
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Han R, Gong R, Liu W, Xu G. Proteome changes associated with the VEGFR pathway and immune system in diabetic macular edema patients at different diabetic retinopathy stages. Curr Eye Res 2022; 47:1050-1060. [PMID: 35435079 DOI: 10.1080/02713683.2022.2068181] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
PURPOSE Diabetic macular edema (DME) is a major cause of vision loss in all stages of diabetic retinopathy (DR). However, there is limited recognition of aqueous humor (AH) proteome profiles of DME patients at different DR stages. In this study, we aimed to investigate the AH proteome changes between DME patients at the nonproliferative diabetic retinopathy (NPDR) stage and those at the proliferative diabetic retinopathy (PDR) stage. METHODS A label-free data-independent acquisition based liquid chromatography tandem mass spectrometry (LC-MS/MS) analysis was performed to profile the abundances of AH proteins in 73 eyes from DME patients at different DR stages. Enzyme-linked immunosorbent assay (ELISA) was used to confirm the proteomics results with AH samples from non-diabetic patients and DME patients at the NPDR or PDR stage. RESULTS LC-MS/MS results showed significantly changed expression of 308 proteins between DME patients in the NPDR and PDR groups. Compared to the NPDR group, the proteins relatively up-regulated in the PDR group are involved in the immune system and/or negative regulation of the cell cycle, while proteins relatively down-regulated in the PDR group are associated with the vascular endothelial growth factor receptor (VEGFR) pathway and/or metabolism. ELISA results further verified the proteomic result of down-regulated expression of the immune-associated protein cystatin C (CST3) in the PDR group compared to that in the NPDR and non-diabetic groups. CONCLUSIONS In this study, we reported for the first time the decreased abundances of AH proteins associated with the VEGFR pathway and both down- and up-regulated expression of AH proteins associated with the immune system in the PDR group compared to that in the NPDR group. Furthermore, we found negative correlations of immune-associated protein, CST3 concentration in AH with DR severity and central retinal thickness, suggesting CST3 as a promising target independent of the VEGFR pathway in DME-involved DR treatment.
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Affiliation(s)
- Ruyi Han
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, 200030, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, 200030,China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, 200030, China
| | - Ruowen Gong
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, 200030, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, 200030,China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, 200030, China
| | - Wei Liu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, 200030, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, 200030,China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, 200030, China
| | - Gezhi Xu
- Department of Ophthalmology, Eye and ENT Hospital of Fudan University, Shanghai, 200030, China.,Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, 200030,China.,NHC Key Laboratory of Myopia, Fudan University, Shanghai, 200030, China
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Madeira MH, Marques IP, Ferreira S, Tavares D, Santos T, Santos AR, Figueira J, Lobo C, Cunha-Vaz J. Retinal Neurodegeneration in Different Risk Phenotypes of Diabetic Retinal Disease. Front Neurosci 2021; 15:800004. [PMID: 35757010 PMCID: PMC9231566 DOI: 10.3389/fnins.2021.800004] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 11/15/2021] [Indexed: 12/02/2022] Open
Abstract
Diabetic retinopathy (DR) has been considered a microvascular disease, but it has become evident that neurodegeneration also plays a key role in this complex pathology. Indeed, this complexity is reflected in its progression which occurs at different rates in different type 2 diabetic (T2D) individuals. Based on this concept, our group has identified three DR progression phenotypes that might reflect the interindividual differences: phenotype A, characterized by low microaneurysm turnover (MAT <6), phenotype B, low MAT (<6) and increased central retinal thickness (CRT); and phenotype C, with high MAT (≥6). In this study, we evaluated the progression of DR neurodegeneration, considering ganglion cell+inner plexiform layers (GCL+IPL) thinning, in 170 T2D individuals followed for a period of 5 years, to explore associations with disease progression or risk phenotypes. Ophthalmological examinations were performed at baseline, first 6 months, and annually. GCL+IPL average thickness was evaluated by optical coherence tomography (OCT). Microaneurysm turnover (MAT) was evaluated using the RetMarkerDR. ETDRS level and severity progression were assessed in seven-field color fundus photography. In the overall population there was a significant loss in GCL+IPL (−0.147 μm/year), independently of glycated hemoglobin, age, sex, and duration of diabetes. Interestingly, this progressive thinning in GCL + IPL reached higher values in phenotypes B and C (−0.249 and −0.238 μm/year, respectively), whereas phenotype A remained relatively stable. The presence of neurodegeneration in all phenotypes suggests that it is the retinal vascular response to the early neurodegenerative changes that determines the course of the retinopathy in each individual. Therefore, classification of different DR phenotypes appears to offer relevant clarification of DR disease progression and an opportunity for improved management of each T2D individual with DR, thus playing a valuable role for the implementation of personalized medicine in DR.
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Affiliation(s)
- Maria H. Madeira
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research, University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra, Portugal
| | - Inês P. Marques
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research, University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra, Portugal
| | - Sónia Ferreira
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Diana Tavares
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Torcato Santos
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Ana Rita Santos
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research, University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra, Portugal
- Department of Orthoptics, School of Health, Polytechnic of Porto, Porto, Portugal
| | - João Figueira
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research, University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra, Portugal
- Department of Ophthalmology, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
| | - Conceição Lobo
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research, University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra, Portugal
- Department of Ophthalmology, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
| | - José Cunha-Vaz
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research, University of Coimbra, Coimbra, Portugal
- Center for Innovative Biomedicine and Biotechnology, University of Coimbra, Coimbra, Portugal
- *Correspondence: José Cunha-Vaz,
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22
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Ribeiro L, Marques IP, Coimbra R, Santos T, Madeira MH, Santos AR, Barreto P, Lobo C, Cunha-Vaz J. Characterization of One-Year Progression of Risk Phenotypes of Diabetic Retinopathy. Ophthalmol Ther 2021; 11:333-345. [PMID: 34865186 PMCID: PMC8770718 DOI: 10.1007/s40123-021-00437-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 11/18/2021] [Indexed: 11/29/2022] Open
Abstract
Introduction We characterized the progression of different diabetic retinopathy (DR) phenotypes in type 2 diabetes (T2D). Methods A prospective longitudinal cohort study (CORDIS, NCT03696810) was conducted with three visits (baseline, 6 months, and 1 year). Demographic and systemic data included age, sex, diabetes duration, lipid profile, and hemoglobin A1c (HbA1c). Ophthalmological examinations included best-corrected visual acuity (BCVA), color fundus photography (CFP), and optical coherence tomography (OCT and OCTA). Phenotype classification was performed at the 6-month visit based on microaneurysm turnover (MAT, on CFP) and central retinal thickness (CRT, on OCT). Only risk phenotypes B (MAT < 6 and increased CRT) and C (MAT ≥ 6 with or without increased CRT) were included. ETDRS grading was performed at the baseline visit based on seven-field CFP. Results A total of 133 T2D individuals were included in the study; 81 (60%) eyes were classified as phenotype B and 52 (40%) eyes as phenotype C. Of these, 128 completed the 1-year follow-up. At baseline, eyes with phenotype C showed greater capillary closure (superior capillary plexus, deep capillary plexus, and full retina, p < 0.001) and increased foveal avascular zone (FAZ) area (p < 0.001), indicating more advanced microvascular disease. Neurodegeneration represented by thinning of the ganglion cell layer + inner plexiform layer (GCL + IPL) was present in both phenotypes. When analyzing the 1-year progression of each phenotype, only phenotype C revealed a significant decrease in BCVA (p = 0.02) and enlargement of the FAZ (p = 0.03). A significant progressive decrease in the vessel density of the deep capillary layer and in MAT occurred in both phenotypes, but these changes were particularly relevant in phenotype C and ETDRS grades 43–47. During the 1-year period, both phenotypes B and C showed progression in GCL + IPL thinning (p < 0.001). Conclusions In the 1-year period of follow-up, both phenotypes B and C showed progression in retinal neurodegeneration, whereas phenotype C showed more marked disease progression at the microvascular level.
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Affiliation(s)
- Luísa Ribeiro
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal. .,Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal. .,Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, 3000-548, Coimbra, Portugal.
| | - Inês P Marques
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal.,Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, 3000-548, Coimbra, Portugal
| | - Rita Coimbra
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Torcato Santos
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Maria H Madeira
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal.,Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, 3000-548, Coimbra, Portugal
| | - Ana Rita Santos
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal.,Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, 3000-548, Coimbra, Portugal.,Department of Orthoptics, School of Health, Polytechnic of Porto, Porto, Portugal
| | - Patrícia Barreto
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Conceição Lobo
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal.,Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal.,Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, 3000-548, Coimbra, Portugal.,Department of Ophthalmology, Centro Hospitalar e Universitário de Coimbra (CHUC), Coimbra, Portugal
| | - José Cunha-Vaz
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal. .,Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal. .,Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, 3000-548, Coimbra, Portugal.
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23
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Mendes L, Marques IP, Cunha-Vaz J. Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA. Front Neurosci 2021; 15:755730. [PMID: 34916900 PMCID: PMC8670532 DOI: 10.3389/fnins.2021.755730] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 10/25/2021] [Indexed: 11/13/2022] Open
Abstract
Retinal vessel metrics identifying microvascular changes such as vessel closure (VC) have shown potential clinical value by identifying eyes with diabetic retinopathy (DR) at different severity levels and at increased risk for disease progression to more severe stages. We compare the performance of 11 different metrics, which include 2 metrics supplied by the manufacturer, based on OCTA for identification of VC in different Early Treatment for Diabetic Retinopathy Study (ETDRS) severity groups. OCTA en-face slabs from 84 healthy eyes (70 ± 4.8 years) and 78 eyes of diabetic individuals (67 ± 7.5 years) were processed using different methods that include abnormal intercapillary spaces (AIS), vessel density (VD), and nine metrics extracted from the en-face slab. The best separation between the eyes with DR and the control group was obtained in the superficial capillary plexus (SCP), with the full retina (FR) also performing well. In the SCP, the metrics that show better performance were the AIS and the VD with a value of area under curve (AUC) equal to 0.89 [95% CI 0.84-0.94] and 0.85 [95% CI 0.79-0.91], respectively, indicating that the VD metric supported by the manufacturer is satisfactory. The values of these metrics on the different ETDRS groups show a progressive increase in VC, which is correlated with disease severity.
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Affiliation(s)
- Luis Mendes
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Inês P. Marques
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - José Cunha-Vaz
- AIBILI, Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal
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Abstract
Diabetic retinopathy is a microvascular pathology, which is the most common complication of diabetes mellitus. Improvement of instrumental diagnostics of retinal pathologies has contributed to identification of various phenotypes of the progression of ocular fundus pathology in diabetes based on specific changes in the retina - biomarkers. In particular, microaneurysms initially described in diabetes, which are a manifestation of a wide range of systemic pathologies and retinal diseases, are an indicator of the severity of diabetic retinopathy. Dynamic changes in the number of microaneurysms are a confirmed prognostic biomarker of clinically significant macular edema. In diabetic retinopathy, microaneurysms are one of the earliest recognizable signs, and the dynamic of their formation and disappearance may serve as a predictor for the disease progression. This literature review presents the characteristics of microaneurysms based on various imaging techniques, and analyses the link between structural features and dynamic changes in microaneurysms, and progression of diabetic retinopathy.
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25
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Storti F, Pulley J, Kuner P, Abt M, Luhmann UFO. Circulating Biomarkers of Inflammation and Endothelial Activation in Diabetic Retinopathy. Transl Vis Sci Technol 2021; 10:8. [PMID: 34614163 PMCID: PMC8496421 DOI: 10.1167/tvst.10.12.8] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Inflammation and endothelial activation play a pivotal role in development and progression of diabetic retinopathy (DR), a vision-threatening complication of diabetes mellitus (DM) and the leading cause of blindness in the working age population. Easily accessible and validated biomarkers for DR early diagnosis and progression are required for use in clinical trials: here, we reviewed the available literature to understand the association of circulating levels of selected markers of inflammation and endothelial activation with the presence of nonproliferative and proliferative DR (NPDR and PDR) and investigate the relationship between their systemic and ocular levels. We additionally provide data synthesis and perform statistical analysis for interpretation of the collected evidence. CRP, IL-1β, IL-6, TNFα, sICAM1, and sVCAM1 circulating levels were increased in subjects with DM compared to healthy individuals. Moreover, TNFα and sVCAM1 showed increasing systemic levels with DR presence and severity; circulating CRP increased with the transition from no DR to NPDR, whereas IL-6 was increased in PDR compared to NDPR stages. The relationship between ocular and systemic concentrations of these proteins remained unclear due to the low number of studies with matched sampling. In conclusion, the available data supports the use of systemic biomarkers of inflammation and endothelial activation to identify DM status and DR severity. These systemic biomarkers are likely reflecting an overall state of inflammation and vascular activation in different tissues of the body, including the eyes. Prospective, longitudinal datasets are required to validate these biomarkers as predictors of early DR presence, of DR progression, or for disease monitoring.
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Affiliation(s)
- Federica Storti
- Roche Pharma Research and Early Development, Translational Medicine Ophthalmology, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Jennifer Pulley
- Roche Pharma Product Development Biometrics, Biostatistics, F. Hoffmann-La Roche Ltd., Welwyn Garden City, UK
| | - Pascal Kuner
- Roche Pharma Research and Early Development, Informatics, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Markus Abt
- Roche Pharma Product Development Biometrics, Biostatistics, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Ulrich F O Luhmann
- Roche Pharma Research and Early Development, Translational Medicine Ophthalmology, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
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Characterization of Risk Profiles for Diabetic Retinopathy Progression. J Pers Med 2021; 11:jpm11080826. [PMID: 34442470 PMCID: PMC8398454 DOI: 10.3390/jpm11080826] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 08/19/2021] [Accepted: 08/20/2021] [Indexed: 11/17/2022] Open
Abstract
Diabetic retinopathy (DR) is a frequent complication of diabetes and, through its vision-threatening complications, i.e., macular edema and proliferative retinopathy, may lead to blindness. It is, therefore, of major relevance to identify the presence of retinopathy in diabetic patients and, when present, to identify the eyes that have the greatest risk of progression and greatest potential to benefit from treatment. In the present paper, we suggest the development of a simple to use alternative to the Early Treatment Diabetic Retinopathy Study (ETDRS) grading system, establishing disease severity as a necessary step to further evaluate and categorize the different risk factors involved in the progression of diabetic retinopathy. It needs to be validated against the ETDRS classification and, ideally, should be able to be performed automatically using data directly from the examination equipment without the influence of subjective individual interpretation. We performed the characterization of 105 eyes from 105 patients previously classified by ETDRS level by a Reading Centre using a set of rules generated by a decision tree having as possible inputs a set of metrics automatically extracted from Swept-source Optical Coherence Tomography (SS-OCTA) and Spectral Domain- OCT (SD-OCT) measured at different localizations of the retina. When the most relevant metrics were used to derive the rules to perform the organization of the full pathological dataset, taking into account the different ETDRS grades, a global accuracy equal to 0.8 was obtained. In summary, it is now possible to envision an automated classification of DR progression using noninvasive methods of examination, OCT, and SS-OCTA. Using this classification to establish the severity grade of DR, at the time of the ophthalmological examination, it is then possible to identify the risk of progression in severity and the development of vision-threatening complications based on the predominant phenotype.
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27
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Dascalu AM, Stoian AP, Cherecheanu AP, Serban D, Costea DO, Tudosie MS, Stana D, Tanasescu D, Sabau AD, Gangura GA, Costea AC, Nicolae VA, Smarandache CG. Outcomes of Diabetic Retinopathy Post-Bariatric Surgery in Patients with Type 2 Diabetes Mellitus. J Clin Med 2021; 10:jcm10163736. [PMID: 34442032 PMCID: PMC8396947 DOI: 10.3390/jcm10163736] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 08/13/2021] [Accepted: 08/19/2021] [Indexed: 12/23/2022] Open
Abstract
Bariatric surgery is an emerging therapeutic approach for obese type 2 diabetes mellitus (T2DM) patients, with proven benefits for achieving target glucose control and even remission of diabetes. However, the effect of bariatric surgery upon diabetic retinopathy is still a subject of debate as some studies show a positive effect while others raise concerns about potential early worsening effects. We performed a systematic review, on PubMed, Science Direct, and Web of Science databases regarding the onset and progression of diabetic retinopathy in obese T2DM patients who underwent weight-loss surgical procedures. A total of 6375 T2DM patients were analyzed. Most cases remained stable after bariatric surgery (89.6%). New onset of diabetic retinopathy (DR) was documented in 290 out of 5972 patients (4.8%). In cases with DR at baseline, progression was documented in 50 out of 403 (12.4%) and regression in 90 (22.3%). Preoperative careful preparation of hemoglobin A1c (HbA1c), blood pressure, and lipidemia should be provided to minimize the expectation of DR worsening. Ophthalmologic follow-up should be continued regularly in the postoperative period even in the case of diabetic remission. Further randomized trials are needed to better understand the organ-specific risk factors for progression and provide personalized counseling for T2DM patients planned for bariatric surgery.
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Affiliation(s)
- Ana Maria Dascalu
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- Department of Ophthalmology, Emergency University Hospital Bucharest, 050098 Bucharest, Romania;
| | - Anca Pantea Stoian
- Department of Diabetes, Nutrition and Metabolic Diseases, “Carol Davila” University of Medicine and Pharmacy, 020021 Bucharest, Romania;
| | - Alina Popa Cherecheanu
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- Department of Ophthalmology, Emergency University Hospital Bucharest, 050098 Bucharest, Romania;
| | - Dragos Serban
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- Fourth Department of General Surgery, Emergency University Hospital Bucharest, 050098 Bucharest, Romania
- Correspondence:
| | - Daniel Ovidiu Costea
- Faculty of Medicine, Ovidius University, 900470 Constanta, Romania;
- First Surgery Department, Emergency County Hospital, 900591 Constanta, Romania
| | - Mihail Silviu Tudosie
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- ICU II Toxicology, Clinical Emergency Hospital, 014461 Bucharest, Romania
| | - Daniela Stana
- Department of Ophthalmology, Emergency University Hospital Bucharest, 050098 Bucharest, Romania;
| | - Denisa Tanasescu
- Fourth Department of Dental Medicine and Nursing, Faculty of Medicine, “Lucian Blaga” University, 550169 Sibiu, Romania;
| | - Alexandru Dan Sabau
- 3rd Clinical Department, Faculty of Medicine, “Lucian Blaga” University Sibiu, 550024 Sibiu, Romania;
| | - Gabriel Andrei Gangura
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- Second Department of General Surgery, Emergency University Hospital Bucharest, 050098 Bucharest, Romania
| | | | - Vanessa Andrada Nicolae
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- Department of Ophthalmology, Emergency University Hospital Bucharest, 050098 Bucharest, Romania;
| | - Catalin Gabriel Smarandache
- Faculty of Medicine, “Carol Davila” University of Medicine and Pharmacy Bucharest, 020021 Bucharest, Romania; (A.M.D.); (A.P.C.); (M.S.T.); (G.A.G.); (V.A.N.); (C.G.S.)
- Fourth Department of General Surgery, Emergency University Hospital Bucharest, 050098 Bucharest, Romania
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28
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Ma Y, Ohr MP, Pan X, Roberts CJ. Quantifying the pattern of retinal vascular orientation in diabetic retinopathy using optical coherence tomography angiography. Sci Rep 2021; 11:15826. [PMID: 34349166 PMCID: PMC8338926 DOI: 10.1038/s41598-021-95219-9] [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: 01/01/2021] [Accepted: 07/22/2021] [Indexed: 12/24/2022] Open
Abstract
Quantitative imaging using optical coherence tomography angiography (OCTA) could provide objective tools for the detection and characterization of diabetic retinopathy (DR). In this study, an operator combining the second derivative and Gaussian multiscale convolution is applied to identify the retinal orientation at each pixel in the OCTA image. We quantified the pattern of retinal vascular orientation and developed three novel quantitative metrics including vessel preferred orientation, vessel anisotropy, and vessel area. Each of eight 45º sectors of the circular disk centered at the macular region was defined as the region of interest. Significant sectoral differences were observed in the preferred orientation (p < 0.0001) and vessel area (p < 0.0001) in the 34 healthy subjects, whereas vessel anisotropy did not demonstrate a significant difference among the eight sectors (p = 0.054). Differential retinal microvascular orientation patterns were observed between healthy controls (n = 34) and the DR subjects (n = 7). The vessel area characterized from the vascular orientation pattern was shown to be strongly correlated with the traditionally reported vessel density (Pearson R > 0.97, p < 0.0001). With three metrics calculated from the vascular orientation pattern simultaneously and sectorally, our quantitative assessment for retinal microvasculature provides more information than vessel density alone and thereby may enhance the detection of DR. These preliminary results suggest the feasibility and advantage of our vessel orientation-based quantitative approach using OCTA to characterize DR-associated changes in retinal microvasculature.
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Affiliation(s)
- Yanhui Ma
- Department of Ophthalmology and Visual Sciences, The Ohio State University, Columbus, OH, USA.
| | - Matthew P Ohr
- Department of Ophthalmology and Visual Sciences, The Ohio State University, Columbus, OH, USA
| | - Xueliang Pan
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Cynthia J Roberts
- Department of Ophthalmology and Visual Sciences, The Ohio State University, Columbus, OH, USA.,Department of Biomedical Engineering, The Ohio State University, Columbus, OH, USA
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29
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Vujosevic S, Cunha-Vaz J, Figueira J, Löwenstein A, Midena E, Parravano M, Scanlon PH, Simó R, Hernández C, Madeira MH, Marques IP, C-V Martinho A, Santos AR, Simó-Servat O, Salongcay RP, Zur D, Peto T. Standardisation of Optical Coherence Tomography Angiography Imaging Biomarkers in Diabetic Retinal Disease. Ophthalmic Res 2021; 64:871-887. [PMID: 34348330 DOI: 10.1159/000518620] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 07/12/2021] [Indexed: 11/19/2022]
Affiliation(s)
| | - José Cunha-Vaz
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - João Figueira
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Anat Löwenstein
- Ophthalmology Division, Tel Aviv Medical Center, affiliated to Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Edoardo Midena
- Department of Neuroscience, University of Padua, Padua, Italy
| | | | - Peter Henry Scanlon
- Department of Ophthalmology, Gloucestershire Hospitals NHS Foundation Trust, Cheltenham, United Kingdom
| | - Rafael Simó
- Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain
| | - Cristina Hernández
- Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain
| | - Maria H Madeira
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Inês P Marques
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, Coimbra, Portugal
- Department of Orthoptics, School of Health, Polytechnic of Porto, Porto, Portugal
| | - António C-V Martinho
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
| | - Ana R Santos
- AIBILI-Association for Innovation and Biomedical Research on Light and Image, Coimbra, Portugal
- Department of Orthoptics, School of Health, Polytechnic of Porto, Porto, Portugal
| | - Olga Simó-Servat
- Diabetes and Metabolism Research Unit, Vall d'Hebron Research Institute, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain
| | - Recivall P Salongcay
- Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
- Eye and Vision Institute, The Medical City, Pasig, Philippines
| | - Dinah Zur
- Ophthalmology Division, Tel Aviv Medical Center, affiliated to Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
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Li BY, Tan W, Zou JL, He Y, Yoshida S, Jiang B, Zhou YD. Role of interferons in diabetic retinopathy. World J Diabetes 2021; 12:939-953. [PMID: 34326947 PMCID: PMC8311473 DOI: 10.4239/wjd.v12.i7.939] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 04/15/2021] [Accepted: 05/25/2021] [Indexed: 02/06/2023] Open
Abstract
Diabetic retinopathy (DR) is one of the major causes of visual impairment and irreversible blindness in developed regions. Aside from abnormal angiogenesis, inflammation is the most specific and might be the initiating factor of DR. As a key participant in inflammation, interferon-gamma (IFN-γ) can be detected in different parts of the eye and is responsible for the breakdown of the blood-retina barrier and activation of inflammatory cells and other cytokines, which accelerate neovascularization and neuroglial degeneration. In addition, IFN-γ is involved in other vascular complications of diabetes mellitus and angiogenesis-dependent diseases, such as diabetic nephropathy, cerebral microbleeds, and age-related macular degeneration. Traditional treatments, such as anti-vascular endothelial growth factor agents, vitrectomy, and laser photocoagulation therapy, are more effective for angiogenesis and not tolerable for every patient. Many ongoing clinical trials are exploring effective drugs that target inflammation. For instance, IFN-α acts against viruses and angiogenesis and is commonly used to treat malignant tumors. Moreover, IFN-α has been shown to contribute to alleviating the progression of DR and other ocular diseases. In this review, we emphasize the roles that IFNs play in the pathogenesis of DR and discuss potential clinical applications of IFNs in DR, such as diagnosis, prognosis, and therapeutic treatment.
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Affiliation(s)
- Bing-Yan Li
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
- Hunan Clinical Research Center of Ophthalmic Disease, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
| | - Wei Tan
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
- Hunan Clinical Research Center of Ophthalmic Disease, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
| | - Jing-Ling Zou
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
- Hunan Clinical Research Center of Ophthalmic Disease, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
| | - Yan He
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
- Hunan Clinical Research Center of Ophthalmic Disease, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
| | - Shigeo Yoshida
- Department of Ophthalmology, Kurume University School of Medicine, Kurume 830-0011, Fukuoka, Japan
| | - Bing Jiang
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
- Hunan Clinical Research Center of Ophthalmic Disease, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
| | - Ye-Di Zhou
- Department of Ophthalmology, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
- Hunan Clinical Research Center of Ophthalmic Disease, The Second Xiangya Hospital, Central South University, Changsha 410011, Hunan Province, China
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Wang F, Zhang M. Circ_001209 aggravates diabetic retinal vascular dysfunction through regulating miR-15b-5p/COL12A1. J Transl Med 2021; 19:294. [PMID: 34233716 PMCID: PMC8265106 DOI: 10.1186/s12967-021-02949-5] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Accepted: 06/18/2021] [Indexed: 02/08/2023] Open
Abstract
OBJECTIVE Diabetic retinopathy, a common complication of diabetes mellitus and a major cause of blindness. circRNAs spongs target miRNA and thus influencing mRNA expression in DR. We investigated the mechanism of circ_001209 in regulating diabetic retinal vascular dysfunction. METHODS QRT-PCR analysis was performed to detect the expression of miR-15b-5p, COL12A1 and circ_001209 in human retinal vascular endothelial cells (HRVECs) under high glucose conditions. Western blot assay, wound healing assay, transwell assay and tube formation were used to explore the roles of circ_001209/miR-15b-5p/COL12A1 in retinal vascular dysfunction. Bioinformatics analysis and luciferase reporter, RNA-FISH, and overexpression assays were performed to reveal the mechanisms of the circ_001209/miR-15b-5p/COL12A1 interaction. TUNEL staining and H&E staining were used to evaluate the pathological changes in streptozotocin (STZ)-induced DR in rats. RESULTS Downregulation of miR-15b-5p under HG conditions promoted proliferation, migration, and tube formation of HRVECs. QRT-PCR and western blot results revealed that miR-15b-5p affected the HRVECs function through targeting COL12A1. Under HG conditions, circ_001209, which acts as a sponge of miR-15b-5p, is upregulated. Besides, overexpression of circ_001209 can affect HRVEC function and aggravate retinal injury in diabetic rats. CONCLUSION Upregulation of circ_001209 contributes to vascular dysfunction in diabetic retinas through regulating miR-15b-5p and COL12A1, providing a potential treatment strategy for diabetic retinopathy.
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Affiliation(s)
- Fang Wang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
- Department of Ophthalmology, The Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Meixia Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
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Midena E, Frizziero L, Midena G, Pilotto E. Intraocular fluid biomarkers (liquid biopsy) in human diabetic retinopathy. Graefes Arch Clin Exp Ophthalmol 2021; 259:3549-3560. [PMID: 34216255 PMCID: PMC8589786 DOI: 10.1007/s00417-021-05285-y] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Revised: 06/05/2021] [Accepted: 06/11/2021] [Indexed: 02/07/2023] Open
Abstract
Purpose This article aims to review the impact of detecting and quantifying intraocular biomarkers (liquid biopsy) in both aqueous and vitreous humor in eyes of people affected by diabetes mellitus. Methods This is a detailed review about aqueous and/or vitreous humor sampling in human diabetic eyes for proteomic and/or metabolomic analysis contributing to the understanding of the pathophysiology and treatment effects of diabetic retinopathy. Results Aqueous and vitreous humor molecular biomarkers proved to be directly correlated to each other and valuable to study retinal conditions. Moreover, proteomic and metabolomic analysis showed that the biomarkers of neuroinflammation, neurodegeneration, and vasculopathy are detectable in intraocular fluids and that their concentration changes in different stages of disease, and in response to treatment of all diabetic retinopathy aspects, mainly diabetic macular edema and proliferative retinopathy. Conclusions Liquid biopsy offers the possibility to improve our knowledge of intraocular eye disease induced by diabetes mellitus. The exact quantification of intraocular biomarkers contributes to the precision medicine approach even in the diabetic retinopathy scenario. The diffusion of this approach should be encouraged to have quantifiable information directly from the human model, which may be coupled with imaging data.
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Affiliation(s)
- Edoardo Midena
- Department of Neuroscience-Ophthalmology, University of Padova, Padova, Italy. .,IRCCS-Fondazione Bietti, Rome, Italy.
| | - Luisa Frizziero
- Department of Neuroscience-Ophthalmology, University of Padova, Padova, Italy
| | | | - Elisabetta Pilotto
- Department of Neuroscience-Ophthalmology, University of Padova, Padova, Italy
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Mateos-Olivares M, García-Onrubia L, Valentín-Bravo FJ, González-Sarmiento R, Lopez-Galvez M, Pastor JC, Usategui-Martín R, Pastor-Idoate S. Rho-Kinase Inhibitors for the Treatment of Refractory Diabetic Macular Oedema. Cells 2021; 10:cells10071683. [PMID: 34359853 PMCID: PMC8307715 DOI: 10.3390/cells10071683] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 06/26/2021] [Accepted: 06/29/2021] [Indexed: 12/13/2022] Open
Abstract
Diabetic macular oedema (DMO) is one of the leading causes of vision loss associated with diabetic retinopathy (DR). New insights in managing this condition have changed the paradigm in its treatment, with intravitreal injections of antivascular endothelial growth factor (anti-VEGF) having become the standard therapy for DMO worldwide. However, there is no single standard therapy for all patients DMO refractory to anti-VEGF treatment; thus, further investigation is still needed. The key obstacles in developing suitable therapeutics for refractory DMO lie in its complex pathophysiology; therefore, there is an opportunity for further improvements in the progress and applications of new drugs. Previous studies have indicated that Rho-associated kinase (Rho-kinase/ROCK) is an essential molecule in the pathogenesis of DMO. This is why the Rho/ROCK signalling pathway has been proposed as a possible target for new treatments. The present review focuses on the recent progress on the possible role of ROCK and its therapeutic potential in DMO. A systematic literature search was performed, covering the years 1991 to 2021, using the following keywords: "rho-Associated Kinas-es", "Diabetic Retinopathy", "Macular Edema", "Ripasudil", "Fasudil" and "Netarsudil". Better insight into the pathological role of Rho-kinase/ROCK may lead to the development of new strategies for refractory DMO treatment and prevention.
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Affiliation(s)
- Milagros Mateos-Olivares
- Department of Ophthalmology, Hospital Clínico Universitario de Valladolid, 47003 Valladolid, Spain; (M.M.-O.); (L.G.-O.); (F.J.V.-B.); (M.L.-G.); (J.C.P.)
| | - Luis García-Onrubia
- Department of Ophthalmology, Hospital Clínico Universitario de Valladolid, 47003 Valladolid, Spain; (M.M.-O.); (L.G.-O.); (F.J.V.-B.); (M.L.-G.); (J.C.P.)
- Department of Ophthalmology, St Thomas’ Hospital, London SE1 7EH, UK
| | - Fco. Javier Valentín-Bravo
- Department of Ophthalmology, Hospital Clínico Universitario de Valladolid, 47003 Valladolid, Spain; (M.M.-O.); (L.G.-O.); (F.J.V.-B.); (M.L.-G.); (J.C.P.)
| | - Rogelio González-Sarmiento
- Area of Infectious, Inflammatory and Metabolic Disease, Institute of Biomedical Research of Salamanca (IBSAL), 37007 Salamanca, Spain;
- Institute of Molecular and Cellular Biology of Cancer (IBMCC), University of Salamanca-CSIC, 37007 Salamanca, Spain
| | - Maribel Lopez-Galvez
- Department of Ophthalmology, Hospital Clínico Universitario de Valladolid, 47003 Valladolid, Spain; (M.M.-O.); (L.G.-O.); (F.J.V.-B.); (M.L.-G.); (J.C.P.)
- Retina Group, IOBA (Institute of Applied Ophthalmobiology), University of Valladolid, 47002 Valladolid, Spain
- Cooperative Network for Research in Ophthalmology Oftared, National Institute of Health Carlos III, 28220 Madrid, Spain
| | - J. Carlos Pastor
- Department of Ophthalmology, Hospital Clínico Universitario de Valladolid, 47003 Valladolid, Spain; (M.M.-O.); (L.G.-O.); (F.J.V.-B.); (M.L.-G.); (J.C.P.)
- Retina Group, IOBA (Institute of Applied Ophthalmobiology), University of Valladolid, 47002 Valladolid, Spain
- Cooperative Network for Research in Ophthalmology Oftared, National Institute of Health Carlos III, 28220 Madrid, Spain
| | - Ricardo Usategui-Martín
- Institute of Molecular and Cellular Biology of Cancer (IBMCC), University of Salamanca-CSIC, 37007 Salamanca, Spain
- Retina Group, IOBA (Institute of Applied Ophthalmobiology), University of Valladolid, 47002 Valladolid, Spain
- Correspondence: (R.U.-M.); (S.P.-I.); Tel.: +34-983-423-559
| | - Salvador Pastor-Idoate
- Department of Ophthalmology, Hospital Clínico Universitario de Valladolid, 47003 Valladolid, Spain; (M.M.-O.); (L.G.-O.); (F.J.V.-B.); (M.L.-G.); (J.C.P.)
- Retina Group, IOBA (Institute of Applied Ophthalmobiology), University of Valladolid, 47002 Valladolid, Spain
- Cooperative Network for Research in Ophthalmology Oftared, National Institute of Health Carlos III, 28220 Madrid, Spain
- Correspondence: (R.U.-M.); (S.P.-I.); Tel.: +34-983-423-559
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Tonade D, Kern TS. Photoreceptor cells and RPE contribute to the development of diabetic retinopathy. Prog Retin Eye Res 2021; 83:100919. [PMID: 33188897 PMCID: PMC8113320 DOI: 10.1016/j.preteyeres.2020.100919] [Citation(s) in RCA: 88] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Revised: 10/27/2020] [Accepted: 10/31/2020] [Indexed: 12/26/2022]
Abstract
Diabetic retinopathy (DR) is a leading cause of blindness. It has long been regarded as vascular disease, but work in the past years has shown abnormalities also in the neural retina. Unfortunately, research on the vascular and neural abnormalities have remained largely separate, instead of being integrated into a comprehensive view of DR that includes both the neural and vascular components. Recent evidence suggests that the most predominant neural cell in the retina (photoreceptors) and the adjacent retinal pigment epithelium (RPE) play an important role in the development of vascular lesions characteristic of DR. This review summarizes evidence that the outer retina is altered in diabetes, and that photoreceptors and RPE contribute to retinal vascular alterations in the early stages of the retinopathy. The possible molecular mechanisms by which cells of the outer retina might contribute to retinal vascular damage in diabetes also are discussed. Diabetes-induced alterations in the outer retina represent a novel therapeutic target to inhibit DR.
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Affiliation(s)
- Deoye Tonade
- Department of Pharmacology, Case Western Reserve University, Cleveland, OH, USA
| | - Timothy S Kern
- Department of Pharmacology, Case Western Reserve University, Cleveland, OH, USA; Veterans Administration Medical Center Research Service, Cleveland, OH, USA; Gavin Herbert Eye Institute, University of California Irvine, Irvine, CA, USA; Veterans Administration Medical Center Research Service, Long Beach, CA, USA.
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Cunha-Vaz J. A Central Role for Ischemia and OCTA Metrics to Follow DR Progression. J Clin Med 2021; 10:1821. [PMID: 33922018 PMCID: PMC8122480 DOI: 10.3390/jcm10091821] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 04/19/2021] [Indexed: 11/16/2022] Open
Abstract
Diabetic retinopathy (DR) is a frequent complication of diabetes and through its vision-threatening complications, i [...].
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Affiliation(s)
- José Cunha-Vaz
- AIBILI—Association for Innovation and Biomedical Research on Light and Image, 3000-548 Coimbra, Portugal; ; Tel.: +351-239-480-136
- Coimbra Institute for Clinical and Biomedical Research (iCBR), Faculty of Medicine, University of Coimbra, 3000-548 Coimbra, Portugal
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Yan M, Wang H, Gu Y, Li X, Tao L, Lu P. Melatonin exerts protective effects on diabetic retinopathy via inhibition of Wnt/β-catenin pathway as revealed by quantitative proteomics. Exp Eye Res 2021; 205:108521. [PMID: 33636209 DOI: 10.1016/j.exer.2021.108521] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 01/23/2021] [Accepted: 02/17/2021] [Indexed: 12/13/2022]
Abstract
Diabetic retinopathy (DR), the most common ocular complication resulting from diabetes in working-age adults, causes vision impairment and even blindness because of microvascular damage to the retina. Melatonin is an endogenous neurohormone possessing various biological properties, including the regulation of oxidative stress, inflammation, autophagy, and angiogenesis functions. To evaluate the effects of melatonin on DR, we first investigated the role of melatonin in retinal angiogenesis and inner blood-retina barrier (iBRB) under high glucose conditions in vitro and in vivo. Melatonin administration ameliorated high glucose-induced iBRB disruption, cell proliferation, cell migration, invasion and tube formation, and decreased the expression levels of VEGF, MMP-2, and MMP-9. Furthermore, melatonin treatment increased the level of autophagy but decreased the expression levels of inflammation-related factors under high glucose conditions. To further explore the underlying mechanism, we evaluated human retinal microvascular endothelial cells (HRMECs) via tandem mass tags (TMT)-labeled quantitative proteomics under high-glucose conditions with or without melatonin. Bioinformatics analysis results revealed that the main enrichment pathway of differentially expressed proteins (DEPs) was the Wnt pathway. We found that melatonin inhibited the activation of Wnt/β-catenin pathway following DR. These abovementioned protective effects of melatonin under hyperglycemia were blocked by lithium chloride (LiCl; activator of the Wnt/β-catenin signaling pathway). In summary, melatonin exerts protective effects on experimental DR via inhibiting Wnt/β-catenin pathway by, at least partially, alleviating autophagic dysfunction and inflammatory activation.
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Affiliation(s)
- Mengyang Yan
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, Shizi Street 188, Suzhou, 215006, China
| | - Haochen Wang
- Department of Forensic Medicine, Medical School of Soochow University, 178 East Ganjiang Road, Suzhou, 215213, China
| | - Yu Gu
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, Shizi Street 188, Suzhou, 215006, China
| | - Xin Li
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, Shizi Street 188, Suzhou, 215006, China
| | - Luyang Tao
- Department of Forensic Medicine, Medical School of Soochow University, 178 East Ganjiang Road, Suzhou, 215213, China.
| | - Peirong Lu
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, Shizi Street 188, Suzhou, 215006, China.
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Liu W, Wang C, Xia Y, Xia W, Liu G, Ren C, Gu Y, Li X, Lu P. Elevated plasma trimethylamine-N-oxide levels are associated with diabetic retinopathy. Acta Diabetol 2021; 58:221-229. [PMID: 33064205 PMCID: PMC7889550 DOI: 10.1007/s00592-020-01610-9] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Accepted: 09/23/2020] [Indexed: 01/11/2023]
Abstract
AIMS To determine the relationship between plasma levels of trimethylamine-N-oxide (TMAO) and odds of diabetic retinopathy (DR). METHODS A cross-sectional study was conducted. Blood samples were obtained from 122 type 2 diabetes mellitus (T2DM) patients with or without DR. Multivariable logistic regression analyses were performed to identify the association between plasma TMAO and DR. The diagnostic value of plasma TMAO was assessed by the area under the receiver operating characteristic curve (AUROC) and integrated discrimination improvement (IDI). RESULTS In the T2DM patients, plasma levels of TMAO were significantly higher in patients with DR compared with those without DR (P = 0.001). As logarithmic (ln) transformation of TMAO increased per standard deviation (SD), there was higher probability to have DR [odds ratio (OR) = 2.31; P = 0.005]. As ln-transformed TMAO increased per SD, the severity of DR was more likely to get worse (OR = 2.05; P = 0.004). In the diagnostic model, the addition of TMAO contributed to the improvement in AUROC from 0.646 to 0.734 (P = 0.043), and the IDI was 10.7% (P < 0.001). CONCLUSION Elevated levels of plasma TMAO were associated with higher odds and worse severity of DR in T2DM patients, and further investigation is required for the causality of this association.
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Affiliation(s)
- Weiming Liu
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China
| | - Chunmin Wang
- Suzhou Center for Disease Control and Prevention, 72 Sanxiang Road, Suzhou, 215004, People's Republic of China
| | - Yu Xia
- Suzhou Center for Disease Control and Prevention, 72 Sanxiang Road, Suzhou, 215004, People's Republic of China
| | - Wei Xia
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China
| | - Gaoqin Liu
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China
- Jiangsu Key Laboratory of Clinical Immunology, Soochow University, 708 Renmin Road, Suzhou, 215006, People's Republic of China
| | - Chi Ren
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China
| | - Yu Gu
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China
| | - Xin Li
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China
| | - Peirong Lu
- Department of Ophthalmology, The First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, 215006, People's Republic of China.
- Jiangsu Key Laboratory of Clinical Immunology, Soochow University, 708 Renmin Road, Suzhou, 215006, People's Republic of China.
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Marques IP, Madeira MH, Messias AL, Martinho ACV, Santos T, Sousa DC, Figueira J, Cunha-Vaz J. Different retinopathy phenotypes in type 2 diabetes predict retinopathy progression. Acta Diabetol 2021; 58:197-205. [PMID: 33025221 PMCID: PMC7889686 DOI: 10.1007/s00592-020-01602-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 09/03/2020] [Indexed: 11/24/2022]
Abstract
PURPOSE To characterize the progression in retinopathy severity of different phenotypes of mild nonproliferative diabetic retinopathy (NPDR) in patients with type 2 diabetes. DESIGN AND METHODS Patients with type 2 diabetes and mild NPDR (ETDRS 20 or 35) were followed in a 5-year longitudinal study. Examinations, including color fundus photography (CFP) and optical coherence tomography (OCT and OCTA), were performed at baseline, 6 months and then annually. Phenotype classification was performed based on microaneurysm turnover (MAT, on CFP) and central retinal thickness (CRT, on OCT). Phenotype A is characterized by low MAT (< 6) and normal CRT; Phenotype B by low MAT (< 6) and increased CRT; and Phenotype C by higher MAT (≥ 6) with or without increased CRT. ETDRS grading of seven fields CFP was performed at the initial and last visits. RESULTS Analysis of ETDRS grade step changes showed significant differences in diabetic retinopathy (DR) progression between the different phenotypes (p < 0.001). Of the 66 participants with phenotype A only 2 eyes (3%) presented 2-or-more-step worsening. None of the 50 participants characterized as phenotype B developed 2-step worsening, whereas 13 eyes (23.2%) characterized as phenotype C had 2-or-more-steps worsening. Phenotype C presents the higher risk for 2-or-more step worsening (OR: 15.94 95% CI: 3.45-73.71; p < 0.001) and higher sensitivity, correctly identifying 86.7% of cases at risk (AUC: 0.84 95% CI: 0.72-0.96; p < 0.001). Diabetic retinopathy severity progression was associated with HbA1c (p = 0.019), LDL levels (p = 0.043), and ocular factors as MAT (p = 0.010), MA formation rate (p = 0.014) and MA disappearance rate (p = 0.005). Capillary closure at 5-year follow-up, identified by lower vessel density (VD) on OCTA, was also associated with diabetic DR severity progression (p = 0.035). CONCLUSIONS Different DR phenotypes in type 2 diabetes show different risks of retinopathy progression. Phenotype C is associated with increased HbA1c values and presents a higher risk of a 2-or-more-step worsening of the ETDRS severity score.
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Affiliation(s)
- Inês P. Marques
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
| | - Maria H. Madeira
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, 3000-548 Coimbra, Portugal
| | - Ana L. Messias
- Dentistry Department, Faculty of Medicine, University of Coimbra, 3000-075 Coimbra, Portugal
| | - António C.-V. Martinho
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
| | - Torcato Santos
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
| | - David C. Sousa
- Ophthalmology Department, Hospital de Santa Maria, 1649-028 Lisbon, Portugal
- Vision Sciences Study Center, CECV, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisbon, Portugal
- Department of Ophthalmology, Centro Hospitalar e Universitário de Coimbra (CHUC), 3000-075 Coimbra, Portugal
| | - João Figueira
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, 3000-548 Coimbra, Portugal
- Department of Ophthalmology, Centro Hospitalar e Universitário de Coimbra (CHUC), 3000-075 Coimbra, Portugal
| | - José Cunha-Vaz
- AIBILI - Association for Innovation and Biomedical Research on Light and Image, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
- Faculty of Medicine, Coimbra Institute for Clinical and Biomedical Research (iCBR), University of Coimbra, 3000-548 Coimbra, Portugal
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Sun Q, Jing Y, Zhang B, Gu T, Meng R, Sun J, Zhu D, Wang Y. The Risk Factors for Diabetic Retinopathy in a Chinese Population: A Cross-Sectional Study. J Diabetes Res 2021; 2021:5340453. [PMID: 33575359 PMCID: PMC7861953 DOI: 10.1155/2021/5340453] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 12/21/2020] [Accepted: 01/22/2021] [Indexed: 12/11/2022] Open
Abstract
AIMS Epidemiological data on diabetic retinopathy (DR) in Chinese population is still rather scarce, and risk factors for diabetic retinopathy are inconsistent because of study designs, grading standards, and population samples. MATERIALS AND METHODS This hospital-based retrospective study included 1052 type 2 diabetes patients. Diabetic retinopathy was diagnosed by nonmydriatic fundus photography and/or fundus examination apparatus. Logistic regression analysis was performed to evaluate the risk of diabetic retinopathy. RESULTS A total of 352 (33.5% prevalence) subjects were diagnosed with diabetic retinopathy based on our population. The patients in the DR group not only had significantly higher hemoglobin A1c (HbA1c), fasting plasma glucose (FPG), urinary microalbumin-creatinine ratio (ACR), and systolic blood pressure but also had higher follicle-stimulating hormone (FSH), luteinizing hormone (LH), and sex hormone-binding globulin (SHBG) levels compared to those in the non-DR group. Moreover, we confirmed that diabetes duration and HbA1c are strongly associated with DR risk. We also found that serum LH was an independent risk factor in male diabetic retinopathy patients (OR = 1.086, 95% CI 1.024-1.152), and the levels of LH were significantly associated with diabetic retinopathy prevalence (P = 0.018). CONCLUSIONS Our study strengthens the argument that diabetes duration and HbA1c are risk factors for patients with DR. Additionally; we firstly confirmed that serum LH was an independent risk factor in male diabetic retinopathy patients.
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Affiliation(s)
- Qingmin Sun
- Department of Medical Genetics, Nanjing University School of Medicine, Nanjing 210093, China
- Department of Pharmacy, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing 210029, China
| | - Yali Jing
- Department of Endocrinology, Drum Tower Hospital Affiliated to Nanjing University Medical School, No321 Zhongshan Road, Nanjing 210008, China
| | - Bingjie Zhang
- Department of Endocrinology, Drum Tower Hospital Affiliated to Nanjing University Medical School, No321 Zhongshan Road, Nanjing 210008, China
| | - Tianwei Gu
- Department of Endocrinology, Drum Tower Hospital Affiliated to Nanjing University Medical School, No321 Zhongshan Road, Nanjing 210008, China
| | - Ran Meng
- Department of Endocrinology, Drum Tower Hospital Affiliated to Nanjing University Medical School, No321 Zhongshan Road, Nanjing 210008, China
| | - Jie Sun
- Department of Endocrinology, Drum Tower Hospital Affiliated to Nanjing University Medical School, No321 Zhongshan Road, Nanjing 210008, China
| | - Dalong Zhu
- Department of Endocrinology, Drum Tower Hospital Affiliated to Nanjing University Medical School, No321 Zhongshan Road, Nanjing 210008, China
| | - Yaping Wang
- Department of Medical Genetics, Nanjing University School of Medicine, Nanjing 210093, China
- Jiangsu Key Laboratory of Molecular Medicine, Nanjing University, Nanjing 210093, China
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Piona C, Cozzini T, Marchini G, Merz T, Brighenti T, Mazzo U, Marigliano M, Olivieri F, Pedrotti E, Maffeis C. Reduced minimum rim width of optic nerve head: a potential early marker of retinal neurodegeneration in children and adolescents with type 1 diabetes. Diabetes Res Clin Pract 2020; 169:108420. [PMID: 32891689 DOI: 10.1016/j.diabres.2020.108420] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 08/21/2020] [Accepted: 08/29/2020] [Indexed: 02/03/2023]
Abstract
AIMS To determine whether early retinal neurodegenerative changes in pediatric patients with type 1 diabetes (T1D) can be detected by spectral domain-optical coherence tomography (SD-OCT) and whether such changes are associated with risk factors for T1D complications. METHODS A total of 147 T1D children/adolescents and 51 healthy controls underwent SD-OCT. Spherical refractive error (SRE), macular total retinal thickness (TRT), ganglion cell layer (GCL), retinal nerve fiber layer (RNFL), minimum rim width (MRW), and Bruch's membrane opening area (BMOA) were measured. Clinical and biochemical parameters were recorded at the time of SD-OCT and starting at T1D onset. Multiple regression models were calculated using SD-OCT parameters as dependent and risk factors as independent variables. RESULTS MRW was significantly thinner in the T1D patients (global MRW:361.58vs386.33 µm; p = 0.009), while RNFL and macular parameters were similar for both groups. MRW was inversely correlated with mean HbA1c (r ≥ -0.180, p < 0.05). Multiple regression showed that part of the variability in MRW was explained by HbA1c and BMOA (R2 = 0.21; p < 0.001), independent of other cardiometabolic risk factors. CONCLUSIONS MRW reduction could be a potential early marker of retinal neurodegeneration detectable in pediatric patients with T1D. The association between MRW and mean HbA1c suggests that glucometabolic control may affect early retinal neurodegeneration starting in childhood.
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Affiliation(s)
- Claudia Piona
- Pediatric Diabetes and Metabolic Disorders Unit, Regional Center for Pediatric Diabetes, University City Hospital of Verona, P.le Stefani 1, 37126 Verona, Italy.
| | - Tiziano Cozzini
- Department of Neuroscience, Biomedicine and Movement Sciences, Eye Clinic, University of Verona, P.le L. A. Scuro 10, 37134 Verona, Italy
| | - Giorgio Marchini
- Department of Neuroscience, Biomedicine and Movement Sciences, Eye Clinic, University of Verona, P.le L. A. Scuro 10, 37134 Verona, Italy
| | - Tommaso Merz
- Department of Neuroscience, Biomedicine and Movement Sciences, Eye Clinic, University of Verona, P.le L. A. Scuro 10, 37134 Verona, Italy
| | - Tommaso Brighenti
- Department of Neuroscience, Biomedicine and Movement Sciences, Eye Clinic, University of Verona, P.le L. A. Scuro 10, 37134 Verona, Italy
| | - Umberto Mazzo
- Department of Neuroscience, Biomedicine and Movement Sciences, Eye Clinic, University of Verona, P.le L. A. Scuro 10, 37134 Verona, Italy
| | - Marco Marigliano
- Pediatric Diabetes and Metabolic Disorders Unit, Regional Center for Pediatric Diabetes, University City Hospital of Verona, P.le Stefani 1, 37126 Verona, Italy
| | - Francesca Olivieri
- Pediatric Diabetes and Metabolic Disorders Unit, Regional Center for Pediatric Diabetes, University City Hospital of Verona, P.le Stefani 1, 37126 Verona, Italy
| | - Emilio Pedrotti
- Department of Neuroscience, Biomedicine and Movement Sciences, Eye Clinic, University of Verona, P.le L. A. Scuro 10, 37134 Verona, Italy
| | - Claudio Maffeis
- Pediatric Diabetes and Metabolic Disorders Unit, Regional Center for Pediatric Diabetes, University City Hospital of Verona, P.le Stefani 1, 37126 Verona, Italy.
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Frizziero L, Midena G, Longhin E, Berton M, Torresin T, Parrozzani R, Pilotto E. Early Retinal Changes by OCT Angiography and Multifocal Electroretinography in Diabetes. J Clin Med 2020; 9:jcm9113514. [PMID: 33143008 PMCID: PMC7692230 DOI: 10.3390/jcm9113514] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 10/26/2020] [Accepted: 10/29/2020] [Indexed: 12/21/2022] Open
Abstract
Background: To evaluate the earliest retinal morphological and functional changes in diabetic eyes without or with early signs of diabetic retinopathy (DR). Methods: Twenty-two eyes with no DR (noDR group), 22 eyes with mild DR (DR group), and 18 healthy nondiabetic eyes (controls) were enrolled. All eyes were studied by means of spectral domain optical coherence tomography (OCT), OCT angiography (OCTA), and multifocal electroretinogram (mfERG). Results: A significantly higher number of OCT hyperreflective intraretinal foci (HRF) was found in both noDR and DR groups versus controls, but not between DR groups. The OCTA parameters of the superficial vascular plexus (SVP) were significantly reduced in the noDR group both versus controls and DR group (p < 0.05). The OCTA parameters of the intermediate capillary plexus (ICP) were significantly reduced in the DR group versus controls. An increased number of altered hexagons on mfERG was found in the noDR versus the DR group (p = 0.0192). Conclusions: Retinal vascular and functional parameters are differently involved in diabetic eyes; major vascular changes in the SVP and functional alterations of the mfERG are present in diabetic eyes with no clinical microvascular signs of DR, while ICP is mainly involved when early ophthalmoscopic signs of DR are present. The integrated use of mfERG and OCTA provides new significant insights into the pathogenesis of diabetic related retinal disease.
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Affiliation(s)
- Luisa Frizziero
- IRCCS—Fondazione Bietti, 00198 Rome, Italy
- Correspondence: ; Tel.: +39-049-821-2110
| | - Giulia Midena
- Institute of Ophthalmology, Policlinico Gemelli, IRCCS, 00168 Rome, Italy;
| | - Evelyn Longhin
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (E.L.); (T.T.); (R.P.); (E.P.)
| | | | - Tommaso Torresin
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (E.L.); (T.T.); (R.P.); (E.P.)
| | - Raffaele Parrozzani
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (E.L.); (T.T.); (R.P.); (E.P.)
| | - Elisabetta Pilotto
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (E.L.); (T.T.); (R.P.); (E.P.)
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Lai K, Zhao H, Zhou L, Huang C, Zhong X, Gong Y, Li L, Xu F, Li C, Lu L, Jin C. Subthreshold Pan-Retinal Photocoagulation Using Endpoint Management Algorithm for Severe Nonproliferative Diabetic Retinopathy: A Paired Controlled Pilot Prospective Study. Ophthalmic Res 2020; 64:648-655. [PMID: 33053561 DOI: 10.1159/000512296] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 10/10/2020] [Indexed: 11/19/2022]
Abstract
PURPOSE The aim of this study was to report the efficacy and safety profile of subthreshold pan-retinal photocoagulation (PRP) using endpoint management (EPM) algorithm compared with conventional threshold PASCAL PRP for the treatment of severe nonproliferative diabetic retinopathy (NPDR). METHODS This was a prospective, single-center, paired randomized controlled trial of 56 eyes of 28 participants with bilateral symmetric severe NPDR. One eye of the participant was randomly assigned to receive the subthreshold EPM PRP, while the other eye of the same participant received the threshold PASCAL PRP. The primary outcome measures included the difference in the 1-year risk of progression to PDR between 2 groups, and mean changes of the logarithm of the minimal angle of resolution (logMAR) visual acuity (VA). The second outcome measures included central foveal thickness (CFT), 1-year risk of progression to PDR, and visual field (VF) parameters. RESULTS The subthreshold EPM PRP group and the threshold PASCAL PRP group had similar 1-year risk of progression to PDR during the 12-month follow-up visits (17.86 vs. 14.29%, p > 0.05). Slightly decreased VA was found in both groups (0.08 vs. 0.09 logMAR VA); however, no statistical difference was found for neither group (p > 0.05). Similar results were found for thickened CFT for both groups (23.59 vs. 28.34 μm, p > 0.05). Specifically, although substantial loss of VF was found in the threshold PASCAL PRP group (p < 0.05), no obvious damage to VF was seen in the subthreshold EPM PRP group (p > 0.05). CONCLUSION The subthreshold EPM PRP is noninferior to the conventional threshold PASCAL PRP in the treatment of severe NPDR during 12-month follow-up and could be an alternative treatment option for patients with severe NPDR.
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Affiliation(s)
- Kunbei Lai
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Hongkun Zhao
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Lijun Zhou
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Chuangxin Huang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Xiaojing Zhong
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Yajun Gong
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Longhui Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Fabao Xu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Cong Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Lin Lu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Chenjin Jin
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
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Zhang J, Zhang M, Zhao H, Xu X. Identification of proliferative diabetic retinopathy-associated genes on the protein–protein interaction network by using heat diffusion algorithm. Biochim Biophys Acta Mol Basis Dis 2020; 1866:165794. [DOI: 10.1016/j.bbadis.2020.165794] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Revised: 03/25/2020] [Accepted: 04/04/2020] [Indexed: 12/11/2022]
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Gu C, Lhamo T, Zou C, Zhou C, Su T, Draga D, Luo D, Zheng Z, Yin L, Qiu Q. Comprehensive analysis of angiogenesis-related genes and pathways in early diabetic retinopathy. BMC Med Genomics 2020; 13:142. [PMID: 32993645 PMCID: PMC7526206 DOI: 10.1186/s12920-020-00799-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Accepted: 09/20/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Angiogenesis is an important parameter in the development of diabetic retinopathy (DR), and it is indicative of an early stage evolving into a late phase. Therefore, examining the role of angiogenic factors in early DR is crucial to understanding the mechanism of neovascularization. METHODS The present study identified hub genes and pathways associated with angiogenesis in early DR using bioinformatics analysis. Genes from published literature and Gene Expression Omnibus (GEO) were collected and analysed. RESULTS We collected 73 genes from 70 published studies in PubMed, which were referred to as DR-related gene set 1 (DRgset1). The gene expression profile of GSE12610 was downloaded, and 578 differentially expressed genes (DEGs) between diabetic and normal samples were identified. DEGs and DRgset1 were further combined to create DR-related gene set 2 (DRgset2). After an enrichment analysis, we identified 12 GO terms and 2 pathways associated with neovascularization in DRgset1, and 8 GO terms and 2 pathways in DRgset2. We found 39 new genes associated with angiogenesis and verified 8 candidate angiogenesis-related genes in DR cells using real-time PCR: PIK3CB, ALDH3A1, ITGA7, FGF23, THBS1, COL1A1, MAPK13, and AIF1. We identified 10 hub genes associated with neovascularization by constructing a protein-protein interaction (PPI) network: TNF, VEGFA, PIK3CB, TGFB1, EDN1, MMP9, TLR4, PDGFB, MMP2, and THBS1. CONCLUSIONS The present study analysed angiogenesis-related genes and pathways in early DR in a comprehensive and systematic manner. PIK3CB, ALDH3A1, ITGA7, FGF23, THBS1, COL1A1, MAPK13, and AIF1 may be the candidate genes to further explore the mechanisms of angiogenesis in early DR. TNF, PIK3CB, TGFB1, EDN1, MMP9, TLR4, PDGFB, MMP2, and THBS1 may be new targets for early neovascularization therapy in the future.
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Affiliation(s)
- Chufeng Gu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China
| | - Thashi Lhamo
- Department of Ophthalmology, Shigatse People's Hospital, Xizang, P.R. China
| | - Chen Zou
- Eye Institute, Eye and ENT Hospital, Shanghai Medical College, Fudan University, Shanghai, P.R. China
| | - Chuandi Zhou
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China
| | - Tong Su
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China
| | - Deji Draga
- Department of Ophthalmology, Shigatse People's Hospital, Xizang, P.R. China
| | - Dawei Luo
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China
| | - Zhi Zheng
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China
| | - Lili Yin
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China
| | - Qinghua Qiu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, P.R. China.
- National Clinical Research Center for Eye Diseases, Shanghai Key Laboratory of Ocular Fundus Diseases; Shanghai Engineering Center for Visual Science and Photomedicine; Shanghai engineering center for precise diagnosis and treatment of eye diseases, Shanghai, P.R. China.
- Department of Ophthalmology, Shigatse People's Hospital, Xizang, P.R. China.
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Roy S, Kim D. Retinal capillary basement membrane thickening: Role in the pathogenesis of diabetic retinopathy. Prog Retin Eye Res 2020; 82:100903. [PMID: 32950677 DOI: 10.1016/j.preteyeres.2020.100903] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 09/08/2020] [Accepted: 09/15/2020] [Indexed: 02/07/2023]
Abstract
Vascular basement membrane (BM) thickening has been hailed over half a century as the most prominent histological lesion in diabetic microangiopathy, and represents an early ultrastructural change in diabetic retinopathy (DR). Although vascular complications of DR have been clinically well established, specific cellular and molecular mechanisms underlying dysfunction of small vessels are not well understood. In DR, small vessels develop insidiously as BM thickening occurs. Studies examining high resolution imaging data have established BM thickening as one of the foremost structural abnormalities of retinal capillaries. This fundamental structural change develops, at least in part, from excess accumulation of BM components. Although BM thickening is closely associated with the development of DR, its contributory role in the pathogenesis of DR is coming to light recently. DR develops over several years before clinical manifestations appear, and it is during this clinically silent period that hyperglycemia induces excess synthesis of BM components, contributes to vascular BM thickening, and promotes structural and functional lesions including cell death and vascular leakage in the diabetic retina. Studies using animal models show promising results in preventing BM thickening with subsequent beneficial effects. Several gene regulatory approaches are being developed to prevent excess synthesis of vascular BM components in an effort to reduce BM thickening. This review highlights current understanding of capillary BM thickening development, role of BM thickening in retinal vascular lesions, and strategies for preventing vascular BM thickening as a potential therapeutic strategy in alleviating characteristic lesions associated with DR.
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Affiliation(s)
- Sayon Roy
- Boston University School of Medicine, Boston, MA, USA.
| | - Dongjoon Kim
- Boston University School of Medicine, Boston, MA, USA
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Marques IP, Alves D, Santos T, Mendes L, Lobo C, Santos AR, Durbin M, Cunha-Vaz J. Characterization of Disease Progression in the Initial Stages of Retinopathy in Type 2 Diabetes: A 2-Year Longitudinal Study. Invest Ophthalmol Vis Sci 2020; 61:20. [PMID: 32181799 PMCID: PMC7401457 DOI: 10.1167/iovs.61.3.20] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To characterize 2-year changes occurring in neurodegeneration, edema, and capillary dropout in nonproliferative diabetic retinopathy. Methods Two-year prospective longitudinal observational cohort of eyes/patients with type 2 diabetes using spectral domain optical coherence tomography (SD-OCT) and optical coherence tomography angiography (OCTA). Eyes were examined three times with intervals of 1 year. Thickness of the full retina and layer-by-layer measurements were used to identify edema or neurodegeneration. OCTA vessel density maps of the retina were used to identify capillary dropout. Early Treatment Diabetic Retinopathy Study (ETDRS) classification was performed using the seven-field ETDRS protocol. Results A total of 62 eyes from 62 patients with diabetes were followed for 2 years. After verification for image quality, a total of 44 eyes from 44 patients (30% women) aged 52 to 80 years were retained for data analysis. There were 18 eyes with ETDRS grades 10 to 20, 17 eyes with ETDRS grade 35, and 9 eyes with ETDRS grades 43 to 47. During the 2-year follow-up period, there was a progressive increase in capillary dropout, whereas edema and neurodegeneration remained stable. In multivariate analysis, considering a model adjusted for age, sex, hemoglobin A1C, visual acuity, and diabetes duration, vessel density remained significantly different between Diabetic Retinopathy Severity Scale groups (Wilks' λ = 0.707; P = 0.015) showing association with disease progression. Conclusions Capillary dropout increased in a period of 2 years in eyes with minimal, mild, and moderate diabetic retinopathy, whereas the presence of edema and neurodegeneration remained stable.
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Retinopathy Phenotypes in Type 2 Diabetes with Different Risks for Macular Edema and Proliferative Retinopathy. J Clin Med 2020; 9:jcm9051433. [PMID: 32408522 PMCID: PMC7290313 DOI: 10.3390/jcm9051433] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Revised: 04/27/2020] [Accepted: 05/08/2020] [Indexed: 11/17/2022] Open
Abstract
Our group reported that three diabetic retinopathy (DR) phenotypes: A, characterized by low microaneurysm turnover (MAT < 6) and normal central retinal thickness (CRT); B, low MAT (<6) and increased CRT, and C, high MAT (≥6), present different risks for development of macular edema (DME) and proliferative retinopathy (PDR). To test these findings, 212 persons with type 2 diabetes (T2D) and mild nonproliferative retinopathy (NPDR), one eye per person, were followed for five years with annual visits. Of these, 172 completed the follow-up or developed an outcome: PDR or DME (considering both clinically significant macular edema (CSME) and center-involved macular edema (CIME)). Twenty-seven eyes (16%) developed either CSME (14), CIME (10), or PDR (4), with one eye developing both CSME and PDR. Phenotype A showed no association with development of vision-threatening complications. Seven eyes with phenotype B and three with phenotype C developed CIME. Phenotype C showed higher risk for CSME development, with 17.41 odds ratio (p = 0.010), compared with phenotypes A + B. All eyes that developed PDR were classified as phenotype C. Levels of HbA1c and triglycerides were increased in phenotype C (p < 0.001 and p = 0.018, respectively). In conclusion, phenotype C identifies eyes at higher risk for development of CSME and PDR, whereas phenotype A identifies eyes at very low risk for vision-threatening complications.
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Adki KM, Kulkarni YA. Potential Biomarkers in Diabetic Retinopathy. Curr Diabetes Rev 2020; 16:971-983. [PMID: 32065092 DOI: 10.2174/1573399816666200217092022] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 11/28/2019] [Accepted: 01/09/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND Diabetic retinopathy is one of the important complications of diabetes. In major cases, diabetic retinopathy is unnoticed until the irreversible damage to eye occurs and leads to blurred vision and, eventually, blindness. OBJECTIVE The pathogenesis and diagnosis of diabetic retinopathy are very complex and not fully understood. Currently, well-established laser techniques and medications are available, but these treatment options have their own shortcomings on biological systems. Biomarkers can help to overcome this problem due to easy, fast and economical options for diagnosis of diabetic retinopathy. METHODS The search terms used were "Diabetic retinopathy", "Biomarkers in diabetic retinopathy", "Novel biomarkers in diabetic retinopathy" and "Potential biomarkers of diabetic retinopathy" by using different scientific resources and databases like EBSCO, ProQuest, PubMed and Scopus. Eligibility criteria included biomarkers involved in diabetic retinopathy in the detectable range. Exclusion criteria included the repetition and duplication of the biomarker in diabetic retinopathy. RESULTS Current review and literature study revealed that biomarkers of diabetic retinopathy can be categorized as inflammatory: tumor necrosis factor-α, monocyte chemoattractant protein-1, transforming growth factor- β; antioxidant: nicotinamide adenine dinucleotide phosphate oxidase; nucleic acid: poly ADP ribose polymerase- α, Apelin, Oncofetal; enzyme: ceruloplasmin, protein kinase C; and miscellaneous: erythropoietin. These biomarkers have a great potential in the progression of diabetic retinopathy hence can be used in the diagnosis and management of this debilitating disease. CONCLUSION Above mentioned biomarkers play a key role in the pathogenesis of diabetic retinopathy; hence they can also be considered as potential targets for new drug development.
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Affiliation(s)
- Kaveri M Adki
- Shobhaben Pratapbhai Patel School of Pharmacy & Technology Management, SVKM'S NMIMS, V.L. Mehta Road, Vile Parle (West), Mumbai-400056, India
| | - Yogesh A Kulkarni
- Shobhaben Pratapbhai Patel School of Pharmacy & Technology Management, SVKM'S NMIMS, V.L. Mehta Road, Vile Parle (West), Mumbai-400056, India
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Czakó C, István L, Ecsedy M, Récsán Z, Sándor G, Benyó F, Horváth H, Papp A, Resch M, Borbándy Á, Nagy ZZ, Kovács I. The effect of image quality on the reliability of OCT angiography measurements in patients with diabetes. Int J Retina Vitreous 2019; 5:46. [PMID: 31709114 PMCID: PMC6829984 DOI: 10.1186/s40942-019-0197-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Accepted: 10/28/2019] [Indexed: 01/21/2023] Open
Abstract
Background This study aimed to determine the relationship between image quality and measurement repeatability of optical coherence tomography angiography (OCTA) parameters in patients with non-proliferative diabetic retinopathy. Methods A total of 100 eyes of 50 patients were included in the study. Three OCTA images were obtained consecutively during one session of imaging in all patients using the RTVue AngioVue OCTA device. We applied the signal strength index (SSI) provided by the RTVue system to define scan quality. Superficial vessel density (VD) in the central 3 × 3 mm macular and in the perifoveal region, as well as foveal avascular zone (FAZ) area were evaluated by the AngioAnalytics software for each scan from three consecutive measurements, whereby measurement repeatability of the OCTA parameters were calculated. The effect of SSI value on OCTA parameters, as well as on measurement errors was assessed. Results Values of SSI ranged from 30 to 85 with an overall mean of 61.79 ± 10.38. Mean SSI values showed significant positive correlation with the mean retinal capillary vessel density values, but not with non-flow area. Repeatability of OCTA parameters was generally improved with higher SSI values. We calculated a mean correction factor of 0.22% (95% CI 0.20–0.24 µm; p < 0.001) for VD at the 3 × 3 mm macular scan, 0.23% (95% CI 0.21–0.26%; p < 0.001) for perifoveal VD and − 0.001 mm2 (95% CI − 0.001 to 0.002; p = 0.001) for the non-flow area for each unit increase in SSI for the comparison of images with different SSI values. Conclusions The influence of image quality on OCTA metrics should be considered for image comparisons during follow-up to avoid misinterpretation of small changes in OCTA parameters in patients with diabetes.
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Affiliation(s)
- Cecília Czakó
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Lilla István
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Mónika Ecsedy
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Zsuzsa Récsán
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Gábor Sándor
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Fruzsina Benyó
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Hajnalka Horváth
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - András Papp
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Miklós Resch
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Ágnes Borbándy
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Zoltán Zsolt Nagy
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
| | - Illés Kovács
- Department of Ophthalmology, Semmelweis University, 26 Üllői Street, Budapest, 1085 Hungary
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Distinct downstream signaling and the roles of VEGF and PlGF in high glucose-mediated injuries of human retinal endothelial cells in culture. Sci Rep 2019; 9:15339. [PMID: 31653890 PMCID: PMC6814860 DOI: 10.1038/s41598-019-51603-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Accepted: 09/29/2019] [Indexed: 11/08/2022] Open
Abstract
Vascular endothelial growth factor (VEGF) and placental growth factor (PlGF) plays a crucial role in breakdown of the blood-retinal barrier due to hyperpermeability in diabetic retinopathy (DR). However, the distinct signaling driven by VEGF and PlGF in the pathogenesis of DR remains unclear. In this study, we investigated VEGF- and PlGF- related signaling pathways and their roles in cultured human microvascular retinal endothelial cells (hRECs) under high glucose conditions (HG; 25 mM). Apoptotic cell death was evaluated, and FITC conjugated bovine serum albumin across monolayer hRECs served as an index of permeability. Western blots were used to assess the protein levels of VEGF and PlGF, as well as the phosphorylation of p38MAPK, STAT1 and Erk1/2. Knockdown of VEGF and PlGF was performed by using siRNA. Following HG treatment, increases of VEGF and PlGF as well as PKC activity were detected in hRECs. Increased phosphorylations of p38MAPKThr180/Thr182, STAT1Ser727, and Erk1/2Tyr202/Tyr185 as well as VEGFR1Tyr1213 and VEGFR2Tyr1175 were also detected in HG-treated hRECs. Inhibition of PKC activity by Go 6976 prevented HG-induced increases of phosphor-Erk1/2 and nitric oxide synthase (NOS1) expressions as well as hyperpermeability, whereas inhibition of p38MAPK pathway by SB203580 selectively suppressed activation of STAT1 and decreased apoptotic cell death under HG conditions. Moreover, VEGF knockdown predominantly inhibited activation of VEGFR2, and phosphorylation of p38MAPK and STAT1, as well as apoptotic cell death in HG-treated hRECs. Nevertheless, PlGF knockdown mainly suppressed phosphorylation of VEGFR1, PKC, and Erk1/2, as well as NOS1 expressions and hyperpermeability. Taken together, we provide evidence demonstrating that HG-induced elevation of PlGF is responsible for hyperpermeability mainly through increasing activation of PKC-Erk1/2-NOS axis via VEGFR1, while HG-induced elevation of VEGF is associated with induction of apoptotic cell death mainly through increasing activation of p38MAPK/STAT1 signaling via VEGFR2.
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