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1.
Diabetologia ; 67(6): 1114-1121, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38413436

ABSTRACT

AIMS/HYPOTHESIS: The aim of this study was to explore whether diabetic retinopathy is associated with alterations of the circadian system, and to examine the role of reduced intrinsically photosensitive retinal ganglion cell (ipRGC) function. METHODS: Participants with type 2 diabetes, with diabetic retinopathy (n=14) and without diabetic retinopathy (n=9) underwent 24 h blood sampling for melatonin and cortisol under controlled laboratory conditions. ipRGC function was inferred from the post-illumination pupil response (PIPR). Habitual sleep duration, efficiency and variability were assessed by actigraphy. RESULTS: Participants with diabetic retinopathy compared to participants without diabetic retinopathy had smaller PIPR (p=0.007), lower 24 h serum melatonin output (p=0.042) and greater day-to-day sleep variability (p=0.012). By contrast, 24 h cortisol profiles, sleep duration and efficiency were similar in both groups. Six individuals with diabetic retinopathy had no detectable dim-light melatonin onset. PIPR correlated with 24 h mean melatonin levels (r=0.555, p=0.007). CONCLUSIONS/INTERPRETATION: ipRCG dysfunction in diabetic retinopathy is associated with disruptions of the 24 h melatonin rhythm, suggesting circadian dysregulation in diabetic retinopathy.


Subject(s)
Circadian Rhythm , Diabetes Mellitus, Type 2 , Diabetic Retinopathy , Melatonin , Retinal Ganglion Cells , Humans , Melatonin/blood , Melatonin/metabolism , Diabetic Retinopathy/metabolism , Diabetic Retinopathy/blood , Diabetic Retinopathy/physiopathology , Retinal Ganglion Cells/metabolism , Retinal Ganglion Cells/pathology , Male , Female , Cross-Sectional Studies , Middle Aged , Circadian Rhythm/physiology , Diabetes Mellitus, Type 2/metabolism , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/physiopathology , Aged , Hydrocortisone/blood , Hydrocortisone/metabolism , Sleep/physiology , Adult
2.
J Transl Med ; 22(1): 700, 2024 Jul 29.
Article in English | MEDLINE | ID: mdl-39075573

ABSTRACT

Diabetic retinopathy (DR), a well-known microvascular complication of diabetes mellitus, remains the main cause of vision loss in working-age adults worldwide. Up to now, there is a shortage of information in the study regarding the contributing factors of DR in diabetes. Accumulating evidence has identified glycemic variability (GV), referred to fluctuations of blood glucose levels, as a risk factor for diabetes-related complications. Recent reports demonstrate that GV plays an important role in accounting for the susceptibility to DR development. However, its exact role in the pathogenesis of DR is still not fully understood. In this review, we highlight the current landscape and relevant mechanisms of GV in DR, as well as address the mechanism-based therapeutic strategies, aiming at better improving the quality of DR management in clinical practice.


Subject(s)
Blood Glucose , Diabetic Retinopathy , Humans , Diabetic Retinopathy/therapy , Diabetic Retinopathy/blood , Blood Glucose/metabolism , Risk Factors
3.
J Transl Med ; 22(1): 448, 2024 May 13.
Article in English | MEDLINE | ID: mdl-38741137

ABSTRACT

PURPOSE: The duration of type 2 diabetes mellitus (T2DM) and blood glucose levels have a significant impact on the development of T2DM complications. However, currently known risk factors are not good predictors of the onset or progression of diabetic retinopathy (DR). Therefore, we aimed to investigate the differences in the serum lipid composition in patients with T2DM, without and with DR, and search for potential serological indicators associated with the development of DR. METHODS: A total of 622 patients with T2DM hospitalized in the Department of Endocrinology of the First Affiliated Hospital of Xi'an JiaoTong University were selected as the discovery set. One-to-one case-control matching was performed according to the traditional risk factors for DR (i.e., age, duration of diabetes, HbA1c level, and hypertension). All cases with comorbid chronic kidney disease were excluded to eliminate confounding factors. A total of 42 pairs were successfully matched. T2DM patients with DR (DR group) were the case group, and T2DM patients without DR (NDR group) served as control subjects. Ultra-performance liquid chromatography-mass spectrometry (LC-MS/MS) was used for untargeted lipidomics analysis on serum, and a partial least squares discriminant analysis (PLS-DA) model was established to screen differential lipid molecules based on variable importance in the projection (VIP) > 1. An additional 531 T2DM patients were selected as the validation set. Next, 1:1 propensity score matching (PSM) was performed for the traditional risk factors for DR, and a combined 95 pairings in the NDR and DR groups were successfully matched. The screened differential lipid molecules were validated by multiple reaction monitoring (MRM) quantification based on mass spectrometry. RESULTS: The discovery set showed no differences in traditional risk factors associated with the development of DR (i.e., age, disease duration, HbA1c, blood pressure, and glomerular filtration rate). In the DR group compared with the NDR group, the levels of three ceramides (Cer) and seven sphingomyelins (SM) were significantly lower, and one phosphatidylcholine (PC), two lysophosphatidylcholines (LPC), and two SMs were significantly higher. Furthermore, evaluation of these 15 differential lipid molecules in the validation sample set showed that three Cer and SM(d18:1/24:1) molecules were substantially lower in the DR group. After excluding other confounding factors (e.g., sex, BMI, lipid-lowering drug therapy, and lipid levels), multifactorial logistic regression analysis revealed that a lower abundance of two ceramides, i.e., Cer(d18:0/22:0) and Cer(d18:0/24:0), was an independent risk factor for the occurrence of DR in T2DM patients. CONCLUSION: Disturbances in lipid metabolism are closely associated with the occurrence of DR in patients with T2DM, especially in ceramides. Our study revealed for the first time that Cer(d18:0/22:0) and Cer(d18:0/24:0) might be potential serological markers for the diagnosis of DR occurrence in T2DM patients, providing new ideas for the early diagnosis of DR.


Subject(s)
Biomarkers , Diabetes Mellitus, Type 2 , Diabetic Retinopathy , Lipidomics , Humans , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Male , Diabetic Retinopathy/blood , Diabetic Retinopathy/diagnosis , Female , Middle Aged , Biomarkers/blood , Case-Control Studies , Lipids/blood , Aged , Discriminant Analysis , Risk Factors , Least-Squares Analysis
4.
Diabetes Obes Metab ; 26(6): 2082-2091, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38409633

ABSTRACT

AIM: The wealth of data generated by continuous glucose monitoring (CGM) provides new opportunities for revealing heterogeneities in patients with type 2 diabetes mellitus (T2DM). We aimed to develop a method using CGM data to discover T2DM subtypes and investigate their relationship with clinical phenotypes and microvascular complications. METHODS: The data from 3119 patients with T2DM who wore blinded CGM at an academic medical centre was collected, and a glucose symbolic pattern (GSP) metric was created that combined knowledge-based temporal abstraction with numerical vectorization. The k-means clustering was applied to GSP to obtain subgroups of patients with T2DM. Clinical characteristics and the presence of diabetic retinopathy and albuminuria were compared among the subgroups. The findings were validated in an independent population comprising 773 patients with T2DM. RESULTS: By using GSP, four subgroups were identified with distinct features in CGM profiles and parameters. Moreover, the clustered subgroups differed significantly in clinical phenotypes, including indices of pancreatic ß-cell function and insulin resistance (all p < .001). After adjusting for confounders, group C (the most insulin resistant) had a significantly higher risk of albuminuria (odds ratio = 1.24, 95% confidence interval: 1.03-1.39) relative to group D, which had the best glucose control. These findings were confirmed in the validation set. CONCLUSION: Subtyping patients with T2DM using CGM data may help identify high-risk patients for microvascular complications and provide insights into the underlying pathophysiology. This method may help refine clinically meaningful stratification of patients with T2DM and inform personalized diabetes care.


Subject(s)
Albuminuria , Diabetes Mellitus, Type 2 , Adult , Aged , Female , Humans , Male , Middle Aged , Albuminuria/blood , Blood Glucose/analysis , Continuous Glucose Monitoring , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Diabetic Nephropathies/blood , Diabetic Nephropathies/diagnosis , Diabetic Retinopathy/blood , Diabetic Retinopathy/etiology , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/epidemiology , Insulin Resistance
5.
Clin Chem Lab Med ; 62(6): 1177-1197, 2024 May 27.
Article in English | MEDLINE | ID: mdl-38332693

ABSTRACT

OBJECTIVES: To identify molecular pathways and prognostic- and diagnostic plasma-protein biomarkers for diabetic retinopathy at various stages. METHODS: This exploratory, cross-sectional proteomics study involved plasma from 68 adults, including 15 healthy controls and 53 diabetes patients for various stages of diabetic retinopathy: non-diabetic retinopathy, non-proliferative diabetic retinopathy, proliferative diabetic retinopathy and diabetic macular edema. Plasma was incubated with peptide library beads and eluted proteins were tryptic digested, analyzed by liquid chromatography-tandem mass-spectrometry followed by bioinformatics. RESULTS: In the 68 samples, 248 of the 731 identified plasma-proteins were present in all samples. Analysis of variance showed differential expression of 58 proteins across the five disease subgroups. Protein-Protein Interaction network (STRING) showed enrichment of various pathways during the diabetic stages. In addition, stage-specific driver proteins were detected for early and advanced diabetic retinopathy. Hierarchical clustering showed distinct protein profiles according to disease severity and disease type. CONCLUSIONS: Molecular pathways in the cholesterol metabolism, complement system, and coagulation cascade were enriched in patients at various stages of diabetic retinopathy. The peroxisome proliferator-activated receptor signaling pathway and systemic lupus erythematosus pathways were enriched in early diabetic retinopathy. Stage-specific proteins for early - and advanced diabetic retinopathy as determined herein could be 'key' players in driving disease development and potential 'target' proteins for future therapies. For type 1 and 2 diabetes mellitus, the proteomic profiles were especially distinct during the early disease stage. Validation studies should aim to clarify the role of the detected molecular pathways, potential biomarkers, and potential 'target' proteins for future therapies in diabetic retinopathy.


Subject(s)
Biomarkers , Blood Proteins , Diabetic Retinopathy , Proteomics , Humans , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/blood , Diabetic Retinopathy/metabolism , Biomarkers/blood , Proteomics/methods , Male , Female , Middle Aged , Blood Proteins/analysis , Blood Proteins/metabolism , Prognosis , Adult , Cross-Sectional Studies , Tandem Mass Spectrometry , Aged , Protein Interaction Maps
6.
BMC Endocr Disord ; 24(1): 139, 2024 Aug 02.
Article in English | MEDLINE | ID: mdl-39095726

ABSTRACT

BACKGROUND: Diabetic retinopathy (DR) is one of the most common complications of diabetes worldwide. The aim of this study was to assess the prevalence of DR in hospitalized patients with type 2 diabetes (T2DM) in Tibet and to identify risk factors that may influence the occurrence of DR. METHODS: This was a cross-sectional study conducted in a third-class hospital in the Tibet Autonomous Region. The prevalence of DR in hospitalized patients with T2DM was measured. Univariate and multivariate logistic regression, restricted cubic spline (RCS) analysis and receiver-operating characteristic curve analysis were used to investigate the risk factors for DR. RESULTS: The prevalence of DR was 29.3%. The duration of diabetes; concentrations of 25-OH-VitD3, hemoglobin, fasting insulin, alanine aminotransferase, total bilirubin, and creatinine; and HOMA-IR were significantly different between DR patients and non-DR patients (all P < 0.05). Univariate and multivariate logistic regression revealed that a longer duration of diabetes and lower 25-OH-VitD3 levels were associated with increased DR risk. RCS analysis suggested overall positive associations of the duration of diabetes and 25-OH-VitD3 concentrations with DR risk (P nonlinearity < 0.05). The turning points for the duration of diabetes and 25-OH-VitD3 concentrations were 5.1 years and 10.6 ng/mL, respectively. The sensitivity, specificity, and area under the receiver-operating characteristic curve for the combination of the duration of diabetes and 25-OH-VitD3 levels were 79.4%, 69.4% and 0.764, respectively. CONCLUSIONS: Given the high prevalence of DR in hospitalized patients with T2DM in Tibet, vitamin D supplementation seems to be important in the prevention of DR to some degree.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Retinopathy , Vitamin D Deficiency , Humans , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/complications , Cross-Sectional Studies , Female , Male , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/etiology , Diabetic Retinopathy/blood , Middle Aged , Tibet/epidemiology , Risk Factors , Vitamin D Deficiency/epidemiology , Vitamin D Deficiency/complications , Vitamin D Deficiency/blood , Prevalence , Aged , Adult
7.
BMC Endocr Disord ; 24(1): 65, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38730329

ABSTRACT

OBJECTIVE: Diabetic patients are often comorbid with dyslipidemia, however, the relationship between high-density lipoprotein cholesterol(HDL-C) and diabetic retinopathy (DR) in the adult diabetic population remains to be fully elucidated.The aim of this study is to evaluate the associations between HDL-C and DR in the United States adults with diabetes. METHODS: A total of 1708 participants from the National Health and Nutrition Examination Survey (NHANES) 2005-2008 were enrolled in the present study. Fundus images of all study subjects were captured and evaluated using a digital camera and an ophthalmic digital imaging system, and the diagnosis of DR was made by the severity scale of the Early Treatment Diabetic Retinopathy Study (ETDRS).Roche Diagnostics were used to measure serum HDL-C concentration. The relationship of DR with HDL-C was investigated using multivariable logistic regression. The potential non-line correlation was explored with smooth curve fitting approach. RESULTS: The fully-adjusted model showed that HDL-C positively correlated with DR(OR:1.69, 95%CI: 1.25-2.31).However, an inverted U-shaped association between them was observed by applying the smooth curve fitted method. The inflection point of HDL-C(1.99mmol/l) was calculated by utilizing the two-piecewise logistic regression model. In the subgroup analysis, the inverted U-shaped nonlinear correlation between HDL-C and DR was also found in female, Non-Hispanic White, and lower age groups. CONCLUSION: Our study revealed an inverted U-shaped positive relationship between HDL-C and DR.The findings may provide us with a more comprehensive understanding of the association between HDL-C and DR.


Subject(s)
Cholesterol, HDL , Diabetic Retinopathy , Humans , Diabetic Retinopathy/blood , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/etiology , Female , Male , Cholesterol, HDL/blood , Cross-Sectional Studies , Middle Aged , Retrospective Studies , Nutrition Surveys , Adult , Aged , Risk Factors , United States/epidemiology , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications
8.
BMC Ophthalmol ; 24(1): 94, 2024 Mar 01.
Article in English | MEDLINE | ID: mdl-38429639

ABSTRACT

BACKGROUND: Most studies had shown a linear relationship between serum albumin (sALB) and the prevalence of diabetic retinopathy (DR). Thus, the purpose of this study is to investigate whether their relationship is non-linear. METHODS: We included 426 patients with type 2 diabetes who were hospitalized in Guangdong Provincial People's Hospital from December 2017 to November 2018. The outcome was the prevalence of DR. A two-piecewise logistics regression model was performed to identify the non-linear relationship between sALB and the prevalence of DR. The inflection point was calculated to determine the saturation effect through the maximum likelihood ratio and a recursive algorithm. RESULTS: DR was diagnosed in 167 of 426 type 2 diabetic patients. The relationship between sALB and DR was nonlinear. When sALB was less than 38.10 g/L, a significant negative association was observed (OR = 0.82; 95% CI, 0.72-0.94; P = 0.0037), while no significant association was observed when sALB was greater than 38.10 g/L (OR = 1.12; 95% CI, 0.92-1.35; P = 0.2637). CONCLUSIONS: The relationship between sALB and the prevalence of DR is non-linear. sALB is negatively associated with the prevalence of DR when sALB is less than 38.10 g/L. Our findings need to be confirmed by further prospective research.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Retinopathy , Humans , Algorithms , Cross-Sectional Studies , Diabetes Mellitus, Type 2/complications , Diabetic Retinopathy/blood , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/metabolism , Serum Albumin
9.
Telemed J E Health ; 30(8): e2383-e2391, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38739447

ABSTRACT

Introduction: The purpose of this study was to assess the impact of telemedicine on ophthalmic screening and blood glucose control for patients with diabetes in remote areas of Northern Taiwan during the coronavirus disease 2019 (COVID-19) pandemic. Methods: Telemedicine was implemented in Shiding and Wanli Districts using a 5G platform from April 2021 to December 2022. Patients with poorly controlled diabetes received real-time consultations from endocrinologists at Far Eastern Memorial Hospital, 50 km away, for medication adjustment, diet control, and lifestyle recommendations. The study also provided cloud-upload blood glucose meters for self-monitoring and regular medical advice from hospital nurses. Ophthalmic screenings included fundus imaging, external eye image, and intraocular pressure measurement, with instant communication and diagnosis by ophthalmologists through telemedicine. A satisfaction questionnaire survey was conducted. Results: The study enrolled 196 patients with diabetes. Blood glucose and glycosylated hemoglobin levels were significantly reduced after applying telemedicine (p = 0.01 and p = 0.005, respectively). Ophthalmic screenings led to hospital referrals for 16.0% with abnormal fundus images, 15.6% with severe cataract or anterior segment disorders, and 27.9% with ocular hypertension or glaucoma. Fundus screening rates remained high at 86.3% and 80.4% in 2022, mainly using telemedicine, comparable with the traditional screening rate in the past 5 years. The overall satisfaction rate was 98.5%. Conclusions: Telemedicine showed effectiveness and high satisfaction in managing diabetes and conducting ophthalmic screenings in remote areas during the COVID-19 pandemic. It facilitated early diagnosis and treatment of ocular conditions while maintaining good blood glucose control and fundus screening rates.


Subject(s)
COVID-19 , SARS-CoV-2 , Telemedicine , Humans , COVID-19/epidemiology , Taiwan/epidemiology , Male , Female , Middle Aged , Aged , Pandemics , Blood Glucose/analysis , Diabetes Mellitus/diagnosis , Diabetes Mellitus/epidemiology , Patient Satisfaction , Glycemic Control/methods , Eye Diseases/diagnosis , Adult , Glycated Hemoglobin/analysis , Blood Glucose Self-Monitoring/methods , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/blood , Mass Screening/methods
10.
J Pak Med Assoc ; 74(8): 1441-1448, 2024 Aug.
Article in English | MEDLINE | ID: mdl-39160710

ABSTRACT

Objectives: To determine how plasma fibrinogen levels impact the severity of microvascular complications in people with type 2 diabetes while focussing on the molecular mechanisms of fibrinogen's role in such complications. METHODS: The analytical, cross-sectional study was conducted from September 2022 to March 2023 at the Department of Medicine, Mardan Medical Complex and Teaching Hospital, Khyber Pakhtunkhwa, Pakistan, and comprised adult patients of either gender who had been diagnosed with type 2 diabetes and microvascular complications. Each patient was subjected to an evaluation of microvascular complications, including diabetic retinopathy, nephropathy and neuropathy, using validated diagnostic criteria and clinical examinations. Data was analysed using SPSS 26. RESULTS: Of the 174 patients 97(%) were males and 77(%) were females. Retinopathy was found in 57(32.7) patients with median age 53 years (interquartile range: 46-63 years). Nephropathy was found in 55(31.6%) subjects with median age 54 years (interquartile range: 50-61 years). Neuropathy was found in 62(35.6%) patients with median age 53 years (interquartile range: 48-58 years). Diabetic neuropathy was significantly associated with elevated plasma fibrinogen levels and various biomarkers, such as creatinine, urea, fasting blood glucose, glycated haemoglobin and estimated average glucose (p<0.05). Diabetic retinopathy was significantly linked with higher levels of fibrinogen, which manifested through symptoms, like floaters or dark spots, impaired colour vision, difficulty seeing at night, blurred or fluctuating vision and vision loss (p<0.05). Diabetic nephropathy and the progression of its severity was significantly associated with increased fibrinogen levels, as well as markers, like albuminuria, creatinine, urea, fasting blood glucose, glycated haemoglobin and estimated average glucose (p<0.05). CONCLUSIONS: Elevated plasma fibrinogen levels in patients with type 2 diabetes significantly correlated with increased microvascular complications, underscoring the importance of monitoring and managing fibrinogen levels to mitigate diabetes-associated vascular pathologies.


Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Nephropathies , Diabetic Neuropathies , Diabetic Retinopathy , Fibrinogen , Humans , Male , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/blood , Female , Middle Aged , Fibrinogen/analysis , Fibrinogen/metabolism , Diabetic Retinopathy/blood , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/etiology , Cross-Sectional Studies , Diabetic Neuropathies/blood , Diabetic Neuropathies/epidemiology , Diabetic Neuropathies/etiology , Diabetic Nephropathies/blood , Diabetic Nephropathies/epidemiology , Diabetic Nephropathies/etiology , Pakistan/epidemiology , Diabetic Angiopathies/blood , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/etiology , Glycated Hemoglobin/metabolism , Glycated Hemoglobin/analysis , Biomarkers/blood , Blood Glucose/analysis , Blood Glucose/metabolism , Creatinine/blood
11.
Int Ophthalmol ; 44(1): 338, 2024 Aug 02.
Article in English | MEDLINE | ID: mdl-39095678

ABSTRACT

PURPOSE: Diabetic macular edema is one of the leading causes of vision loss across the world. Hard exudates at the macula can lead to structural abnormalities in the retina leading to irreversible vision loss. Systemic dyslipidemia and other modifiable risk factors when identified and treated early may help prevent substantial vision loss. The purpose of this study was to study the association between serum lipid levels and other systemic risk factors like hemoglobin, HbA1c, and serum creatinine with hard exudates and macular edema in patients with diabetic retinopathy. METHODS: It is a prospective cross-sectional study conducted in a tertiary health care center in South India. 96 patients having diabetic retinopathy with hard exudates were included. Modified Airlie house classification was used to grade the hard exudates. Blood investigations including serum lipid profile, hemoglobin, HbA1c, and serum creatinine were carried out. Central subfield macular thickness was measured using optical coherence tomography. RESULTS: 96 patients of type II DM with diabetic retinopathy were divided into three groups of hard exudates. A statistically significant correlation was observed between the severity of hard exudates and total cholesterol (p = 0.00), triglycerides (p = 0.00), LDL (p = 0.00), and VLDL (p = 0.00). HbA1c levels showed a statistically significant correlation with the severity of hard exudates (p = 0.09), no significant correlation was noted between hard exudates and hemoglobin levels (p = 0.27) and with serum creatinine (p = 0.612). A statistically significant association between CSMT and hard exudates (p = 0.00) was noted. CONCLUSION: In our study, we concluded that the severity of hard exudates is significantly associated with increasing levels of serum total cholesterol, triglycerides, LDL, VLDL, and HbA1c levels in type II DM patients presenting with diabetic retinopathy. The increasing duration of diabetes is significantly associated with increasing severity of hard exudates. Central subfield macular thickness increases with increasing severity of hard exudates in diabetic retinopathy.


Subject(s)
Diabetic Retinopathy , Exudates and Transudates , Lipids , Tomography, Optical Coherence , Humans , Diabetic Retinopathy/blood , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/etiology , Male , Female , Cross-Sectional Studies , Middle Aged , Prospective Studies , Risk Factors , Tomography, Optical Coherence/methods , Lipids/blood , Macular Edema/etiology , Macular Edema/blood , Macular Edema/diagnosis , India/epidemiology , Aged , Glycated Hemoglobin/metabolism , Glycated Hemoglobin/analysis , Adult , Visual Acuity , Biomarkers/blood
12.
Med Sci Monit ; 28: e932996, 2022 Jan 10.
Article in English | MEDLINE | ID: mdl-35001073

ABSTRACT

BACKGROUND The aim of this study was to assess use of lncRNAs as biomarkers in serum and aqueous humor of patients with diabetic macular edema (DME). MATERIAL AND METHODS Optical coherence tomography and fundus photography were used to analyze the retinal features of the patients. RT-qPCR was used to analyze the differential expression of lncRNA snhg5 in patients who have idiopathic macular hole (MH), DME, or refractory DME. The relationship between SNHG5 and the clinical characteristics of the patients was analyzed. The effect of SNHG5 on the hyperplasia and apoptosis of human retino-microvascular endothelial cells (HRMECs) and its mechanism were analyzed in vitro. RESULTS Patients with idiopathic MH developed retinal nerve epithelium rupture and retinal fundus thickening, and patients with DME or refractory DME showed significant macular edema with hemorrhaging. The refractory DME patients improved after treatment but still showed significant macular edema and multiple laser scarring. SNHG5 expression was not only low in the atrial fluid and plasma in DME patients, but also lower in the refractory DME group compared to the idiopathic MH patients. SNHG5 expression in the aqueous humor and plasma was negatively correlated with disease duration, body mass index, and levels of fasting blood glucose, glycated hemoglobin, proteinuria, and glycosuria. In the in vitro experiments, SNHG5 expression was significantly downregulated in high glucose-induced HMECs. After SNHG5 overexpression, cell proliferation, angiogenesis, and VEGF-A protein levels were distinctly downregulated. CONCLUSIONS SNHG5 correlates with the development of DME and is a potential target for therapy.


Subject(s)
Aqueous Humor/metabolism , Diabetic Retinopathy , Endothelial Cells/metabolism , Macular Edema/metabolism , RNA, Long Noncoding , Vascular Endothelial Growth Factor A/metabolism , Biomarkers/blood , Biomarkers/metabolism , Diabetic Retinopathy/blood , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/physiopathology , Female , Fluorescein Angiography/methods , Gene Expression Profiling/methods , Humans , Macular Edema/diagnosis , Macular Edema/etiology , Male , Middle Aged , RNA, Long Noncoding/blood , RNA, Long Noncoding/metabolism , Retina/diagnostic imaging , Retina/pathology , Retinal Neovascularization/diagnostic imaging , Retinal Neovascularization/etiology , Retinal Vessels/pathology , Retinal Vessels/physiopathology , Tomography, Optical Coherence/methods , Visual Acuity
13.
Lipids Health Dis ; 21(1): 12, 2022 Jan 20.
Article in English | MEDLINE | ID: mdl-35057797

ABSTRACT

BACKGROUND: Diabetic retinopathy (DR) is the primary oculopathy causing blindness in diabetic patients. Currently, there is increasing interest in the role of lipids in the development of diabetic retinopathy, but it remains controversial. Remnant cholesterol (RC) is an inexpensive and easily measurable lipid parameter; however, the relationship between RC and DR in type 2 diabetes mellitus (T2DM) has not been elucidated. This research investigates the relevance between RC levels and DR severity while building a risk prediction model about DR. METHODS: In this single-centre retrospective cross-sectional study. Each hospitalised T2DM patient had no oral lipid-lowering drugs in the past three months, and coronary angiography showed epicardial coronary artery stenosis of less than 50% and completed seven-field stereo photographs, fluorescein fundus angiography, and optical coherence tomography detection. The RC value is calculated according to the internationally recognised formula. Binary logistic regression was used to correct confounding factors, and the receiver operating characteristic (ROC) analysis was used to identify risk factors and assess the nomogram's diagnostic efficiency. RESULTS: A total of 456 T2DM patients were included in the study. The RC levels in the DR team was higher [0.74 (0.60-1.12) mmo/l vs 0.54 (0.31-0.83) mmol/l P < 0.001] in the non-DR team. After adjusting for confounding elements, RC levels are still associated with DR risk (OR = 5.623 95%CI: 2.996-10.556 P < 0.001). The ratio of DR in every stage (except mild non-proliferative diabetic retinopathy) and DME in the high RC level team were further increased compared to the low-level team (all P < 0.001). After ROC analysis, the overall risk of DR was predicted by a nomogram constructed for RC, diabetes duration, and the neutrophil-lymphocyte ratio as 0.758 (95%CI 0.714-0.802 P < 0.001). CONCLUSIONS: High RC levels may be a potential risk factor for diabetic retinopathy, and the nomogram does better predict DR. Despite these essential findings, the limitation of this study is that it is single-centred and small sample size analysis.


Subject(s)
Diabetes Mellitus, Type 2/complications , Diabetic Retinopathy/etiology , Hypercholesterolemia/complications , Adult , Cholesterol/blood , Chylomicron Remnants/blood , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Diabetic Retinopathy/blood , Female , Humans , Hypercholesterolemia/blood , Logistic Models , Male , Middle Aged , ROC Curve , Retrospective Studies
14.
Genomics ; 113(1 Pt 1): 79-87, 2021 01.
Article in English | MEDLINE | ID: mdl-33221518

ABSTRACT

Diabetic retinopathy (DR) is a common microvascular complication that may cause severe visual impairment and blindness in patients with type 2 diabetes mellitus (T2DM). Early detection of DR will expand the range of potential treatment options and enable better control of disease progression. Epigenetic dysregulation has been implicated in the pathogenesis of microvascular complications in patients with T2DM. We sought to explore the diagnostic value of 5-hydroxymethylcytosines (5hmC) in circulating cell-free DNA (cfDNA) for DR, taking advantage of a highly sensitive technique, the 5hmC-Seal. The genome-wide 5hmC profiles in cfDNA samples from 35 patients diagnosed with DR and 35 age-, gender-, diabetic duration-matched T2DM controls were obtained using the 5hmC-Seal, followed by a case-control analysis and external validation. The genomic distribution of 5hmC in cfDNA from patients with DR reflected potential gene regulatory relevance, showing co-localization with histone modification marks for active expression (e.g., H3K4me1). A three-gene signature (MESP1, LY6G6D, LINC01556) associated with DR was detected using the elastic net regularization on the multivariable logistic regression model, showing high accuracy to distinguish patients with DR from T2DM controls (AUC [area under curve] = 91.4%; 95% CI [confidence interval], 84.3- 98.5%), achieving a sensitivity of 88.6% and a specificity of 91.4%. In an external testing set, the 5hmC model detected 5 out of 6 DR patients and predicted 7 out of 8 non-DR patients with other microvascular complications. Circulating cfDNA from patients with DR contained 5hmC information that could be exploited for DR detection. As a novel non-invasive approach, the 5hmC-Seal holds the promise to be an integrated part of patient care and surveillance tool for T2DM patients.


Subject(s)
5-Methylcytosine/analogs & derivatives , Cell-Free Nucleic Acids/genetics , Diabetes Mellitus, Type 2/complications , Diabetic Retinopathy/genetics , 5-Methylcytosine/metabolism , Adult , Aged , Basic Helix-Loop-Helix Transcription Factors/genetics , Biomarkers/blood , Cell-Free Nucleic Acids/chemistry , Diabetic Retinopathy/blood , Diabetic Retinopathy/etiology , Diabetic Retinopathy/pathology , Female , Humans , Immunoglobulins/genetics , Male , Middle Aged , RNA, Long Noncoding/genetics
15.
Diabetologia ; 64(10): 2334-2344, 2021 10.
Article in English | MEDLINE | ID: mdl-34368894

ABSTRACT

AIM/HYPOTHESIS: In two large RCTs, fenofibrate reduced the progression of diabetic retinopathy. We investigated whether fenofibrate increases circulating haematopoietic stem/progenitor cells (HSPCs), which have vascular properties and have been shown to protect from retinopathy. METHODS: We conducted a 12 week parallel-group RCT comparing fenofibrate vs placebo. Patients with diabetic retinopathy and without other conditions that would affect HSPCs were enrolled at a tertiary diabetes outpatient clinic and randomised to receive fenofibrate or placebo based on a computer-generated sequence. Patients and study staff assessing the outcomes were blinded to group assignment. The primary endpoint was the change in the levels of circulating HSPCs, defined by expression of the stem cell markers CD34 and/or CD133. Secondary endpoints were the changes in endothelial progenitor cells, lipids, soluble mediators and gene expression. We used historical data on the association between HSPCs and retinopathy outcomes to estimate the effect of fenofibrate on retinopathy progression. RESULTS: Forty-two participants with diabetic retinopathy were randomised and 41 completed treatment and were analysed (20 in the placebo group and 21 in the fenofibrate group). Mean age was 57.4 years, diabetes duration was 18.2 years and baseline HbA1c was 60 mmol/mol (7.6%). When compared with placebo, fenofibrate significantly increased levels of HSPCs expressing CD34 and/or CD133. CD34+ HSPCs non-significantly declined in the placebo group (mean ± SD -44.2 ± 31.6 cells/106) and significantly increased in the fenofibrate group (53.8 ± 31.1 cells/106). The placebo-subtracted increase in CD34+ HSPCs from baseline was 30% (99.3 ± 43.3 cells/106; p = 0.027) which, projected onto the relationship between HSPC levels and retinopathy outcomes, yielded an OR of retinopathy progression of 0.67 for fenofibrate vs placebo. Endothelial differentiation of CD34+ cells, estimated by the %KDR (kinase insert domain receptor) expression, was significantly reduced by fenofibrate. Fenofibrate decreased serum triacylglycerols, but the change in triacylglycerols was unrelated to the change in HSPCs. No effect was observed for endothelial progenitor cells, cytokines/chemokines (stromal-cell derived factor-1, vascular endothelial growth factor, monocyte chemoattractant protein-1) and gene expression in peripheral blood mononuclear cells. CONCLUSIONS/INTERPRETATION: Fenofibrate increased HSPC levels in participants with diabetic retinopathy and this mechanism may explain why fenofibrate reduced retinopathy progression in previous studies. TRIAL REGISTRATION: ClinicalTrials.gov NCT01927315.


Subject(s)
Diabetic Retinopathy/drug therapy , Fenofibrate/therapeutic use , Hematopoietic Stem Cells/metabolism , Hypolipidemic Agents/therapeutic use , AC133 Antigen/metabolism , Adolescent , Adult , Aged , Antigens, CD34/metabolism , Biomarkers/metabolism , Blood Glucose/metabolism , Diabetic Retinopathy/blood , Female , Glycated Hemoglobin/metabolism , Humans , Male , Middle Aged , Single-Blind Method , Young Adult
16.
Mol Vis ; 27: 429-437, 2021.
Article in English | MEDLINE | ID: mdl-34267498

ABSTRACT

Purpose: Cortisol and prolactin are multifunctional hormones essential for various metabolic processes in the human body. This study evaluated for the first time the association between serum cortisol and prolactin levels and severity of diabetic retinopathy (DR) and their role as biomolecular biomarkers for disease progression. Methods: A tertiary care center-based cross-sectional study was conducted. Forty-six consecutive cases of type 2 diabetes mellitus (DM) were included. Retinopathy was graded according to the Early Treatment Diabetic Retinopathy Study (ETDRS) classification: diabetes with no retinopathy (NoDR, n = 15), nonproliferative DR (NPDR, n = 16), and proliferative DR (PDR, n = 15). Healthy controls (n = 15) were also included. All study participants underwent complete ophthalmological evaluations. Serum levels of cortisol and prolactin were analyzed using the chemiluminescence microparticle assay method. Statistical analysis was performed using ANOVA, univariate and multivariate ordinal logistic regression, and receiver operating characteristics (ROC) area under the curve (AUC). Results: The mean serum cortisol levels (µg/dl) were 10.25±1.380 for the NoDR group, 12.00±2.540 for the NPDR group, 13.19±2.170 for the PDR group, and 8.22±2.97 for the control group. The mean serum prolactin levels (ng/ml) were13.13±1.97 for the NoDR group, 11.04±2.59 for the NPDR group, 7.84±1.17 for the PDR group, and 7.38±3.34 for the control group. ANOVA showed a statistically significant increase in serum cortisol levels (F = 12.87, p<0.001) and a decrease in serum prolactin levels (F = 19.31, p<0.001) with severity of DR. However, the multivariate ordinal logistic regression analysis showed serum cortisol is a statistically significant independent predictor for severity of DR (odds ratio (OR) = 0.49, 95% confidence interval (CI) = 0.36-0.68, p<0.001). The AUC analysis of the serum cortisol levels to discriminate between severity of DR showed statistically significant diagnostic accuracy (NoDR group: AUC = 0.787, p<0.001; NPDR group: AUC = 0.852, p<0.001; PDR group: AUC = 0.887, p<0.001). Serum cortisol levels of >9.5 µg/dl and >10.2 µg/dl were found to be statistically significantly associated with occurrence of NPDR and PDR, respectively. Conclusions: Statistically significantly elevated serum cortisol levels are observed before development of signs of DR. Serum cortisol levels are statistically significantly associated with severity of DR and serve as a sensitive and specific biomolecular biomarker for disease progression.


Subject(s)
Biomarkers/blood , Diabetic Retinopathy/blood , Hydrocortisone/blood , Adult , Aged , Area Under Curve , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Diabetic Retinopathy/diagnosis , Disease Progression , Female , Humans , Male , Middle Aged , Prolactin/blood , ROC Curve , Severity of Illness Index
17.
Cardiovasc Diabetol ; 20(1): 102, 2021 05 07.
Article in English | MEDLINE | ID: mdl-33962619

ABSTRACT

BACKGROUND: Women with type 2 diabetes are disproportionally affected by macrovascular complications; we here investigated whether this is also the case for microvascular complications and retinal microvascular measures. METHODS: In a population-based cohort study of individuals aged 40-75 years (n = 3410; 49% women, 29% type 2 diabetes (oversampled by design)), we estimated sex-specific associations, and differences therein, of (pre)diabetes (reference: normal glucose metabolism), and of continuous measures of glycemia with microvascular complications and retinal measures (nephropathy, sensory neuropathy, and retinal arteriolar and venular diameters and dilatation). Sex differences were analyzed using regression models with interaction terms (i.e. sex-by- (pre)diabetes and sex-by-glycemia) and were adjusted for potential confounders. RESULTS: Men with type 2 diabetes (but not those with prediabetes) compared to men with normal glucose metabolism, (and men with higher levels of glycemia), had significantly higher prevalences of nephropathy (odds ratio: 1.58 95% CI (1.01;2.46)) and sensory neuropathy (odds ratio: 2.46 (1.67;3.63)), larger retinal arteriolar diameters (difference: 4.29 µm (1.22;7.36)) and less retinal arteriolar dilatation (difference: - 0.74% (- 1.22; - 0.25)). In women, these associations were numerically in the same direction, but generally not statistically significant (odds ratios: 1.71 (0.90;3.25) and 1.22 (0.75;1.98); differences: 0.29 µm (- 3.50;4.07) and: - 0.52% (- 1.11;0.08), respectively). Interaction analyses revealed no consistent pattern of sex differences in the associations of either prediabetes or type 2 diabetes or glycemia with microvascular complications or retinal measures. The prevalence of advanced-stage complications was too low for evaluation. CONCLUSIONS: Our findings show that women with type 2 diabetes are not disproportionately affected by early microvascular complications.


Subject(s)
Diabetes Mellitus, Type 2/epidemiology , Diabetic Angiopathies/epidemiology , Health Status Disparities , Prediabetic State/epidemiology , Adult , Aged , Biomarkers/blood , Blood Glucose/metabolism , Cross-Sectional Studies , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/physiopathology , Diabetic Angiopathies/blood , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/physiopathology , Diabetic Nephropathies/blood , Diabetic Nephropathies/epidemiology , Diabetic Nephropathies/physiopathology , Diabetic Neuropathies/blood , Diabetic Neuropathies/epidemiology , Diabetic Neuropathies/physiopathology , Diabetic Retinopathy/blood , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/physiopathology , Female , Humans , Male , Microcirculation , Middle Aged , Netherlands/epidemiology , Prediabetic State/blood , Prediabetic State/diagnosis , Prediabetic State/physiopathology , Prevalence , Prognosis , Prospective Studies , Risk Assessment , Risk Factors , Sex Factors
18.
Cardiovasc Diabetol ; 20(1): 133, 2021 07 06.
Article in English | MEDLINE | ID: mdl-34229668

ABSTRACT

BACKGROUND: The prognostic importance of several hematological parameters has been scarcely investigated in type 2 diabetes. So, we aimed to evaluate their prognostic importance for development of complications in a cohort of type 2 diabetes. METHODS: In a prospective study, 689 individuals with type 2 diabetes had blood red cell, platelet and leukocyte parameters obtained at baseline. Multivariate Cox analyses examined the associations between several hematological parameters (including neutrophyl-to-lymphocyte, lymphocyte-to-monocyte, platelet-to-lymphocyte, and monocyte-to-HDL ratios) and the occurrence of microvascular (retina, renal and peripheral neuropathy) and cardiovascular complications (total cardiovascular events [CVEs], and major adverse CVEs [MACEs]), and all-cause and cardiovascular mortality. Improvements in risk discrimination were assessed by C-statistics and Integrated Discrimination Improvement (IDI) index. RESULTS: During a median follow-up of 10.5 years, 212 patients had a CVE (174 MACEs), 264 patients died (131 cardiovascular deaths); 206 had a renal, 161 a retinopathy and 179 patients had a neuropathy outcome. In multivariate-adjusted analyses, the lymphocytes count and lymphocyte-to-monocyte ratio were protective (hazard ratios [HRs]: 0.77 and 0.72, respectively), whereas the neutrophyl-to-lymphocyte and platelet-to-lymphocyte ratios were associated with increased risks (HRs: 1.19 and 1.17) for all-cause mortality. For cardiovascular mortality, the monocytes count, the neutrophyl-to-lymphocyte and monocyte-to-HDL ratios were associated with increased risks and the lymphocyte-to-monocyte ratio was protective. Higher lymphocyte-to-monocyte ratio was protective for renal failure outcome. However, none of them improved risk discrimination. CONCLUSIONS: Low lymphocytes count and leukocyte ratios that mainly included lymphocytes were predictors of macrovascular complications and mortality in individuals with type 2 diabetes. However, they did not improve risk prediction over traditional risk factors.


Subject(s)
Blood Platelets , Diabetes Mellitus, Type 2/blood , Diabetic Angiopathies/blood , Erythrocytes , Leukocytes , Aged , Brazil/epidemiology , Cause of Death , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/mortality , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/mortality , Diabetic Nephropathies/blood , Diabetic Nephropathies/diagnosis , Diabetic Nephropathies/mortality , Diabetic Neuropathies/blood , Diabetic Neuropathies/diagnosis , Diabetic Neuropathies/mortality , Diabetic Retinopathy/blood , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/mortality , Erythrocyte Count , Female , Humans , Lymphocyte Count , Lymphocytes , Male , Middle Aged , Platelet Count , Predictive Value of Tests , Prognosis , Prospective Studies , Risk Assessment , Risk Factors , Time Factors
19.
Eur J Clin Invest ; 51(5): e13455, 2021 May.
Article in English | MEDLINE | ID: mdl-33210748

ABSTRACT

BACKGROUND: A high level of glycosylated haemoglobin (HbA1c), which is a nonenzymatic glycosylation product, is correlated with an increased risk of developing microangiopathic complications in Diabetes Mellitus (DM). Erythrocyte membrane fluidity could provide a complementary index to monitor the development of complications since it is influenced by several hyperglycaemia-induced pathways and other independent risk factors. MATERIALS AND METHODS: 15 healthy controls and 33 patients with long-duration (≥20 years) type 1 Diabetes Mellitus (T1DM) were recruited. Diabetic subjects were classified into two groups: T1DM, constituted by 14 nonretinopathic patients, and T1DM + RD, constituted by 19 patients in any stage of diabetic retinopathy. Red blood cells (RBC) were incubated with the fluorescent Laurdan probe and median values of Generalized Polarization (GP), representative of membrane fluidity, were compared between the two groups. Baseline characteristics among groups have been compared with Student's t test or ANOVA. Values of P < .05 were considered statistically significant. RESULTS: All the participants were comparable for age, Body Mass Index (BMI), creatinine and lipid profile. The duration of diabetes was similar for T1DM (34.4 ± 7.8 years) and T1DM + RD (32.8 ± 7.5 years) subjects as well as values of HbA1c: (55.6 ± 8.1) mmol/mol for T1DM and (61.2 ± 11.0) mmol/mol for T1DM + RD, respectively. Erythrocyte plasmatic membranes of RD patients were found to be more fluid (GP: 0.40 ± 0.04) than non-RD patients (GP: 0.43 ± 0.03) with a statistically significant difference (P = .035). CONCLUSIONS: Altered erythrocyte membrane fluidity may therefore represent a marker of retinopathy in T1DM patients as a result of post-translational modifications of multifactorial aetiology (nonenzymatic glycosylation of proteins, generation of reactive oxygen species, lipid peroxidation).


Subject(s)
Diabetes Mellitus, Type 1/blood , Diabetic Retinopathy/blood , Erythrocyte Membrane/metabolism , Erythrocytes/metabolism , Membrane Fluidity/physiology , Adult , Biomarkers , Case-Control Studies , Diabetes Mellitus, Type 1/complications , Diabetic Retinopathy/etiology , Erythrocyte Membrane/physiology , Female , Glycated Hemoglobin/metabolism , Humans , Male , Middle Aged
20.
Cell Commun Signal ; 19(1): 29, 2021 02 26.
Article in English | MEDLINE | ID: mdl-33637094

ABSTRACT

BACKGROUND: Neurodegeneration, an early event in the pathogenesis of diabetic retinopathy (DR), precedes clinically detectable microvascular damage. Autophagy dysregulation is considered a potential cause of neuronal cell loss, however underlying mechanisms remain unclear. The mechanistic target of rapamycin (mTOR) integrates diverse environmental signals to coordinate biological processes, including autophagy. Here, we investigated the role of mTOR signaling in neuronal cell death in DR. METHODS: Diabetes was induced by a single intraperitoneal injection of streptozotocin and tissue samples were harvested at 1, 2, 3, 4, and 6 months of diabetes. Early-stage of DR was investigated in 1-month-diabetic mice treated with phlorizin (two daily subcutaneous injections at a dose of 200 mg/kg of body weight during the last 7 full days of the experiment and the morning of the 8th day, 3 h before sacrifice) or rapamycin (daily intraperitoneal injections, at a dose of 3 mg/kg for the same period as for phlorizin treatment). The effect of autophagy modulation on retinal ganglion cells was investigated in 3-months-diabetic mice treated with phlorizin (two daily subcutaneous injections during the last 10 full days of the experiment and the morning of the 11th day, 3 h before sacrifice) or MHY1485 (daily i.p. injections, at a dose of 10 mg/kg for the same period as for phlorizin treatment). Tissue samples obtained from treated/untreated diabetic mice and age-matched controls were used for Western blot and histologic analysis. RESULTS: mTOR-related proteins and glucose transporter 1 (GLUT1) was upregulated at 1 month and downregulated in the following period up to 6 months. Diabetes-induced neurodegeneration was characterized by an increase of apoptotic marker-cleaved caspase 3, a decrease of the total number of cells, and NeuN immunoreactivity in the ganglion cell layer, as well as an increase of autophagic protein. Insulin-independent glycemic control restored the mTOR pathway activity and GLUT1 expression, along with a decrease of autophagic and apoptotic proteins in 3-months-diabetic mice neuroretina. However, blockade of autophagy using MHY1485 resulted in a more protective effect on ganglion cells compared with phlorizin treatment. CONCLUSION: Collectively, our study describes the mechanisms of neurodegeneration through the hyperglycemia/ mTOR/ autophagy/ apoptosis pathway. Video Abstract.


Subject(s)
Autophagy , Diabetic Retinopathy/pathology , Retinal Ganglion Cells/pathology , TOR Serine-Threonine Kinases/metabolism , Animals , Blood Glucose/metabolism , Body Weight , Diabetic Retinopathy/blood , Glucose Transporter Type 1/metabolism , Hyperglycemia/blood , Hyperglycemia/complications , Male , Mice, Inbred C57BL , Models, Biological , Neuroglia/metabolism , Neuroglia/pathology , Neurons/metabolism , Neurons/pathology , Phosphorylation , Phosphoserine/metabolism , Retinal Ganglion Cells/metabolism , Ribosomal Protein S6/metabolism , Streptozocin
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