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1.
PLoS One ; 14(9): e0222212, 2019.
Article in English | MEDLINE | ID: mdl-31536538

ABSTRACT

The path signature is a means of feature generation that can encode nonlinear interactions in data in addition to the usual linear terms. It provides interpretable features and its output is a fixed length vector irrespective of the number of input points or their sample times. In this paper we use the path signature to provide features for identifying people whose diagnosis subsequently converts to Alzheimer's disease. In two separate classification tasks we distinguish converters from 1) healthy individuals, and 2) individuals with mild cognitive impairment. The data used are time-ordered measurements of the whole brain, ventricles and hippocampus from the Alzheimer's Disease Neuroimaging Initiative (ADNI). We find two nonlinear interactions which are predictive in both cases. The first interaction is change of hippocampal volume with time, and the second is a change of hippocampal volume relative to the volume of the whole brain. While hippocampal and brain volume changes are well known in Alzheimer's disease, we demonstrate the power of the path signature in their identification and analysis without manual feature selection. Sequential data is becoming increasingly available as monitoring technology is applied, and the path signature method is shown to be a useful tool in the processing of this data.


Subject(s)
Alzheimer Disease/diagnosis , Machine Learning , Aged , Aged, 80 and over , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/pathology , Brain/diagnostic imaging , Brain/pathology , Case-Control Studies , Cognitive Dysfunction/diagnosis , Cognitive Dysfunction/diagnostic imaging , Disease Progression , Female , Humans , Magnetic Resonance Imaging , Male , Middle Aged , Models, Theoretical , Neuroimaging
2.
PLoS One ; 14(2): e0211558, 2019.
Article in English | MEDLINE | ID: mdl-30763336

ABSTRACT

Time-dependent data collected in studies of Alzheimer's disease usually has missing and irregularly sampled data points. For this reason time series methods which assume regular sampling cannot be applied directly to the data without a pre-processing step. In this paper we use a random forest to learn the relationship between pairs of data points at different time separations. The input vector is a summary of the time series history and it includes both demographic and non-time varying variables such as genetic data. To test the method we use data from the TADPOLE grand challenge, an initiative which aims to predict the evolution of subjects at risk of Alzheimer's disease using demographic, physical and cognitive input data. The task is to predict diagnosis, ADAS-13 score and normalised ventricles volume. While the competition proceeds, forecasting methods may be compared using a leaderboard dataset selected from the Alzheimer's Disease Neuroimaging Initiative (ADNI) and with standard metrics for measuring accuracy. For diagnosis, we find an mAUC of 0.82, and a classification accuracy of 0.73 compared with a benchmark SVM predictor which gives mAUC = 0.62 and BCA = 0.52. The results show that the method is effective and comparable with other methods.


Subject(s)
Alzheimer Disease/diagnostic imaging , Image Interpretation, Computer-Assisted , Machine Learning , Aged , Aged, 80 and over , Disease Progression , Female , Humans , Magnetic Resonance Imaging , Male , Middle Aged , Neuroimaging , Pattern Recognition, Automated
3.
Diabet Med ; 35(2): 160-172, 2018 02.
Article in English | MEDLINE | ID: mdl-29044702

ABSTRACT

AIMS: To perform meta-analyses of studies evaluating the risk of pre-eclampsia in high-risk insulin-resistant women taking metformin prior to, or during pregnancy. METHODS: A search was conducted of the Medline, EMBASE, Web of Science and Scopus databases. Both randomized controlled trials and prospective observational cohort studies of metformin treatment vs. placebo/control or insulin either prior to or during pregnancy were selected. The main outcome measure was the incidence of pre-eclampsia in each treatment group. RESULTS: Overall, in five randomized controlled trials comparing metformin treatment (n = 611) with placebo/control (n = 609), no difference in the risk of pre-eclampsia was found [combined/pooled risk ratio (RR), 0.86 (95% CI 0.33-2.26); P = 0.76; I2  = 66%]. Meta-analysis of four cohort studies again showed no significant effect [RR, 1.21 (95% CI 0.56-2.61); P = 0.62; I2  = 30%]. A meta-analysis of eight randomized controlled trials comparing metformin (n = 838) with insulin (n = 836), however, showed a reduced risk of pre-eclampsia with metformin [RR, 0.68 (95% CI 0.48-0.95); P = 0.02; I2  = 0%]. No heterogeneity was present in the metformin vs. insulin analysis of randomized controlled trials, whereas high levels of heterogeneity were present in studies comparing metformin with placebo/control. Pre-eclampsia was a secondary outcome in most of the studies. The mean weight gain from time of enrolment to delivery was lower in the metformin group (P = 0.05, metformin vs. placebo; P = 0.004, metformin vs. insulin). CONCLUSIONS: In studies randomizing pregnant women to glucose-lowering therapy, metformin was associated with lower gestational weight gain and a lower risk of pre-eclampsia compared with insulin.


Subject(s)
Pre-Eclampsia/prevention & control , Adult , Cohort Studies , Diabetes Mellitus, Type 2/prevention & control , Diabetes, Gestational/prevention & control , Female , Humans , Hypoglycemic Agents , Insulin/therapeutic use , Insulin Resistance/physiology , Metformin/therapeutic use , Middle Aged , Observational Studies as Topic , Pregnancy , Pregnancy in Diabetics/prevention & control , Randomized Controlled Trials as Topic , Risk Factors , Treatment Outcome , Weight Gain/drug effects , Young Adult
4.
Minerva Endocrinol ; 38(4): 339-49, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24285102

ABSTRACT

Type 1 diabetes is increasingly common, thus affecting more women of childbearing potential. Inadequate glycemic control complicates pregnancy and can result in significant morbidity and mortality. Fetal consequences include congenital malformations, recurrent miscarriages, growth anomalies and stillbirth. Maternal consequences include worsening of diabetes vascular complications, pre-eclampsia, eclampsia and increased likelihood of caesarian section. Hence, pregnancies should be carefully planned in advance and managed by a multi-disciplinary team of experienced diabetologists, diabetes educators, and maternal-fetal medicine specialists. Educating the patient is the cornerstone of care. Preventing unplanned pregnancies, particularly in the context of uncontrolled diabetes, excellent glycemic control in the months leading to discontinuation of birth control, recognition and stabilization of associated co-morbidities and diabetic complications are some of the measures shown to improve pregnancy outcome in diabetes. During pregnancy, glycemic targets are typically set lower than the non-pregnant state (i.e., fasting blood glucose <90 mg/dL [5.0 mmol/L] and peak, 1 h post-prandial <120 mg/dL [6.7 mmol/L]) with a target glycated hemoglobin close to or possibly lower than 6%. Several insulin analogues are now approved for use in pregnancy, facilitating insulin administration, while many patients elect insulin pump therapy (with or without the addition of continuous glucose monitor sensing). Stringent glucose control is maintained through labor, and insulin requirements decrease to pre-pregnancy levels after delivery. Women who choose to pursue breastfeeding should be encouraged to do so, and supported by minimizing mother/baby separation and providing access to a lactation specialist.


Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Pregnancy in Diabetics , Female , Humans , Hypoglycemic Agents/administration & dosage , Insulin/administration & dosage , Insulin Infusion Systems , Monitoring, Physiologic , Patient Care Team , Pregnancy , Pregnancy Outcome , Risk Assessment , Risk Factors , Self Care
5.
Diabetologia ; 56(10): 2318-28, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23842729

ABSTRACT

AIMS/HYPOTHESIS: Blood-retina barrier leakage in diabetes results in extravasation of plasma lipoproteins. Intra-retinal modified LDLs have been implicated in diabetic retinopathy (DR), but their effects on retinal pigment epithelial (RPE) cells and the added effects of extravasated modified HDLs are unknown. METHODS: In human retinas from individuals with and without diabetes and DR, immunohistochemistry was used to detect ApoB, ApoA1 and endoplasmic reticulum (ER) stress markers. In cell culture, human RPE cells were treated with native LDL (N-LDL) or heavily-oxidised glycated LDL (HOG-LDL) with or without pretreatment with native HDL (N-HDL) or heavily-oxidised glycated HDL (HOG-HDL). Cell viability, oxidative stress, ER stress, apoptosis and autophagy were assessed by Cell Counting Kit-8 assay, dichlorofluorescein assay, western blotting, immunofluorescence and TUNEL assay. In separate experiments, RPE cells were treated with lipid oxidation products, 7-ketocholesterol (7-KC, 5-40 µmol/l) or 4-hydroxynonenal (4-HNE, 5-80 µmol/l), with or without pretreatment with N-HDL or HOG-HDL. RESULTS: ApoB, ApoA1 staining and RPE ER stress were increased in the presence of DR. HOG-LDL but not N-LDL significantly decreased RPE cell viability and increased reactive oxygen species generation, ER stress, apoptosis and autophagy. Similarly, 4-HNE and 7-KC decreased viability and induced ER stress. Pretreatment with N-HDL mitigated these effects, whereas HOG-HDL was less effective by most, but not all, measures. CONCLUSIONS/INTERPRETATION: In DR, extravascular modified LDL may promote RPE injury through oxidative stress, ER stress, autophagy and apoptosis. N-HDL has protective effects, but HOG-HDL is less effective. Extravasation and modification of HDL may modulate the injurious effects of extravasated modified LDL on the retinal pigment epithelium.


Subject(s)
Diabetic Retinopathy/drug therapy , Diabetic Retinopathy/metabolism , Lipoproteins, HDL/therapeutic use , Lipoproteins, LDL/therapeutic use , Retina/drug effects , Retina/metabolism , Apoptosis/drug effects , Autophagy/drug effects , Cells, Cultured , Endoplasmic Reticulum Stress/drug effects , Glycation End Products, Advanced , Humans , In Vitro Techniques , Oxidative Stress/drug effects
6.
Diabetologia ; 55(11): 3128-40, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22935961

ABSTRACT

AIMS/HYPOTHESIS: In previous studies we have shown that extravasated, modified LDL is associated with pericyte loss, an early feature of diabetic retinopathy (DR). Here we sought to determine detailed mechanisms of this LDL-induced pericyte loss. METHODS: Human retinal capillary pericytes (HRCP) were exposed to 'highly-oxidised glycated' LDL (HOG-LDL) (a model of extravasated and modified LDL) and to 4-hydroxynonenal or 7-ketocholesterol (components of oxidised LDL), or to native LDL for 1 to 24 h with or without 1 h of pretreatment with inhibitors of the following: (1) the scavenger receptor (polyinosinic acid); (2) oxidative stress (N-acetyl cysteine); (3) endoplasmic reticulum (ER) stress (4-phenyl butyric acid); and (4) mitochondrial dysfunction (cyclosporin A). Oxidative stress, ER stress, mitochondrial dysfunction, apoptosis and autophagy were assessed using techniques including western blotting, immunofluorescence, RT-PCR, flow cytometry and TUNEL assay. To assess the relevance of the results in vivo, immunohistochemistry was used to detect the ER stress chaperon, 78 kDa glucose-regulated protein, and the ER sensor, activating transcription factor 6, in retinas from a mouse model of DR that mimics exposure of the retina to elevated glucose and elevated LDL levels, and in retinas from human participants with and without diabetes and DR. RESULTS: Compared with native LDL, HOG-LDL activated oxidative and ER stress in HRCP, resulting in mitochondrial dysfunction, apoptosis and autophagy. In a mouse model of diabetes and hyperlipidaemia (vs mouse models of either condition alone), retinal ER stress was enhanced. ER stress was also enhanced in diabetic human retina and correlated with the severity of DR. CONCLUSIONS/INTERPRETATION: Cell culture, animal, and human data suggest that oxidative stress and ER stress are induced by modified LDL, and are implicated in pericyte loss in DR.


Subject(s)
Diabetic Retinopathy/metabolism , Diabetic Retinopathy/pathology , Lipoproteins, LDL/metabolism , Pericytes/pathology , Retinal Vessels/pathology , Acetylcysteine/pharmacokinetics , Activating Transcription Factor 6/metabolism , Apolipoproteins B/metabolism , Apoptosis/physiology , Autophagy/physiology , Butylamines/pharmacokinetics , Cell Survival/physiology , Cells, Cultured , Cyclosporine/pharmacokinetics , Endoplasmic Reticulum Chaperone BiP , Endoplasmic Reticulum Stress/physiology , Enzyme Inhibitors/pharmacokinetics , Glycosylation , Heat-Shock Proteins/metabolism , Humans , Lipid Peroxidation/physiology , Mitochondria/metabolism , Mitochondria/pathology , Oxidative Stress/physiology , Pericytes/metabolism , Poly I/pharmacokinetics , Retina/metabolism , Retina/pathology , Retinal Vessels/metabolism
7.
BJOG ; 119(12): 1512-20, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22900949

ABSTRACT

OBJECTIVE: Increased advanced glycation end-products (AGEs) and their soluble receptors (sRAGE) have been implicated in the pathogenesis of pre-eclampsia (PE). However, this association has not been elucidated in pregnancies complicated by diabetes. We aimed to investigate the serum levels of these factors in pregnant women with Type 1 diabetes mellitus (T1DM), a condition associated with a four-fold increase in PE. DESIGN: Prospective study in women with T1DM at 12.2 ± 1.9, 21.6 ± 1.5 and 31.5 ± 1.7 weeks of gestation [mean ± standard deviation (SD); no overlap] before PE onset. SETTING: Antenatal clinics. POPULATION: Pregnant women with T1DM (n = 118; 26 developed PE) and healthy nondiabetic pregnant controls (n = 21). METHODS: Maternal serum levels of sRAGE (total circulating pool), N(ε)-(carboxymethyl)lysine (CML), hydroimidazolone (methylglyoxal-modified proteins) and total AGEs were measured by immunoassays. MAIN OUTCOME MEASURES: Serum sRAGE and AGEs in pregnant women with T1DM who subsequently developed PE (DM PE+) versus those who remained normotensive (DM PE-). RESULTS: In DM PE+ versus DM PE-, sRAGE was significantly lower in the first and second trimesters, prior to the clinical manifestation of PE (P < 0.05). Further, reflecting the net sRAGE scavenger capacity, sRAGE:hydroimidazolone was significantly lower in the second trimester (P < 0.05) and sRAGE:AGE and sRAGE:CML tended to be lower in the first trimester (P < 0.1) in women with T1DM who subsequently developed PE versus those who did not. These conclusions persisted after adjusting for prandial status, glycated haemoglobin (HbA1c), duration of diabetes, parity and mean arterial pressure as covariates. CONCLUSIONS: In the early stages of pregnancy, lower circulating sRAGE levels, and the ratio of sRAGE to AGEs, may be associated with the subsequent development of PE in women with T1DM.


Subject(s)
Diabetes Mellitus, Type 1/blood , Glycation End Products, Advanced/blood , Pre-Eclampsia/blood , Pregnancy in Diabetics/blood , Receptors, Immunologic/blood , Adult , Biomarkers/blood , Case-Control Studies , Enzyme-Linked Immunosorbent Assay , Female , Fluorescent Antibody Technique , Humans , Imidazoles/blood , Linear Models , Lysine/analogs & derivatives , Lysine/blood , Pre-Eclampsia/diagnosis , Pregnancy , Prospective Studies , Receptor for Advanced Glycation End Products
8.
Diabetologia ; 54(2): 459-68, 2011 Feb.
Article in English | MEDLINE | ID: mdl-20978740

ABSTRACT

AIMS/HYPOTHESIS: Our recent studies suggest that activation of the wingless-type MMTV integration site (WNT) pathway plays pathogenic roles in diabetic retinopathy and age-related macular degeneration. Here we investigated the causative role of oxidative stress in retinal WNT pathway activation in an experimental model of diabetes. METHODS: Cultured retinal pigment epithelial cells and retinal capillary endothelial cells were treated with a lipid peroxidation product, 4-hydroxynonenal (HNE), and an antioxidant, N-acetyl-cysteine (NAC). In vivo, rats with streptozotocin-induced diabetes were treated by NAC for 8 weeks. Activation of the canonical WNT pathway was measured by TOPFLASH assay and by western blot analysis of WNT pathway components and a WNT target gene, Ctgf. Oxidative stress in the retina was evaluated by immunostaining of HNE and 3-nitrotyrosine. RESULTS: Levels of phosphorylated and total LDL receptor-related protein (LRP)6, and cytosolic ß-catenin, as well as transcriptional activity of T cell factor (TCF)/ß-catenin were significantly increased by HNE. The production of connective tissue growth factor (CTGF) was also upregulated by HNE. NAC blocked the WNT pathway activation induced by HNE. Furthermore, LRP6 stability was increased by HNE and decreased by NAC. Retinal levels of HNE and 3-nitrotyrosine were significantly increased in diabetic rats, compared with those in non-diabetic rats. In the same diabetic rat retinas, levels of LRP6, cytosolic ß-catenin and CTGF were significantly increased. NAC treatment reduced HNE and 3-nitrotyrosine levels and attenuated the upregulation of LRP6, ß-catenin and CTGF in diabetic rat retina. CONCLUSIONS/INTERPRETATION: Lipid peroxidation products activate the canonical WNT pathway through oxidative stress, which plays an important role in the development of retinal diseases.


Subject(s)
Diabetic Retinopathy/metabolism , Lipid Peroxidation/drug effects , Oxidative Stress/drug effects , Acetylcysteine/pharmacology , Aldehydes/pharmacology , Animals , Blotting, Western , Cell Line , Connective Tissue Growth Factor/metabolism , Female , Humans , Hydrogen Peroxide/pharmacology , Immunohistochemistry , Ketocholesterols/pharmacology , LDL-Receptor Related Proteins/metabolism , Low Density Lipoprotein Receptor-Related Protein-6 , Rats , TCF Transcription Factors/metabolism , beta Catenin/metabolism
9.
Diabetologia ; 52(1): 160-8, 2009 Jan.
Article in English | MEDLINE | ID: mdl-18985316

ABSTRACT

AIMS/HYPOTHESIS: Elevated anti-angiogenic factors such as soluble fms-like tyrosine kinase 1 (sFlt1), a soluble form of vascular endothelial growth factor receptor, and endoglin, a co-receptor for TGFbeta1, confer high risk of pre-eclampsia in healthy pregnant women. In this multicentre prospective study, we determined levels of these and related factors in pregnant women with type 1 diabetes, a condition associated with a fourfold increase in pre-eclampsia. METHODS: Maternal serum sFlt1, endoglin, placental growth factor (PlGF) and pigment epithelial derived factor were measured in 151 type 1 diabetic and 24 healthy non-diabetic women at each trimester and at term. RESULTS: Approximately 22% of the diabetic women developed pre-eclampsia, primarily after their third trimester visit. In women with pre-eclampsia (diabetic pre-eclampsia, n = 26) vs those without hypertensive complications (diabetic normotensive, n = 95), significant changes in angiogenic factors were observed, predominantly in the early third trimester and prior to clinical manifestation of pre-eclampsia. Serum sFlt1 levels were increased approximately twofold in type 1 diabetic pre-eclampsia vs type 1 diabetic normotensive women at the third trimester visit (p < 0.05) and the normal rise of PlGF during pregnancy was blunted (p < 0.05). Among type 1 diabetic women, third trimester sFlt1 and PlGF were inversely related (r(2) = 42%, p < 0.0001). Endoglin levels were increased significantly in the diabetic group as a whole vs the non-diabetic group (p < 0.0001). CONCLUSIONS/INTERPRETATION: Higher sFlt1 levels, a blunted PlGF rise and an elevated sFlt1/PlGF ratio are predictive of pre-eclampsia in pregnant women with type 1 diabetes. Elevated endoglin levels in women with type 1 diabetes may confer a predisposition to pre-eclampsia and may contribute to the high incidence of pre-eclampsia in this patient group.


Subject(s)
Angiogenesis Inhibitors/blood , Diabetes Mellitus, Type 1/complications , Pre-Eclampsia/blood , Adult , Antigens, CD/blood , Diabetes Mellitus, Type 1/blood , Endoglin , Eye Proteins/blood , Female , Glycated Hemoglobin/analysis , Growth Hormone/blood , Humans , Membrane Proteins/blood , Nerve Growth Factors/blood , Pregnancy , Pregnancy Complications/blood , Receptors, Cell Surface/blood , Serpins/blood , Vascular Endothelial Growth Factor Receptor-1/blood
10.
Diabet Med ; 24(12): 1345-51, 2007 Dec.
Article in English | MEDLINE | ID: mdl-17971181

ABSTRACT

AIMS: To determine in Type 1 diabetes patients if levels of pigment epithelium-derived factor (PEDF), an anti-angiogenic, anti-inflammatory and antioxidant factor, are increased in individuals with complications and positively related to vascular and renal dysfunction, body mass index, glycated haemoglobin, lipids, inflammation and oxidative stress. METHODS: Serum PEDF levels were measured by ELISA in a cross-sectional study of 123 Type 1 diabetic patients (71 without and 52 with microvascular complications) and 31 non-diabetic control subjects. PEDF associations with complication status, pulse-wave analysis and biochemical results were explored. RESULTS: PEDF levels [geometric mean (95% CI)] were increased in patients with complications 8.2 (7.0-9.6) microg/ml, vs. complication-free patients [5.3 (4.7-6.0) microg/ml, P < 0.001] and control subjects [5.3 (4.6-6.1) microg/ml, P < 0.001; anova between three groups, P < 0.001], but did not differ significantly between control subjects and complication-free patients (P > 0.05). In diabetes, PEDF levels correlated (all P < 0.001) with systolic blood pressure (r = 0.317), pulse pressure (r = 0.337), small artery elasticity (r = -0.269), glycated haemoglobin (r = 0.245), body mass index (r = 0.362), renal dysfunction [including serum creatinine (r = 0.491), cystatin C (r = 0.500)], triglycerides (r = 0.367), and inflammation [including log(e)C-reactive protein (CRP; r = 0.329), and soluble vascular cell adhesion molecule-1 (r = 0.363)]. Age, blood urea nitrogen, systolic blood pressure, pulse pressure and log(e)CRP correlated with PEDF levels in control subjects (all P < 0.04). PEDF levels were not significantly correlated with measures of oxidative stress: isoprostanes, oxidized low-density lipoprotein or paraoxonase-1 activity. On stepwise linear regression analysis (all subjects), independent determinants of PEDF levels were renal function, triglycerides, inflammation, small artery elasticity and age (r(2) = 0.427). CONCLUSIONS: In Type 1 diabetes, serum PEDF levels are associated with microvascular complications, poor vascular health, hyperglycaemia, adiposity and inflammation.


Subject(s)
Diabetes Mellitus, Type 1/blood , Diabetic Nephropathies/blood , Diabetic Retinopathy/blood , Eye Proteins/blood , Nerve Growth Factors/blood , Protease Inhibitors/blood , Serpins/blood , Adult , Biomarkers/blood , Body Mass Index , C-Reactive Protein/analysis , Cross-Sectional Studies , Diabetes Mellitus, Type 1/complications , Diabetes Mellitus, Type 1/physiopathology , Enzyme-Linked Immunosorbent Assay , Female , Glycated Hemoglobin , Humans , Male , Middle Aged , Oxidative Stress/physiology
11.
Diabetologia ; 50(10): 2200-8, 2007 Oct.
Article in English | MEDLINE | ID: mdl-17676308

ABSTRACT

AIMS/HYPOTHESIS: Matrix metalloproteinases (MMPs) and their natural inhibitors, tissue inhibitor of metalloproteinases (TIMPs), regulate important biological processes including the homeostasis of the extracellular matrix, proteolysis of cell surface proteins, proteinase zymogen activation, angiogenesis and inflammation. Studies have shown that their balance is altered in retinal microvascular tissues in diabetes. Since LDLs modified by oxidation/glycation are implicated in the pathogenesis of diabetic vascular complications, we examined the effects of modified LDL on the gene expression and protein production of MMPs and TIMPs in retinal pericytes. METHODS: Quiescent human retinal pericytes were exposed to native LDL (N-LDL), glycated LDL (G-LDL) and heavily oxidised and glycated LDL (HOG-LDL) for 24 h. We studied the expression of the genes encoding MMPs and TIMPs mRNAs by analysis of microarray data and quantitative PCR, and protein levels by immunoblotting and ELISA. RESULTS: Microarray analysis showed that MMP1, MMP2, MMP11, MMP14 and MMP25 and TIMP1, TIMP2, TIMP3 and TIMP4 were expressed in pericytes. Of these, only TIMP3 mRNA showed altered regulation, being expressed at significantly lower levels in response to HOG- vs N-LDL. Quantitative PCR and immunoblotting of cell/matrix proteins confirmed the reduction in TIMP3 mRNA and protein in response to HOG-LDL. In contrast to cellular TIMP3 protein, analysis of secreted TIMP1, TIMP2, MMP1 and collagenase activity indicated no changes in their production in response to modified LDL. Combined treatment with N- and HOG-LDL restored TIMP3 mRNA expression to a level comparable with that after N-LDL alone. CONCLUSIONS/INTERPRETATION: Among the genes encoding for MMPs and TIMPs expressed in retinal pericytes, TIMP3 is uniquely regulated by HOG-LDL. Reduced TIMP3 expression might contribute to microvascular abnormalities in diabetic retinopathy.


Subject(s)
Capillaries/physiology , Diabetic Retinopathy/physiopathology , Gene Expression Regulation/drug effects , Lipoproteins, LDL/pharmacology , Pericytes/physiology , Retinal Vessels/physiology , Tissue Inhibitor of Metalloproteinase-3/genetics , Capillaries/physiopathology , Cells, Cultured , Glycation End Products, Advanced , Humans , Immunoblotting , Polymerase Chain Reaction , Retinal Vessels/physiopathology
12.
Sci Total Environ ; 382(2-3): 191-8, 2007 Sep 01.
Article in English | MEDLINE | ID: mdl-17540435

ABSTRACT

Air pollution indices are commonly used to indicate the level of severity of air pollution to the public. The Pollution Standards Index (PSI) was initially established in response to a dramatic increase in the number of people suffering respiratory irritation due to the deteriorating air quality. The PSI was subsequently revised and implemented by the USEPA in 1999, and became known as the Air Quality Index (AQI) that includes data relating to particle suspension, PM2.5, and a selective options of either 8-hour or 1-hour ozone concentration during increased O3 periods. Yet, the costs of launching a network of PM2.5 monitoring stations are prohibitively high for many countries to implement the AQI from the PSI system in the foreseeable future. Therefore, the purpose of this research is to discuss the optimal method of assessing air quality using the latest developed Revised AQI (RAQI), a system that serves as an alternative to the PSI and AQI systems. The feasibility, effectiveness, and the differences between RAQI, AQI, and PSI in their applications to several air pollution conditions are also studied in this research. The results show that southern Taiwan's suspended particulates have significantly greater impact on PM2.5/PM10 ratios than in central and northern metropolitan areas, and that the ratios are higher in Taiwan as a whole compared to many other countries. We also found that the RAQI shows more significant results compared to the PSI and AQI as it has a wider coverage of the range of pollutant concentration levels.


Subject(s)
Air Pollutants/analysis , Environmental Monitoring/methods , Public Health , Air Pollutants/adverse effects , Environmental Monitoring/standards , Environmental Monitoring/statistics & numerical data , Feasibility Studies , Humans , Particle Size , Taiwan
13.
J Mol Histol ; 38(1): 13-23, 2007 Mar.
Article in English | MEDLINE | ID: mdl-17180743

ABSTRACT

There are few studies on normal, adult diarthrodial joints which look in detail at the histochemical properties of the chondro-osseous junctional region. This study of the normal human knee joint was performed using lectin and other histochemical techniques. There were differences in the reactions of mineralised cartilage compared to those of hyaline cartilage with the former demonstrating more collagen and less glycosaminoglycans. Lectin histochemistry revealed more accessible terminal 2-deoxy,2-acetamido-alpha-D: -galactose and more N-acetyllactosamine but less fucosyl and alpha-2,6-linked-sialyl termini in the mineralised cartilage. The hyaline cartilage chondrocytes stained for N-glycans but those of mineralised cartilage did not. The staining patterns of prolongations and islands of uncalcified cartilage running through the calcified layer to abut bone and marrow spaces were distinct, resembling the patterns of the hyaline cartilage but with some unique features. A possible relationship was revealed between the presence of the Maclura pomifera ligand (Galbeta1,3GalNAcalpha1-) and mineralisation. Subchondral bone had a markedly restricted glycoprofile.


Subject(s)
Calcification, Physiologic/physiology , Cartilage, Articular/metabolism , Chondrocytes/metabolism , Glycosaminoglycans/metabolism , Knee Joint/metabolism , Plant Lectins/chemistry , Adult , Aged , Aged, 80 and over , Cartilage, Articular/chemistry , Cartilage, Articular/cytology , Chondrocytes/cytology , Female , Humans , Immunohistochemistry , Knee Joint/chemistry , Knee Joint/cytology , Leg Bones/cytology , Leg Bones/metabolism , Male , Middle Aged
14.
Diabetologia ; 49(10): 2488-98, 2006 Oct.
Article in English | MEDLINE | ID: mdl-16955213

ABSTRACT

AIMS/HYPOTHESIS: We determined whether oxidative damage in collagen is increased in (1) patients with diabetes; (2) patients with diabetic complications; and (3) subjects from the Diabetes Control and Complications Trial (DCCT)/Epidemiology of Diabetes Interventions and Complications (EDIC) study, with comparison of subjects from the former standard vs intensive treatment groups 4 years after DCCT completion. SUBJECTS, MATERIALS AND METHODS: We quantified the early glycation product fructose-lysine, the two AGEs N (epsilon)-(carboxymethyl)lysine (CML) and pentosidine, and the oxidised amino acid methionine sulphoxide (MetSO) in skin collagen from 96 patients with type 1 diabetes (taken from three groups: DCCT/EDIC patients and clinic patients from South Carolina and Scotland) and from 78 healthy subjects. RESULTS: Fructose-lysine was increased in diabetic patients (p<0.0001), both with or without complications (p<0.0001). Controlling for HbA(1c), rates of accumulation of AGEs were higher in diabetic patients than control subjects, regardless of whether the former had complications (CML and pentosidine given as log(e)[pentosidine]) or not (CML only) (all p<0.0001). MetSO (log(e)[MetSO]) also accumulated more rapidly in diabetic patients with complications than in controls (p<0.0001), but rates were similar in patients without complications and controls. For all three products, rates of accumulation with age were significantly higher in diabetic patients with complications than in those without (all p<0.0001). At 4 years after the end of the DCCT, no differences were found between the previous DCCT management groups for fructose-lysine, AGEs or MetSO. CONCLUSIONS/INTERPRETATION: The findings suggest that in type 1 diabetic patients enhanced oxidative damage to collagen is associated with the presence of vascular complications.


Subject(s)
Collagen/chemistry , Collagen/metabolism , Diabetes Mellitus, Type 1/metabolism , Diabetes Mellitus, Type 1/pathology , Glycation End Products, Advanced/metabolism , Methionine/analogs & derivatives , Skin/metabolism , Adult , Aged , Biopsy , Cholesterol, HDL/blood , Cholesterol, LDL/blood , Diabetes Mellitus, Type 1/blood , Diabetes Mellitus, Type 1/complications , Female , Glycated Hemoglobin/analysis , Humans , Male , Methionine/metabolism , Middle Aged , Reference Values , Skin/pathology , Triglycerides/blood
15.
Diabet Med ; 23(9): 955-66, 2006 Sep.
Article in English | MEDLINE | ID: mdl-16922701

ABSTRACT

AIMS: To relate nuclear magnetic resonance lipoprotein subclass profiles (NMR-LSP) and other lipoprotein-related factors with carotid intima-media thickness (IMT) in Type 1 diabetes. METHODS: Lipoprotein-related factors were determined in sera (obtained in 1997-1999) from 428 female [age 39 +/- 7 years (mean +/- SD)] and 540 male (age 40 +/- 7 years) Diabetes Control and Complications Trial (DCCT)/Epidemiology of Diabetes Interventions and Complications (EDIC) participants. NMR quantifies chylomicrons, three very low-density lipoprotein (VLDL) subclasses, intermediate density lipoprotein (IDL), three low-density lipoprotein (LDL) subclasses, two high-density lipoprotein (HDL) subclasses, mean VLDL, LDL and HDL size, and LDL particle concentration. Conventional lipids, ApoA1, ApoB and Lp(a) and in vitro LDL oxidizibility were also measured. IMT was determined (in 1994-1995) using high-resolution B-mode ultrasound. Relationships between IMT and lipoproteins were analysed by multiple linear regression, controlling for age, diabetes-related factors, and cardiovascular disease (CVD) risk factors. RESULTS: IMT associations with lipoproteins were stronger for the internal than the common carotid artery, predominantly involving LDL. Internal carotid IMT was positively (P < 0.05) associated with NMR-based LDL subclasses and particle concentration, and with conventional LDL-cholesterol and ApoB in both genders. Common carotid IMT was associated, in men only, with large VLDL, IDL, conventional LDL cholesterol and ApoB. CONCLUSIONS: NMR-LSP reveals significant associations with carotid IMT in Type 1 diabetic patients, even 4 years after IMT measurement. NMR-LSP may aid early identification of high-risk diabetic patients and facilitate monitoring of interventions. Longer DCCT/EDIC cohort follow-up will yield CVD events and IMT progression, permitting more accurate assessment of pre-morbid lipoprotein profiles as determinants of cardiovascular risk in Type 1 diabetes.


Subject(s)
Carotid Artery, Common/pathology , Carotid Artery, Internal/pathology , Diabetes Mellitus, Type 1/blood , Lipoproteins/blood , Adult , Body Constitution , Carotid Artery, Common/diagnostic imaging , Carotid Artery, Internal/diagnostic imaging , Cross-Sectional Studies , Diabetes Mellitus, Type 1/pathology , Diabetic Angiopathies/blood , Diabetic Angiopathies/diagnostic imaging , Diabetic Angiopathies/pathology , Female , Humans , Magnetic Resonance Spectroscopy , Male , Middle Aged , Tunica Intima/diagnostic imaging , Tunica Intima/pathology , Tunica Media/diagnostic imaging , Tunica Media/pathology , Ultrasonography
16.
J Mol Histol ; 36(3): 207-15, 2005 Mar.
Article in English | MEDLINE | ID: mdl-15900412

ABSTRACT

The chondro-osseous junction includes the junction between calcified and non-calcified cartilage matrices often referred to as the tidemark. A detailed knowledge of the structure, function and pathophysiology of the chondro-osseous junction is essential for an understanding both of the normal elongation of bones and of the pathogenesis of osteoarthrosis. In this study the molecular anatomy of the tidemark was studied using histochemical techniques, including lectin histochemistry, on blocks of normal cartilage from human knee joints. The tidemark stained with H and E, picro-sirius red, toluidine blue, safranin O and methyl green, but not with alcian blue in the presence of magnesium chloride at 0.05 M or above. It stained with only four lectins, those from Datura stramonium, Maclura pomifera, Erythrina crystagalli and Helix pomatia, out of the 19 used. Therefore, it is rich in collagen and contains hyaluronan, but appears to lack the glycosaminoglycans of 'conventional' proteoglycans and it expresses a very limited and distinctive lectin staining glycoprofile, which is probably attributable to specific glycoproteins. In addition, the tidemark had a distinct microanatomical trilaminate appearance. From all of these results it is clear that this part of the chondro-osseous junctional region is chemically more complex and distinctive than has previously been described.


Subject(s)
Cartilage/pathology , Chondrocytes/pathology , Knee Joint/pathology , Adult , Aged , Bone Development/physiology , Coloring Agents , Female , Histocytochemistry , Humans , Lectins/metabolism , Male , Middle Aged , Neuraminidase , Osteoarthritis/pathology , Paraffin Embedding , Polysaccharides/metabolism , Tissue Fixation , alpha-L-Fucosidase
17.
Curr Pharm Des ; 10(27): 3395-418, 2004.
Article in English | MEDLINE | ID: mdl-15544524

ABSTRACT

Risk factors for the microvascular complications (nephropathy and retinopathy) of Type 1 and Type 2 diabetes mellitus and the associated accelerated atherosclerosis include: age, diabetes duration, genetic factors, hyperglycaemia, hypertension, smoking, inflammation, glycation and oxidative stress and dyslipoproteinaemia. Hypertriglyceridaemia, low HDL and small dense LDL are common features of Type 2 diabetes and Type 1 diabetes with poor glycaemic control or renal complications. With the expansion of knowledge and of clinical and research laboratory tools, a broader definition of 'lipid' abnormalities in diabetes is appropriate. Dyslipoproteinaemia encompasses alterations in lipid levels, lipoprotein subclass distribution, composition (including modifications such as non-enzymatic glycation and oxidative damage), lipoprotein-related enzymes, and receptor interactions and subsequent cell signaling. Alterations occur in all lipoprotein classes; chylomicrons, VLDL, LDL, HDL, and Lp(a). There is also emerging evidence implicating lipoprotein related genotypes in the development of diabetic nephropathy and retinopathy. Lipoprotein related mechanisms associated with damage to the cardiovascular system may also be relevant to damage to the renal and ocular microvasculature. Adverse tissue effects are mediated by both alterations in lipoprotein function and adverse cellular responses. Recognition and treatment of lipoprotein-related risk factors, supported by an increasing array of assays and therapeutic agents, may facilitate early recognition and treatment of high complication risk diabetic patients. Further clinical and basic research, including intervention trials, is warranted to guide clinical practice. Optimal lipoprotein management, as part of a multi-faceted approach to diabetes care, may reduce the excessive personal and economic burden of microvascular complications and the related accelerated atherosclerosis.


Subject(s)
Diabetic Angiopathies/pathology , Lipoproteins/physiology , Animals , Apoproteins/metabolism , Capillaries/pathology , Chronic Disease , Diabetic Angiopathies/genetics , Diabetic Angiopathies/metabolism , Genotype , Humans , Hypolipidemic Agents/therapeutic use , Lipoproteins/genetics , Lipoproteins/metabolism , Risk Factors
18.
Anal Chem ; 73(19): 4662-7, 2001 Oct 01.
Article in English | MEDLINE | ID: mdl-11605844

ABSTRACT

We have developed a new technique for quantifying methionine sulfoxide (MetSO) in protein to assess levels of oxidative stress in physiological systems. In this procedure, samples are hydrolyzed with methanesulfonic acid (MSA) in order to avoid the conversion of MetSO to methionine (Met) that occurs during hydrolysis of protein in HCl. The hydrolysate is fractionated on a cation exchange column to remove the nonvolatile MSA from amino acids, and the amino acids are then derivatized as their trimethylsilyl esters for analysis by selected ion monitoring-gas chromatography/mass spectrometry. The limit of detection of the assay is 200 pmol of MetSO per analysis, and the interassay coefficient of variation is 5.8%. Compared to current methods, the SIM-GC/MS assay avoids the potential for conversion of Met to MetSO during sample preparation, requires less sample preparation time, has lower variability, and uses mass spectrometry for sensitive and specific analyte detection.


Subject(s)
Gas Chromatography-Mass Spectrometry/methods , Lysine/analogs & derivatives , Methionine/analogs & derivatives , Methionine/analysis , Proteins/analysis , Collagen/analysis , Collagen/metabolism , Crystallins/analysis , Crystallins/metabolism , Cyanogen Bromide/chemistry , Humans , Kinetics , Lipoproteins, LDL/analysis , Lipoproteins, LDL/metabolism , Lysine/analysis , Lysine/metabolism , Oxidative Stress , Proteins/metabolism , Skin/chemistry , Skin/metabolism
19.
J Appl Physiol (1985) ; 91(3): 1412-20, 2001 Sep.
Article in English | MEDLINE | ID: mdl-11509543

ABSTRACT

A high concentration of circulating low-density lipoproteins (LDL) is a major risk factor for atherosclerosis. Native LDL and LDL modified by glycation and/or oxidation are increased in diabetic individuals. LDL directly stimulate vascular smooth muscle cell (VSMC) proliferation; however, the mechanisms remain undefined. The extracellular signal-regulated kinase (ERK) pathway mediates changes in cell function and growth. Therefore, we examined the cellular effects of native and modified LDL on ERK phosphorylation in VSMC. Addition of native, mildly modified (oxidized, glycated, glycoxidized) and highly modified (highly oxidized, highly glycoxidized) LDL at 25 microg/ml to rat VSMC for 5 min induced a fivefold increase in ERK phosphorylation. To elucidate the signal transduction pathway by which LDL phosphorylate ERK, we examined the roles of the Ca(2+)/calmodulin pathway, protein kinase C (PKC), src kinase, and mitogen-activated protein kinase kinase (MEK). Treatment of VSMC with the intracellular Ca(2+) chelator EGTA-AM (50 micromol/l) significantly increased ERK phosphorylation induced by native and mildly modified LDL, whereas chelation of extracellular Ca(2+) by EGTA (3 mmol/l) significantly reduced LDL-induced ERK phosphorylation. The calmodulin inhibitor N-(6-aminohexyl)-1-naphthalenesulfonamide (40 micromol/l) significantly decreased ERK phosphorylation induced by all types of LDL. Downregulation of PKC with phorbol myristate acetate (5 micromol/l) markedly reduced LDL-induced ERK phosphorylation. Pretreatment of VSMC with a cell-permeable MEK inhibitor (PD-98059, 40 micromol/l) significantly decreased ERK phosphorylation in response to native and modified LDL. These findings indicate that native and mildly and highly modified LDL utilize similar signaling pathways to phosphorylate ERK and implicate a role for Ca(2+)/calmodulin, PKC, and MEK. These results suggest a potential link between modified LDL, vascular function, and the development of atherosclerosis in diabetes.


Subject(s)
Lipoproteins, LDL/pharmacology , MAP Kinase Signaling System/drug effects , Mitogen-Activated Protein Kinases/metabolism , Muscle, Smooth, Vascular/enzymology , Animals , Aorta/cytology , Arteriosclerosis/metabolism , Calcium/metabolism , Calmodulin/metabolism , Cytoplasm/enzymology , Diabetic Angiopathies/metabolism , Enzyme Activation/drug effects , Humans , Lipoproteins, LDL/metabolism , MAP Kinase Signaling System/physiology , Male , Muscle, Smooth, Vascular/cytology , Phosphorylation , Protein Kinase C/metabolism , Rats , Rats, Sprague-Dawley
20.
Diabetes ; 49(12): 2160-9, 2000 Dec.
Article in English | MEDLINE | ID: mdl-11118021

ABSTRACT

Glycation and/or oxidation of LDL may promote diabetic nephropathy. The mitogen-activated protein kinase (MAPK) cascade, which includes extracellular signal-regulated protein kinases (ERKs), modulates cell function. Therefore, we examined the effects of LDL on ERK phosphorylation in cultured rat mesangial cells. In cells exposed to 100 microg/ml native LDL or LDL modified by glycation, and/or mild or marked (copper-mediated) oxidation, ERK activation peaked at 5 min. Five minutes of exposure to 10-100 microg/ml native or modified LDL produced a concentration-dependent (up to sevenfold) increase in ERK activity. Also, 10 microg/ml native LDL and mildly modified LDL (glycated and/or mildly oxidized) produced significantly greater ERK activation than that induced by copper-oxidized LDL +/- glycation (P < 0.05). Pretreatment of cells with Src kinase and MAPK kinase inhibitors blocked ERK activation by 50-80% (P < 0.05). Native and mildly modified LDL, which are recognized by the native LDL receptor, induced a transient spike of intracellular calcium. Copper-oxidized (+/- glycation) LDL, recognized by the scavenger receptor, induced a sustained rise in intracellular calcium. The intracellular calcium chelator (EGTA/AM) further increased ERK activation by native and mildly modified LDL (P < 0.05). These findings demonstrate that native and modified LDL activate ERKs 1 and 2, an early mitogenic signal, in mesangial cells and provide evidence for a potential link between modified LDL and the development of glomerular injury in diabetes.


Subject(s)
Glomerular Mesangium/drug effects , Glomerular Mesangium/enzymology , Lipoproteins, LDL/pharmacology , Mitogen-Activated Protein Kinases/metabolism , Animals , Calcium/physiology , Cells, Cultured , Enzyme Activation , Glomerular Mesangium/cytology , Glycosylation , Humans , Lipoproteins, LDL/metabolism , Male , Mitogen-Activated Protein Kinase Kinases/metabolism , Osmolar Concentration , Oxidation-Reduction , Phosphorylation/drug effects , Rats , Rats, Sprague-Dawley , Time Factors , src-Family Kinases/metabolism
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