scholarly journals Use of Biomarkers in Predicting the Onset, Monitoring the Progression, and Risk Stratification for Patients with Type 2 Diabetes Mellitus

2017 ◽  
Vol 63 (1) ◽  
pp. 186-195 ◽  
Author(s):  
Benjamin M Scirica

Abstract BACKGROUND As the worldwide prevalence of type 2 diabetes mellitus (T2DM) increases, it is even more important to develop cost-effective methods to predict and diagnose the onset of diabetes, monitor progression, and risk stratify patients in terms of subsequent cardiovascular and diabetes complications. CONTENT Nonlaboratory clinical risk scores based on risk factors and anthropomorphic data can help identify patients at greatest risk of developing diabetes, but glycemic indices (hemoglobin A1c, fasting plasma glucose, and oral glucose tolerance tests) are the cornerstones for diagnosis, and the basis for monitoring therapy. Although family history is a strong predictor of T2DM, only small populations of patients carry clearly identifiable genetic mutations. Better modalities for detection of insulin resistance would improve earlier identification of dysglycemia and guide effective therapy based on therapeutic mechanisms of action, but improved standardization of insulin assays will be required. Although clinical risk models can stratify patients for subsequent cardiovascular risk, the addition of cardiac biomarkers, in particular, high-sensitivity troponin and natriuretic peptide provide, significantly improves model performance and risk stratification. CONCLUSIONS Much more research, prospectively planned and with clear treatment implications, is needed to define novel biomarkers that better identify the underlying pathogenic etiologies of dysglycemia. When compared with traditional risk features, biomarkers provide greater discrimination of future risk, and the integration of cardiac biomarkers should be considered part of standard risk stratification in patients with T2DM.

2012 ◽  
pp. 22-38
Author(s):  
Van Vy Hau Nguyen ◽  
Hai Thuy Nguyen

Objectives: We suggested and validated a self-assessment score for diabetes risk in Vietnamese adults and compared it with other established screening models. Methods: A cross sectional study of 131 subjects (over 45 years old without previous diabetes) were performed the test FPG, HbA1c and oral glucose tolerance tests, and then applied the diabetes risk scores including FINDRISC, IDRS, FRAMINGHAM OFFSPRING, THAI SCORE, DESIR and AUSDRISC for predicting the type 2 diabetes mellitus and screening to prediabetes and undiagnosed diabetes. Logistic regression was used to determine the independent factors concerning diabetes. Results: The FINDRISC tool was more valuable for screening of the type 2 prediabetes and diabetes than the other scales. With plasma G2 levels ≥ 7.8 mmol: ROC-UAC of FINDRISC was 61.2%, the optimal cut points: 12 (Se = 32.7%; 1-Sp = 7.4%); with plasma G2 concentration ≥ 11.1 mmol: ROC-AUC of FINDRISC was 89.3%, the optimal cut point of 13 (Se = 90% 1-Sp = 22.3%). With HbA1c levels ≥ 5.7%: ROC-UAC was 76.3%, the optimal cut point of 9 (Se = 57.3%; 1-Sp = 7.1%), with HbA1c ≥ 6.5%: ROC-AUC was 86.7%, the optimal cut points: 13 (Se = 90.9%; 1-Sp = 21.7). Values for screening to prediabetes and diabetes in the VNDRISC 1 were 10 and 14 point and VNDRISC 2 were 12 and 16 point respectively, but the ROC-AUC of VNDRISC 2 was not significantly different than those VNDRISC 1. Conclusions: FINDRISC have most valuable screening prediabetes and undiagnosed type 2 diabetes in social (when change body mass index and waist circumference follow Vietnamese people) compaired with others score. VNDRISC 1 was the most valuable diabetes risk score for predicting the type 2 diabetes mellitus and screening to prediabetes and diabetes in subjects over 45 years old on the community.


2019 ◽  
Vol 18 (3) ◽  
pp. 247-255
Author(s):  
Sierra-Puente D. ◽  
Abadi-Alfie S. ◽  
Arakanchi-Altaled K. ◽  
Bogard-Brondo M. ◽  
García-Lascurain M. ◽  
...  

Spices such as cinnamon (Cinnamomum Spp.) have been of interest due to their phytochemical composition that exert hypoglycemic effects with potential for management of type 2 diabetes mellitus (T2DM). We summarize data from 27 manuscripts that include, one book chapter, 3 review articles, 10 randomized controlled trials, 4 systematic reviews with meta-analysis, and 9 preclinical studies. The most frequently used cinnamon variety was Cinnamomum cassia rather than the Cinnamomum zeylanicum, whereas outcomes were defined as fasting blood glucose, glycated hemoglobin, and oral glucose tolerance test. A great variability in methodology such as different doses (from 120 mg to 6 g), duration of intervention, data retrieved and use of different concomitant medication, were found to be key aspects of most of trials and systematic reviews with meta-analysis available to date. Low quality studies have been made in most cases with a lot of heterogeneity clouding significance of results. More research needs to be done in order to yield accurate evidence for evidence-based recommendations. Its use is not currently a reliable nor advisable option for the treatment of T2DM.


2021 ◽  
Vol 28 (Supplement_1) ◽  
Author(s):  
S Lee ◽  
J Zhou ◽  
CL Guo ◽  
WKK Wu ◽  
WT Wong ◽  
...  

Abstract Funding Acknowledgements Type of funding sources: None. Introduction Acute myocardial infarction (AMI) and sudden cardiac death (SCD) are major cardiovascular adverse outcomes in patients with type 2 diabetic mellitus. Although there are many risk scores on composite outcomes of major cardiovascular adverse outcomes or cardiovascular mortality for diabetic patients, these existing scores did not account for the difference in pathogenesis and prognosis between acute coronary syndrome and lethal ventricular arrhythmias. Furthermore, recent studies reported that HbA1c and lipid levels, which were often accounted for in these risk scores, have J/U-shaped relationships with adverse outcomes. Purpose The present study aims to evaluate the application of incorporating non-linear J/U-shaped relationships between mean HbA1c and cholesterol levels into risk scores for predicting for AMI and non-AMI related SCD respectively, amongst type 2 diabetes mellitus patients. Methods This was a territory-wide cohort study of patients with type 2 diabetes mellitus above the age 40 and free from prior AMI and SCD, with or without prescriptions of anti-diabetic agents between January 1st, 2009 to December 31st, 2009 at government-funded hospitals and clinics in Hong Kong. Risk scores were developed for predicting incident AMI and non-AMI related SCD. The performance of conditional inference survival forest (CISF) model compared to that of random survival forests (RSF) model and multivariate Cox model. Results This study included 261308 patients (age = 66.0 ± 11.8 years old, male = 47.6%, follow-up duration = 3552 ± 1201 days, diabetes duration = 4.77 ± 2.29 years). Mean HbA1c and high-density lipoprotein-cholesterol (HDL-C) were significant predictors of AMI under multivariate Cox regression and were linearly associated with AMI. Mean HbA1c and total cholesterol were significant multivariate predictors with a J-shaped relationship with non-AMI related SCD. The AMI and SCD risk scores had an area-under-the-curve (AUC) of 0.666 (95% confidence interval (CI)= [0.662, 0.669]) and 0.677 (95% CI= [0.673, 0.682]), respectively. CISF significantly improves prediction performance of both outcomes compared to RSF and multivariate Cox models. Conclusions A holistic combination of demographic, clinical, and laboratory indices can be used for the risk stratification of type 2 diabetic patients against AMI and SCD.


2020 ◽  
Vol 35 (Supplement_3) ◽  
Author(s):  
Tamara Young ◽  
Jing-wei Li ◽  
Amy Kang ◽  
Hiddo Heerspink ◽  
Carinna Hockham ◽  
...  

Abstract Background and Aims Patient with type 2 diabetes mellitus (T2DM) included in trials of sodium-glucose cotransporter 2 inhibitors are heterogeneous in terms of disease severity. We assessed the effects of canagliflozin compared to placebo on cardiovascular and renal outcomes in the CANVAS program according to severity of T2DM as indicated by intensity of treatment, duration of diabetes and glycaemic control. Method We compared effects on major adverse cardiovascular events ([MACE], defined as cardiovascular death, non-fatal myocardial infarction or non-fatal stroke) according to three indicators of T2DM severity at study baseline: number of oral glucose lowering treatments or insulin therapy (0-1, 2, 3+, insulin), duration of diabetes (<10, 10-16, >16 years) and HbA1c (<7.0, 7.0-7.5, 7.5-8.0, 8.0-8.5, 8.5-9, >9.0%). We also assessed effects on other pre-specified cardiovascular outcomes, and an adjudicated composite of end-stage kidney disease, renal death or sustained 40% decline in estimated glomerular filtration rate. We assessed for constancy of hazard ratios across subgroups by fitting an interaction term that tested for linear trend. Results Of 10,142 participants in the CANVAS Program, 1011 experienced a MACE during a mean follow-up of 3.6 years. Event rates for MACE were higher in those with longer duration of diabetes and higher HbA1c at baseline. The effect of canagliflozin on MACE in the overall population (HR 0.86, 95 % CI 0.75-0.97) was consistent irrespective of the number of glucose lowering treatments (p=0.509), duration of diabetes (p=0.174) and baseline HbA1c (p =0.314). Effects were also consistent across different levels of T2DM disease severity for all other outcomes studied. Conclusion Higher event rates were observed in those with longer disease duration and higher HbA1c. The proportional risk reductions achieved with canagliflozin were comparable regardless of diabetes duration, number of therapies or HbA1C at baseline.


Genes ◽  
2019 ◽  
Vol 10 (11) ◽  
pp. 942 ◽  
Author(s):  
Nardos Abebe Werissa ◽  
Peter Piko ◽  
Szilvia Fiatal ◽  
Zsigmond Kosa ◽  
Janos Sandor ◽  
...  

Background: In a previous survey, an elevated fasting glucose level (FG) and/or known type 2 diabetes mellitus (T2DM) were significantly more frequent in the Roma population than in the Hungarian general population. We assessed whether the distribution of 16 single nucleotide polymorphisms (SNPs) with unequivocal effects on the development of T2DM contributes to this higher prevalence. Methods: Genetic risk scores, unweighted (GRS) and weighted (wGRS), were computed and compared between the study populations. Associations between GRSs and FG levels and T2DM status were investigated in separate and combined study populations. Results: The Hungarian general population carried a greater genetic risk for the development of T2DM (GRSGeneral = 15.38 ± 2.70 vs. GRSRoma = 14.80 ± 2.68, p < 0.001; wGRSGeneral = 1.41 ± 0.32 vs. wGRSRoma = 1.36 ± 0.31, p < 0.001). In the combined population models, GRSs and wGRSs showed significant associations with elevated FG (p < 0.001) and T2DM (p < 0.001) after adjusting for ethnicity, age, sex, body mass index (BMI), high-density Lipoprotein Cholesterol (HDL-C), and triglyceride (TG). In these models, the effect of ethnicity was relatively strong on both outcomes (FG levels: βethnicity = 0.918, p < 0.001; T2DM status: ORethnicity = 2.484, p < 0.001). Conclusions: The higher prevalence of elevated FG and/or T2DM among Roma does not seem to be directly linked to their increased genetic load but rather to their environmental/cultural attributes. Interventions targeting T2DM prevention among Roma should focus on harmful environmental exposures related to their unhealthy lifestyle.


2016 ◽  
Vol 29 (suppl 1) ◽  
pp. 3-7 ◽  
Author(s):  
Cacio Ricardo WIETZYCOSKI ◽  
João Caetano Dallegrave MARCHESINI ◽  
Sultan AL-THEMYAT ◽  
Fabiola Shons MEYER ◽  
Manoel Roberto Maciel TRINDADE

ABSTRACT Background: Type 2 Diabetes Mellitus is a multifactorial syndrome with severe complications. Oxidative stress is accepted as a causal factor of chronic complications Aim: To demonstrate alterations in oxidative stress after metabolic surgery. Methods: Twenty-four 2-day-old Wistar rats were used. In 16, Type 2 Diabetes Mellitus was induced by 100 mg/kg streptozotocin injection. The development of diabetes was confirmed after 10 weeks using an oral glucose tolerance test. Eight diabetic rats composed the diabetic surgical group; the remaining eight composed the diabetic group. Eight animals in which diabetes was not induced formed the clinical control group. The Marchesini technique was used in the diabetic surgical group. After 90 days, the rats were sacrificed, and the oxidative stress markers were measured. Results: Thiobarbituric acid reactive substances, superoxide dismutase and catalase were significantly reduced in the diabetic surgical group compared to the diabetic group. Conclusion: The duodenojejunostomy was effective in controlling the exacerbated oxidative stress present in diabetic rats.


2009 ◽  
Vol 131 (2) ◽  
pp. 288-290 ◽  
Author(s):  
Suzanne Fateh-Moghadam ◽  
Thomas Reuter ◽  
Patrik Htun ◽  
Ursula Plöckinger ◽  
Rainer Dietz ◽  
...  

Sign in / Sign up

Export Citation Format

Share Document