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1.
Diabetes Ther ; 2024 May 21.
Article in English | MEDLINE | ID: mdl-38771472

ABSTRACT

INTRODUCTION: Sodium-glucose co-transporter 2 (SGLT2) inhibitors have shown safe and therapeutic efficacy in randomized controlled trials (RCT) to reduce adverse cardiorenal events in high-risk patients with type 2 diabetes (T2D). In this study, we investigated the efficacy and safety of SGLT2 intervention in patients with T2D in a real-world clinical practice to confirm the validity of the RCT results. METHODS: As a retrospective study, we evaluated medical records from 596 patients with T2D treated with SGLT2 inhibitors (dapagliflozin or empagliflozin) in addition to their prior drug regimen to improve glucose control between 2015 and 2019 in the Endocrinology Department at Chungbuk National University Hospital. No control arm was evaluated to compare the effects of adding SGLT inhibitors to the pre-existing regimen. The primary objective was the measurement of glycated hemoglobin (HbA1c) from each individual patient over a 36-month period at 6-month intervals. The secondary parameters were the measurement of fasting plasma glucose (FPG) and body weight (Bwt) changes, as well as the monitoring of adverse events (AEs) and determining the reasons for drug discontinuation. RESULTS: HbA1c levels were reduced at each of the time points throughout the 36-month period and were significantly reduced by 12.5% (P < 0.01) from time 0 (8.8 ± 1.3%) to 36 months (7.7 ± 1.0%). FPG levels [from basal (180 ± 60 mg/dL) to 36 months (138 ± 38 mg/dL)] and Bwt [from basal (74 ± 15 kg) to 36 months (72 ± 15 kg)] were also significantly reduced (P < 0.01) for both measurements in the SGLT2 inhibitor add-on group. Similar to HbA1c profile, the FPG and Bwt were measured at a consistently lower level at 6 months until the end of the study. The most common AEs were hypoglycemia (n = 57), genitourinary infection (GUI) (n = 31), and polyuria (n = 28). In the elderly population (≥ 75 years old), AEs (31%) were generally more prevalent (P < 0.001) than those (21%) in the adult (< 75 years old) patients. Over the study period, 211 (35%) patients either dropped or completely discontinued the use of the SGLT2 inhibitor, and the elderly patients tended to have a higher discontinuation rate (52%; P = 0.005) than the adults (33%). CONCLUSIONS: In this study, we demonstrated that SGLT2 inhibitors are an effective and durable hypoglycemic agent to control blood glucose levels with reduced maintenance of Bwt, but their use in the elderly (≥ 75 years old) patients with T2D may warrant some additional caution due to increased probability of AEs and discontinuation of drug use.

2.
Diabetes Metab J ; 2024 Feb 27.
Article in English | MEDLINE | ID: mdl-38410023

ABSTRACT

Background: This study investigated the real-world efficacy and safety of insulin degludec/insulin aspart (IDegAsp) in Korean adults with type 2 diabetes mellitus (T2DM), whose insulin treatment was switched to IDegAsp. Methods: This was a multicenter, retrospective, observational study comprising two 26-week treatment periods, before and after switching to IDegAsp, respectively. Korean adults with uncontrolled T2DM treated with basal or premix insulin (±oral antidiabetic drugs) were enrolled. The primary objective was to compare the degree of glycosylated hemoglobin (HbA1c) change in each 26-week observation period. The analyses included changes in HbA1c, fasting plasma glucose (FPG), body weight, proportion of participants achieving HbA1c <7.0%, hypoglycemic events, and total daily insulin dose (ClinicalTrials.gov, number NCT04656106). Results: In total, 196 adults (mean age, 65.95 years; mean T2DM duration, 18.99 years) were analyzed. The change in both HbA1c and FPG were significantly different between the pre-switching and the post-switching period (0.28% vs. -0.51%, P<0.001; 5.21 mg/dL vs. -23.10 mg/dL, P=0.005), respectively. After switching, the rate of achieving HbA1c <7.0% was significantly improved (5.10% at baseline vs. 11.22% with IDegAsp, P=0.012). No significant differences (before vs. after switching) were observed in body weight change, and total daily insulin dose. The rates of overall and severe hypoglycemia were similar in the two periods. Conclusion: In real-world clinical practice in Korea, the change of insulin regimen to IDegAsp was associated with an improvement in glycemic control without increase of hypoglycemia, supporting the use of IDegAsp for patients with T2DM uncontrolled with basal or premix insulin.

3.
Diabetes Ther ; 14(9): 1471-1479, 2023 Sep.
Article in English | MEDLINE | ID: mdl-37369826

ABSTRACT

INTRODUCTION: Effective blood glucose control remains a constant problem in patients with type 2 diabetes (T2D), even if they are being properly treated with one or more currently available drugs. The present study was designed as a 3-year retrospective observational study to determine whether the use of either empagliflozin, a sodium-glucose co-transporter 2 (SGLT2) inhibitor, or insulin would provide any improvement in the control of the blood glucose levels in patients with T2D who were already being treated with a cocktail of three different oral antidiabetic drugs. METHODS: Adult patients with T2D were enrolled in this study if they exhibited suboptimal glycemic control (HbA1c 7.5-12.0%) despite being continuously treated for at least 3 months with metformin, dipeptidyl-peptidase 4 inhibitor, and glimepiride. Empagliflozin (25 mg/day, n = 154) or basal long-acting insulin (n = 147) was added as a fourth medication to the existing drug regimen. The major outcomes that were monitored in this study included the measurement of HbA1c, fasting plasma glucose (FPG), and general cardiometabolic and blood markers. RESULTS: After the addition of empagliflozin or basal insulin to the existing oral anti-diabetic agent (OAD) regimen, the baseline levels of HbA1c were reduced after month 36 in both the empagliflozin (8.9 ± 1.0% to 7.4 ± 0.8%, P < 0.01) and insulin (9.0 ± 1.4% to 8.0 ± .1.4%, P < 0.05) groups. The HbA1c reduction was higher in the empagliflozin group to the end of the 36-month study period (7.4 ± 0.8% vs. 8.0 ± 1.4%, empagliflozin vs. insulin, P < 0.05). FPG showed a similar trend in the early period but it was not maintained at the end of study. Body weight decreased (P < 0.01) from baseline (70.4 ± 12.3 kg) to month 36 (65.6 ± 11.4 kg) in the empagliflozin group but not the insulin group. At 36 months, the body weight in the empagliflozin group (65.6 ± 11.4 kg) was significantly lower (P < 0.01) than that in the insulin treatment group (70.0 ± 10.9 kg). CONCLUSION: Empagliflozin was shown to perform as well as better than insulin when used as part of a quadruple drug regimen for regulating blood glucose levels in suboptimally controlled patients with T2D. CLINICAL TRIAL NUMBER: NCT05103306 (ClinicalTrials.gov).

4.
Sensors (Basel) ; 22(24)2022 Dec 08.
Article in English | MEDLINE | ID: mdl-36559991

ABSTRACT

The main parts of automobiles are the piston rod of the shock absorber and the steering rack of the steering gear, and their quality control is critical in the product process. In the process line, these products are normally inspected through visual inspection, sampling, and simple tensile tests; however, if there is a problem or abnormality, it is difficult to identify the type and location of the defect. Usually, these defects are likely to cause surface cracks during processing, which in turn accelerate the deterioration of the shock absorber and steering, causing serious problems in automobiles. As a result, the purpose of this study was to present, among non-destructive methods, a shock response test method and an analysis method that can efficiently and accurately determine the defects of the piston rod and steering rack. A test method and excitation frequency range that can measure major changes according to the location and degree of defects were proposed. A defect discrimination model was constructed using machine and deep learning through feature derivation in the time and frequency domains for the collected data. The analysis revealed that it was possible to effectively distinguish the characteristics according to the location as well as the presence or absence of defects in the frequency domain rather than the time domain. The results indicate that it will be possible to quickly and accurately check the presence or absence of defects in the shock absorber and steering in the automobile manufacturing process line in the future. It is expected that this will play an important role as a key factor in building a smart factory.

5.
Sensors (Basel) ; 22(15)2022 Jul 22.
Article in English | MEDLINE | ID: mdl-35897986

ABSTRACT

The Impact-Echo (IE) test is an effective method for determining the presence, depth, and area of cracks in concrete as well as the dimensions of the sound concrete without defects. In addition, shallow delamination can be measured by confirming a flexural mode in the low-frequency region. Owing to the advancement of non-contact sensors and automated measurement equipment, the IE test can be measured at multiple points in a short period. To analyze and distinguish a large volume of data, applying supervised learning (SL) associated with various contemporary algorithms is necessary. However, SL has limitations due to the difficulty in accurate labeling for increased volumes of test data, and reflection of new specimen characteristics, and it is necessary to apply semi-supervised learning (SSL) to overcome them. This study analyzes the accuracy and evaluates the applicability of a model trained with SSL rather than SL using the data from the air-coupled IE test based on dynamic preconditions. For the detection of delamination defects, the dynamic behavior-based flexural mode was identified, and 21 features were extracted in the time and frequency domains. Three principal components (PCs) such as the real moment, real RMS, and imaginary moment were derived through principal component analysis (PCA). PCs were identical in slab, pavement, and deck. In the case of SSL considering a dynamic behavior, the accuracy increased by 7-8% compared with SL, and it could categorize good, fair, and poor status to a higher level for actual structures. The applicability of SSL to the IE test was confirmed, and because the crack progress varies under field conditions, other parameters must be considered in the future to reflect this.

6.
Article in English | MEDLINE | ID: mdl-35564602

ABSTRACT

In the global construction industry, government policies have recently focused on smart construction technologies, such as those concerning the "smartization" of construction, improvements of productivity, and automation technologies. In addition, smart construction safety technologies (SCSTs) have been developed to ensure workers' safety, under the initiative of the private sector. In regards to overseas occupational safety, wearable technologies have been developed for various types of industries, and the integrated platform developments needed to link them have become mainstream. In South Korea, individual companies are focusing on developing basic SCSTs and platforms for integrated control, aiming to prevent accidents in the construction field. The goal of this study was to identify the pros and cons of SCSTs through test bed operation and to derive improvement directions. Therefore, a test bed embedded with SCSTs was built and operated to provide effective safety management for small- and medium-sized sites exposed to fatal accidents. From analyzing the data from the test bed, it was found that it is difficult to change the tendencies of workers' behaviors based solely on the introduction of SCSTs. This indicates that the effects of SCSTs are insignificant without the cooperation of workers. In addition, technical problems in field application were identified for each sensor and equipment, and the necessity, problems, and effectiveness of SCSTs were analyzed. As a result, both the installation and attachment types were found to be effective; however, workers avoided wearing certain attachment types. Based on the results derived through analysis of the pros and cons of SCSTs, the directions and guidelines were suggested for future use. This result can be used for future technology development directions, and policy establishment. Additionally, for the activation of SCSTs in the field, the cooperation of workers and the interest of managers remain essential factors, and improvements to the equipment are required.


Subject(s)
Construction Industry , Occupational Health , Accidents, Occupational/prevention & control , Humans , Technology , Workplace
7.
Diabetes Res Clin Pract ; 182: 109123, 2021 Dec.
Article in English | MEDLINE | ID: mdl-34740742

ABSTRACT

AIMS: To investigate the long-term effectiveness and safety of two distinct sodium-glucose co-transporter 2 (SGLT2) inhibitors, empagliflozin and dapagliflozin, in inadequately controlled type 2 diabetes (T2D) despite a combined administration of metformin, glimepiride and dipeptidyl peptidase-4 inhibitor. METHODS: A total of 362 patients with T2D were enrolled for this 3-year open-label, prospective observational study. Empagliflozin (25 mg/day, n = 185) or dapagliflozin (10 mg/day, n = 177) was added to the existing triple drug regimen. HbA1c, fasting plasma glucose (FPG), body weight, and other cardiometabolic variables and adverse events were evaluated. RESULTS: At 3 years, changes in HbA1c and FPG were -1.7% (standard error [SE] 0.10) and -60.0 mg/dL(2.2), and -1.1%(0.12) and -48.1 mg/dL(3.6), for empagliflozin and dapagliflozin group, respectively (P = 0.001 and P = 0.055). Empagliflozin group showed significantly greater body weight reduction (-4.5 kg [SE 0.35] vs. -1.0 kg [SE 0.40], P = 0.024) and had beneficial effects on HDL cholesterol and LDL cholesterol (both P < 0.05). The overall incidence of adverse events, cardiovascular events and mortality did not differ between the two groups. CONCLUSIONS: Quadruple combination therapy with either empagliflozin or dapagliflozin showed a positive long-term effect in the glycemic control and body weight reduction with generally well tolerance. In general, the use of empagliflozin performed better than dapagliflozin. Clinical Trial Number NCT03748810 (ClinicalTrials.gov).


Subject(s)
Diabetes Mellitus, Type 2 , Benzhydryl Compounds , Diabetes Mellitus, Type 2/drug therapy , Glucosides , Humans
8.
J Clin Med ; 10(20)2021 Oct 18.
Article in English | MEDLINE | ID: mdl-34682898

ABSTRACT

Patients with type 2 diabetes (T2DM) have a higher risk of bone fracture even when bone mineral density (BMD) values are normal. The trabecular bone score (TBS) was recently developed and used for evaluating bone strength in various diseases. We investigated the effect of DPP-4 inhibitors on bone health using TBS in patients with T2DM. This was a single-center, retrospective case-control study of 200 patients with T2DM. Patients were divided into two groups according to whether they were administered a DPP-4 inhibitor (DPP-4 inhibitor group vs. control group). Parameters related to bone health, including BMD, TBS, and serum markers of calcium homeostasis, were assessed at baseline and after one year of treatment. We found TBS values increased in the DPP-4 group and decreased in the control, indicating a significant difference in delta change between them. The BMD increased in both groups, with no significant differences in delta change between the two groups observed. Serum calcium and 25-hydroxy vitamin D3 increased only in the DPP-4 inhibitor group, while other glycemic parameters did not show significant differences between the two groups. Treatment with DPP-4 inhibitors was associated with favorable effects on bone health evaluated by TBS in patients with T2DM.

9.
Genes (Basel) ; 12(9)2021 09 19.
Article in English | MEDLINE | ID: mdl-34573427

ABSTRACT

BACKGROUND: Polymorphisms in the RANTES gene are known to be associated with several diseases related to insulin resistance. In this study, we investigated the association between RANTES 59029A/G polymorphisms and the prevalence of diabetic complications relative to obesity in Korean patients who had type 2 diabetes (T2D) for over 15 years. METHODS: A single-center, retrospective case-control study was performed. We included 271 patients with a duration of diabetes greater than 15 years. Polymerase chain reaction-restriction fragment length polymorphism was used to analyze RANTES polymorphisms, identifying genotypes as GG, AG, or AA. Obesity was defined using the body mass index with a cutoff value of 25 kg/m2. Both microvascular (retinopathy and nephropathy) and macrovascular (coronary artery disease and cerebrovascular disease) complications were evaluated. RESULTS: The duration of T2D and hemoglobin A1c values at enrollment were 24.4 ± 5.0 years and 7.8 ± 1.6%, respectively, in the non-obese group, and 25.4 ± 6.1 years and 7.7 ± 1.7%, respectively, in the obese group. The prevalence of microvascular complications was significantly higher in the obese group compared with that in the non-obese group (83.5% vs. 72.0%, p = 0.039). Compared to the non-obese group, the obese group showed a higher proportion of the patients with AA or AG genotypes (64.3% vs. 84.5%, p = 0.001). CONCLUSIONS: The A allele of the RANTES gene is associated with obesity and may affect diabetic microvascular complications in patients with T2D for over 15 years.


Subject(s)
Chemokine CCL5/genetics , Diabetes Complications/genetics , Diabetes Mellitus, Type 2/genetics , Polymorphism, Genetic , Aged , Asian People/genetics , Body Mass Index , Case-Control Studies , Diabetes Mellitus, Type 2/complications , Female , Humans , Male , Middle Aged , Obesity/genetics , Polymorphism, Restriction Fragment Length , Retrospective Studies
10.
Diab Vasc Dis Res ; 18(5): 14791641211041225, 2021.
Article in English | MEDLINE | ID: mdl-34488469

ABSTRACT

INTRODUCTION: SLC2A1 polymorphism may play a role in the smooth muscle cell proliferation and extracellular matrix synthesis in vessels. However, the role of SLC2A1 polymorphism on diabetic cardiovascular disease (CVD) have not yet been identified. In this study, we aimed to investigate the association between SLC2A1 HaeIII polymorphism and CVD in Korean patients with type 2 diabetes mellitus (T2DM) according to disease duration. METHODS: A total of 846 patients with T2DM who visited the Chungbuk National University Hospital were investigated. The HaeIII polymorphism of SLC2A1 gene was determined by real time polymerase chain reaction method. Genotyping results were presented GG, AG, or AA. Subgroup analysis was performed according to duration of T2DM (⩽10, 11-20, >20 years). RESULTS: The AA genotype was significantly associated with higher prevalence of CVD in patients with DM duration less than 10 years (26.3% vs 9.2%, p = 0.014). There was no significant association between SLC2A1 HaeIII polymorphism and other diabetic complications including, retinopathy, nephropathy, neuropathy, cerebrovascular disease, and peripheral artery disease. CONCLUSIONS: The SLC2A1 HaeIII polymorphism was associated with CVD in Korean patients with T2DM with short disease duration.


Subject(s)
Cardiovascular Diseases , Diabetes Mellitus, Type 2 , Cardiovascular Diseases/diagnosis , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/genetics , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/genetics , Genetic Predisposition to Disease , Genotype , Glucose Transporter Type 1 , Humans , Polymorphism, Single Nucleotide
11.
Materials (Basel) ; 14(14)2021 Jul 14.
Article in English | MEDLINE | ID: mdl-34300849

ABSTRACT

Prestressed concrete (PSC) is widely used for the construction of bridges. The collapse of several bridges with PSC has been reported, and insufficient grout and tendon corrosion were found inside the ducts of these bridges. Therefore, non-destructive testing (NDT) technology is important for identifying defects inside ducts in PSC structures. Electromagnetic (EM) waves have limited detection of internal defects in ducts due to strong reflections from the surface of the steel ducts. Spectral analysis of the existing impact echo (IE) method is limited to specific conditions. Moreover, the flexural mode in upper defects of ducts located at a shallow depth and delamination defects inside ducts are not considered. In this study, the applicability of the elastic wave of IE was analyzed, and multichannel analysis of surface, EM, and shear waves was employed to evaluate six types of PSC structures. A procedure using EM waves, IE, and principal component analysis (PCA) was proposed for a more accurate classification of defect types inside ducts. The proposed procedure was effective in classifying upper, internal, and delamination defects of ducts under 100 mm in thickness, and it could be utilized up to 200 mm in the case of duct defect limitations.

12.
Article in English | MEDLINE | ID: mdl-34135026

ABSTRACT

INTRODUCTION: Monogenic diabetes is attributed to genetic variations in a single gene. Maturity-onset diabetes of the young (MODY) is the most common phenotype associated with monogenic diabetes, but is frequently misdiagnosed as either type 1 or type 2 diabetes. Increasing our basic understanding of genetic variations in MODY may help to improve the accuracy of providing the correct diagnosis and personalize subsequent treatment regimens in different racial populations. For this reason, this study was designed to identify nucleotide variants in early onset diabetes patients with clinically suspected MODY in a Korean population. RESEARCH DESIGN AND METHODS: Among 2908 Korean patients diagnosed with diabetes, we selected 40 patients who were diagnosed before 30 years old and were clinically suspected of MODY. Genetic testing was performed using a targeted gene sequencing panel that included 30 known monogenic diabetes genes. The pathogenicity of the identified variants was assessed according to the American College of Medical Genetics and Genomics and Association for Molecular Pathology (ACMG-AMP) guidelines. RESULTS: A total of six rare missense variants (p.Ala544Thr in HNF1A, p.Val601Ile and p.His103Tyr in ABCC8, p.Pro33Ala in PDX1, p.Gly18Glu in INS, and p.Arg164Gln in PAX4) in five distinct MODY genes were identified in five patients. In addition, a variant was identified in mitochondrial DNA at 3243A>G in one patient. The identified variants were either absent or detected at a rare frequency in the 1000 Genomes Project. These variants were classified as uncertain significance using the ACMG-AMP guidelines. CONCLUSION: Using a targeted gene sequencing panel, we identified seven variants in either MODY genes or mitochondrial DNA using a Korean patient population with early onset diabetes who were clinically suspected of MODY. This genetic approach provides the ability to compare distinct populations of racial and ethnic groups to determine whether specific gene is involved in their diagnosis of MODY.


Subject(s)
Diabetes Mellitus, Type 2 , Adult , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/genetics , Genetic Testing , High-Throughput Nucleotide Sequencing , Humans , Mutation, Missense , Phenotype
14.
Diabetes Metab Syndr Obes ; 14: 557-564, 2021.
Article in English | MEDLINE | ID: mdl-33603421

ABSTRACT

BACKGROUND: Vitamin D receptor (VDR) polymorphisms are associated with osteoporosis, diabetes, immunological diseases, and cancers. However, the association of obesity with VDR polymorphisms has shown inconsistent results, and perhaps it depends upon the characteristics of a population. Therefore, we evaluated the association between BsmI (rs1544410) and ApaI (rs7975232) polymorphisms of VDR and obesity in Korean patients with type 2 diabetes mellitus (T2DM). METHODS: A total of 506 patients with T2DM participated in the study. Polymerase chain reaction-restriction fragment length polymorphism was used to analyze BsmI and ApaI polymorphisms; the genotypes were presented as BB, Bb, or bb for BsmI and AA, Aa, or aa for ApaI. Obesity was defined using the body mass index (BMI) with a cutoff level of 25 kg/m2. RESULTS: The prevalence of obesity was higher in patients with the bb genotype than in those with BB or Bb genotypes (48.4% vs 33.9%, P = 0.031). The mean BMI was 25.2 ± 3.5 kg/m2 in patients with bb genotype and 24.1 ± 3.1 kg/m2 in patients with BB or Bb genotypes. Patients with Aa or aa genotypes showed a higher prevalence of obesity than patients with AA genotype (47.6% vs 26.1%, P = 0.043). Glycemic control parameters and lipid profiles did not show significant differences with either polymorphism. CONCLUSION: To our knowledge, this is the first study to assess the association between VDR polymorphisms and obesity in Korean patients with T2DM. Further studies in larger populations and multiethnic cohorts are needed to validate our findings.

15.
Diabetes Ther ; 12(1): 159-170, 2021 Jan.
Article in English | MEDLINE | ID: mdl-33098564

ABSTRACT

INTRODUCTION: A psychometric analysis on type 2 diabetic (T2D) patients was performed to assess whether glycated hemoglobin (HbA1c) levels were dependent upon either the psychologic or economic attitude toward the use of insulin as a treatment for their diabetic condition. METHODS: A cross-sectional study was designed using 271 patients with T2D who regularly visited a tertiary referral hospital in South Korea from June 2019 to December 2019. Each patient enrolled in this protocol was treated with insulin for at least 6 months, had recordings of their plasma HbA1c measurement, and completed validated questionnaires consisting of items focusing on patient attitudes toward insulin use [Insulin Treatment Appraisal Scale (ITAS)] and cost-related issues related to diabetic supply purchase. Multiple regression analyses were performed to determine the association between their HbA1c and each item on the questionnaires. RESULTS: In both males and females, there was a significant association (P < 0.05) between HbA1c levels and multiple items on the ITAS questionnaire, which are generally regarded as a negative perception (ITAS 1 "personal failure" and ITAS 2 "illness severity" in males and ITAS 12 "expected harm" and ITAS 15 "restrictiveness" in females). In females, however, not all perceptions were negative, since one item (ITAS 8 "anticipated effect") was correlated with the measurement of a lower HbA1c level (- 0.495 ± 0.211, P < 0.05). There was no association between the levels of HbA1c and the cost of insulin or associated diabetic supplies. Since only a few patients in this study chose to reduce their drug dosing because of cost, the resistance to using insulin is likely not driven by economic reasons. CONCLUSION: The psychometric results of the ITAS suggested that HbA1c levels were directly associated with a positive attitude of the patient to willingly use insulin for therapy. The cost of the insulin therapy was not associated with HbA1c levels. These findings in the Korean population suggest that continued education is needed to ensure that T2D patients have a reinforced positive psychology toward the use of insulin in the control of their glycemia.

16.
Materials (Basel) ; 13(13)2020 Jun 27.
Article in English | MEDLINE | ID: mdl-32605042

ABSTRACT

The static elastic modulus (Ec) and compressive strength (fc) are critical properties of concrete. When determining Ec and fc, concrete cores are collected and subjected to destructive tests. However, destructive tests require certain test permissions and large sample sizes. Hence, it is preferable to predict Ec using the dynamic elastic modulus (Ed), through nondestructive evaluations. A resonance frequency test performed according to ASTM C215-14 and a pressure wave (P-wave) measurement conducted according to ASTM C597M-16 are typically used to determine Ed. Recently, developments in transducers have enabled the measurement of a shear wave (S-wave) velocities in concrete. Although various equations have been proposed for estimating Ec and fc from Ed, their results deviate from experimental values. Thus, it is necessary to obtain a reliable Ed value for accurately predicting Ec and fc. In this study, Ed values were experimentally obtained from P-wave and S-wave velocities in the longitudinal and transverse modes; Ec and fc values were predicted using these Ed values through four machine learning (ML) methods: support vector machine, artificial neural networks, ensembles, and linear regression. Using ML, the prediction accuracy of Ec and fc was improved by 2.5-5% and 7-9%, respectively, compared with the accuracy obtained using classical or normal-regression equations. By combining ML methods, the accuracy of the predicted Ec and fc was improved by 0.5% and 1.5%, respectively, compared with the optimal single variable results.

17.
J Korean Med Sci ; 35(23): e179, 2020 Jun 15.
Article in English | MEDLINE | ID: mdl-32537951

ABSTRACT

BACKGROUND: We investigated the relationship between clinical features of diabetic retinopathy (DR) and systemic factors in patients with newly diagnosed type II diabetes mellitus (T2DM). METHODS: Retrospective review of newly diagnosed T2DM-patients who underwent complete ophthalmic examinations at the time of T2DM diagnosis were conducted. We reviewed DM related systemic factor data and investigated systemic factors related to the presence of DR at T2DM diagnosis. In DR patients, the relationship between DR severity and systemic factors was analyzed. RESULTS: Of 380 patients, forty (10.53%) patients had DR at the initial ophthalmologic examination. Glycated hemoglobin (HbA1C), fasting plasma glucose (FPG), urine albumin to creatinine ratio (UACR), and urine microalbumin level were significantly higher in DR patients than in patients without DR. In the multivariate logistic regression analysis, high HbA1C was a significant risk factor for the presence of DR at new T2DM diagnosis (odds ratio, 2.372; P < 0.001). HbA1C, FPG, UACR, and urine microalbumin level showed significantly positive correlations with DR severity . CONCLUSION: In patients with newly diagnosed T2DM, 10.53% have DR at initial ophthalmologic examination and high HbA1C, FPG, UACR and urine microalbumin levels. These factors are significantly positively correlated with DR severity. Therefore, more careful fundus examination is needed for newly diagnosed T2DM patients with high HbA1C, FPG, UACR, and urine microalbumin levels.


Subject(s)
Diabetes Mellitus, Type 2/diagnosis , Diabetic Retinopathy/diagnosis , Adult , Albumins/analysis , Blood Glucose/analysis , Creatinine/urine , Diabetes Mellitus, Type 2/complications , Diabetic Retinopathy/etiology , Female , Glycated Hemoglobin/analysis , Humans , Male , Middle Aged , Odds Ratio , Proportional Hazards Models , Retrospective Studies , Risk Factors , Severity of Illness Index
18.
Diab Vasc Dis Res ; 17(1): 1479164119888475, 2020.
Article in English | MEDLINE | ID: mdl-31775533

ABSTRACT

AIM: The aim of this study was to investigate the association between the transcription factor 7-like 2 gene (TCF7L2) rs7903146 polymorphism and peripheral arterial disease in type 2 diabetes. METHODS: In total, 1818 Korean type 2 diabetes patients were enrolled from January 2013 to December 2017. Subjects were categorized into two groups according to their duration of type 2 diabetes: long (⩾10 years, n = 771) and short (<10 years, n = 1047) durations. A multivariate logistic regression model was used for assuming an additive effect on peripheral arterial disease for the presence of a variant allele in TCF7L2 rs7903146. RESULTS: The frequency of the minor T-allele was 7.6% (n = 139), and this allele was significantly associated with a 2.6-fold higher risk of peripheral arterial disease (odds ratio = 2.595, 95% confidence interval = 1.177-5.722, p = 0.018) in patients exhibiting a long duration of type 2 diabetes (⩾10 years). This result was significant after adjusting for age, sex, body mass index, familial history of diabetes, smoking, duration of diabetes and laboratory measurements, which included glycated haemoglobin, fasting plasma glucose and lipid profiles. In patients with diabetes < 10 years, there was no significant association between TCF7L2 rs7903146 and peripheral arterial disease (odds ratio = 1.233, 95% confidence interval = 0.492-3.093, p = 0.655). CONCLUSION: Our results provide evidence that genetic variation in TCF7L2 rs7903146 could increase risk for peripheral arterial disease in patients exhibiting long-standing type 2 diabetes.


Subject(s)
Diabetes Mellitus, Type 2/genetics , Diabetic Angiopathies/genetics , Peripheral Arterial Disease/genetics , Polymorphism, Single Nucleotide , Transcription Factor 7-Like 2 Protein/genetics , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/epidemiology , Diabetic Angiopathies/diagnosis , Diabetic Angiopathies/epidemiology , Female , Gene Frequency , Genetic Association Studies , Genetic Predisposition to Disease , Humans , Male , Peripheral Arterial Disease/diagnosis , Peripheral Arterial Disease/epidemiology , Prevalence , Republic of Korea/epidemiology , Risk Assessment , Risk Factors , Time Factors
19.
J Korean Med Sci ; 34(24): e171, 2019 Jun 24.
Article in English | MEDLINE | ID: mdl-31222984

ABSTRACT

BACKGROUND: Diabetic nephropathy (DN) is the most serious microvascular complication of diabetes mellitus and is one of the leading causes of end stage renal failure. In previous studies, the contribution of genetic susceptibility to DN showed inconsistent results. In this study, we investigated the association between the solute carrier family 2 facilitated glucose transporter member 1 (SLC2A1) HaeIII polymorphism and DN in Korean patients with type 2 diabetes mellitus (T2DM) according to disease duration. METHODS: A total of 846 patients with T2DM (mean age, 61.3 ± 12.3 years; mean duration of T2DM, 10.3 ± 7.9 years; 55.3% men) who visited the Chungbuk National University Hospital were investigated. The HaeIII polymorphism of the SLC2A1 gene was determined by the real time polymerase chain reaction method. Genotyping results were presented as GG, AG, or AA. A subgroup analysis was performed according to duration of T2DM (≤ 10 years, > 10 years). RESULTS: The AG + AA genotype showed a significantly higher risk of DN compared with the GG genotype in patients with a type 2 DM duration less than 10 years (12.4% vs. 4.2%; P < 0.001). No significant differences were observed in terms of other diabetic complications, including retinopathy, peripheral neuropathy, cardiovascular disease, cerebrovascular disease or peripheral artery disease, according to the genotypes of the SLC2A1 HaeIII polymorphism. CONCLUSION: The SLC2A1 HaeIII polymorphism was associated with DN in Korean patients with T2DM, particularly in the group with a relatively short disease duration.


Subject(s)
Diabetes Mellitus, Type 2/diagnosis , Diabetic Nephropathies/diagnosis , Glucose Transporter Type 1/genetics , Aged , Alleles , Diabetes Mellitus, Type 2/complications , Diabetic Nephropathies/complications , Female , Genotype , Humans , Logistic Models , Male , Middle Aged , Polymorphism, Single Nucleotide , Republic of Korea , Risk Factors
20.
Diabetes Res Clin Pract ; 151: 65-73, 2019 May.
Article in English | MEDLINE | ID: mdl-30954510

ABSTRACT

AIMS: To directly compare the effectiveness and safety between two distinct sodium-glucose co-transporter 2 (SGLT2) inhibitors, empagliflozin and dapagliflozin, as part of a quadruple oral antidiabetic agents (OADs) in patients with inadequately controlled type 2 diabetes (T2D). METHODS: This study was an open-labeled, prospective, 52-week study conducted in T2D patients with glycated hemoglobin (HbA1c) ranging 7.5-12.0% with metformin, glimepiride and dipeptidyl peptidase-4 inhibitors. Patients were divided into either empagliflozin (25 mg/day) or dapagliflozin (10 mg/day). The outcome measures included changes in HbA1c, fasting plasma glucose (FPG), and cardiometabolic variables and the safety profiles. RESULTS: In total, 350 patients were enrolled with empagliflozin (n = 176) and dapagliflozin (n = 174), respectively. After 52 weeks, both groups showed significant reductions in HbA1c and FPG, but the reduction was greater in the empagliflozin group (P < 0.001). Both groups showed significantly decreased blood pressure and body weight and high-density lipoprotein cholesterol levels were increased in the empagliflozin (between groups, P = 0.035). Both groups showed similar safety profiles. CONCLUSIONS: Our study demonstrated that SGLT2 inhibitors can be effectively used as a fourth OAD in T2D patients who are treated with three other OADs. More specifically, empagliflozin was more effective in reducing HbA1c and improving other cardiometabolic parameters than dapagliflozin. Clinical Trial Number NCT03748810 (ClinicalTrials.gov).


Subject(s)
Benzhydryl Compounds/therapeutic use , Diabetes Mellitus, Type 2/drug therapy , Dipeptidyl-Peptidase IV Inhibitors/therapeutic use , Drug Therapy, Combination/methods , Glucosides/therapeutic use , Hypoglycemic Agents/therapeutic use , Metformin/therapeutic use , Sulfonylurea Compounds/therapeutic use , Adolescent , Adult , Aged , Aged, 80 and over , Benzhydryl Compounds/pharmacology , Dipeptidyl-Peptidase IV Inhibitors/pharmacology , Double-Blind Method , Female , Glucosides/pharmacology , Humans , Hypoglycemic Agents/pharmacology , Male , Metformin/pharmacology , Middle Aged , Prospective Studies , Sulfonylurea Compounds/pharmacology , Young Adult
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