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1.
Diabetes Obes Metab ; 25(5): 1261-1270, 2023 05.
Article in English | MEDLINE | ID: mdl-36635232

ABSTRACT

AIM: To demonstrate the gain in predictive performance when cardiovascular disease (CVD) risk prediction tools (RPTs) incorporate repeated rather than only single measurements of risk factors. MATERIALS AND METHODS: We used data from the Exenatide Study of Cardiovascular Event Lowering (EXSCEL) trial to compare the quality of predictions of future major adverse cardiovascular events (MACE) with the Cox proportional hazards model (using single values of risk factors) compared to the Bayesian joint model (using repeated measures of risk factors). The risk of MACE was calculated in patients with type 2 diabetes with and without established CVD. We assessed the predictive ability of the following cardiovascular risk factors: glycated haemoglobin, high-density lipoprotein cholesterol (HDL-C), non-HDL-C, triglycerides, estimated glomerular filtration rate, low-density lipoprotein cholesterol (LDL-C), total cholesterol, and systolic blood pressure (SBP) using the time-dependent area under the receiver-operating characteristic curve (aROC) for discrimination and the time-dependent Brier score for calibration. RESULTS: In participants without history of CVD, the aROC of SBP increased from 0.62 to 0.69 when repeated rather than only single measurements of SBP were incorporated into the predictive model. Similarly, the aROC increased from 0.67 to 0.80 when repeated rather than only single measurements of both SBP and LDL-C were incorporated into the predictive model. For all other investigated cardiovascular risk factors, the measures of discrimination and calibration both improved when using the joint model as compared to the Cox proportional hazards model. The improvement was evident in participants with and without history of CVD but was more pronounced in the latter group. CONCLUSIONS: The analysis demonstrates that the joint modelling approach, considering trajectories of cardiovascular risk factors, provides superior predictive performance compared to standard RPTs that use only a single timepoint.


Subject(s)
Cardiovascular Diseases , Diabetes Mellitus, Type 2 , Humans , Bayes Theorem , Cardiovascular Diseases/complications , Cardiovascular Diseases/epidemiology , Cholesterol, HDL , Cholesterol, LDL , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Risk Factors
2.
Diabetes Obes Metab ; 24(1): 61-71, 2022 01.
Article in English | MEDLINE | ID: mdl-34514692

ABSTRACT

AIM: To report the results of a 104-week extension to a 52-week study in which dapagliflozin plus saxagliptin (DAPA+SAXA) improved glycaemic control, liver fat and metabolic variables compared with glimepiride (GLIM) in participants with type 2 diabetes (T2D) receiving background metformin. MATERIALS AND METHODS: This extension to a 52-week global, multicentre, parallel-group, active-controlled, double-blind study (NCT02419612) continued randomized participants (1:1) on DAPA+SAXA (10/5 mg) plus placebo, or GLIM (1-6 mg) plus placebo, once daily. Eligible participants were aged ≥18 years, had T2D (glycated haemoglobin [HbA1c] 58.5-91.3 mmol/mol [7.5%-10.5%]), and a body mass index of 20.0 to 45.0 kg/m2 , and were receiving metformin (MET; ≥1500 mg/d). Key outcomes were: requirement for treatment intensification, based on HbA1c ≥53 mmol/mol (7%); achieving therapeutic glycaemic response; and changes in adipose tissue and liver fat on magnetic resonance imaging in a substudy. RESULTS: Overall, 382 participants entered and 338 completed the 104-week extension period (MRI substudy, n = 82). The need for treatment intensification during the 156-week period was lower for DAPA+SAXA+MET (37.0%) than GLIM+MET (55.6%; hazard ratio 0.52, 95% confidence interval [CI] 0.39-0.68; P < 0.001). At week 156, 21.4% of DAPA+SAXA+MET versus 11.7% of GLIM+MET participants achieved therapeutic glycaemic response (HbA1c <53 mmol/mol; odds ratio 2.1, 95% CI 1.23-3.42; P = 0.006). DAPA+SAXA+MET led to greater adjusted mean reductions from baseline in liver fat and visceral and subcutaneous adipose tissue volumes versus GLIM+MET at week 122 (least-squares mean difference from GLIM+MET -4.89%, -0.41 L and -0.44 L, respectively; nominal P values ≤ 0.008). Safety was consistent with that of the monocomponents. CONCLUSIONS: Overall, glycaemic control, metabolic benefits and efficacy were better maintained with DAPA+SAXA+MET than with GLIM+MET in T2D.


Subject(s)
Diabetes Mellitus, Type 2 , Metformin , Adamantane/analogs & derivatives , Adipose Tissue/diagnostic imaging , Adolescent , Adult , Benzhydryl Compounds/therapeutic use , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Dipeptides , Double-Blind Method , Drug Therapy, Combination/adverse effects , Glucosides , Glycated Hemoglobin , Humans , Hypoglycemic Agents/adverse effects , Liver/diagnostic imaging , Magnetic Resonance Imaging , Metformin/therapeutic use , Sulfonylurea Compounds , Treatment Outcome
3.
Circulation ; 141(17): 1360-1370, 2020 04 28.
Article in English | MEDLINE | ID: mdl-32098501

ABSTRACT

BACKGROUND: EXSCEL (Exenatide Study of Cardiovascular Event Lowering) assessed the impact of once-weekly exenatide 2 mg versus placebo in patients with type 2 diabetes mellitus, while aiming for glycemic equipoise. Consequently, greater drop-in of open-label glucose-lowering medications occurred in the placebo group. Accordingly, we explored the potential effects of their unbalanced use on major adverse cardiovascular events (MACE), defined as cardiovascular death, nonfatal myocardial infarction or nonfatal stroke, and all-cause mortality (ACM), given that some of these agents are cardioprotective. METHODS: Cox hazard models were performed by randomized treatment for drug classes where >5% open-label drop-in glucose-lowering medication occurred, and for glucagon-like peptide-1 receptor agonists (GLP-1 RAs; 3.0%) using three methodologies: drop-in visit right censoring, inverse probability for treatment weighting (IPTW), and applying drug class risk reductions. RESULTS: Baseline glucose-lowering medications for the 14 752 EXSCEL participants (73.1% with previous cardiovascular disease) did not differ between treatment groups. During median 3.2 years follow-up, open-label drop-in occurred in 33.4% of participants, more frequently with placebo than exenatide (38.1% versus 28.8%), with metformin (6.1% versus 4.9%), sulfonylurea (8.7% versus 6.9%), dipeptidyl peptidase-4 inhibitors (10.6% versus 7.5%), SGLT-2i (10.3% versus 8.1%), GLP-1 RA (3.4% versus 2.4%), and insulin (13.8% versus 9.4%). The MACE effect size was not altered meaningfully by right censoring, but the favorable HR for exenatide became nominally significant in the sulfonylurea and any glucose-lowering medication groups, while the ACM HR and p-values were essentially unchanged. IPTW decreased the MACE HR from 0.91 (P=0.061) to 0.85 (P=0.008) and the ACM HR from 0.86 (P=0.016) to 0.81 (P=0.012). Application of literature-derived risk reductions showed no meaningful changes in MACE or ACM HRs or P values, although simulations of substantially greater use of drop-in cardioprotective glucose-lowering agents demonstrated blunting of signal detection. CONCLUSIONS: EXSCEL-observed HRs for MACE and ACM remained robust after right censoring or application of literature-derived risk reductions, but the exenatide versus placebo MACE effect size and statistical significance were increased by IPTW. Effects of open-label drop-in cardioprotective medications need to be considered carefully when designing, conducting, and analyzing cardiovascular outcome trials of glucose-lowering agents under the premise of glycemic equipoise. Registration: URL: https://www.clinicaltrials.gov; Unique identifier: NCT01144338.


Subject(s)
Blood Glucose/metabolism , Diabetes Complications , Diabetes Mellitus, Type 2 , Myocardial Infarction , Stroke , Aged , Diabetes Complications/blood , Diabetes Complications/mortality , Diabetes Complications/prevention & control , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/mortality , Female , Follow-Up Studies , Humans , Hypoglycemic Agents , Male , Middle Aged , Myocardial Infarction/blood , Myocardial Infarction/mortality , Myocardial Infarction/prevention & control , Risk Assessment , Risk Factors , Stroke/blood , Stroke/mortality , Stroke/prevention & control
4.
Diabet Med ; 38(10): e14552, 2021 10.
Article in English | MEDLINE | ID: mdl-33690915

ABSTRACT

AIMS: Although models exist to predict amputation among people with type 2 diabetes with foot ulceration or infection, we aimed to develop a prediction model for a broader range of major adverse limb events (MALE)-including gangrene, revascularization and amputation-among individuals with type 2 diabetes. METHODS: In a post-hoc analysis of data from the Exenatide Study of Cardiovascular Event Lowering (EXSCEL) trial, we compared participants who experienced MALE with those who did not. A multivariable model was constructed and translated into a risk score. RESULTS: Among the 14,752 participants with type 2 diabetes in EXSCEL, 3.6% experienced MALE. Characteristics associated with increased risk of MALE were peripheral artery disease (PAD) (HRadj 4.83, 95% CI: 3.94-5.92), prior foot ulcer (HRadj 2.16, 95% CI: 1.63-2.87), prior amputation (HRadj 2.00, 95% CI: 1.53-2.64), current smoking (HRadj 2.00, 95% CI: 1.54-2.61), insulin use (HRadj 1.86, 95% CI: 1.52-2.27), coronary artery disease (HRadj 1.67, 95% CI: 1.38-2.03) and male sex (HRadj 1.64, 95% CI: 1.31-2.06). Cerebrovascular disease, former smoking, age, glycated haemoglobin, race and neuropathy were also associated significantly with MALE after adjustment. A risk score ranging from 6 to 96 points was constructed, with a C-statistic of 0.822 (95% CI: 0.803-0.841). CONCLUSIONS: The majority of MALE occurred among participants with PAD, but participants without a history of PAD also experienced MALE. A risk score with good performance was generated. Although it requires validation in an external dataset, this risk score may be valuable in identifying patients requiring more intensive care and closer follow-up.


Subject(s)
Cardiovascular Diseases/etiology , Cardiovascular Diseases/prevention & control , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Diabetic Foot/epidemiology , Diabetic Foot/etiology , Exenatide/therapeutic use , Hypoglycemic Agents/economics , Hypoglycemic Agents/therapeutic use , Aged , Amputation, Surgical , Cohort Studies , Diabetic Foot/surgery , Female , Gangrene , Glycated Hemoglobin , Humans , Male , Middle Aged , Peripheral Arterial Disease , Randomized Controlled Trials as Topic , Risk Factors , Sex Factors , Vascular Surgical Procedures
5.
Diabetes Obes Metab ; 23(7): 1496-1504, 2021 07.
Article in English | MEDLINE | ID: mdl-33620762

ABSTRACT

AIM: To examine the long-term efficacy and safety of dapagliflozin, a sodium-glucose co-transporter-2 (SGLT2) inhibitor used to treat type 1 diabetes, in the Japanese subpopulation of the DEPICT-2 study. MATERIALS AND METHODS: Patients with type 1 diabetes were randomized to dapagliflozin 5 mg (n = 55), dapagliflozin 10 mg (n = 41) or placebo (n = 58) plus insulin for a 24-week, double-blind period followed by a 28-week, single-blind extension phase. RESULTS: From baseline to 24 weeks, dapagliflozin reduced HbA1c compared with placebo (mean change of -0.58% and -0.80% for 5 and 10 mg, respectively), and an HbA1c reduction was observed up to 52 weeks. Compared with placebo, dapagliflozin 5 and 10 mg increased the proportion of patients achieving HbA1c reductions of 0.5% or more without severe hypoglycaemia events and reduced glycaemic variability assessed via continuous glucose monitoring. Both dapagliflozin doses decreased body weight and total daily insulin dose at 24 weeks compared with placebo; these reductions were maintained up to 52 weeks. Diabetic ketoacidosis occurred in both dapagliflozin groups (one and two cases, respectively) but not with placebo. CONCLUSIONS: Efficacy and safety results from the Japanese subpopulation of the DEPICT-2 study were generally consistent with those from the overall population, indicating that long-term dapagliflozin adjunct to insulin therapy improves glycaemic control without an increased risk of hypoglycaemia but with a risk of diabetic ketoacidosis in Japanese patients with type 1 diabetes.


Subject(s)
Diabetes Mellitus, Type 1 , Benzhydryl Compounds/adverse effects , Blood Glucose , Blood Glucose Self-Monitoring , Diabetes Mellitus, Type 1/drug therapy , Double-Blind Method , Drug Therapy, Combination , Glucosides , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/adverse effects , Insulin/therapeutic use , Japan/epidemiology , Single-Blind Method , Treatment Outcome
6.
Diabetes Obes Metab ; 23(2): 549-560, 2021 02.
Article in English | MEDLINE | ID: mdl-33145944

ABSTRACT

AIM: To evaluate the efficacy and safety of adjunct dapagliflozin therapy in patients with type 1 diabetes (T1D). MATERIALS AND METHODS: DEPICT-1 and -2 were randomized, double-blind, parallel-group, 24-week studies, with 28-week extension periods. Adults with T1D and HbA1c 7.5%-10.5% were randomized (1:1:1) to receive dapagliflozin 5 mg, 10 mg or placebo. The short- and long-term efficacy and safety of dapagliflozin were examined in an exploratory pooled analysis of both studies. RESULTS: Efficacy analyses included 530, 529 and 532 and safety analysis included 548, 566 and 532 patients in the dapagliflozin 5 mg, 10 mg and placebo groups, respectively. Baseline characteristics were similar between treatment groups. At week 24, reductions were seen with dapagliflozin 5 and 10 mg compared with placebo in HbA1c (-0.40%, -0.43% vs. 0.00%) and body weight (-2.45, -2.91 vs. 0.11 kg). HbA1c and body weight reductions versus placebo were also seen after 52 weeks of treatment. There was no imbalance in occurrence of severe hypoglycaemic events between groups. The proportion of patients experiencing definite diabetic ketoacidosis (DKA) was higher with dapagliflozin 5 mg (4.0%) and 10 mg (3.5%) compared with placebo (1.1%) over 52 weeks; most events were of mild or moderate severity, and all resolved with treatment. CONCLUSIONS: Over 52 weeks, dapagliflozin provided glycaemic and weight benefits, with no increased frequency of severe hypoglycaemia compared with placebo. More DKA events were reported with dapagliflozin than placebo, highlighting the importance of appropriate patient selection, education and risk-mitigation strategies.


Subject(s)
Diabetes Mellitus, Type 1 , Adult , Benzhydryl Compounds/adverse effects , Diabetes Mellitus, Type 1/drug therapy , Double-Blind Method , Drug Therapy, Combination , Glucosides/adverse effects , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/adverse effects , Treatment Outcome
7.
Entropy (Basel) ; 23(2)2021 Jan 22.
Article in English | MEDLINE | ID: mdl-33499278

ABSTRACT

Software products in the market are changing due to changes in business processes, technology, or new requirements from the customers. Maintainability of legacy systems has always been an inspiring task for the software companies. In order to determine whether the software requires maintainability by reverse engineering or by forward engineering approach, a system assessment was done from diverse perspectives: quality, business value, type of errors, etc. In this research, the changes required in the existing software components of the legacy system were identified using a supervised learning approach. New interfaces for the software components were redesigned according to the new requirements and/or type of errors. Software maintainability was measured by applying a machine learning technique, i.e., Naïve Bayes classifier. The dataset was designed based on the observations such as component state, successful or error type in the component, line of code of error that exists in the component, component business value, and changes required for the component or not. The results generated by the Waikato Environment for Knowledge Analysis (WEKA) software confirm the effectiveness of the introduced methodology with an accuracy of 97.18%.

8.
Circulation ; 140(20): 1613-1622, 2019 11 12.
Article in English | MEDLINE | ID: mdl-31542942

ABSTRACT

BACKGROUND: Once-weekly exenatide (EQW) had a neutral effect on hospitalization for heart failure (HHF) in the EXSCEL study (Exenatide Study of Cardiovascular Event Lowering), with no differential treatment effect on major adverse cardiac events by baseline heart failure (HF) status. EQW's effects on secondary end points based on HHF status have not been reported. The objective was to explore the effects of EQW on secondary end points in patients with and without baseline HF and test the effects of EQW on recurrent HHF events. METHODS: The prespecified analysis of the randomized controlled EXSCEL trial, which enrolled patients with type 2 diabetes mellitus with and without additional cardiovascular disease, analyzed EQW effects on all-cause death, each major adverse cardiac event component, first HHF, and repeat HHF, by baseline HF status (regardless of ejection fraction). A subgroup analysis of the population stratified by preserved or reduced baseline ejection fraction was performed. RESULTS: Of 14 752 EXSCEL participants, 2389 (16.2%) had HF at baseline. Compared with those without HF at baseline, patients with preexisting HF were older, and more likely to be male and white, with a higher burden of other cardiovascular diseases. Overall, those assigned to EQW had a lower incidence of all-cause death (hazard ratio [HR], 0.86 [95% CI, 0.77-0.97]) and the composite outcome of all-cause death or HHF (HR, 0.89 [95% CI, 0.80-0.99]). When stratified by presence or absence of baseline HF, there was no observed reduction in all-cause death with EQW with baseline HF (HR, 1.05 [95% CI, 0.85-1.29]), while the risk of mortality was reduced with EQW in the no-HF group (HR, 0.79 [95% CI, 0.68-0.92]) with an interaction P value of 0.031. The reduction in all-cause death or HHF seen with EQW in patients without baseline HF (HR, 0.81 [95% CI, 0.71-0.93]) was not seen in patients with baseline HF (HR, 1.07 [95% CI, 0.89-1.29]; interaction P=0.015). First, plus recurrent, HHF was reduced in the exenatide group versus placebo (HR, 0.82 [95% CI, 0.68-0.99]; P=0.038). CONCLUSIONS: In EXSCEL, the use of EQW in patients with or without HF was well tolerated, but benefits of EQW on reduction in all-cause death and first hospitalization for HF were attenuated in patients with baseline HF. CLINICAL TRIAL REGISTRATION: https://www.clinicaltrials.gov. Unique identifier: NCT01144338.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Exenatide/administration & dosage , Heart Failure/drug therapy , Hypoglycemic Agents/administration & dosage , Incretins/administration & dosage , Aged , Cause of Death , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/mortality , Disease Progression , Drug Administration Schedule , Exenatide/adverse effects , Female , Heart Failure/diagnosis , Heart Failure/mortality , Heart Failure/physiopathology , Humans , Hypoglycemic Agents/adverse effects , Incretins/adverse effects , Male , Middle Aged , Patient Admission , Risk Factors , Time Factors , Treatment Outcome
9.
N Engl J Med ; 377(13): 1228-1239, 2017 09 28.
Article in English | MEDLINE | ID: mdl-28910237

ABSTRACT

BACKGROUND: The cardiovascular effects of adding once-weekly treatment with exenatide to usual care in patients with type 2 diabetes are unknown. METHODS: We randomly assigned patients with type 2 diabetes, with or without previous cardiovascular disease, to receive subcutaneous injections of extended-release exenatide at a dose of 2 mg or matching placebo once weekly. The primary composite outcome was the first occurrence of death from cardiovascular causes, nonfatal myocardial infarction, or nonfatal stroke. The coprimary hypotheses were that exenatide, administered once weekly, would be noninferior to placebo with respect to safety and superior to placebo with respect to efficacy. RESULTS: In all, 14,752 patients (of whom 10,782 [73.1%] had previous cardiovascular disease) were followed for a median of 3.2 years (interquartile range, 2.2 to 4.4). A primary composite outcome event occurred in 839 of 7356 patients (11.4%; 3.7 events per 100 person-years) in the exenatide group and in 905 of 7396 patients (12.2%; 4.0 events per 100 person-years) in the placebo group (hazard ratio, 0.91; 95% confidence interval [CI], 0.83 to 1.00), with the intention-to-treat analysis indicating that exenatide, administered once weekly, was noninferior to placebo with respect to safety (P<0.001 for noninferiority) but was not superior to placebo with respect to efficacy (P=0.06 for superiority). The rates of death from cardiovascular causes, fatal or nonfatal myocardial infarction, fatal or nonfatal stroke, hospitalization for heart failure, and hospitalization for acute coronary syndrome, and the incidence of acute pancreatitis, pancreatic cancer, medullary thyroid carcinoma, and serious adverse events did not differ significantly between the two groups. CONCLUSIONS: Among patients with type 2 diabetes with or without previous cardiovascular disease, the incidence of major adverse cardiovascular events did not differ significantly between patients who received exenatide and those who received placebo. (Funded by Amylin Pharmaceuticals; EXSCEL ClinicalTrials.gov number, NCT01144338 .).


Subject(s)
Cardiovascular Diseases/complications , Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/administration & dosage , Peptides/administration & dosage , Venoms/administration & dosage , Aged , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/mortality , Cardiovascular Diseases/prevention & control , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Double-Blind Method , Drug Administration Schedule , Exenatide , Female , Humans , Hypoglycemic Agents/adverse effects , Incidence , Injections, Subcutaneous , Kaplan-Meier Estimate , Least-Squares Analysis , Male , Middle Aged , Peptides/adverse effects , Venoms/adverse effects
10.
Diabetes Obes Metab ; 22(9): 1516-1526, 2020 09.
Article in English | MEDLINE | ID: mdl-32311204

ABSTRACT

AIM: To investigate the long-term efficacy and safety of dapagliflozin as an adjunct to adjustable insulin in adults with type 1 diabetes (T1D) and inadequate glycaemic control. MATERIALS AND METHODS: Dapagliflozin Evaluation in Patients with Inadequately Controlled Type 1 Diabetes (DEPICT-2) was a placebo-controlled, double-blind, multicentre, phase III study of adults with T1D (HbA1c 7.5%-10.5%) randomized (1:1:1) to receive dapagliflozin 5, 10 mg, or placebo. The efficacy and safety of dapagliflozin over 52 weeks were exploratory endpoints in this extension to DEPICT-2. RESULTS: Of 813 participants randomized, 88.2% completed the study. From baseline to 52 weeks, dapagliflozin 5 and 10 mg were associated with reduction in HbA1c (difference [95% CI] vs. placebo: -0.20% [-0.34, -0.06] and -0.25% [-0.38, -0.11], respectively) and adjusted mean percentage change in body weight (difference [95% CI] vs. placebo: -4.42% [-5.19, -3.64] and -4.86% [-5.63, -4.08], respectively). Serious adverse events were reported in the dapagliflozin 5, 10 mg, and placebo groups (32 [11.8%], 19 [7.0%] and 16 [5.9%], respectively). The proportion of hypoglycaemic events was similar across groups; severe hypoglycaemia was uncommon. More participants with events adjudicated as definite diabetic ketoacidosis (DKA) were in the dapagliflozin 5 and 10 mg groups versus placebo (11 [4.1%], 10 [3.7%] and 1 [0.4%], respectively); the majority of events were mild or moderate in severity and all were resolved with treatment. CONCLUSIONS: Dapagliflozin led to long-term reductions in HbA1c and body weight in adults with T1D, but increased DKA risk compared with placebo.


Subject(s)
Diabetes Mellitus, Type 1 , Adult , Benzhydryl Compounds , Diabetes Mellitus, Type 1/drug therapy , Drug Therapy, Combination , Glucosides/adverse effects , Glycated Hemoglobin/analysis , Humans
11.
Diabetes Obes Metab ; 22(11): 2151-2160, 2020 11.
Article in English | MEDLINE | ID: mdl-32691513

ABSTRACT

AIM: The DEPICT-1 and -2 studies (NCT02268214, NCT02460978) evaluated the efficacy and safety of dapagliflozin in individuals with type 1 diabetes who were receiving intensive insulin therapy. The DEPICT-1 and -2 studies (NCT02268214, NCT02460978) evaluated the efficacy and safety of dapagliflozin in individuals with type 1 diabetes. This post-hoc study investigated the safety and efficacy of dapagliflozin in individuals with BMI ≥27 kg/m2 to assess if the benefit/risk ratio associated with dapagliflozin treatment can be further improved than that observed in the overall DEPICT population. METHODS: Changes in glycated haemoglobin (HbA1c) and body weight, percentage change in daily insulin dose and proportion of participants achieving HbA1c reduction ≥0.5% without severe hypoglycaemia were evaluated at weeks 24 and 52. Changes in mean interstitial glucose, mean amplitude of glycaemic excursions and time in target glycaemic range were evaluated at week 24. Safety was assessed until week 56. RESULTS: Week-52 adjusted mean (SE) change from baseline for HbA1c was -0.26% (0.05) with dapagliflozin versus +0.08% (0.05) with placebo and for body weight was -2.74 kg (0.25) with dapagliflozin versus +0.81 kg (0.26) with placebo. Mean (SE) percentage change in daily insulin dose was -10.5% (1.23) with dapagliflozin versus -1.4% (1.36) with placebo. Time spent in target glycaemic range increased by 2.2 h/day versus placebo. Dapagliflozin was well tolerated, with fewer participants experiencing diabetic ketoacidosis (dapagliflozin, 1.7%; placebo, 1.0%) than dapagliflozin 5 mg receiving participants in the pooled DEPICT populations. CONCLUSIONS: Compared with the pooled DEPICT population, the benefit/risk profile of adjunct dapagliflozin therapy was more favourable in individuals with type 1 diabetes with body mass index ≥27 kg/m2 because of the reduced risk of diabetic ketoacidosis in this population.


Subject(s)
Diabetes Mellitus, Type 1 , Benzhydryl Compounds , Body Mass Index , Diabetes Mellitus, Type 1/complications , Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 1/epidemiology , Glucosides/adverse effects , Humans , Hypoglycemic Agents/adverse effects
12.
J Surg Oncol ; 122(2): 144-154, 2020 Aug.
Article in English | MEDLINE | ID: mdl-32346902

ABSTRACT

Over the past two decades, gene expression profiling of breast cancer has emerged as an important tool in early-stage breast cancer management. The approach provides important information on underlying biological mechanisms, breast cancer classification, future risk potential of developing recurrent metastatic disease, and provides beneficial clues for adjuvant chemotherapy in hormone receptor (HR) positive breast cancer. Of the commercially available genomic tests for breast cancer, the prognostic and predictive value of 21-gene recurrence score tests have been validated using both retrospective data and prospective clinical trials. In this paper, we reviewed the current evidence on 21-gene expression profiles for HR-positive HER2-negative early-stage breast cancer management. We show that current evidence supports endocrine therapy alone as an appropriate adjuvant systemic therapy for approximately 70% of women with HR-positive, HER2-negative, node-negative breast cancer. Evolving evidence also suggests that 21-gene recurrence scores have predictive values for node-positive breast cancer and that chemotherapy can be avoided in more than half of women with nodes 1 to 3 positive HR-positive breast cancer. Furthermore, retrospective data also supports the predictive role of 21-gene recurrence scores for adjuvant radiation therapy. A prospective trial in this area is ongoing.


Subject(s)
Breast Neoplasms/genetics , Breast Neoplasms/metabolism , Estrogen Receptor alpha/metabolism , Neoplasm Recurrence, Local/genetics , Receptors, Progesterone/metabolism , Breast Neoplasms/pathology , Female , Gene Expression Profiling , Genetic Testing , Humans , Neoplasm Recurrence, Local/metabolism , Neoplasm Recurrence, Local/pathology , Neoplasm Staging , Predictive Value of Tests
13.
Diabetes Obes Metab ; 21(4): 883-892, 2019 04.
Article in English | MEDLINE | ID: mdl-30499237

ABSTRACT

AIMS: To compare the efficacy and safety of an intensification strategy of early triple combination therapy with dapagliflozin (DAPA) plus saxagliptin (SAXA) to a dual therapy strategy with sitagliptin (SITA) in patients with type 2 diabetes who are inadequately controlled with metformin (MET) monotherapy. MATERIALS AND METHODS: This multinational, active-controlled, parallel-group phase 3b trial randomized 461 patients, at least 18 years of age, with glycated haemoglobin (HbA1c) of 8%-10.5% (64-91 mmol/mol), to either DAPA plus SAXA or SITA, added to MET, for a 26-week double-blind treatment period and an extension of a 26-week blinded treatment period. RESULTS: Mean (± SD) baseline HbA1c was 8.8% ± 0.9% (73.0 ± 9.3 mmol/mol). DAPA plus SAXA (n = 232) provided a greater reduction from baseline in HbA1c at Weeks 26 and 52 compared with SITA (n = 229) (adjusted mean ± SE change, Week 26: -1.41 ± 0.07% vs -1.07 ± 0.07% [-15.4 ± 0.8 mmol/mol vs 11.7 ± 0.8 mmol/mol]; P = 0.0008; Week 52: -1.29 ± 0.08% vs -0.81 ± 0.09% [14.1 ± 0.9 mmol/mol vs 8.9 ± 1.0 mmol/mol]). The between-group difference in adjusted mean (95% CI) change from baseline in HbA1c increased from -0.34 (-0.54, -0.14) at Week 26 to -0.48 (-0.71, -0.25) at Week 52. DAPA plus SAXA was generally well tolerated and the incidence of adverse events was similar in both treatment arms. CONCLUSIONS: Early intensification to triple therapy with DAPA plus SAXA results in better, more durable glycaemic control than addition of SITA only (dual therapy) in patients with high HbA1c levels who are uncontrolled with MET monotherapy.


Subject(s)
Adamantane/analogs & derivatives , Benzhydryl Compounds/therapeutic use , Diabetes Mellitus, Type 2/drug therapy , Dipeptides/therapeutic use , Glucosides/therapeutic use , Hypoglycemic Agents/therapeutic use , Metformin/therapeutic use , Sitagliptin Phosphate/therapeutic use , Adamantane/therapeutic use , Aged , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/metabolism , Double-Blind Method , Drug Therapy, Combination , Female , Glycated Hemoglobin/metabolism , Humans , Hypoglycemia/chemically induced , Male , Middle Aged , Treatment Outcome
14.
Diabetes Obes Metab ; 20(1): 165-172, 2018 01.
Article in English | MEDLINE | ID: mdl-28685973

ABSTRACT

AIMS: To simplify administration of aqueous exenatide once weekly, which requires reconstitution, the exenatide microspheres have been reformulated in a ready-to-use autoinjector with a Miglyol diluent (exenatide QWS-AI). This study compared the efficacy and safety of exenatide QWS-AI with the first-in-class glucagon-like peptide-1 receptor agonist exenatide twice daily (BID). MATERIALS AND METHODS: This randomized, open-label, controlled study in patients with type 2 diabetes using diet and exercise or taking stable oral glucose-lowering medication randomized patients 3:2 to either exenatide QWS-AI (2 mg) or exenatide BID (10 µg) for 28 weeks. The primary outcome was the 28-week change in glycated haemoglobin (HbA1c). A subset of patients completed a standardized meal test for postprandial and pharmacokinetic assessments. RESULTS: A total of 375 patients (mean HbA1c, 8.5% [69 mmol/mol]; body mass index, 33.2 kg/m2 ; diabetes duration, 8.5 years) received either exenatide QWS-AI (n = 229) or exenatide BID (n = 146); HbA1c was reduced by -1.4% and -1.0%, respectively (least-squares mean difference, -0.37%; P = .0072). More patients achieved HbA1c <7.0% with exenatide QWS-AI (49.3%) than with exenatide BID (43.2%; P = .225). Body weight was reduced in both groups (P = .37 for difference). Gastrointestinal adverse events (AEs) were reported in 22.7% (exenatide QWS-AI) and 35.6% (exenatide BID) of patients; fewer patients in the exenatide QWS-AI group withdrew because of AEs than in the exenatide BID group. Minor hypoglycaemia occurred most often with concomitant sulfonylurea use. CONCLUSIONS: Exenatide QWS-AI was associated with a greater reduction in HbA1c, similar weight loss and a favorable gastrointestinal AE profile compared with exenatide BID.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Glucagon-Like Peptide-1 Receptor/agonists , Hyperglycemia/prevention & control , Hypoglycemia/prevention & control , Hypoglycemic Agents/administration & dosage , Incretins/administration & dosage , Peptides/administration & dosage , Venoms/administration & dosage , Cardiovascular Diseases/complications , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/prevention & control , Cohort Studies , Combined Modality Therapy/adverse effects , Delayed-Action Preparations/administration & dosage , Delayed-Action Preparations/adverse effects , Delayed-Action Preparations/pharmacokinetics , Delayed-Action Preparations/therapeutic use , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/metabolism , Diabetes Mellitus, Type 2/therapy , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/prevention & control , Diabetic Cardiomyopathies/epidemiology , Diabetic Cardiomyopathies/prevention & control , Drug Administration Schedule , Exenatide , Female , Glucagon-Like Peptide-1 Receptor/metabolism , Glycated Hemoglobin/analysis , Humans , Hypoglycemia/chemically induced , Hypoglycemia/physiopathology , Hypoglycemic Agents/adverse effects , Hypoglycemic Agents/pharmacokinetics , Hypoglycemic Agents/therapeutic use , Incretins/adverse effects , Incretins/pharmacokinetics , Incretins/therapeutic use , Injections, Jet , Intention to Treat Analysis , Male , Middle Aged , Patient Dropouts , Peptides/adverse effects , Peptides/pharmacokinetics , Peptides/therapeutic use , Risk Factors , Severity of Illness Index , Suspensions , United States/epidemiology , Venoms/adverse effects , Venoms/pharmacokinetics , Venoms/therapeutic use
15.
Diabetes Obes Metab ; 20(2): 463-467, 2018 02.
Article in English | MEDLINE | ID: mdl-28857388

ABSTRACT

This international, randomized, double-blind trial (NCT01864174) compared the efficacy and safety of metformin extended-release (XR) and immediate-release (IR) in patients with type 2 diabetes. After a 4-week placebo lead-in, pharmacotherapy-naïve adults with glycated haemoglobin (HbA1c) at 7.0% to 9.2% were randomized (1:1) to receive once-daily metformin XR 2000 mg or twice-daily metformin IR 1000 mg for 24 weeks. The primary endpoint was change in HbA1c after 24 weeks. Secondary endpoints were change in fasting plasma glucose (FPG), mean daily glucose (MDG) and patients (%) with HbA1c <7.0% after 24 weeks. Overall, 539 patients were randomized (metformin XR, N = 268; metformin IR, N = 271). Adjusted mean changes in HbA1c, FPG, MDG and patients (%) with HbA1c <7.0% after 24 weeks were similar for XR and IR: -0.93% vs -0.96%; -21.1 vs -20.6 mg/dL (-1.2 vs -1.1 mmol/L); -24.7 vs -27.1 mg/dL (-1.4 vs -1.5 mmol/L); and 70.9% vs 72.0%, respectively. Adverse events were similar between groups and consistent with previous studies. Overall, metformin XR demonstrated efficacy and safety similar to that of metformin IR over 24 weeks, with the advantage of once-daily dosing.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Hyperglycemia/prevention & control , Hypoglycemia/prevention & control , Hypoglycemic Agents/administration & dosage , Metformin/administration & dosage , Blood Glucose/analysis , Blood Glucose Self-Monitoring , Combined Modality Therapy/adverse effects , Delayed-Action Preparations/administration & dosage , Delayed-Action Preparations/adverse effects , Delayed-Action Preparations/therapeutic use , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/therapy , Diet, Diabetic , Dose-Response Relationship, Drug , Double-Blind Method , Drug Monitoring , Exercise , Female , Glycated Hemoglobin/analysis , Humans , Hypoglycemia/chemically induced , Hypoglycemic Agents/adverse effects , Hypoglycemic Agents/therapeutic use , Male , Metformin/adverse effects , Metformin/therapeutic use , Middle Aged , Single-Blind Method
16.
Diabetes Obes Metab ; 20(6): 1542-1546, 2018 06.
Article in English | MEDLINE | ID: mdl-29446523

ABSTRACT

The safety of triple oral therapy with dapagliflozin plus saxagliptin plus metformin versus dual therapy with dapagliflozin or saxagliptin plus metformin was compared in a post-hoc analysis of 3 randomized trials of sequential or concomitant add-on of dapagliflozin and saxagliptin to metformin. In the concomitant add-on trial, patients with type 2 diabetes on stable metformin received dapagliflozin 10 mg/d plus saxagliptin 5 mg/d. In sequential add-on trials, patients on metformin plus either saxagliptin 5 mg/d or dapagliflozin 10 mg/d received dapagliflozin 10 mg/d or saxagliptin 5 mg/d, respectively, as add-on therapy. After 24 weeks, incidences of adverse events and serious adverse events were similar between triple and dual therapy and between concomitant and sequential add-on regimens. Urinary tract infections were more common with sequential than with concomitant add-on therapy; genital infections were reported only with sequential add-on of dapagliflozin to saxagliptin plus metformin. Hypoglycaemia incidence was <2.0% across all analysis groups. In conclusion, the safety and tolerability of triple therapy with dapagliflozin, saxagliptin and metformin, as either concomitant or sequential add-on, were similar to dual therapy with either agent added to metformin.


Subject(s)
Adamantane/analogs & derivatives , Benzhydryl Compounds/administration & dosage , Diabetes Mellitus, Type 2/drug therapy , Dipeptides/administration & dosage , Glucosides/administration & dosage , Hypoglycemic Agents/administration & dosage , Metformin/administration & dosage , Adamantane/administration & dosage , Adamantane/adverse effects , Benzhydryl Compounds/adverse effects , Diabetes Mellitus, Type 2/blood , Dipeptides/adverse effects , Dipeptidyl-Peptidase IV Inhibitors/administration & dosage , Dipeptidyl-Peptidase IV Inhibitors/adverse effects , Double-Blind Method , Drug Therapy, Combination , Female , Glucosides/adverse effects , Glycated Hemoglobin/drug effects , Glycated Hemoglobin/metabolism , Humans , Hypoglycemia/chemically induced , Hypoglycemic Agents/adverse effects , Male , Metformin/adverse effects , Middle Aged , Sodium-Glucose Transporter 2 Inhibitors/administration & dosage , Sodium-Glucose Transporter 2 Inhibitors/adverse effects , Treatment Outcome
17.
Am Heart J ; 187: 1-9, 2017 May.
Article in English | MEDLINE | ID: mdl-28454792

ABSTRACT

BACKGROUND: EXSCEL is a randomized, double-blind, placebo-controlled trial examining the effect of exenatide once-weekly (EQW) versus placebo on time to the primary composite outcome (cardiovascular death, nonfatal myocardial infarction or nonfatal stroke) in patients with type 2 diabetes mellitus (DM) and a wide range of cardiovascular (CV) risk. METHODS: Patients were enrolled at 688 sites in 35 countries. We describe their baseline characteristics according to prior CV event status and compare patients with those enrolled in prior glucagon-like peptide-1 receptor agonist (GLP-1RA) outcomes trials. RESULTS: Of a total of 14,752 participants randomized between June 2010 and September 2015, 6,788 (46.0%) patients were enrolled in Europe; 3,708 (25.1%), North America; 2,727 (18.5%), Latin America; and 1,529 (10.4%), Asia Pacific. Overall, 73% had at least one prior CV event (70% coronary artery disease, 24% peripheral arterial disease, 22% cerebrovascular disease). The median (IQR) age was 63 years (56, 69), 38% were female, median baseline HbA1c was 8.0% (7.3, 8.9) and 16% had a prior history of heart failure. Those without a prior CV event were younger with a shorter duration of diabetes and better renal function than those with at least one prior CV event. Compared with prior GLP-1RA trials, EXSCEL has a larger percentage of patients without a prior CV event and a notable percentage who were taking a dipeptidyl peptidase-4 inhibitor at baseline (15%). CONCLUSIONS: EXSCEL is one of the largest global GLP-1RA trials, evaluating the safety and efficacy of EQW with a broad patient population that may extend generalizability compared to prior GLP-1RA trials (ClinicalTrials.gov number, NCT01144338).


Subject(s)
Cardiovascular Diseases/prevention & control , Diabetes Mellitus, Type 2/drug therapy , Glucagon-Like Peptide-1 Receptor/antagonists & inhibitors , Hypoglycemic Agents/administration & dosage , Peptides/administration & dosage , Venoms/administration & dosage , Aged , Cardiovascular Diseases/mortality , Double-Blind Method , Exenatide , Female , Humans , Hypoglycemic Agents/adverse effects , Male , Middle Aged , Myocardial Infarction/prevention & control , Peptides/adverse effects , Risk Factors , Stroke/prevention & control , Venoms/adverse effects
18.
Cardiovasc Diabetol ; 16(1): 113, 2017 09 13.
Article in English | MEDLINE | ID: mdl-28903775

ABSTRACT

BACKGROUND: In the Saxagliptin Assessment of Vascular Outcomes Recorded in Patients with Diabetes Mellitus (SAVOR) trial in patients with type 2 diabetes mellitus (T2D) at high risk of cardiovascular (CV) disease, saxagliptin did not increase the risk for major CV adverse events. However, there was an unexpected imbalance in events of hospitalization for heart failure (hHF), one of six components of the secondary CV composite endpoint, with a greater number of events observed with saxagliptin. Here, we examined findings from nonclinical safety and clinical pharmacology studies of saxagliptin with the aim of identifying any potential signals of myocardial injury. METHODS: In vitro and in vivo (rat, dog, monkey) safety pharmacology and toxicology studies evaluating the potential effects of saxagliptin and its major active metabolite, 5-hydroxy saxagliptin, on the CV system are reviewed. In addition, results from saxagliptin clinical studies are discussed: one randomized, 2-period, double-blind, placebo-controlled single-ascending-dose study (up to 100 mg); one randomized, double-blind, placebo-controlled, sequential, multiple-ascending-high-dose study (up to 400 mg/day for 14 days); and one randomized, double-blind, 4-period, 4-treatment, cross-over thorough QTc study (up to 40 mg/day for 4 days) in healthy volunteers; as well as one randomized, placebo-controlled, sequential multiple-ascending-dose study in patients with T2D (up to 50 mg/day for 14 days). RESULTS: Neither saxagliptin nor 5-hydroxy saxagliptin affected ligand binding to receptors and ion channels (e.g. potassium channels) or action potential duration in in vitro studies. In animal toxicology studies, no changes in the cardiac conduction system, blood pressure, heart rate, contractility, heart weight, or heart histopathology were observed. In healthy participants and patients with T2D, there were no findings suggestive of myocyte injury or fluid overload. Serum chemistry abnormalities indicative of cardiac injury, nonspecific muscle damage, or fluid homeostasis changes were infrequent and balanced across treatment groups. There were no QTc changes associated with saxagliptin. No treatment-emergent adverse events suggestive of heart failure or myocardial damage were reported. CONCLUSIONS: The saxagliptin nonclinical and clinical pharmacology programs did not identify evidence of myocardial injury and/or CV harm that may have predicted or may explain the unexpected imbalance in the rate of hHF observed in SAVOR.


Subject(s)
Adamantane/analogs & derivatives , Diabetes Mellitus, Type 2/drug therapy , Dipeptides/therapeutic use , Dipeptidyl-Peptidase IV Inhibitors/therapeutic use , Adamantane/adverse effects , Adamantane/therapeutic use , Animals , Cardiotoxins/adverse effects , Cardiotoxins/therapeutic use , Cardiovascular Diseases/blood , Cardiovascular Diseases/chemically induced , Cardiovascular Diseases/epidemiology , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/epidemiology , Dipeptides/adverse effects , Dipeptidyl-Peptidase IV Inhibitors/adverse effects , Humans , Randomized Controlled Trials as Topic/methods
19.
Diabetes Obes Metab ; 19(7): 979-988, 2017 07.
Article in English | MEDLINE | ID: mdl-28205322

ABSTRACT

AIMS: Glucagon-like peptide-1 receptor agonists and dipeptidyl peptidase-4 inhibitors treat type 2 diabetes through incretin-signaling pathways. This study compared the efficacy and safety of the glucagon-like peptide-1 receptor agonist exenatide once-weekly (Miglyol) suspension for autoinjection (QWS-AI) with the dipeptidyl peptidase-4 inhibitor sitagliptin or placebo. MATERIALS AND METHODS: In this open-label, multicentre study of patients with type 2 diabetes who had suboptimal glycaemic control on metformin monotherapy, 365 patients were randomized to receive exenatide 2.0 mg QWS-AI, sitagliptin 100 mg once daily or oral placebo (3:2:1 ratio). The primary endpoint was change in glycated hemoglobin (HbA1c) from baseline to 28 weeks. RESULTS: At 28 weeks, exenatide QWS-AI significantly reduced HbA1c from baseline compared to sitagliptin (-1.13% vs -0.75% [baseline values, 8.42% and 8.50%, respectively]; P = .02) and placebo (-0.40% [baseline value, 8.50%]; P = .001). More exenatide QWS-AI-treated patients achieved HbA1c <7.0% than did sitagliptin- or placebo-treated patients (43.1% vs 32.0% and 24.6%; both P < .05). Exenatide QWS-AI and sitagliptin reduced fasting plasma glucose from baseline to 28 weeks (-21.3 and -11.3 mg/dL) vs placebo (+9.6 mg/dL), with no significant difference between the 2 active treatments. Body weight decreased with both active treatments (-1.12 and -1.19 kg), but not with placebo (+0.15 kg). No improvement in blood pressure was observed in any group. The most common adverse events with exenatide QWS-AI were gastrointestinal events and injection-site reactions. CONCLUSIONS: This study demonstrated that exenatide QWS-AI reduced HbA1c more than sitagliptin or placebo and was well tolerated.


Subject(s)
Cardiovascular Diseases/prevention & control , Diabetes Mellitus, Type 2/drug therapy , Hyperglycemia/prevention & control , Hypoglycemic Agents/therapeutic use , Incretins/therapeutic use , Metformin/therapeutic use , Peptides/therapeutic use , Venoms/therapeutic use , Cardiovascular Diseases/complications , Cardiovascular Diseases/epidemiology , Cohort Studies , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Diabetic Angiopathies/epidemiology , Diabetic Angiopathies/prevention & control , Diabetic Cardiomyopathies/epidemiology , Diabetic Cardiomyopathies/prevention & control , Drug Therapy, Combination/adverse effects , Excipients/administration & dosage , Excipients/adverse effects , Exenatide , Female , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/adverse effects , Incidence , Incretins/administration & dosage , Incretins/adverse effects , Injections, Jet , Male , Metformin/adverse effects , Middle Aged , Peptides/administration & dosage , Peptides/adverse effects , Sitagliptin Phosphate/adverse effects , Sitagliptin Phosphate/therapeutic use , Triglycerides/administration & dosage , Triglycerides/adverse effects , United States/epidemiology , Venoms/administration & dosage , Venoms/adverse effects
20.
Diabetes Obes Metab ; 19(7): 1045-1050, 2017 07.
Article in English | MEDLINE | ID: mdl-28181728

ABSTRACT

Hypoglycaemia is a well-known risk associated with the use of sulphonylureas and insulin, often limiting achievement of glycaemic goals. Recognizing the precipitants and recurrence patterns of hypoglycaemic events, particularly major events, is therefore clinically important. The SAVOR-TIMI-53 trial was a cardiovascular outcome study of 16 492 patients allocated to saxagliptin vs placebo added to conventional care for a median of 2.1 years. Hypoglycaemic events were a prespecified outcome in the study and were defined as a symptomatic episode that recovered with carbohydrates or any recorded blood glucose <3.0 mmol/l (<54 mg/dL). A major event was defined as one that required third-party assistance. Analysis of the features of the first hypoglycaemic event for each patient showed that a precipitant for the event was recognized by fewer than half of the patients, with the precipitant most often being a missed meal. In 40% of patients reporting major hypoglycaemic events, no precipitating factor was recognized, and in >60%, no previous hypoglycaemic event was reported during the timespan of the study, underscoring the lack of predictability of such an event.


Subject(s)
Adamantane/analogs & derivatives , Diabetes Mellitus, Type 2/drug therapy , Dipeptides/adverse effects , Dipeptidyl-Peptidase IV Inhibitors/adverse effects , Hypoglycemia/etiology , Precision Medicine , Activities of Daily Living , Adamantane/adverse effects , Adamantane/therapeutic use , Aged , Combined Modality Therapy/adverse effects , Diabetes Mellitus, Type 2/blood , Dipeptides/therapeutic use , Dipeptidyl-Peptidase IV Inhibitors/therapeutic use , Female , Humans , Hypoglycemia/physiopathology , Hypoglycemia/prevention & control , Hypoglycemia/therapy , Male , Meals , Middle Aged , Patient Compliance , Randomized Controlled Trials as Topic , Recurrence , Self Report , Severity of Illness Index
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