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AIM: To report health-related patient-reported outcomes (PROs) in people with type 2 diabetes (T2D) initiating their first injectable glucose-lowering medication (GLM) with two commonly prescribed glucagon-like peptide-1 receptor agonists (GLP-1RAs) from the prospective, observational TROPHIES study (The Real-World Observational Prospective Study of Health Outcomes with Dulaglutide and Liraglutide in Type 2 Diabetes Patients). MATERIALS AND METHODS: TROPHIES was a two-cohort, 24-month study conducted in France, Germany and Italy. Adults with a T2D diagnosis, naïve to injectable treatment for T2D and prescribed dulaglutide or liraglutide as their first injectable GLM, were eligible for inclusion. Study objectives included describing the following PROs associated with the treatment of T2D with GLP-1RAs: health-related quality of life; impact of weight on self-perception; life and work productivity; and patient satisfaction with treatment and injection device. Additional analyses formally compared PRO measures between the treatment cohorts. RESULTS: Overall, improvements from baseline in PRO scores were observed among people who started dulaglutide or liraglutide. A more pronounced trend of improvement was observed in the dulaglutide cohort for changes from baseline in treatment satisfaction and impact of weight on self-perception, supported by statistically significant differences between treatment cohorts in additional comparative analyses at 12, 18 and 24 months. More positive patient perceptions of the injection device were observed with dulaglutide than with liraglutide. CONCLUSIONS: Improvements in PROs observed in TROPHIES, which were more evident with dulaglutide than liraglutide, reflect a relevant clinical benefit. From the patients' perspective, satisfaction, and confidence in continuing treatment with GLP-1RAs is likely to contribute to long-term treatment persistence.
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Diabetes Mellitus Tipo 2 , Adulto , Humanos , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Receptor del Péptido 1 Similar al Glucagón/agonistas , Péptidos Similares al Glucagón/uso terapéutico , Hipoglucemiantes/uso terapéutico , Fragmentos Fc de Inmunoglobulinas/uso terapéutico , Liraglutida/uso terapéutico , Evaluación de Resultado en la Atención de Salud , Medición de Resultados Informados por el Paciente , Estudios Prospectivos , Calidad de Vida , Proteínas Recombinantes de Fusión/uso terapéuticoRESUMEN
AIMS: The primary objective of the TROPHIES observational study is to estimate the duration of treatment on dulaglutide or liraglutide without a significant treatment change by 24 months in patients with type 2 diabetes (T2D) initiating their first injectable treatment with these glucagon-like peptide-1 receptor agonists (GLP-1 RAs). This manuscript presents 12-month interim data. MATERIALS AND METHODS: TROPHIES is a prospective, non-comparative, observational study of patients with T2D in Europe, naïve to injectable antihyperglycaemic treatments and initiating dulaglutide or liraglutide. Data on clinical characteristics, GLP-1 RA persistence and treatment patterns of glucose-lowering medication were collected at initiation of first injectable therapy and by 12 months. RESULTS: By 12 months, 1014 dulaglutide and 991 liraglutide patients were eligible across France, Germany and Italy. Both cohorts presented a high probability [95% confidence interval (CI)] of GLP-1 RA persistence [dulaglutide, 0.88 (0.86 to 0.90); liraglutide, 0.83 (0.80 to 0.85)] and reduction in mean glycated haemoglobin percentage (95% CI) from baseline [dulaglutide, -1.18 (-1.27 to -1.08); liraglutide, -1.15 (-1.26 to -1.05)] with 48.2% of dulaglutide and 41.2% of liraglutide patients reaching their individualized glycated haemoglobin percentage target set by the physician at baseline. Mean weight (95% CI) change from baseline was -3.2 kg (-3.6 to -2.8) for dulaglutide and -3.4 kg (-3.9 to -3.0) for liraglutide. Slight changes in concomitant medications were observed compared with baseline. CONCLUSIONS: In the real-world setting, dulaglutide and liraglutide cohorts achieved good persistence with similarly improved glycaemic control that was accompanied by weight loss at 12 months, consistent with previous clinical trial results.
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Diabetes Mellitus Tipo 2 , Liraglutida , Humanos , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Diabetes Mellitus Tipo 2/inducido químicamente , Estudios Prospectivos , Hemoglobina Glucada , Esquema de Medicación , Péptidos Similares al Glucagón , Fragmentos Fc de Inmunoglobulinas/efectos adversos , Proteínas Recombinantes de Fusión/efectos adversos , Hipoglucemiantes , Péptido 1 Similar al Glucagón , Evaluación de Resultado en la Atención de Salud , Receptor del Péptido 1 Similar al Glucagón/agonistasRESUMEN
AIMS: To describe healthcare resource utilization (HCRU) and associated costs after initiation of injectable glucagon-like peptide-1 receptor agonist (GLP-1 RA) therapy by adult patients with type 2 diabetes (T2D) in the prospective, observational, 24-month TROPHIES study in France, Germany, and Italy. MATERIALS AND METHODS: HCRU data for cost calculations were collected by treating physicians during patient interviews at baseline and follow-up visits approximately 6, 12, 18, and 24 months after GLP-1 RA initiation with once-weekly dulaglutide or once-daily liraglutide. Costs were evaluated from the national healthcare system (third-party payer) perspective and updated to 2018 prices. RESULTS: In total, 2,005 patients were eligible for the HCRU analysis (1,014 dulaglutide; 991 liraglutide). Baseline patient characteristics were generally similar between treatment groups and countries. The largest proportions of patients using ≥2 oral glucose-lowering medications (GLMs) at baseline (42.9-43.4%) and month 24 (44.0-45.1%) and using another injectable GLM at month 24 (15.3-23.2%) were in France. Mean numbers of primary and secondary healthcare contacts during each assessment period were highest in France (range = 4.0-10.7) and Germany (range = 2.9-5.7), respectively. The greatest proportions (≥60%) of mean annualized costs per patient comprised medication costs. Mean annualized HCRU costs per patient varied by treatment cohort and country: the highest levels were in the liraglutide cohort in France (909) and the dulaglutide cohort in Germany (883). LIMITATIONS: Limitations included exclusion of patients using insulin at GLP-1 RA initiation and collection of HCRU data by physician, not via patient-completed diaries. CONCLUSIONS: Real-world HCRU and costs associated with the treatment of adults with T2D with two GLP-1 RAs in TROPHIES emphasize the need to avoid generalization with respect to HCRU and costs associated with a particular therapy when estimating the impact of a new treatment in a country-specific setting.
Glucagon-like peptide-1 receptor agonists (GLP-1 RAs) have become frequent treatments of hyperglycemia in type-2 diabetes (T2D). Not all types of clinical study provide information about the cost of these treatments or the effects they might have on use of other medicines and equipment to control T2D or the need for visits to a doctor or nurse and different types of treatment in hospital. This study collected this information during the regular care of adults in France, Germany, or Italy who were prescribed either dulaglutide or liraglutide (both types of GLP-1 RAs) by their family doctor or a specialist in T2D. There were differences in costs and the need for other medicines and medical services between people using either dulaglutide or liraglutide and for people who were using the same GLP-1 RA in each of the three countries. The information from this study could be used to more accurately understand the overall costs and medical care needed when patients use dulaglutide or liraglutide in France, Germany, or Italy.
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Diabetes Mellitus Tipo 2 , Péptidos Similares al Glucagón , Hipoglucemiantes , Fragmentos Fc de Inmunoglobulinas , Liraglutida , Proteínas Recombinantes de Fusión , Humanos , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Diabetes Mellitus Tipo 2/economía , Liraglutida/uso terapéutico , Liraglutida/economía , Péptidos Similares al Glucagón/análogos & derivados , Péptidos Similares al Glucagón/uso terapéutico , Péptidos Similares al Glucagón/economía , Péptidos Similares al Glucagón/administración & dosificación , Fragmentos Fc de Inmunoglobulinas/uso terapéutico , Fragmentos Fc de Inmunoglobulinas/economía , Proteínas Recombinantes de Fusión/economía , Proteínas Recombinantes de Fusión/uso terapéutico , Proteínas Recombinantes de Fusión/administración & dosificación , Masculino , Hipoglucemiantes/uso terapéutico , Hipoglucemiantes/economía , Femenino , Estudios Prospectivos , Persona de Mediana Edad , Anciano , Recursos en Salud/estadística & datos numéricos , Recursos en Salud/economía , Modelos EconométricosRESUMEN
INTRODUCTION: The TROPHIES observational study enrolled patients with type 2 diabetes mellitus (T2DM) initiating their first injectable treatment with the glucagon-like peptide 1 receptor agonists (GLP-1 RAs) dulaglutide or liraglutide. This manuscript focuses on the study design, baseline characteristics of the enrolled population, and factors associated with GLP-1 RA choice. METHODS: TROPHIES is a prospective, observational, 24-month study conducted in France, Germany, and Italy. Inclusion criteria include adult patients with T2DM, naïve to injectable antihyperglycemic treatments, initiating dulaglutide or liraglutide per routine clinical practice. The primary outcome is the duration of treatment on dulaglutide or liraglutide without a significant treatment change. RESULTS: The analysis included 2181 patients (dulaglutide, 1130; liraglutide, 1051) (cutoff date May 15, 2019). The population was 56% male with mean [standard deviation (SD)] patient characteristics at baseline as follows: age, 59.2 (11.0) years; body mass index (BMI), 33.9 (6.6) kg/m2; T2DM duration, 8.5 (6.9) years; and glycated hemoglobin (HbA1c), 8.2 (1.3)%. Between-cohort demographic and clinical characteristics were balanced. The mean (SD) HbA1c and BMI values for French, German, and Italian patients were, respectively, 8.6 (1.4)%, 8.2 (1.4)%, 8.0 (0.8)%; 33.3 (6.1) kg/m2, 36.0 (7.2) kg/m2, and 32.6 (5.9) kg/m2. CONCLUSION: This study analysis at baseline provides an opportunity to evaluate between-country differences in baseline HbA1c, weight, macrovascular complications, and factors driving GLP-1 RA selection for patients with T2DM in daily practice.
Dulaglutide and liraglutide are medications that can help people with type 2 diabetes mellitus (T2DM) to control their blood sugar levels. These medications may also reduce body weight and reduce the risk of major cardiovascular disease. Given these treatment effects, it is essential to know how they are used in everyday clinical practice. Therefore, a study is being performed in three countries (France, Germany, and Italy) in people with T2DM who had a first-ever injectable therapy for T2DM with dulaglutide or liraglutide. Here, we present the study design, the patient characteristics at the start of treatment, and the factors driving the choice of one or the other medication. We analyzed data from 2181 people with T2DM. On average, it was shown that they were middle-aged and obese. On average, these people were diagnosed with T2DM 8.5 years before the start of dulaglutide or liraglutide and had high blood sugar levels when these medications were started. The patient characteristics were slightly different between the three countries. Country-specific factors driving the choice of either medication were also identified.
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INTRODUCTION: Real-world evidence on glucagon-like peptide-1 receptor agonist (GLP-1 RAs) usage is emerging in different European countries but is lacking in Italy. This retrospective cohort study aimed to describe the real-world drug utilization patterns in patients initiating GLP-1 RAs for treating T2DM in Italy. METHODS: Adults aged ≥ 20 years and with ≥ 1 oral antidiabetic drug (alone or in combination with insulin) other than GLP-1 RAs in the 6 months prior to initiating exenatide twice daily (exBID), exenatide once weekly (exQW), dulaglutide once weekly (DULA), liraglutide once daily (LIRA) or lixisenatide once daily (LIXI) between March and July 2016 were retrospectively identified in the Italian IMS LifeLink™ longitudinal prescriptions database (retail pharmacy data). Patients with ≥ 6-month follow-up (defined as evidence of any prescription activity) were included. Proportions of patients who remained persistent (continued treatment until discontinuation/switch) in the first 6 months and of those who discontinued or switched to a different GLP-1 RA over the entire follow-up were recorded. For each treatment, the average daily/weekly dosage (ADD/AWD) while persistent during the available follow-up was calculated. RESULTS: We identified 7319 patients: 92 exBID, 970 exQW, 3368 DULA, 2573 LIRA and 316 LIXI. Across treatments, 89% patients were ≥ 50 years old, 54% were males, and the median follow-up duration ranged between 8.1 and 8.7 months. At 6 months, 35% exBID, 47% exQW, 62% DULA, 50% LIRA and 40% LIXI patients remained persistent. Over the entire follow-up, median persistence days varied from 73 (exBID) to > 300 days (DULA). The mean ± SD ADD/AWD was exBID: 17.7 ± 2.1 µg/day; exQW: 2.1 ± 0.1 mg/week; DULA: 1.5 ± 0.2 mg/week; LIRA: 1.5 ± 0.2 mg/day; LIXI: 21.0 ± 5.5 µg/day. CONCLUSIONS: This real-world analysis suggests differences exist in persistence between patients treated with various GLP-1 RAs. Among the investigated treatments, patients prescribed exBID recorded the lowest and those prescribed DULA the highest persistence with therapy. FUNDING: Eli Lilly and Co., Indianapolis, IN, USA.
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Review of literature has shown an increased rate of thrombotic complications in diabetic patients with frequent episodes of hyperketonemia. However, the mechanisms by which ketosis promotes vascular disease in diabetic patients are unclear. It was the aim of this study to investigate early changes in haemostatic parameters and oxidative stress markers during the hyperketonemic status which follows the interruption of continuous subcutaneous insulin infusion (CSII) in type I diabetic patients. Eight CSII-treated type I diabetic patients underwent a 4-hour pump arrest. Blood glucose, insulin and 3-hydroxybutirate were measured to verify the metabolic response. A vein-occlusive (VO) test was performed for the determination of tPA and PAI-1 activities and their antigen levels before and after the CSII arrest. Coagulation factor VII and VIII were evaluated by one-stage PT and PTT method, respectively. TF, vWF, tPA and PAI-1 antigens were determined by ELISA, whereas tPA and PAI-1 activities using chromogenic methods. Plasma malondialdehyde (MDA) and protein carbonyl groups (PCG) levels were determined by HPLC and spectrophotometry, respectively. After the insulin deprivation phase, post-VO tPA antigen level significantly decreased (P = 0.0391), whereas TF and post-VO PAI-1 activity and antigen levels significantly increased (P = 0.0156 and P = 0.0234, respectively). Plasma MDA and PCG levels were 1.88-fold and 1.74-fold higher than baseline values, respectively. In conclusion, the impairment of the fibrinolytic potential and the increases in TF, MDA and PCG levels may enhance the risk of both arterial and venous thrombosis during ketosis. Thus, early detection of hyperketonemia in DM patients could contribute to the prevention of life-threatening vascular events.
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Diabetes Mellitus Tipo 1/tratamiento farmacológico , Cetoacidosis Diabética/complicaciones , Endotelio Vascular/metabolismo , Fibrinólisis , Hipoglucemiantes/administración & dosificación , Insulina/administración & dosificación , Estrés Oxidativo , Trombosis/etiología , Adulto , Pruebas de Coagulación Sanguínea , Glucemia/metabolismo , Diabetes Mellitus Tipo 1/sangre , Diabetes Mellitus Tipo 1/complicaciones , Diabetes Mellitus Tipo 1/metabolismo , Cetoacidosis Diabética/sangre , Cetoacidosis Diabética/etiología , Cetoacidosis Diabética/metabolismo , Esquema de Medicación , Factor VII/metabolismo , Factor VIII/metabolismo , Femenino , Humanos , Hipoglucemiantes/sangre , Inyecciones Subcutáneas , Insulina/sangre , Sistemas de Infusión de Insulina , Masculino , Malondialdehído/sangre , Persona de Mediana Edad , Inhibidor 1 de Activador Plasminogénico/sangre , Carbonilación Proteica , Tromboplastina/metabolismo , Trombosis/sangre , Trombosis/metabolismo , Factores de Tiempo , Activador de Tejido Plasminógeno/sangre , Factor de von Willebrand/metabolismoRESUMEN
The aim of the study was to realize a mathematical model of insulin-glucose relationship in type I diabetes and test its effectiveness for the design of control algorithms in external artificial pancreas. A new mathematical model, divided into glucose and insulin sub-models, was developed from the so-called "minimal model". The key feature is the representation of insulin sensitivity so as to permit the personalisation of the parameters. Real-time applications are based on an insulin standardised model. Clinical data were used to estimate model parameters. Root mean square error between simulated and real blood glucose profiles (G(rms)) was used to evaluate system efficacy. Results from parameter estimation and insulin standardisation showed a good capability of the model to identify individual characteristics. Simulation results with a G(rms) 1.30 mmol/l in the worst case testified the capacity of the model to accurately represent glucose-insulin relationship in type 1 diabetes allowing self tuning in real time.
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Glucemia/metabolismo , Simulación por Computador , Diabetes Mellitus Tipo 1/metabolismo , Insulina/metabolismo , Algoritmos , Retroalimentación Fisiológica , Humanos , Modelos Biológicos , Páncreas ArtificialRESUMEN
The objective of the project Advanced Insulin Infusion using a Control Loop (ADICOL) was to develop a treatment system that continuously measures and controls the glucose concentration in subjects with type 1 diabetes. The modular concept of the ADICOL's extracorporeal artificial pancreas consisted of a minimally invasive subcutaneous glucose system, a handheld PocketPC computer, and an insulin pump (D-Tron, Disetronic, Burgdorf, Switzerland) delivering subcutaneously insulin lispro. The present paper describes a subset of ADICOL activities focusing on the development of a glucose controller for semi-closed-loop control, an in silico testing environment, clinical testing, and system integration. An incremental approach was adopted to evaluate experimentally a model predictive glucose controller. A feasibility study was followed by efficacy studies of increasing complexity. The ADICOL project demonstrated feasibility of a semi-closed-loop glucose control during fasting and fed conditions with a wearable, modular extracorporeal artificial pancreas.
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Diabetes Mellitus Tipo 1/sangre , Diabetes Mellitus Tipo 1/tratamiento farmacológico , Sistemas de Infusión de Insulina , Glucemia/análisis , Diseño de Equipo , Humanos , Monitoreo Ambulatorio/instrumentación , Monitoreo Ambulatorio/métodosRESUMEN
BACKGROUND: Glycemic variability is an important parameter used to resolve potential clinical problems in diabetic patients. It is known that glycemic variability generates oxidative stress and potentially contributes to the development of macro- and microvascular complications in diabetes. By controlling glycemic variability, it is possible to reduce these complications and to set the therapy for all patients with diabetes. The aims of this study were to (1) propose a new standardized, objective, and flexible approach to measure glycemic variability by a continuous glucose monitoring system (CGMS)-the group of signs (GOS) method; (2) compare the correlation between mean amplitude of glucose excursion (MAGE), a well-known index of glycemic variability calculated by the physician and the MAGE defined with the GOS method, in order to validate the GOS; and (3) suggest new indexes of glycemic variability. METHODS: We tested the GOS algorithm on data collected by a CGMS every 5 minutes for 24 hours on 50 patients. Consequently, for 8 patients we calculated and compared the physician's MAGE in the standard way and by the GOS method. RESULTS: Comparison between the two methods has shown high correlations, from a minimum correlation of 86% to a maximum of 98%, with p values <0.01 (Pearson test). CONCLUSIONS: Preliminary data suggest that the proposed algorithm is a valid, efficient, and reliable method able to calculate the standard MAGE on CGMS data systematically and to create other alternative glycemic variability indexes.
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BACKGROUND: Recently revised diagnostic criteria for diabetes mellitus and the lack of universal agreement on the methodology for the screening and diagnosis of gestational diabetes mellitus (GDM) still generate inconsistency in execution of the oral glucose tolerance test (OGTT). The aim of the present survey was to evaluate the adherence of Italian laboratories to the internationally accepted guidelines in carrying out the OGTT for the diagnosis of diabetes in the general population and for the screening of GDM. METHODS: A questionnaire was designed to investigate the following issues related to the OGTT: 1) the relationship between laboratories and diabetes centres for the definition of standard protocols; 2) the amount of glucose administered; 3) the number and timing of blood samples; 4) the procedures used for the screening and diagnosis of GDM; and 5) reference to WHO guidelines for the interpretation of the results. The questionnaire was administered to 400 specialists in laboratory medicine working in public or private laboratories nationwide participating in the "Italian External Evaluation of Quality in Laboratory Medicine" Study Group. RESULTS: The survey was completed in the period from June to September 2003. In the observation period, 241 questionnaires were returned by specialists working in laboratories scattered throughout 15 out of the 20 Italian regions. Only 50% of the laboratories performed the OGTT according to protocols defined in agreement with local reference diabetes centres. OGTT using 75 g of glucose in adults and 1.75 g/kg for children as recommended by WHO was performed by 87.1% of the laboratories. WHO indications to collect samples at baseline and at 120 min were followed by 33.2% of the centres. Higher variability was highlighted with respect to the methodology for GDM screening: 49.8% of the laboratories always adopted the two-step procedure consisting of a glucose challenge test (GCT) and subsequent OGTT in positive cases; 4.9% performed the 100-g OGTT with four blood samples; 1.6% the 75-g OGTT with two blood samples; and 2.7% the 75-g OGTT with four blood samples. More than 30% of the centres referred to different diagnostic schemes, 62% of which used individually chosen procedures amongst those reported above, 19% used only the GCT and no subsequent OGTT in positive cases, and 18.4% used a variety of completely different, arbitrarily chosen methods. Finally, only 25.6% of the laboratories referred to the WHO limits for interpretation of the results. CONCLUSIONS: For the Italian laboratories investigated, relevant variability was highlighted for performance of the OGTT in general and GDM screening in particular. A variable relationship between laboratories and diabetes centres was also detected, which might represent a relevant indicator for the need for rationalisation or standardisation of the method for performing an OGTT. These data highlight the need for greater collaboration between these different bodies. We suggest that other similar investigations should be carried out in other countries within the framework of the IFCC Global Campaign on Diabetes Mellitus.