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1.
PLoS One ; 17(1): e0262227, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34986199

RESUMO

BACKGROUND: Chronic kidney disease is often asymptomatic in its early stages but constitutes a severe burden for patients and causes major healthcare systems costs worldwide. While models for assessing the cost-effectiveness of screening were proposed in the past, they often presented only a limited view. This study aimed to develop a simulation-based German Albuminuria Screening Model (S-GASM) and present some initial applications. METHODS: The model consists of an individual-based simulation of disease progression, considering age, gender, body mass index, systolic blood pressure, diabetes, albuminuria, glomerular filtration rate, and quality of life, furthermore, costs of testing, therapy, and renal replacement therapy with parameters based on published evidence. Selected screening scenarios were compared in a cost-effectiveness analysis. RESULTS: Compared to no testing, a simulation of 10 million individuals with a current age distribution of the adult German population and a follow-up until death or the age of 90 shows that a testing of all individuals with diabetes every two years leads to a reduction of the lifetime prevalence of renal replacement therapy from 2.5% to 2.3%. The undiscounted costs of this intervention would be 1164.10 € / QALY (quality-adjusted life year). Considering saved costs for renal replacement therapy, the overall undiscounted costs would be-12581.95 € / QALY. Testing all individuals with diabetes or hypertension and screening the general population reduced the lifetime prevalence even further (to 2.2% and 1.8%, respectively). Both scenarios were cost-saving (undiscounted, - 7127.10 €/QALY and-5439.23 €/QALY). CONCLUSIONS: The S-GASM can be used for the comparison of various albuminuria testing strategies. The exemplary analysis demonstrates cost savings through albuminuria testing for individuals with diabetes, diabetes or hypertension, and for population-wide screening.


Assuntos
Albuminúria/epidemiologia , Análise Custo-Benefício/métodos , Complicações do Diabetes/diagnóstico , Insuficiência Renal Crônica/diagnóstico , Terapia de Substituição Renal/economia , Adulto , Albuminúria/economia , Pressão Sanguínea , Índice de Massa Corporal , Estudos de Casos e Controles , Simulação por Computador , Complicações do Diabetes/economia , Complicações do Diabetes/terapia , Progressão da Doença , Diagnóstico Precoce , Feminino , Alemanha , Taxa de Filtração Glomerular , Humanos , Masculino , Modelos Econômicos , Qualidade de Vida , Insuficiência Renal Crônica/economia , Insuficiência Renal Crônica/terapia , Terapia de Substituição Renal/estatística & dados numéricos
2.
S Afr Med J ; 111(7): 635-641, 2021 Jun 30.
Artigo em Inglês | MEDLINE | ID: mdl-34382546

RESUMO

BACKGROUND: Diabetes is increasingly becoming a public health concern in South Africa (SA). There are limited available data on the costs of diabetes. OBJECTIVES: To provide a total cost perspective of diabetes using medical scheme claims data from two SA medical schemes servicing the public healthcare sector in 2015 and 2016. METHODS: We analysed data from 2 363 diabetes patients. Direct diabetes care costs included medication, consumables, hospitalisation and routine laboratory tests. Indirect costs were calculated by allocating economic costs related to disability-adjusted life years. RESULTS: The mean (standard deviation) age was 65.8 (13.4) years and women comprised 51% of the group. Hospitalisation (64.7% in 2015 and 65.5% in 2016) and medication (31.0% in 2015 and 21.1% in 2016) contributed the most to total direct costs. Total direct diabetes care costs mounted to ZAR2 452 per patient in 2015 and ZAR2 486 in 2016. Indirect costs were ZAR17 223 per patient in 2015 and ZAR18 711 in 2016. When direct and indirect costs were combined, the costs accrued to ZAR27.9 billion (ZAR19 675 per patient) in 2015 and ZAR29.9 billion (ZAR21 197 per patient) in 2016, representing 0.688% and 0.689% of the SA gross domestic product over the 2 years, respectively. CONCLUSIONS: Diabetes and its associated costs hold significant implications for the healthcare sector and the country's economy. Large numbers of diabetic individuals remain undiagnosed and the true costs of diabetes might even be higher.


Assuntos
Diabetes Mellitus Tipo 1/economia , Diabetes Mellitus Tipo 2/economia , Custos de Cuidados de Saúde/estatística & dados numéricos , Adulto , Idoso , Idoso de 80 Anos ou mais , Efeitos Psicossociais da Doença , Complicações do Diabetes/economia , Custos de Medicamentos/estatística & dados numéricos , Feminino , Gastos em Saúde/estatística & dados numéricos , Custos Hospitalares/estatística & dados numéricos , Humanos , Masculino , Pessoa de Meia-Idade , Setor Público/economia , África do Sul
3.
CMAJ Open ; 9(2): E406-E412, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33863799

RESUMO

BACKGROUND: Acute inpatient hospital admissions account for more than half of all health care costs related to diabetes. We sought to identify the most common and costly conditions leading to hospital admission among patients with diabetes compared with patients without diabetes. METHODS: We used data from the General Internal Medicine Inpatient Initiative (GEMINI) study, a retrospective cohort study, of all patients admitted to a general internal medicine service at 7 Toronto hospitals between 2010 and 2015. The Canadian Institute for Health Information (CIHI) Most Responsible Diagnosis code was used to identify the 10 most frequent reasons for admission in patients with diabetes. Cost of hospital admission was estimated using the CIHI Resource Intensity Weight. Comparisons were made between patients with or without diabetes using the Pearson χ2 test for frequency and distribution-free confidence intervals (CIs) for median cost. RESULTS: Among the 150 499 hospital admissions in our study, 41 934 (27.8%) involved patients with diabetes. Compared with patients without diabetes, hospital admissions because of soft tissue and bone infections were most frequent (2.5% v. 1.9%; prevalence ratio [PR] 1.28, 95% CI 1.19-1.37) and costly (Can$8794 v. Can$5845; cost ratio [CR] 1.50, 95% CI 1.37-1.65) among patients with diabetes. This was followed by urinary tract infections (PR 1.16, 95% CI 1.11-1.22; CR 1.23, 95% CI 1.17-1.29), stroke (PR 1.13, 95% CI 1.07-1.19; CR 1.19, 95% CI 1.14-1.25) and electrolyte disorders (PR 1.11, 95% CI 1.03-1.20; CR 1.20, 95% CI 1.08-1.34). INTERPRETATION: Soft tissue and bone infections, urinary tract infections, stroke and electrolyte disorders are associated with a greater frequency and cost of hospital admissions in patients with diabetes than in those without diabetes. Preventive strategies focused on reducing hospital admissions secondary to these disorders may be beneficial in patients with diabetes.


Assuntos
Complicações do Diabetes , Diabetes Mellitus , Infecções , Admissão do Paciente/estatística & dados numéricos , Desequilíbrio Hidroeletrolítico , Canadá/epidemiologia , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Complicações do Diabetes/terapia , Diabetes Mellitus/economia , Diabetes Mellitus/epidemiologia , Feminino , Custos de Cuidados de Saúde/estatística & dados numéricos , Pesquisa sobre Serviços de Saúde , Hospitalização/economia , Humanos , Infecções/epidemiologia , Infecções/etiologia , Infecções/terapia , Pacientes Internados/estatística & dados numéricos , Medicina Interna/métodos , Medicina Interna/estatística & dados numéricos , Masculino , Pessoa de Meia-Idade , Análise de Causa Fundamental/métodos , Análise de Causa Fundamental/estatística & dados numéricos , Índice de Gravidade de Doença , Desequilíbrio Hidroeletrolítico/epidemiologia , Desequilíbrio Hidroeletrolítico/etiologia , Desequilíbrio Hidroeletrolítico/terapia
4.
J Diabetes Sci Technol ; 15(5): 1005-1009, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-33593089

RESUMO

The COVID-19 pandemic raised distinct challenges in the field of scarce resource allocation, a long-standing area of inquiry in the field of bioethics. Policymakers and states developed crisis guidelines for ventilator triage that incorporated such factors as immediate prognosis, long-term life expectancy, and current stage of life. Often these depend upon existing risk factors for severe illness, including diabetes. However, these algorithms generally failed to account for the underlying structural biases, including systematic racism and economic disparity, that rendered some patients more vulnerable to these conditions. This paper discusses this unique ethical challenge in resource allocation through the lens of care for patients with severe COVID-19 and diabetes.


Assuntos
COVID-19/terapia , Complicações do Diabetes/terapia , Diabetes Mellitus/terapia , Alocação de Recursos , COVID-19/complicações , COVID-19/epidemiologia , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Diabetes Mellitus/economia , Diabetes Mellitus/epidemiologia , Acessibilidade aos Serviços de Saúde/economia , Acessibilidade aos Serviços de Saúde/ética , Acessibilidade aos Serviços de Saúde/normas , Acessibilidade aos Serviços de Saúde/estatística & dados numéricos , Disparidades nos Níveis de Saúde , Disparidades em Assistência à Saúde/economia , Disparidades em Assistência à Saúde/ética , Disparidades em Assistência à Saúde/organização & administração , Disparidades em Assistência à Saúde/estatística & dados numéricos , Humanos , Pandemias , Racismo/ética , Racismo/estatística & dados numéricos , Alocação de Recursos/economia , Alocação de Recursos/ética , Alocação de Recursos/organização & administração , Alocação de Recursos/estatística & dados numéricos , Triagem/economia , Triagem/ética , Estados Unidos/epidemiologia , Ventiladores Mecânicos/economia , Ventiladores Mecânicos/estatística & dados numéricos , Ventiladores Mecânicos/provisão & distribuição
5.
J Diabetes Complications ; 35(3): 107814, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33419632

RESUMO

AIMS: To estimate the prevalence and medical expenditures of diabetes-related complications (DRCs) among adult Medicaid enrollees with diabetes. METHODS: We estimated the prevalence and medical expenditures for 12 diabetes-related complications by Medicaid eligibility category (disability-based vs. non-disability-based) in eight states. We used generalized linear models with log link and gamma distribution to estimate the total per-person annual medical expenditures for DRCs, controlling for demographics, and other comorbidities. RESULTS: Among non-disability-based enrollees (NDBEs), 40.1% (in California) to 47.5% (in Oklahoma) had one or more DRCs, compared to 53.6% (in Alabama) to 64.8% (in Florida) among disability-based enrollees (DBEs). The most prevalent complication was neuropathy (16.1%-27.1% for NDBEs; 20.2%-30.4% for DBEs). Lower extremity amputation (<1% for both eligibilities) was the least prevalent complication. The costliest per-person complication was dialysis (per-person excess annual expenditure of $22,481-$41,298 for NDBEs; $23,569-$51,470 for DBEs in 2012 USD). Combining prevalence and per-person excess expenditures, the three costliest complications were nephropathy, heart failure, and ischemic heart disease (IHD) for DBEs, compared to neuropathy, nephropathy, and IHD for NDBEs. CONCLUSIONS: Our study provides data that can be used for assessing the health care resources needed for managing DRCs and evaluating cost-effectiveness of interventions to prevent and management DRCs.


Assuntos
Complicações do Diabetes , Diabetes Mellitus , Gastos em Saúde , Medicaid , Adulto , Complicações do Diabetes/economia , Diabetes Mellitus/economia , Humanos , Medicaid/estatística & dados numéricos , Prevalência , Estados Unidos/epidemiologia
6.
Diabetologia ; 64(4): 795-804, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33475814

RESUMO

AIMS/HYPOTHESIS: Diabetes and diabetes complications are a cause of substantial morbidity, resulting in early exits from the labour force and lost productivity. The aim of this study was to examine differences in early exits between people with type 1 and 2 diabetes and to assess the role of chronic diabetes complications on early exit. We also estimated the economic burden of lost productivity due to early exits. METHODS: People of working age (age 17-64) with diabetes in 1998-2011 in Finland were detected using national registers (Ntype 1 = 45,756, Ntype 2 = 299,931). For the open cohort, data on pensions and deaths, healthcare usage, medications and basic demographics were collected from the registers. The outcome of the study was early exit from the labour force defined as pension other than old age pension beginning before age 65, or death before age 65. We analysed the early exit outcome and its risk factors using the Kaplan-Meier method and extended Cox regression models. We fitted linear regression models to investigate the risk factors of lost working years and productivity costs among people with early exit. RESULTS: The difference in median age at early exit from the labour force between type 1 (54.0) and type 2 (58.3) diabetes groups was 4.3 years. The risk of early exit among people with type 1 diabetes increased faster after age 40 compared with people with type 2 diabetes. Each of the diabetes complications was associated with an increase in the hazard of early exit regardless of diabetes type compared with people without the complication, with eye-related complications as an exception. Diabetes complications partly but not completely explained the difference between diabetes types. The mean lost working years was 6.0 years greater in the type 1 diabetes group than in the type 2 diabetes group among people with early exit. Mean productivity costs of people with type 1 diabetes and early exit were found to be 1.4-fold greater compared with people with type 2 diabetes. The total productivity costs of incidences of early exits in the type 2 diabetes group were notably higher compared with the type 1 group during the time period (€14,400 million, €2800 million). CONCLUSIONS/INTERPRETATION: We found a marked difference in the patterns of risk of early exit between people with type 1 and type 2 diabetes. The difference was largest close to statutory retirement age. On average, exits in the type 1 diabetes group occurred at an earlier age and resulted in higher mean lost working years and mean productivity costs. The potential of prevention, timely diagnosis and management of diabetes is substantial in terms of avoiding reductions in individual well-being and productivity.


Assuntos
Efeitos Psicossociais da Doença , Complicações do Diabetes/epidemiologia , Diabetes Mellitus Tipo 1/epidemiologia , Diabetes Mellitus Tipo 2/epidemiologia , Eficiência , Aposentadoria , Fatores Etários , Complicações do Diabetes/diagnóstico , Complicações do Diabetes/economia , Complicações do Diabetes/mortalidade , Diabetes Mellitus Tipo 1/diagnóstico , Diabetes Mellitus Tipo 1/economia , Diabetes Mellitus Tipo 1/mortalidade , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/economia , Diabetes Mellitus Tipo 2/mortalidade , Finlândia/epidemiologia , Nível de Saúde , Humanos , Pensões , Sistema de Registros , Aposentadoria/economia , Medição de Risco , Fatores de Risco , Fatores de Tempo
7.
Expert Rev Pharmacoecon Outcomes Res ; 21(4): 785-798, 2021 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-32686530

RESUMO

Objectives: To estimate the clinical and economic burden of type 2 diabetes (T2D) in established (EST) and emerging markets (EMG).Methods: Three systematic literature reviews were conducted in MEDLINE and Embase to capture all relevant publications reporting 1) the epidemiology of T2D and complications in T2D and 2) the economic burden of T2D and associated complications.Results: In total, 294 studies were included in this analysis. Evidence indicates a high and increasing overall prevalence of T2D globally, ranging up to 23% in EMG markets and 14% in EST markets. Undiagnosed cases were higher in EMG versus EST markets (up to 67% vs 38%), potentially due to a lack of education and disease awareness in certain regions, that could lead to important clinical and economic consequences. Poor glycemic control was associated with the development of several complications (e.g. retinopathy, cardiovascular diseases and nephropathy) that increase the risk of morbidity and mortality. Direct costs were up to 9-fold higher in patients with vs without T2D-related complications.Conclusions: The burden of T2D, related complications and inherent costs are higher in emerging versus established market countries. This review explores potential strategies to reduce costs and enhance outcomes of T2D treatment in developing countries.


Assuntos
Efeitos Psicossociais da Doença , Complicações do Diabetes/economia , Diabetes Mellitus Tipo 2/economia , Países Desenvolvidos , Países em Desenvolvimento , Complicações do Diabetes/epidemiologia , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/epidemiologia , Saúde Global , Custos de Cuidados de Saúde/estatística & dados numéricos , Humanos , Prevalência
8.
Lancet ; 396(10267): 2019-2082, 2021 12 19.
Artigo em Inglês | MEDLINE | ID: mdl-33189186
9.
Acta Diabetol ; 58(3): 329-339, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33067724

RESUMO

OBJECTIVE: To derive the health utility scores of type 2 diabetes (T2D) patients using basal insulin (BI) with diverse characteristics in China. METHODS: The study used the data of insulin-using T2D patients on BI treatment enrolled in the BEYOND II study, which is a multi-center, observational study from 78 hospitals nationwide. The 3-level EQ-5D (EQ-5D-3L) questionnaire was administered to each patient to derive their health utility scores using the EQ-5D-3L value set for China. Patients' clinical and sociodemographic information were retrieved from their electronic case report form (eCRF). Ordinary least-square models with different specifications were explored to identify the best-fitting model to predict the utility scores. RESULTS: The sample (n = 12,583) achieved a mean (standard deviation) EQ-5D-3L utility score of 0.936 (0.120). According to the model, a Chinese male who was younger than 59 years, not underweight, diagnosed with T2D shorter than 10 years, with controlled plasma glucose and free of diabetes complications/comorbidities, would have a mean utility of 0.993. Being female, older age, underweight, and higher plasma glucose, longer diabetes duration was negatively related to EQ-5D-3L scores. Comorbidities and seven of eleven complications were associated with utility decrement. Interactions between some complications were also discovered. CONCLUSIONS: The derived health utility scores for diabetes complications could facilitate the assessment of the cost-effectiveness of health interventions for Chinese insulin-using T2D patients.


Assuntos
Diabetes Mellitus Tipo 2/tratamento farmacológico , Diabetes Mellitus Tipo 2/epidemiologia , Recursos em Saúde/estatística & dados numéricos , Insulinas/uso terapêutico , Adulto , Idoso , China/epidemiologia , Comorbidade , Análise Custo-Benefício , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Complicações do Diabetes/terapia , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/economia , Feminino , Custos de Cuidados de Saúde/estatística & dados numéricos , Nível de Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Qualidade de Vida , Projetos de Pesquisa , Inquéritos e Questionários
10.
Expert Rev Pharmacoecon Outcomes Res ; 20(6): 577-586, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33054434

RESUMO

BACKGROUND: People with type 2 diabetes are at increased risk of developing diabetes-related complications and the augmented societal costs increase with the severity of complications. The objective was to estimate the short-term attributable societal costs of the first event of specific diabetes-related complications amongst people with type 2 diabetes. METHODS: The study was based on national registry data covering all patients with type 2 diabetes in Denmark. Attributable costs of each event were calculated as the difference between costs of patients with the specific event and costs incurred by their controls. Results were reported for the incidence year and the following two years. RESULTS: On average, 13,054 patients were identified annually from 2007 to 2013 with one or more of 17 specific first-incident diabetes-related complications. The attributable healthcare costs amounted to 114 million EUR annually in the incidence year alone. Costs were highest in the incidence year but were significantly higher also in the 2nd and 3rd year, driven particularly by increased indirect costs. CONCLUSIONS: Short-term excess costs of treating specific first-incident diabetes-related complications are massive for society. Our study highlights the importance of strengthening primary prevention within type 2 diabetes to minimize the risk of developing costly diabetes-related complications.


Assuntos
Efeitos Psicossociais da Doença , Diabetes Mellitus Tipo 2/complicações , Custos de Cuidados de Saúde/estatística & dados numéricos , Idoso , Idoso de 80 Anos ou mais , Estudos de Coortes , Dinamarca , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Diabetes Mellitus Tipo 2/economia , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Sistema de Registros , Índice de Gravidade de Doença
11.
J Diabetes Complications ; 34(12): 107735, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-32962890

RESUMO

AIMS: To estimate the cost of diabetes complications in the United States (U.S.). METHODS: We constructed longitudinal panel data using one of the largest claims databases in the U.S. for privately insured Type 1 (T1DM) and type 2 (T2DM) diabetes patients with a follow-up time of one to ten years. Complication costs were estimated both in years of the first occurrence and in subsequent years, using individual fixed-effects models. All costs were in 2016 dollars. RESULTS: 47,166 people with T1DM and 608,237 with T2DM were included in our study. Aside from organ transplants, which were rare, the estimated average costs for the top three most costly conditions in the first vs. subsequent years were: end stage renal disease ($73,534 vs. $97,431 for T1DM; $94,231 vs. $98,981 for T2DM), congestive heart failure ($41,681 vs. $14,855 for T1DM; $31,202 vs. $7062 for T2DM), and myocardial infarction ($40,899 vs. $9496 for T1DM; $45,251 vs. $8572 for T2DM). For both diabetes types, retinopathy and neuropathy tend to have the lowest cost estimates. CONCLUSIONS: Our study provides the latest and most comprehensive cost estimates for a broad set of diabetes complications needed to evaluate the long-term cost-effectiveness of interventions for preventing and managing diabetes.


Assuntos
Complicações do Diabetes , Diabetes Mellitus Tipo 1 , Diabetes Mellitus Tipo 2 , Análise Custo-Benefício , Bases de Dados Factuais , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Diabetes Mellitus Tipo 1/economia , Diabetes Mellitus Tipo 1/epidemiologia , Diabetes Mellitus Tipo 2/economia , Diabetes Mellitus Tipo 2/epidemiologia , Humanos , Estados Unidos/epidemiologia
12.
BMC Health Serv Res ; 20(1): 803, 2020 Aug 26.
Artigo em Inglês | MEDLINE | ID: mdl-32847581

RESUMO

BACKGROUND: To estimate the potential benefits in terms of avoided complications and cost reduction if the Spanish health system would encourage the intensification of treatment for better glycaemic control in adults with Type 2 diabetes from the current HbA1c target used in clinical practice of 68 mmol/mol to a target of 53 mmol/mol. METHODS: The IQVIA Core Diabetes Model (version 9.0) was used to model the impact of these changes in respect of micro- and macrovascular complications and the associated costs. The modelling was based on data derived from the SIDIAP-Q population database from Catalonia, taking a random cohort of 10,000 people with type 2 diabetes and dividing it into sub-groups based on their baseline HbA1c. RESULTS: The CDM modelling showed that the average cost reduction per person varies depending on baseline HbA1c. The model estimates that after 25 years, people with a baseline HbA1c between 48 and 58 mmol/mol and > 75 mmol/mol show an average cost reduction of €6027 and €11,966, respectively. Applying the per-person cost reduction to the cohorts of the prevalent population in Spain (1,910,374) the overall estimated cost reduction was €14.7 billion over 25 years. The improvements in outcomes resulted in an estimated reduction of more than 1.2 million complications cumulatively over 25 years, of which more than 550,000 relate to diabetic foot and more than 170,000 related to renal disease. CONCLUSION: Over a 25 year period, Spain could considerably reduce costs and avoid major complications if, on a population level, more ambitious glycaemic control, according to Spanish or EU guidelines, could be achieved among people with type 2 diabetes by reducing the HbA1c threshold for treatment intensification. Although there is a slower trajectory for benefits in earlier years, there is a much more rapid benefit gain between years 5 and 15.


Assuntos
Diabetes Mellitus Tipo 2/terapia , Controle Glicêmico/estatística & dados numéricos , Atenção Primária à Saúde , Idoso , Estudos de Coortes , Custos e Análise de Custo/estatística & dados numéricos , Complicações do Diabetes/economia , Complicações do Diabetes/prevenção & controle , Feminino , Hemoglobinas Glicadas/análise , Pesquisa sobre Serviços de Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Espanha
13.
J Med Econ ; 23(11): 1311-1320, 2020 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-32746676

RESUMO

BACKGROUND AND AIMS: The ReFLeCT study demonstrated that switching to insulin degludec from other basal insulins was associated with reductions in glycated hemoglobin and hypoglycemic events in type 1 (T1D) and type 2 diabetes (T2D), and reductions in insulin doses in T1D. The aim of the present analysis was to assess the short- and long-term cost-effectiveness of switching to insulin degludec in Sweden. METHODS: Short-term outcomes were evaluated over 1 year in a Microsoft Excel model, while long-term outcomes were projected over patient lifetimes using the IQVIA CORE Diabetes Model. Cohort characteristics and treatment effects were sourced from the ReFLeCT study. Costs (in 2018 Swedish krona [SEK]) encompassed direct medical expenditure and indirect costs from loss of workplace productivity. In the long-term analyses, patients were assumed to receive insulin degludec or continue prior insulin therapy (primarily insulin glargine U100) for 5 years, before all patients intensified to once-daily degludec and mealtime aspart. RESULTS: Switching to insulin degludec was associated with improved quality-adjusted life expectancy of 0.04 and 0.02 quality-adjusted life years (QALYs) over 1 year, and 0.16 and 0.08 QALYs over patient lifetimes, in T1D and T2D. Combined costs in T1D and T2D were estimated to be SEK 1,249 lower and SEK 1,181 higher over the short-term, and SEK 157,258 and SEK 2,114 lower over the long-term. Benefits were due to lower insulin doses in T1D, reduced rates of hypoglycemia, and lower incidences of diabetes-related complications. Insulin degludec was associated with an incremental cost-effectiveness ratio of SEK 64,298 per QALY gained for T2D over 1 year and considered dominant for T1D and T2D in all other comparisons. CONCLUSIONS: Insulin degludec was projected to be cost-effective or dominant versus other basal insulins for the treatment of T1D and T2D in Sweden.


Assuntos
Diabetes Mellitus Tipo 1/tratamento farmacológico , Diabetes Mellitus Tipo 2/tratamento farmacológico , Hipoglicemiantes/economia , Insulina de Ação Prolongada/economia , Efeitos Psicossociais da Doença , Análise Custo-Benefício , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Relação Dose-Resposta a Droga , Hemoglobinas Glicadas , Gastos em Saúde/estatística & dados numéricos , Serviços de Saúde/economia , Serviços de Saúde/estatística & dados numéricos , Humanos , Hipoglicemia/induzido quimicamente , Hipoglicemia/economia , Hipoglicemiantes/uso terapêutico , Insulina de Ação Prolongada/uso terapêutico , Modelos Econométricos , Anos de Vida Ajustados por Qualidade de Vida , Suécia/epidemiologia
14.
Artigo em Inglês | MEDLINE | ID: mdl-32784771

RESUMO

Diabetes causes significant disabilities, reduced quality of life and mortality that imposes huge economic burden on societies and governments worldwide. Malaysia suffers a high diabetes burden in Asia, but the magnitude of healthcare expenditures documented to aid national health policy decision-making is limited. This systematic review aimed to document the economic burden of diabetes in Malaysia, and identify the factors associated with cost burden and the methods used to evaluate costs. Studies conducted between 2000 and 2019 were retrieved using three international databases (PubMed, Scopus, EMBASE) and one local database (MyCite), as well as manual searches. Peer reviewed research articles in English and Malay on economic evaluations of adult type 2 diabetes conducted in Malaysia were included. The review was registered with PROSPERO (CRD42020151857), reported according to PRISMA and used a quality checklist adapted for cost of illness studies. Data were extracted using a data extraction sheet that included study characteristics, total costs, different costing methods and a scoring system to assess the quality of studies reviewed. The review identified twelve eligible studies that conducted cost evaluations of type 2 diabetes in Malaysia. Variation exists in the costs and methods used in these studies. For direct costs, four studies evaluated costs related to complications and drugs, and two studies were related to outpatient and inpatient costs each. Indirect and intangible costs were estimated in one study. Four studies estimated capital and recurrent costs. The estimated total annual cost of diabetes in Malaysia was approximately USD 600 million. Age, type of hospitals or health provider, length of inpatient stay and frequency of outpatient visits were significantly associated with costs. The most frequent epidemiological approach employed was prevalence-based (n = 10), while cost analysis was the most common costing approach used. The current review offers the first documented evidence on cost estimates of diabetes in Malaysia.


Assuntos
Efeitos Psicossociais da Doença , Diabetes Mellitus Tipo 2/economia , Custos de Cuidados de Saúde/estatística & dados numéricos , Gastos em Saúde/estatística & dados numéricos , Adulto , Complicações do Diabetes/economia , Diabetes Mellitus Tipo 2/psicologia , Humanos , Malásia , Qualidade de Vida , Perfil de Impacto da Doença
15.
BMC Endocr Disord ; 20(1): 125, 2020 Aug 17.
Artigo em Inglês | MEDLINE | ID: mdl-32807156

RESUMO

BACKGROUND: Diabetes is a leading cause of Medicare spending; predicting which individuals are likely to be costly is essential for targeting interventions. Current approaches generally focus on composite measures, short time-horizons, or patients who are already high utilizers, whose costs may be harder to modify. Thus, we used data-driven methods to classify unique clusters in Medicare claims who were initially low utilizers by their diabetes spending patterns in subsequent years and used machine learning to predict these patterns. METHODS: We identified beneficiaries with type 2 diabetes whose spending was in the bottom 90% of diabetes care spending in a one-year baseline period in Medicare fee-for-service data. We used group-based trajectory modeling to classify unique clusters of patients by diabetes-related spending patterns over a two-year follow-up. Prediction models were estimated with generalized boosted regression, a machine learning method, using sets of all baseline predictors, diabetes predictors, and predictors that are potentially-modifiable through interventions. Each model was evaluated through C-statistics and 5-fold cross-validation. RESULTS: Among 33,789 beneficiaries (baseline median diabetes spending: $4153), we identified 5 distinct spending patterns that could largely be predicted; of these, 68.1% of patients had consistent spending, 25.3% had spending that rose quickly, and 6.6% of patients had spending that rose progressively. The ability to predict these groups was moderate (validated C-statistics: 0.63 to 0.87). The most influential factors for those with progressively rising spending were age, generosity of coverage, prior spending, and medication adherence. CONCLUSIONS: Patients with type 2 diabetes who were initially low spenders exhibit distinct subsequent long-term patterns of diabetes spending; membership in these patterns can be largely predicted with data-driven methods. These findings as well as applications of the overall approach could potentially inform the design and timing of diabetes or cost-containment interventions, such as medication adherence or interventions that enhance access to care, among patients with type 2 diabetes.


Assuntos
Complicações do Diabetes , Diabetes Mellitus Tipo 2/economia , Diabetes Mellitus Tipo 2/epidemiologia , Custos de Cuidados de Saúde , Idoso , Idoso de 80 Anos ou mais , Comorbidade , Análise Custo-Benefício , Complicações do Diabetes/diagnóstico , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/terapia , Progressão da Doença , Feminino , Seguimentos , Custos de Cuidados de Saúde/tendências , Humanos , Renda , Masculino , Medicare/estatística & dados numéricos , Medicare/tendências , Prognóstico , Fatores Socioeconômicos , Estados Unidos/epidemiologia
16.
Diabetes Care ; 43(8): 1741-1749, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32532756

RESUMO

OBJECTIVE: To develop a patient-level simulation model for predicting lifetime health outcomes of patients with type 1 diabetes and as a tool for economic evaluation of type 1 diabetes treatment based on data from a large, longitudinal cohort. RESEARCH DESIGN AND METHODS: Data for model development were obtained from the Swedish National Diabetes Register. We derived parametric proportional hazards models predicting the absolute risk of diabetes complications and death based on a wide range of clinical variables and history of complications. We used linear regression models to predict risk factor progression. Internal validation was performed, estimates of life expectancies for different age-sex strata were computed, and the impact of key risk factors on life expectancy was assessed. RESULTS: The study population consisted of 27,841 patients with type 1 diabetes with a mean duration of follow-up of 7 years. Internal validation showed good agreement between the predicted and observed cumulative incidence of death and 10 complications. Simulated life expectancy was ∼13 years lower than that of the sex- and age-matched general population, and patients with type 1 diabetes could expect to live with one or more complications for ∼40% of their remaining life. Sensitivity analysis showed the importance of preventing renal dysfunction, hypoglycemia, and hyperglycemia as well as lowering HbA1c in reducing the risk of complications and death. CONCLUSIONS: Our model was able to simulate risk factor progression and event histories that closely match the observed outcomes and to project events occurring over patients' lifetimes. The model can serve as a tool to estimate the impact of changing clinical risk factors on health outcomes to inform economic evaluations of interventions in type 1 diabetes.


Assuntos
Diabetes Mellitus Tipo 1/diagnóstico , Expectativa de Vida , Modelos Teóricos , Avaliação de Resultados da Assistência ao Paciente , Adolescente , Adulto , Criança , Estudos de Coortes , Análise Custo-Benefício , Complicações do Diabetes/diagnóstico , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Complicações do Diabetes/terapia , Diabetes Mellitus Tipo 1/economia , Diabetes Mellitus Tipo 1/epidemiologia , Diabetes Mellitus Tipo 1/terapia , Feminino , Humanos , Modelos Lineares , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Prognóstico , Sistema de Registros , Fatores de Risco , Estatística como Assunto , Suécia/epidemiologia , Adulto Jovem
17.
Dtsch Med Wochenschr ; 145(14): e78-e86, 2020 07.
Artigo em Alemão | MEDLINE | ID: mdl-32492722

RESUMO

BACKGROUND: The obesity treatment program "Leipziger Adipositasmanagement" is a long-term (i. e., four years long) conservative treatment program which is completely covered by a public health insurance company for patients with obesity grades 2 and 3 (i. e., body mass index > 35 kg/m2). Here we evaluate the effectiveness of the first part of the program which was on average 72 weeks long. METHODS: Body weight, body circumferences, metabolic and psychological parameters were collected prior to the start (t0) and after completion of the first part (t1). The whole first treatment part was completed by 243 persons. The analysis design was a prospective evaluation of clinical real world data. RESULTS: Treatment costs per patient were 2,022 € on average. There were significant clinically meaningful improvements from t0 to t1. On average, patients lost 5 kg (95 % confidence interval, KI 3.8 to 6.2 kg) or 4 % (KI 3.1 to 4.9 %) of their initial body weight. The hemoglobin A1c value decreased from 5.9 % to 5.6 % in all patients and from 6.7 % to 6.2 % in diabetic patients. Further metabolic (e. g., low density lipoprotein and total cholesterol) and psychological (e. g., quality of life) parameters improved significantly as well. CONCLUSIONS: The available real world data show, that an obesity treatment program, which is completely covered by a public health insurance company, can reach a clinically significant weight loss with metabolic improvements. The treatment program "Leipziger Adipositasmanagement" contributes to improving long-term treatment of obesity in Germany.


Assuntos
Obesidade/terapia , Cobertura Universal do Seguro de Saúde/economia , Programas de Redução de Peso/economia , Adulto , Complicações do Diabetes/economia , Complicações do Diabetes/psicologia , Complicações do Diabetes/terapia , Feminino , Alemanha , Hemoglobinas Glicadas/metabolismo , Custos de Cuidados de Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Obesidade/economia , Obesidade/psicologia , Estudos Prospectivos , Redução de Peso
18.
Diabetes Care ; 43(8): 1732-1740, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32444454

RESUMO

OBJECTIVE: Developing country-specific unit-cost catalogs is a key area for advancing economic research to improve medical and policy decisions. However, little is known about how health care costs vary by type 2 diabetes (T2D) complications across time in Asian countries. We sought to quantify the economic burden of various T2D complications in Taiwan. RESEARCH DESIGN AND METHODS: A nationwide, population-based, longitudinal study was conducted to analyze 802,429 adults with newly diagnosed T2D identified during 1999-2010 and followed up until death or 31 December 2013. Annual health care costs associated with T2D complications were estimated, with multivariable generalized estimating equation models adjusted for individual characteristics. RESULTS: The mean annual health care cost was $281 and $298 (2017 U.S. dollars) for a male and female, respectively, diagnosed with T2D at age <50 years, with diabetes duration of <5 years, and without comorbidities, antidiabetic treatments, and complications. Depression was the costliest comorbidity, increasing costs by 64-82%. Antidiabetic treatments increased costs by 72-126%. For nonfatal complications, costs increased from 36% (retinopathy) to 202% (stroke) in the event year and from 13% (retinopathy or neuropathy) to 49% (heart failure) in subsequent years. Costs for the five leading costly nonfatal subtype complications increased by 201-599% (end-stage renal disease with dialysis), 37-376% (hemorrhagic/ischemic stroke), and 13-279% (upper-/lower-extremity amputation). For fatal complications, costs increased by 1,784-2,001% and 1,285-1,584% for cardiovascular and other-cause deaths, respectively. CONCLUSIONS: The cost estimates from this study are crucial for parameterizing diabetes economic simulation models to quantify the economic impact of clinical outcomes and determine cost-effective interventions.


Assuntos
Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Diabetes Mellitus Tipo 2/economia , Diabetes Mellitus Tipo 2/epidemiologia , Custos de Cuidados de Saúde/tendências , Adulto , Idoso , Idoso de 80 Anos ou mais , Amputação Cirúrgica/economia , Amputação Cirúrgica/estatística & dados numéricos , Estudos de Coortes , Comorbidade , Análise Custo-Benefício , Complicações do Diabetes/metabolismo , Complicações do Diabetes/terapia , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/terapia , Angiopatias Diabéticas/economia , Angiopatias Diabéticas/epidemiologia , Feminino , Seguimentos , Custos de Cuidados de Saúde/estatística & dados numéricos , Humanos , Hipoglicemiantes/economia , Hipoglicemiantes/uso terapêutico , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Acidente Vascular Cerebral/economia , Acidente Vascular Cerebral/epidemiologia , Acidente Vascular Cerebral/terapia , Taiwan/epidemiologia , Fatores de Tempo
19.
Diabetes Care ; 43(8): 1750-1758, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32457057

RESUMO

OBJECTIVE: The relative effects of various cardiovascular diseases (CVDs) and varying severity of chronic kidney disease (CKD) on mortality risk, direct medical cost, and life expectancy in patients with diabetes are unclear. The aim of this study was to evaluate these associations. RESEARCH DESIGN AND METHODS: This was a retrospective cohort study that included 208,792 adults with diabetes stratified into 12 disease status groups with varying combinations of heart disease, stroke, moderate CKD (estimated glomerular filtration rate [eGFR] 30-59 mL/min/1.73 m2) and severe CKD (eGFR <30 mL/min/1.73 m2) in 2008-2010. The effect of risk of mortality, annual direct medical costs, and life expectancy were assessed using Cox regression, gamma generalized linear method with log-link function, and flexible parametric survival models. RESULTS: Over a median follow-up of 8.5 years (1.6 million patient-years), 50,154 deaths were recorded. Mortality risks for patients with only a single condition among heart disease, stroke, and moderate CKD were similar. The mortality risks were 1.75 times, 2.63 times, and 3.58 times greater for patients with one, two, and all three conditions (consisting of stroke, heart disease, and moderate CKD), compared with patients without these diseases, suggesting an independent and individually additive effect for any combination. A similar trend was observed in annual public health care costs with 2.91-, 3.90-, and 3.88-fold increased costs for patients with one, two, and three conditions, respectively. Increases in the number of conditions reduced life expectancy greatly, particularly in younger patients. Reduction in life expectancy for a 40-year-old with one, two, and three conditions was 20, 25, and 30 years for men and 25, 30, and 35 years, respectively, for women. A similar trend of greater magnitude was observed for severe CKD. CONCLUSIONS: The effects of heart diseases, stroke, CKD, and the combination of these conditions on all-cause mortality and direct medical costs are independent and cumulative. CKD, especially severe CKD, appears to have a particularly significant impact on life expectancy and direct medical costs in patients with diabetes. These findings support the importance of preventing both CVD and CKD in patients with diabetes.


Assuntos
Doenças Cardiovasculares , Diabetes Mellitus , Custos de Cuidados de Saúde , Expectativa de Vida , Insuficiência Renal Crônica , Idoso , Idoso de 80 Anos ou mais , Doenças Cardiovasculares/economia , Doenças Cardiovasculares/epidemiologia , Doenças Cardiovasculares/mortalidade , Estudos de Coortes , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Complicações do Diabetes/mortalidade , Diabetes Mellitus/economia , Diabetes Mellitus/epidemiologia , Diabetes Mellitus/mortalidade , Feminino , Seguimentos , Custos de Cuidados de Saúde/estatística & dados numéricos , Custos de Cuidados de Saúde/tendências , Hong Kong/epidemiologia , Humanos , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Mortalidade , Insuficiência Renal Crônica/economia , Insuficiência Renal Crônica/epidemiologia , Insuficiência Renal Crônica/mortalidade , Estudos Retrospectivos , Fatores de Risco
20.
Adv Ther ; 37(5): 2427-2441, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-32306244

RESUMO

INTRODUCTION: Once-weekly semaglutide 1 mg is a novel glucagon-like peptide-1 receptor agonist (GLP-1 RA) for the treatment of type 2 diabetes that has demonstrated significantly greater reductions in glycated haemoglobin (HbA1c) and body weight than the GLP-1 RA once-daily liraglutide 1.2 mg in the SUSTAIN 10 trial. The present analysis aimed to evaluate the long-term cost-effectiveness of once-weekly semaglutide 1 mg versus once-daily liraglutide 1.2 mg from a UK healthcare payer perspective. METHODS: Long-term outcomes were projected using the IQVIA CORE Diabetes Model (version 9.0), with baseline characteristics and treatment effects sourced from SUSTAIN 10. Patients were assumed to initiate treatment with GLP-1 RAs and continue treatment until HbA1c exceeded 7.5%, at which point GLP-1 RAs were discontinued and basal insulin was initiated. Pharmacy costs and costs of complications were measured in 2018 pounds sterling (GBP), with future costs and outcomes discounted at 3.5% per annum. Utilities were taken from published sources. RESULTS: In the base-case analysis, once-weekly semaglutide 1 mg was associated with an increase in discounted life expectancy of 0.21 years and discounted quality-adjusted life expectancy of 0.30 quality-adjusted life-years, compared with once-daily liraglutide 1.2 mg. Clinical benefits were achieved at reduced costs, with lifetime cost savings of GBP 140 per patient with semaglutide versus liraglutide, owing to a reduction in diabetes-related complications, in particular cardiovascular disease (mean cost saving of GBP 279 per patient). Therefore, once-weekly semaglutide 1 mg was dominant compared with once-daily liraglutide 1.2 mg. The results of the sensitivity analyses were similar, demonstrating the robustness of the base-case analysis. CONCLUSIONS: Once-weekly semaglutide 1 mg is a cost-effective treatment option versus once-daily liraglutide 1.2 mg, based on the SUSTAIN 10 trial, from a UK healthcare payer perspective.


Assuntos
Diabetes Mellitus Tipo 2/tratamento farmacológico , Peptídeos Semelhantes ao Glucagon/uso terapêutico , Hipoglicemiantes/uso terapêutico , Liraglutida/uso terapêutico , Idoso , Peso Corporal , Análise Custo-Benefício , Complicações do Diabetes/economia , Complicações do Diabetes/prevenção & controle , Esquema de Medicação , Feminino , Peptídeos Semelhantes ao Glucagon/administração & dosagem , Peptídeos Semelhantes ao Glucagon/economia , Hemoglobinas Glicadas/análise , Humanos , Hipoglicemiantes/administração & dosagem , Hipoglicemiantes/economia , Liraglutida/administração & dosagem , Liraglutida/economia , Masculino , Pessoa de Meia-Idade , Modelos Econométricos , Anos de Vida Ajustados por Qualidade de Vida , Reino Unido
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