Direct medical costs of complications resulting from type 2 diabetes in the U.S

Cost-effectiveness analysis of lifestyle interventions for preventing kidney disease in patients with type 2 diabetes

BACKGROUND

Lifestyle interventions in patients with type-2 diabetes contribute to reducing the incidence of chronic kidney disease. The cost-effectiveness of lifestyle interventions to prevent kidney disease in patients with type-2 diabetes remains undetermined. We aimed to develop a Markov model from a Japanese healthcare payer's perspective focusing on the development of kidney disease in patients with type-2 diabetes and examine the cost-effectiveness of lifestyle interventions.

METHODS

To develop the model, the parameters, including lifestyle intervention effect, were derived from results of the Look AHEAD trial and previously published literature. Incremental cost-effectiveness ratios (ICER) were calculated from the difference in cost and quality-adjusted life years (QALY) between lifestyle intervention and diabetes support education groups. We estimated lifetime costs and effectiveness assuming patient's life span to be 100 years. Costs and effectiveness were discounted by 2% annually.

RESULTS

ICER for lifestyle intervention compared to diabetes support education was JPY 1,510,838 (USD 13,031) per QALY. Cost-effectiveness acceptability curve showed that the probability that lifestyle intervention is cost-effective at the threshold of JPY 5,000,000 (USD 43,084) per QALY gained, compared to diabetes support education, is 93.6%.

CONCLUSIONS

Using a newly-developed Markov model, we illustrated that lifestyle interventions for preventing kidney disease in patients with diabetes would be more cost-effective from a Japanese healthcare payer's perspective compared to diabetes support education. The model parameters in the Markov model must be updated to adapt to the Japanese setting.

Hospital costs associated with adverse events in people with diabetes in the UK

AIM

To estimate the annual hospital costs associated with a range of adverse events for people with diabetes in the UK.

METHODS

Annual hospital costs (2019/2020) were derived from 15 436 ASCEND participants from 2005 to 2017 (120 420 person-years). The annual hospital costs associated with cardiovascular events (myocardial infarction, coronary revascularization, transient ischaemic attack [TIA], ischaemic stroke, heart failure), bleeding (gastrointestinal [GI] bleed, intracranial haemorrhage, other major bleed), cancer (GI tract cancer, non-GI tract cancer), end-stage renal disease (ESRD), lower limb amputation and death (vascular, non-vascular) were estimated using a generalized linear model following adjustment for participants' sociodemographic and clinical factors.

RESULTS

In the year of event, ESRD was associated with the largest increase in annual hospital cost (£20 954), followed by lower limb amputation (£17 887), intracranial haemorrhage (£12 080), GI tract cancer (£10 160), coronary revascularization (£8531 if urgent; £8302 if non-urgent), heart failure (£8319), non-GI tract cancer (£7409), ischaemic stroke (£7170), GI bleed (£5557), myocardial infarction (£4913), other major bleed (£3825) and TIA (£1523). In subsequent years, most adverse events were associated with lasting but smaller increases in hospital costs, except for ESRD, where the additional cost remained high (£20 090).

CONCLUSIONS

Our study provides robust estimates of annual hospital costs associated with a range of adverse events in people with diabetes that can inform future cost-effectiveness analyses of diabetes interventions. It also highlights the potential cost savings that could be derived from prevention of these costly complications.

Levels of secretory leukocyte protease inhibitor expression in acute wounds

OBJECTIVE

Even with our best practices, we are frequently unable to prevent slow and stalled wound healing-particularly in people with impaired circulation and conditions such as diabetes. As a result, greater insight into the nature of wound healing and alternative treatment approaches is needed. An avenue that may be of particular promise is increasing understanding of the role of secretory leukocyte protease inhibitor (SLPI) as there is evidence that it enhances wound healing, its expression increases in response to inflammation and infection, and it exhibits anti-protease, anti-inflammatory, antiviral antibacterial and antifungal activities.

METHOD

The response of SLPI levels to wounding and skin injury was assessed by taking punch skin biopsies from healthy volunteers and assessing the levels of SLPI at the site of injury at the time of wounding (baseline) as well as one, two, three, four, seven, nine and 12 weeks later.

RESULTS

A total of 35 volunteers took part in the study. Significant elevations were found: levels of SLPI were greatly increased, 12 times that at baseline, and remained elevated at three weeks despite re-epithelialisation having occurred.

CONCLUSION

These findings not only suggest that levels of SLPI rise rapidly following wounding, but that these elevations are sustained, and continue to increase even when re-epithelialisation has occurred. These results suggest that the role and potential benefits of this protease inhibitor deserve further exploration.

Direct Medical Costs of Incident Complications in Patients Newly Diagnosed With Type 2 Diabetes in China

INTRODUCTION

Reliable country-specific incidence and cost data on diabetes-related complications are essential inputs for the projections of the economic burden of diabetes. The aim of this study was to provide patient-level cost estimates of managing and treating complications in patients newly diagnosed with type 2 diabetes mellitus (T2DM) in China.

METHODS

Patients newly diagnosed with T2DM in the Tianjin Urban Employee Basic Medical Insurance Claims database between 2008 and 2015 were identified and followed up. The cumulative incidence and descriptive costs of certain macrovascular and microvascular complications were examined. A generalized estimating equations model was used to estimate the immediate- and long-term costs for the incident complication in quarterly intervals, controlling for demographics and the confounding effects of comorbid complications.

RESULTS

A total of 114,847 newly diagnosed patients were identified (mean age 56.9 years, 45.5% women). After 7 years, 80.8% of the patients at risk had developed nephropathy and 75.7% had developed neuropathy. The immediate additional costs were highest for myocardial infarction during the quarterly interval that the complication first occurred (China yuan [CNY] 19,633), and the long-term costs were highest for stroke in the quarterly intervals of subsequent years (CNY 1087). The expected costs for all complications were calculated and presented as costs per quarterly interval and per year for different age and sex subgroups.

CONCLUSIONS

Managing complications results in substantial costs to the Chinese healthcare system. Our study contributes towards quantifying the economic burden and supports the parametrization of economic models of diabetes in China.

Cost-effectiveness of intensive interventions compared to standard care in individuals with type 2 diabetes: A systematic review and critical appraisal of decision-analytic models

AIMS

The objective of this systematic review is to identify and assess the quality of published decision-analytic models evaluating the long-term cost-effectiveness of target-driven intensive interventions for single and multifactorial risk factor control compared to standard care in people with type 2 diabetes.

METHODS

We searched the electronic databases MEDLINE, the National Health Service Economic Evaluation Database, Web of Science and the Cochrane Library from inception to October 31, 2019. Articles were eligible for inclusion if the studies had used a decision-analytic model evaluating both the long-term costs and benefits associated with intensive interventions for risk factor control compared to standard care in people with type 2 diabetes. Data were extracted using a standardised form, while quality was assessed using the decision-analytic model-specific Philips-criteria.

RESULTS

Overall, nine articles (11 models) were identified, four models evaluated intensive glycaemic control, three evaluated intensive blood pressure control, two evaluated intensive lipid control, and two evaluated intensive multifactorial interventions. Six reported using discrete-time simulations modelling approach, whereas five reported using a Markov modelling framework. The majority, seven studies, reported that the intensive interventions were dominant or cost-effective, given the assumptions and analytical perspective taken. The methodological and reporting quality of the studies was generally weak, with only four studies fulfilling more than 50% of their applicable Philips-criteria.

CONCLUSIONS

This is the first systematic review of decision-analytic models of target-driven intensive interventions for single and multifactorial risk factor control in individuals with type 2 diabetes. Identified shortcomings are lack of transparency in data identification and evidence synthesis as well as for the selection of the modelling approaches. Future models should aim to include greater evaluation of the quality of the data sources used and the assessment of uncertainty in the model.

Differences in All-Cause Health Care Utilization and Costs in a Type 2 Diabetes Mellitus Population with and Without a History of Cardiovascular Disease

BACKGROUND

Multiple studies have reported that type 2 diabetes mellitus (T2DM) is a major risk factor for cardiovascular diseases (CVD), and presence of T2DM and CVD increases risk of death. There is growing interest in examining the effects of antidiabetic treatments on the reduction of cardiovascular events in T2DM adults with a history of CVD and thus at higher risk of cardiovascular events.

OBJECTIVE

To estimate the incremental all-cause health care utilization and costs among adults with T2DM and a history of CVD compared with adults without a history of CVD, using a national linked electronic medical records (EMR) and claims database.

METHODS

Adults aged ≥ 18 years with evidence of at least 1 T2DM-related diagnosis code or antidiabetic medication (date of earliest occurrence was defined as the index date) in calendar year 2012 were identified. The population was divided into 2 cohorts (with and without a history of CVD) and followed until the end of their enrollment coverage, death, or 12 months, whichever came first. Multivariable generalized linear models were used to assess differences in health care utilization and per patient per month (PPPM) total costs (plan- and patient-paid amount for health care services) between the 2 groups during the post-index year, while adjusting for an a priori list of demographic and clinical characteristics.

RESULTS

A total of 138,018 adults with T2DM was identified, of which 16,547 (12%) had a history of CVD. The unadjusted resource utilization (outpatient: 27.5 vs. 17.8; emergency room [ER]: 0.8 vs. 0.4; inpatient: 0.4 vs. 0.2 days; and total unique drug prescriptions: 10.1 vs. 8.3) and PPPM total health care costs ($2,655.1 vs. $1,435.0) were significantly higher in T2DM adults with a history of CVD versus T2DM adults without a history of CVD. The adjusted models revealed that T2DM adults with a history of CVD had a 31% higher number of ER visits (rate ratio [RR] = 1.31, 95% CI = 1.25-1.37); 27% more inpatient visits (RR = 1.27, 95% CI = 1.21-1.34); 15% longer mean inpatient length of stay (RR = 1.15, 95% CI = 1.06-1.25); and 11% more outpatient visits (RR = 1.11, 95% CI = 1.09-1.13) compared with T2DM adults without a history of CVD. Furthermore, the difference in total PPPM health care cost was found to be 16% ($200) higher in adults with a history of CVD (RR = 1.16, 95% CI = 1.13-1.19). PPPM costs associated with outpatient and ER visits were approximately 21% and 19% higher among adults with a history of CVD, respectively (P < 0.0001), while costs for inpatient visits were similar between the 2 groups. In addition, a subgroup analysis revealed that adjusted differences in PPPM total cost was larger in the younger age group (56% higher cost in those aged < 45 years) and diminished in the older age group (only 2% higher in those aged ≥ 65 years).

CONCLUSIONS

Study findings showed that resource utilization and costs remains significantly higher in T2DM patients with a history of CVD compared with patients without a history of CVD even after controlling for significant patient comorbid and demographic characteristics. Also, younger age groups had higher differences in outcomes compared with older age groups. This study underscores the importance of cost-effective interventions that may reduce economic burden in this T2DM population with a history of CVD.

DISCLOSURES

This study was funded by Boehringer Ingelheim. At the time of this study, Mehta and Mountford were employed by IQVIA, which received funding from Boehringer Ingelheim to conduct this study. Mountford is employed by Allergan, which has no connection with this study. Ghosh, Sander, and Kuti are employed by Boehringer Ingelheim. Study concept and design were contributed by Mountford, Mehta, and Ghosh, along with Sander and Kuti. Mountford and Mehta collected the data, and data interpretation was performed by all the authors. The manuscript was written by Sander and Kuti, along with the other authors, and revised by Mehta and Gosh, along with the other authors.

The effectiveness, reproducibility, and durability of tailored mobile coaching on diabetes management in policyholders: A randomized, controlled, open-label study

This randomized, controlled, open-label study conducted in Kangbuk Samsung Hospital evaluated the effectiveness, reproducibility, and durability of tailored mobile coaching (TMC) on diabetes management. The participants included 148 Korean adult policyholders with type 2 diabetes divided into the Intervention-Maintenance (I-M) group (n = 74) and Control-Intervention (C-I) group (n = 74). Intervention was the addition of TMC to typical diabetes care. In the 6-month phase 1, the I-M group received TMC, and the C-I group received their usual diabetes care. During the second 6-month phase 2, the C-I group received TMC, and the I-M group received only regular information messages. After the 6-month phase 1, a significant decrease (0.6%) in HbA1c levels compared with baseline values was observed in only the I-M group (from 8.1 ± 1.4% to 7.5 ± 1.1%, P < 0.001 based on a paired t-test). At the end of phase 2, HbA1c levels in the C-I group decreased by 0.6% compared with the value at 6 months (from 7.9 ± 1.5 to 7.3 ± 1.0, P < 0.001 based on a paired t-test). In the I-M group, no changes were observed. Both groups showed significant improvements in frequency of blood-glucose testing and exercise. In conclusion, addition of TMC to conventional treatment for diabetes improved glycemic control, and this effect was maintained without individualized message feedback.

Annual direct medical costs associated with diabetes-related complications in the event year and in subsequent years in Hong Kong

AIM

To develop models to estimate the direct medical costs associated with diabetes-related complications in the event year and in subsequent years.

METHODS

The public direct medical costs associated with 13 diabetes-related complications were estimated among a cohort of 128 353 people with diabetes over 5 years. Private direct medical costs were estimated from a cross-sectional survey among 1825 people with diabetes. We used panel data regression with fixed effects to investigate the impact of each complication on direct medical costs in the event year and subsequent years, adjusting for age and co-existing complications.

RESULTS

The expected annual public direct medical cost for the baseline case was US$1,521 (95% CI 1,518 to 1,525) or a 65-year-old person with diabetes without complications. A new lower limb ulcer was associated with the biggest increase, with a multiplier of 9.38 (95% CI 8.49 to 10.37). New end-stage renal disease and stroke increased the annual medical cost by 5.23 (95% CI 4.70 to 5.82) and 5.94 (95% CI 5.79 to 6.10) times, respectively. History of acute myocardial infarction, congestive heart failure, stroke, end-stage renal disease and lower limb ulcer increased the cost by 2-3 times. The expected annual private direct medical cost of the baseline case was US$187 (95% CI 135 to 258) for a 65-year-old man without complications. Heart disease, stroke, sight-threatening diabetic retinopathy and end-stage renal disease increased the private medical costs by 1.5 to 2.5 times.

CONCLUSIONS

Wide variations in direct medical cost in event year and subsequent years across different major complications were observed. Input of these data would be essential for economic evaluations of diabetes management programmes.

Epidemiology in diabetes mellitus and cardiovascular disease

As one of the leading causes of death in the USA, diabetes mellitus (DM) has become an epidemic over the past few decades. Despite the high prevalence of diagnosed DM, close to half of all people with DM are unaware of their disease. The risk of type 2 DM is determined by interplay of genetic and metabolic factors. Patients with type 2 DM have a higher risk of death from cardiovascular causes compared with their nondiabetic counterparts, and the mortality rate of DM associated cardiovascular disease is different among ethnicity groups and sex groups. Because of its adverse effect on people's health, DM also imposes an economic burden on individuals and households affected, as well as on the healthcare system. Current guidelines for cardiovascular disease prevention have focused on lifestyle management, blood pressure control, lipid control, blood glucose control, antiplatelet agent use, and tobacco use cessation.

Pharmacoeconomic evaluation of diabetic nephropathic patients attending nephrology department in a tertiary care hospital

Aims:

To evaluate the cost of pharmacotherapy and its determinants in diabetic nephropathy (DN) in the nephrology department of a tertiary care hospital.

Materials and Methods:

A prospective observational study was conducted among adult patients visiting nephrology outpatient department (February–July 2015). Data on demography, investigations, and medications prescribed, direct cost and indirect costs were analyzed. We used Chi-squared test for categorical variables and multivariate linear regression analysis to identify determinants of cost of pharmacotherapy and total cost.

Results:

Of 100 patients, 50 were above 60 years and 75 were male. Ninety-seven patients had hypertension, which was the most common comorbidity. The majority (60 patients) belonged to Stage 5 DN and 59 patients were on dialysis. The mean number of drugs per patient was 7.60 ± 2.44. The total monthly cost per patient amounted to INR 24,203.27 with total direct cost of INR 21,013.90 (87%) and indirect cost of INR 3189.30 (13%). The monthly cost of dialysis and pharmacotherapy per patient were INR 9060.00 (37%) and INR 2535.98 (11%), respectively. Stage of DN (unstandardized coefficient, B = 7553.96, 95% confidence interval [CI] [6175.09–8932.82], P < 0.001) was a significant determinant of total cost. Number of drugs (B = 636.694, 95% CI [335.670–937.718], P < 0.001) and stage of DN (B = 852.986, 95% CI [297.043–1408.928], P = 0.003) were predictors of cost of pharmacotherapy.

Conclusion:

Stage of DN and number of drugs prescribed were major determinants of cost of pharmacotherapy.

The Business Case for Quality: Combining Medical Literature Research with Health Plan Data to Establish Value for Nonclinical Managers

Clinical managers face a growing need to communicate the value of what they do in terms that can be interpreted by nonclinical financial managers. We have sought to link the evidence basis of current guidelines to variables that will demonstrate in more financial terms the very real benefit of treating diseases aggressively. We have developed an approach using the medical literature that is designed to describe clinical initiatives in more concrete terms as desired by senior management. This becomes specifically critical during budget time and when justification for various clinical programs is needed. The approach uses medical research from the peer-reviewed literature to estimate the economic impact of various initiatives and then combines the analysis with an organization's actual data to impute potential benefit. A sample grid for developing the analysis is attached. A comprehensive bibliography that will assist others with similar endeavors has been included. Although not as rigorous as formal methods, actuarial analyses, or health services research activities, it presents a beginning framework around which an organization can create operational estimates of initiative effectiveness.

Economic resources consumption structure in severe hypoglycemia episodes: a systematic review and meta-analysis

Diabetes mellitus (DM) is associated with severe hypoglycemia events (SHEs) that vary in severity and resource consumption. Here we perform a systematic review in Medline of studies evaluating SHE-related health resource use. Eligible studies investigated patients with DM and included ≥10 SHEs. We also assessed studies identified in another systematic review, and through references from the included studies. We identified 14 relevant studies and used data from 11 (encompassing 6075 patients). Study results were interpreted to fit our definitions, which sometimes required assumptions. SHE type structure was synthesized using Bayesian modeling. Estimating Type 1 & 2 DM separately revealed only small differences; therefore, we used joint results. Of the analyzed SHEs, 9.97% were hospital-treated, 22.3% medical professional-treated, and 67.73% family-treated. These meta-analysis results help in understanding the structure of resource consumption following SHE and can be used in economic studies.

Direct medical cost of stroke in Singapore

BACKGROUND

Globally, stroke is recognized as one of the main causes of long-term disability, accounting for approximately 5·7 million deaths each year. It is a debilitating and costly chronic condition that consumes about 2-4% of total healthcare expenditure.

AIMS

To estimate the direct medical cost associated with stroke in Singapore in 2012 and to determine associated predictors.

METHODS

The National Healthcare Group Chronic Disease Management System database was used to identify patients with stroke between the years 2006 and 2012. Estimated stroke-related costs included hospitalizations, accident and emergency room visits, outpatient physician visits, laboratory tests, and medications.

RESULTS

A total of 700 patients were randomly selected for the analyses. The mean annual direct medical cost was found to be S$12 473·7, of which 93·6% were accounted for by inpatient services, 4·9% by outpatient services, and 1·5% by A&E services. Independent determinants of greater total costs were stroke types, such as ischemic stroke (P = 0·005), subarachnoid hemorrhage (P < 0·001) and intracerebral haemorrhage (P < 0·001), shorter poststroke period, more than one complications (P = 0·045), and a greater number of comorbidities (P = 0·001).

CONCLUSION

There is a considerable economic burden associated with stroke in Singapore. The type of stroke, length of poststroke period, and stroke complications and comorbidities are found to be associated with the total costs. Efforts to reduce inpatient costs and to allocate health resources to focus on the primary prevention of stroke should become a priority.

Utilization of oral antidiabetic medications in Taiwan following strategies to promote access to medicines for chronic diseases in community pharmacies

Objectives

Taiwan’s National Health Insurance (NHI) has encouraged physicians to use “chronic medication prescriptions” for patients with stable chronic diseases since 1995. Patients are allowed to refill such prescriptions at community pharmacies for a maximum of three months’ supply of medications without revisiting the doctor. In 2006, NHI initiated strategies targeting the public, doctors, and healthcare facilities to enhance the overall rate of chronic medication prescriptions, aiming to achieve 30% by 2010. We examined prescribing and dispensing of oral antidiabetic drugs from 2001 to 2010, before and after the start of the promotion strategies for chronic medication prescriptions in 2006.

Methods

Using outpatient care data from the NHI database and the interrupted time series design, we analyzed changes in rate of chronic medication prescriptions, share of prescriptions filled at community pharmacies, and share of reimbursed expenditures accounted by community pharmacies.

Results

During 2001-2010, the rate of chronic medication prescriptions for diabetes increased steadily by about 3% per year (from 3.5% to 26.2%). Three years after the promotion strategies, there was a non-significant reduction of 8.7% (95% confidence interval [CI]: -17.35%, 0.05%) in the rate of chronic medication prescriptions but increases in prescription refills at community pharmacies and associated reimbursed expenditures: 12.8% (95% C.I.:1.66%, 23.98%) and 15.8% (95% C.I.: -1.35%, 33.02%) respectively.

Conclusions

While rate of chronic medication prescriptions was not significantly affected by the 2006 promotion strategy, shares of prescriptions refilled at community pharmacies and associated expenditures increased slightly but significantly.

The impact of diabetes-related complications on healthcare costs: new results from the UKPDS (UKPDS 84)

AIMS

To estimate the immediate and long-term inpatient and non-inpatient costs for Type 2 diabetes-related complications.

METHODS

The costs of all consultations, visits, admissions and procedures associated with diabetes-related complications during UK Prospective Diabetes Study post-trial monitoring in the period 1997-2007 were estimated using hospitalization records for 2791 patients in England and resource use questionnaires that were administered to 3589 patients across the UK.

RESULTS

The estimated (95% CI) inpatient care costs (in 2012 pounds sterling) in the event year for the example of a 60-year-old man were: non-fatal ischaemic heart disease £9767 (£7038-£12 696); amputation £9546 (£6416-£13 463); non-fatal stroke £6805 (£3856-£10 278); non-fatal myocardial infarction £6379 (£4290-£8339); fatal stroke £3954 (£2012-£6428); fatal ischaemic heart disease £3766 (£746-£5512); heart failure £3191 (£1678-4903); fatal myocardial infarction £1521 (£647-£2670); and blindness in one eye £1355 (£415-£2655). In subsequent years, estimated (95% CI) costs ranged from £1792 (£1060-£2943) for amputations to £453 (£315-£691) for blindness in one eye. Costs of non-inpatient healthcare in the event year were: amputation £2699 (£1409-£4126); blindness in one eye £1790 (£878-£3056); non-fatal stroke £1019 (£770-£1499); nonfatal myocardial infarction £1963 (£794-£1157); heart failure £979 (£708-£1344); non-fatal ischaemic heart disease £864 (£718-£1014); and cataract extraction £700 (£619-£780). In each subsequent year, non-inpatient costs ranged from £1611 (£1193-£2116) for amputations to £654 (£572-£799) for ischaemic heart disease.

CONCLUSIONS

Diabetic complications are associated with substantial immediate and long-term healthcare costs. Our comprehensive new estimates of these costs, derived from detailed recent UK Prospective Diabetes Study post-trial data, should aid researchers and health policy analyses.

Impact of cardiovascular complications among patients with Type 2 diabetes mellitus: a systematic review

Macrovascular and microvascular complications that accompany Type 2 diabetes mellitus (T2DM) add to the burden among patients. The purpose of this systematic review is to conduct a comprehensive search of the medical literature investigating the prevalence of cardiovascular (CV) complications and assess their impact on healthcare costs, quality of life and mortality among patients with T2DM in the context of microvascular complications. A total of 76 studies and reports were used in this systematic review. Hypertension was the most prevalent complication among patients with T2DM. The additional cost burden due to CV complications was higher than any other complication except end-stage renal disease. Quality of life was much lower among patients with CV complications and T2DM, and mortality was higher than either illness alone.

A Machine Learning Approach to Improving Dynamic Decision Making

Decision strategies in dynamic environments do not always succeed in producing desired outcomes, particularly in complex, ill-structured domains. Information systems often capture large amounts of data about such environments. We propose a domain-independent, iterative approach that (a) applies data mining classification techniques to the collected data in order to discover the conditions under which dynamic decision-making strategies produce undesired or suboptimal outcomes and (b) uses this information to improve the decision strategy under these conditions. In this paper, we formally develop this approach and illustrate it by providing detailed examples of its application to a chronic disease care problem in a healthcare management organization, specifically the treatment of patients with type 2 diabetes mellitus. In particular, the proposed iterative approach is used to improve treatment strategies by predicting and eliminating treatment failures, i.e., insufficient or excessive treatment actions, based on information that is available in electronic medical record systems. We also apply the proposed approach to a manufacturing task, resulting in substantial decision strategy improvements, which further demonstrates the generality and flexibility of the proposed approach.

Direct medical costs of complications of diabetes in the United States: estimates for event-year and annual state costs (USD 2012)

OBJECTIVE

To estimate the direct medical costs associated with managing complications, hypoglycemia episodes, and infections associated with type 2 diabetes expressed in 2012 United States dollars (USD).

METHODS

Direct data analysis and microcosting were used to estimate the costs for an event leading to either a hospital admission or outpatient care, and the post-acute care associated with managing macrovascular and microvascular complications, hypoglycemia episodes, and infections. Data were obtained from many sources, including inpatient and emergency department databases, national physician and laboratory fee schedules, government reports, and literature. Event-year costs reflect the resource use during an acute care episode (initial management in an inpatient or outpatient setting) and any subsequent care provided in the first year. State costs reflect annual resource use required beyond the first year for the ongoing management of complications and other conditions. Costs were assessed from the perspective of a comprehensive US healthcare payer and expressed in 2012 USD.

RESULTS

Event-year costs (and state costs) for macrovascular complications were as follows: myocardial infarction $56,445 ($1904); ischemic stroke $42,119 ($15,541); congestive heart failure $23,758 ($1904); ischemic heart disease $21,406 ($1904); and transient ischemic attack $7388 ($179). For two microvascular complications the event-year and state costs were assumed the same: $71,714 for end stage renal disease, and $2862 blindness. The event-year cost was $9041 for lower extremity amputations, and $2147 for diabetic foot ulcers. Costs were also determined for managing hypoglycemic episodes: $176-$16,478 (depending on treatment required), and infections: vulvovaginal candidiasis $111, lower urinary tract infection $105.

CONCLUSIONS

This study, which provides up-to-date cost estimates per patient, found that managing macrovascular and microvascular complications results in substantial costs to the healthcare system. This study facilitates conduct of other research studies such as modeling the management of diabetes and estimating the economic burden associated with complications.

Costs, outcomes and challenges for diabetes care in Spain

BACKGROUND

Diabetes is becoming of increasing concern in Spain due to rising incidence and prevalence, although little information is known with regards to costs and outcomes. The information on cost of diabetes in Spain is fragmented and outdated. Our objective is to update diabetes costs, and to identify outcomes and quality of care of diabetes in Spain.

METHODS

We performed systematic searches from secondary sources, including scientific literature and government data and reports.

RESULTS

Diabetes Type II prevalence is estimated at 7.8%, and an additional 6% of the population is estimated to be undiagnosed. Four Spanish diabetes cost studies were analyzed to create a projection of direct costs in the NHS and productivity losses, estimating €5.1 billion for direct costs along with €1.5 billion for diabetes-related complications (2009) and labour productivity losses represented €2.8 billion. Glycemic control (glycolysated hemoglobin) is considered acceptable in 59% of adult Type II cases, in addition to 85% with HDL cholesterol ≥40mg/dl and 65% with blood pressure <140/90 mmHg, pointing to good intermediate outcomes. However, annual figures indicate that over half of the Type II diabetics are obese (BMI >30), 15% have diabetic retinopathy, 16% with microalbuminuria, and 15% with cardiovascular disease.

CONCLUSIONS

The direct health care costs (8% of the total National Health System expenditure) and the loss of labour productivity are high. The importance of a multi-sectoral approach in prevention and improvements in management of diabetes are discussed, along with policy considerations to help modify the disease course.

The Cost of Diabetes-Related Complications: Registry-Based Analysis of Days Absent from Work

The aim of this study was to estimate the annual number of days absent from work associated with diabetes-related complications. Registry data were obtained for 34,882 individuals aged 18–70 years with hospital-diagnosed diabetes (ICD-10 codes: E10–E14) identified from a large national sample (40% of the Danish population) with 6 years of hospital utilisation data. The occurrence of a complication was defined as a hospital admission with a specified diagnosis or procedure code. Data on sickness episodes with municipal subsidy were retrieved for each individual. Days absent from work attributable to complications were defined as the estimated difference in absence days between individuals with and without the specified complication and were estimated for the first and subsequent years after the initial episode of the recorded complication. Angina pectoris, ischaemic stroke, and heart failure were the three most frequent complications in the population. Heart failure, amputation, renal disease, and peripheral vascular disease were on average associated with more than three-month additional absence from work during the first and subsequent years. Leg ulcers and neuropathy were associated with more days absent from work during the first year than in subsequent years. Diabetes complications are associated with a substantial number of additional days absent from work. The avoidance of these complications would benefit both patients and society.

Evaluation of vegetable and fish oils diets for the amelioration of diabetes side effects

BACKGROUND

In the existing literature, the evidence regarding the effects of certain oils on the amelioration of hyperglycemia contains ambiguities and contradictions; and with regard to other oils, the quantity of existing studies is scant.

OBJECTIVE

To assess the influence of sesame, garden rocket, organic olive, thyme, fenugreek, hazelnut, and cod liver oil on serum glucose, liver function, and kidney functions.

METHODS

Male albino rats were injected with streptozotocin (60 mg/kg BW). The duration of the experiment was 28 days. Maximum recovery of occurred wasting attributable to diabetes was found in the sesame and cod liver groups.

RESULTS

With respect to ameliorating and/or preventing the side effects of diabetes on liver function, this experiment showed that thyme, organic olive, cod liver, and fenugreek oils were efficacious. Turning to serum lipid profile, organic olive oil not only ameliorated but also prevented the changes of TC, HDL, LDL, and AI. Vegetable and cod liver oil diets resulted in a marked amelioration of renal dysfunction, but they were unable to prevent this side effect. Similar, oil diets were unable to mask the increase in serum glucose due to diabetes mellitus.

CONCLUSION

On the basis of these findings, it could be recommended that when attempting oil diet treatment for the side effects of diabetes, a blend of the various specific treatments which showed best results should be employed in order to achieve improvement with respect to all parameters; and in part, this is because a synergism between the various treatments can be expected.

Trends in drug prescriptions to diabetic patients from 2000 to 2008 in Italy's Lombardy Region: a large population-based study

OBJECTIVE

To analyze the prescribing patterns of antidiabetic and cardiovascular medications among diabetics in the most highly populated Italian Region, from 2000 to 2008.

METHODS

Data were obtained from the Lombardy Region administrative health databases. The standardized prevalence of antidiabetic and cardiovascular drugs use was calculated within each study year. The prescription trends of initial treatment with antidiabetic drugs were also analyzed.

RESULTS

From 2000 to 2008 there was an increase in the proportion of patients treated with biguanides (from 53.4% to 66.5%; p<0.0001) while those receiving sulfonylurea decreased (from 78.6% to 56.4%; p<0.0001). A sharp increase of metformin (as monotherapy) as initial treatment was also observed (from 15.2% to 48.8%; p<0.0001). The percentage of patients receiving renin-angiotensin system inhibitors, lipid-lowering drugs and antiplatelets increased between 2000 and 2008, from respectively 45.1% to 63.3%, 13.6% to 43.2% and 21.6% to 40.9 (p<0.0001). Multivariate analyses indicated that changes in prescriptions were statistically significant for both antidiabetic and cardiovascular drugs.

CONCLUSION

This study documents progressive changes in the prescription of antidiabetic and cardiovascular drugs in accordance with guidelines. However, the use of metformin as first line therapy was still suboptimal and cardiovascular preventive strategies were only partially implemented in community practice.

Impact of concurrent macrovascular co-morbidities on healthcare utilization in patients with type 2 diabetes in Europe: a matched study

AIM

To examine and to quantify the impact of concurrent macrovascular co-morbidities (MVC) on healthcare resource utilization among patients with type 2 diabetes mellitus (T2DM) in Europe.

METHODS

This is a matched cohort study based on the Real-Life Effectiveness and Care Patterns of Diabetes Management study, a multicentre, observational study with retrospective medical chart reviews of T2DM patients in Spain, France, UK, Norway, Finland, Germany and Poland. Included patients were aged > or =30 years at time of diagnosis of T2DM who added a sulfonylurea or a PPARgamma agonist to failing metformin monotherapy (index date) and had concurrent MVC (cases). A control cohort with T2DM but without concurrent MVC was identified using 1:1 propensity score matching. Logit models were used to identify the relationship between concurrent MVC and the likelihood of emergency room admission, receiving medical/surgical procedures, and hospitalization during the study period after controlling for baseline demographics, clinical information and baseline treatment. Negative binomial models were used to predict the number of office visits and length of hospital stay per year attributable to the concurrent MVC.

RESULTS

Relative to controls, patients with MVC were significantly more likely to have emergency department admissions [odds ratio (OR) 2.69; 95% CI: 1.56-4.65], receiving medical/surgical procedures (OR 2.57; 95% CI: 1.56-4.21) and hospitalizations (OR 2.58; 95% CI: 1.64-4.07) after controlling for other predictors. Similarly, MVC were associated with 1.49 additional office visits per year (p = 0.036) and 0.32 days of hospital stay per year (p = 0.023).

CONCLUSIONS

Within a seven-country European sample, this study showed that T2DM patients with MVC were more likely to use healthcare resources compared with T2DM patients without MVC.

The economic consequences of diabetes and cardiovascular disease in the United States

Diabetes-related care and complications constitute a significant proportion of the United States' (US) health care expenditure. Of these complications, cardiovascular disease (CVD) is a major component. Higher morbidity and mortality rates translate to higher costs of care in patients with diabetes compared to those who do not have the disease. Minorities bear a disproportionate burden of diabetes and CVD. We review this disparity and examine potential etiologies for it in Hispanics and African-Americans, the two largest minority groups in the US. We examine strategies in these populations that may improve outcomes in diabetes and CVD, potentially decreasing health care costs.

A cost-effectiveness analysis of a community pharmacist-initiated disease state management service for type 2 diabetes mellitus

Objective

To conduct an economic evaluation of a community pharmacy-delivered disease state management (DSM) service for type 2 diabetes mellitus.

Setting

The study was a parallel groups design, with control and intervention groups matched on demographic and diabetes-related characteristics, and was conducted in New South Wales, Australia. Three different settings were included — rural and metropolitan community pharmacy settings and hospital diabetes clinics.

Method

A cost-effectiveness analysis of the specialised service was conducted. The economic perspective adopted in the present analysis is that of the healthcare sector in general, taking into account the viewpoint of both the Commonwealth Government of Australia and the New South Wales State Government.

Key findings

Glycosylated haemoglobin (HbA1c) levels decreased by 0.46% (P = 0.02) in the intervention group compared with a change of 0.03% (P = 0.81) in the control group after 9 months. To obtain the 0.43% (95% confidence interval (CI) 0.34-0.52) reduction in HbA1c achieved by the specialised service, the cost to the healthcare sector was $A383 (Australian dollars; 95% CI $A46.16–717.46) per patient per 9 months.

Conclusion

This service has resulted in a significant reduction in HbA1c which should translate into improved health outcomes long term, since each 1% reduction in HbA1c has been associated with reductions in risk of 21% from any endpoint related to diabetes. Given the annual costs for the management of each patient with diabetes in Australia, the additional $A383 invested in the first 9 months of this service is likely to result in a saving to the healthcare system long term.

Health care and productivity costs associated with diabetic patients with macrovascular comorbid conditions

OBJECTIVE

To examine and quantify from the societal perspective the impact of macrovascular comorbid conditions (MVCCs) on health care and productivity costs in diabetic patients in the U.S.

RESEARCH DESIGN AND METHODS

With use of the pooled Medical Expenditure Panel Survey (MEPS) 2004 and 2006 data, a nationally representative adult sample (aged >or=18 years) was included in the study. Health care cost was measured by the annual health care expenditure. Productivity cost was calculated from the lost productivity from missed work days and additional bed days due to illness/injury based on the 2006 average national hourly wage. Both 2004 and 2006 cost data were adjusted to 2006 dollars. Given the heavily right-skewed distribution of the cost data, the generalized linear model with log-link function and gamma variance was used to identify the relationship between MVCCs and costs after controlling for age, sex, race, ethnicity, education, income, employment status, smoking status, health insurance, diabetes severity, and comorbidities. Negative binomial models were applied to analyze the outcomes of missed work days and bed days. All statistics were adjusted using the proper sampling weight from MEPS.

RESULTS

Compared with diabetic patients without MVCCs (n = 3,320), those with MVCCs (n = 913) had statistically significant higher annual health care costs (5,120 USD, P < 0.001), more missed work days (13.03 days, P < 0.001), and more bed days (7.60 days, P = 0.025) per patient after controlling for differences in sociodemographics, smoking, diabetes severity, and comorbidities. The marginal lost productivity cost was 2,388 USD annually per patient.

CONCLUSIONS

From the U.S. societal perspective, MVCCs in diabetic patients are associated with increased health care and lost productivity costs.

How do type 2 diabetes mellitus-related chronic complications impact direct medical cost in four major cities of urban China?

OBJECTIVE

The purpose of this study was to evaluate the direct medical costs of type 2 diabetes mellitus with or without complications, and to determine the economic impact of complications on type 2 diabetic patients.

METHODS

We performed a cross-sectional study of prevalent type 2 diabetes carried out in four major cities of China. The study populations were 1530 outpatients and 524 inpatients from clinics or wards of a total of 20 hospitals, using a two-phase subject enrollment process, by face-to-face interview with a unique questionnaire.

RESULTS

The annual direct medical cost per patient was estimated to be 4800 Chinese Yuan (CNY) in median or 10,164 CNY in mean. There is a difference between annual direct medical costs for patients with or without complications (6056 vs. 3583 CNY; P < 0.001). It is also significantly different for the pay-out-of-pocket proportions (P = 0.015) between the patients with (44.6%) and without complications (40.4%). The direct medical cost varied significantly among the four cities (P < 0.001). Patients who simultaneously suffered microvascular and macrovascular diseases had higher direct medical cost (7600) than those with macrovascular (6000) (P = 0.012) and microvascular disease (5364) (P < 0.001), and those without both (3600) (P < 0.001). The correlation was statistically significant between the number of complications and direct medical costs (P < 0.001).

CONCLUSIONS

The high economic burden raised by diabetes and its complications challenges the Chinese health-care system. It implicates an urgent need of intervention to prevent the development of long-term complications among the diabetic population, especially on the development of complications in high-cost body system.

Effects of receipt of guideline-recommended care on onset of diabetic retinopathy and its progression

OBJECTIVE

To determine whether persons in a community setting diagnosed with diabetes who received recommended patterns of care experience improved vision outcomes over a 3-year time period.

DESIGN

Retrospective, longitudinal, cohort analysis.

PARTICIPANTS

Persons diagnosed with diabetes mellitus (DM), with no prior diagnosis of diabetic retinopathy (DR; n = 5989) from the Medicare Current Beneficiary Survey (1992-2004). Persons diagnosed with DM were followed up to 3 years.

INTERVENTION

Propensity score matching was used to compare vision outcomes between persons who received guideline-recommended care and those who did not. Receipt of recommended levels of care was defined as receiving each of the following services 0.75 times annually on average: physician examination, ophthalmologist or optometrist examination, hemoglobin A1c level, lipid levels, and urinalysis.

MAIN OUTCOME MEASURES

Outcome measures were indicators of DR disease progression: no diagnosed DR to diagnosed background DR, proliferative DR, macular edema, proliferative DR complications, and use of a low-vision aid or blindness.

RESULTS

Persons with diagnosed diabetes receiving guideline-recommended care experienced earlier onset of background DR (average treatment effects on the treated [ATT] at 3 years, 0.118; 95% confidence interval [CI], -0.005 to 0.240). There were no differences between those receiving recommended care and others in time to onset of proliferative DR, macular edema, or proliferative DR complications. However, persons who received care consistent with recommendations experienced much lower rates of onset of low vision/blindness than did others (ATT at 3 years, -0.109; 95% CI, -0.189 to -0.030).

CONCLUSIONS

Low vision/blindness was substantially reduced over a 3-year period among persons diagnosed with DM who received recommended levels of care.

A cost-effectiveness analysis of continuous subcutaneous insulin injection versus multiple daily injections in type 1 diabetes patients: a third-party US payer perspective

OBJECTIVE

To estimate the long-term cost-effectiveness of using continuous subcutaneous insulin infusion (CSII) compared with multiple daily injections (MDI) of insulin in adult and child/young adult type 1 diabetes mellitus (T1DM) patients from a third-party payer perspective in the United States.

METHOD

A previously validated health economic model was used to determine the incremental cost-effectiveness ratio (ICER) of CSII compared with MDI using published clinical and cost data. The primary input variable was change in HbA(1c), and was assumed to be an improvement of -0.9% to -1.2% for CSII compared with MDI for child/young adult and adults, respectively. A series of Markov constructs simulated the progression of diabetes-related complications.

RESULTS

CSII was associated with an improvement in quality-adjusted life-years (QALYs) gained of 1.061 versus MDI for adults and 0.799 versus MDI for children/young adults. ICERs were $16,992 and $27,195 per QALY gained for CSII versus MDI in adults and children/young adults, respectively. Improved glycemic control from CSII led to a lower incidence of diabetes complications, with the most significant reduction in proliferative diabetic retinopathy (PDR), end stage renal disease (ESRD), and peripheral vascular disease (PVD). The number needed to treat (NNT) for PDR was nine patients, suggesting that only nine patients need to be treated with CSII to avoid one case of PDR. The NNT for ESRD and PVD was 19 and 41, respectively.

CONCLUSIONS

Setting the willingness to pay at $50,000/QALY, the analysis demonstrated that CSII is a cost-effective option for patients with T1DM in the United States.

A cost-effectiveness analysis of pioglitazone plus metformin compared with rosiglitazone plus metformin from a third-party payer perspective in the US

OBJECTIVE

The long-term cost-effectiveness of using pioglitazone plus metformin (Actoplusmet dagger) compared with rosiglitazone plus metformin (Avandamet double dagger) in treating type 2 diabetes (T2DM) was assessed from a US third-party payer perspective.

RESEARCH DESIGN AND METHODS

Clinical efficacy (change in HbA(1c) and lipids) and baseline cohort parameters were extracted from a 12-month, randomized clinical trial (Derosa et al., 2006) evaluating the efficacy and tolerability of pioglitazone versus rosiglitazone, both in addition to metformin, in adult T2DM patients with insufficient glucose control (n = 96). A Markov-based model was used to project clinical and economic outcomes over 35 years, discounted at 3% per annum. Costs for complications were taken from published sources. Base-case assumptions were assessed through several sensitivity analyses.

MAIN OUTCOME MEASURES

Outcomes included incremental life-years, quality-adjusted life-years (QALYs), total direct medical costs, cumulative incidence of complications and associated costs, and incremental cost-effectiveness ratios (ICERs).

RESULTS

Compared to rosiglitazone plus metformin, pioglitazone plus metformin was projected to result in a modest improvement in 0.187 quality-adjusted life-years. Over patients' lifetimes, total direct medical costs were projected to be marginally lower with pioglitazone plus metformin (difference -$526.), largely due to reduced CVD complication costs. While costs were higher among renal, ulcer/amputation/neuropathy, and eye complications in the pioglitazone plus metformin group, the cost savings for CVD complications outweighed their economic impact. Pioglitazone plus metformin was found to be a dominant long-term treatment strategy in the US compared to rosiglitazone plus metformin. Sensitivity analyses showed findings to be robust under almost all scenarios, including short-term time horizons, 6% discounting, removal of individual lipid parameters, and modifications of patient cohort to more closely represent a US T2DM population. Pioglitazone plus metformin was no longer dominant with 0% discounting, with 25% reduction in its HbA(1c) effects, or with a 15% increase in its acquisition price.

CONCLUSIONS

Under a range of assumptions and study limitations around cohorts, clinical effects, and treatment patterns, this long-term analysis showed that pioglitazone plus metformin, when compared to rosiglitazone plus metformin, was a dominant treatment strategy within the US payer setting. Results were driven by the combination of modest differences in QALYs and modest savings in total complication costs over 35 years.

Cost-effectiveness of insulin detemir compared with neutral protamine Hagedorn insulin in patients with type 1 diabetes using a basal-bolus regimen in five European countries

OBJECTIVES

The aim of this analysis was to evaluate the long-term clinical and economic outcomes associated with insulin detemir and neutral protamine Hagedorn (NPH) insulin in combination with mealtime insulin aspart in patients with type 1 diabetes in Belgian, French, German, Italian and Spanish settings.

METHODS

The published and validated IMS CORE Diabetes Model was used to make long-term projections of life expectancy, quality-adjusted life expectancy and direct medical costs. The analysis was based on patient characteristics and treatment effects from a 2-year randomised controlled trial. Events were projected for a time horizon of 50 years. Potential uncertainty using a modelling approach was addressed.

RESULTS

Basal-bolus therapy with insulin detemir was projected to improve quality-adjusted life expectancy by 0.45 years versus NPH in the German setting, with similar improvements in the other countries. Insulin detemir was associated with cost savings in Belgium, Germany and Spain. In France and Italy, lifetime costs were slightly higher in the detemir arm, leading to incremental cost-effectiveness ratios of 519 euro per QALY gained and 3,256 euro per QALY gained, respectively.

CONCLUSIONS

Compared to NPH, insulin detemir is likely to be a dominant treatment strategy in Belgium, Germany and Spain and highly cost-effective in France and Italy in patients with type 1 diabetes.

Comorbidities, healthcare service utilization and costs for patients identified with painful DPN in a managed-care setting

OBJECTIVE

This study examined the association of comorbidities, healthcare service use, and costs for diabetes patients with and without painful diabetic peripheral neuropathy (pDPN).

METHODS

This was a retrospective, cohort analysis of data from members of a health maintenance organization. Patients with pDPN identified from a previously validated algorithm that was based on inclusion ICD-9 diagnosis codes consistent with signs and symptoms of peripheral neuropathy, as well as ICD-9 diagnosis codes to exclude non-diabetic etiologies. These subjects were matched 2 : 1 to patients without pDPN on age (+/-4 years), gender, and HbA(1c) stratum (<7%, 7-9%, and >9%) based on median HbA(1c) measured in 2002. Administrative data associated with outpatient and hospital-based care for the year 2003 were used to estimate healthcare service utilization and costs. Chi-square, univariate, and multivariate regression analyses were employed to estimate the variation in healthcare service utilization and costs.

RESULTS

After applying inclusion and exclusion criteria, 1543 patients with pPDN were matched to 3069 patients without pDPN among prevalent diabetes cases. Patients with pDPN had significantly higher prevalence of comorbidities, including twice as many limb infections and nearly ten-fold greater limb amputations, and had consistently higher healthcare service utilization and costs across categories of care. The likelihood of any hospital admission for pDPN patients was more than 2.5-fold higher relative to patients without pDPN, and the excess cost associated with pDPN was estimated to be almost $6000 for the calendar year.

CONCLUSIONS

The presence of pDPN in patients with diabetes was associated with significantly greater comorbidity, greater healthcare service utilization, and higher costs. While this study is limited to the direct medical care costs borne by the health plan, given the association of comorbidities and cost for patients with pDPN, further investigation is needed to determine if management approaches that are effective across chronic illnesses may prove to be beneficial for high cost diabetes patients.

Cost of medical care among type 2 diabetic patients with a co-morbid condition--hypertension in India

The aim was to estimate the cost of medical care among hospitalized diabetic patients and to assess the influence of an additional co-morbid condition-hypertension. A pre tested and validated questionnaire was interviewer administered among 443 (male:female, 235:208) hospitalized diabetic patients. The JNC VII criteria for hypertension was considered to divide the study population into two groups; group I - diabetic patients without hypertension (n=269) and group II - diabetic patients with hypertension (n=174). Details of cost of inpatient and out-patient care and expenditure on hospitalization for the previous 2 years were obtained. The prevalence of hypertension among the study subjects was 39.3% (174 subjects). Presence of hypertension made a significant impact on the expenditure pattern. On an average a diabetic patient with hypertension spent 1.4 times more than a diabetic subject without hypertension. Median cost per hospitalization, length of stay during admission, and cost of 2 years for inpatient admission were all significantly higher for diabetic patients with a co-morbid condition. There is a need to develop a protocol on cost effective strategy for diabetes care. Strict control of hypertension should be targeted to avoid excess treatment cost on diabetes care.

A cost-effectiveness analysis to illustrate the impact of cost definitions on results, interpretations and comparability of pharmacoeconomic studies in the US

BACKGROUND

There is a lack of a uniform proxy for defining direct medical costs in the US. This potentially important source of variation in modelling and other types of economic studies is often overlooked. The extent to which increased expenditures for an intervention can be offset by reductions in subsequent service costs can be directly related to the choice of cost definitions.

OBJECTIVES

To demonstrate how different cost definitions for direct medical costs can impact results and interpretations of a cost-effectiveness analysis.

METHODS

The IMS-CORE Diabetes Model was used to project the lifetime (35-year) cost effectiveness in the US of one pharmacological intervention 'medication A' compared with a second 'medication B' (both unspecified) for type 2 diabetes mellitus. The complications modelled included cardiovascular disease, renal disease, eye disease and neuropathy. The model had a Markov structure with Monte Carlo simulations. Utility values were derived from the published literature. Complication costs were obtained from a retrospective database study that extracted anonymous patient-level data from (primarily private payer) adjudicated medical and pharmaceutical claims. Costs for pharmacy services, outpatient services and inpatient hospitalizations were included. Cost definitions for complications included charged, allowed and paid amounts, and for medications included both wholesale acquisition cost (WAC) and average wholesale price (AWP). Costs were reported in year 2007 values.

RESULTS

The cost-effectiveness results differed according to the particular combination of cost definitions employed. The use of charges greatly increased costs for complications. When the analysis incorporated WAC medication prices with charged amounts for complication costs, the incremental cost-effectiveness ratio (ICER) for medication A versus medication B was $US6337 per QALY. When AWP prices were used with charged amounts, medication A became a dominant treatment strategy, i.e. lower costs with greater effectiveness than medication B. For both allowed and paid scenarios, there was a difference in the ICER of over $US10,300 per QALY when medication prices were defined by WAC versus AWP. Ratios of medication costs to cardiovascular complication costs ranged from under 0.45 to over 1.7, depending upon the combination of costing definitions.

CONCLUSIONS

Explicitly addressing the cost-definition issue can help provide meaningful cost-effectiveness data to payers for policy development and management of healthcare expenditures. It can also help move the pharmacoeconomics and outcomes research fields forward in terms of both methodology and practical application.

Estimating the cost of diabetes mellitus-related events from inpatient admissions in Sweden using administrative hospitalization data

To estimate short- and long-term costs of inpatient hospitalization in Sweden for major diabetes mellitus-related events. Costs were estimated using administrative hospital data from the Swedish National Board of Health and Welfare, which is linked to the Swedish National Diabetes Register. Data were available for 179 749 patients with diabetes in Sweden from 1998 to 2003 (mean and median duration of 6 years' follow-up). Costing of inpatient admissions was based on Nordic diagnosis-related groups (NordDRG). Multiple regression analysis (linear and generalizing estimating equation models) was used to estimate inpatient care costs controlling for age, sex and co-morbidities. The data on hospitalizations were converted to costs (euro) using 2003 exchange rates. The average annual costs (linear model) associated with inpatient admissions for a 60-year-old male in the year the first event first occurred were as follows: euro6488 (95% CI 5034, 8354) for diabetic coma; euro6850 (95% CI 6514, 7204) for heart failure; euro7853 (95% CI 7559, 8144) for non-fatal stroke; euro8121 (95% CI 7104, 9128) for peripheral circulatory complications; euro8736 (95% CI 8474, 9001) for non-fatal myocardial infarction (MI); euro10 360 (95% CI 10 085, 10 643) for ischaemic heart disease; euro11 411 (95% CI 10 298, 12 654) for renal failure; and euro14 949 (95% CI 13 849, 16 551) for amputation. On average, the costs were higher when co-morbidity was accounted for (e.g. MI with co-morbidity was twice as costly as MI alone). Average hospital inpatient costs associated with common diabetes-related events can be estimated using panel data regression methods. These could assist in modelling of long-term costs of diabetes and in evaluating the cost effectiveness of improving care.

Economic outcomes associated with microvascular complications of type 2 diabetes mellitus: results from a US claims data analysis

BACKGROUND

Patients with diabetes mellitus have been shown to be at high risk for both macrovascular and microvascular complications (MVC). Recent studies have focused on MVC and their effect on the healthcare system, but limited published data exist on long-term costs associated with MVC in patients with type 2 diabetes mellitus (T2DM).

OBJECTIVE

The objective of this study was to compare resource utilization and medical costs over a 12-month period among patients diagnosed with T2DM with versus without MVC in a managed-care population.

METHODS

Patients aged >/=18 years, diagnosed with T2DM between 1 January 2003 and 31 December 2004 were identified in an administrative claims database of approximately 55 million beneficiaries in private and public health plans. The date of the first T2DM diagnosis during this period was the 'index date' for each patient. All patients had to have a minimum of 12 months of continuous enrolment both prior to and following the index date. MVC was identified during the 12 months prior to the first T2DM diagnosis and these patients were matched (1 : 2) by age, sex and ten co-morbid conditions to those with no evidence of MVC during the entire study period.

RESULTS

Among the 15 326 MVC patients included in the study, 61% had a history of peripheral neuropathy, 28% diabetic retinopathy and 19% nephropathy. Compared with 30 652 patients without MVC, the MVC patients were more likely to use oral antidiabetics and insulin and had a higher co-morbidity score. Over 12 months, patients with MVC had more (mean 0.3 vs 0.2; p < 0.001) and longer (mean length of stay 1.79 days vs 0.85 days; p < 0.001) hospital stays; physician office visits (19.7 vs 13.7; p < 0.001); and prescriptions for oral antidiabetic (6.3 vs 5.6 scripts; p < 0.001) and insulin (0.7 vs 0.2 scripts; p < 0.001) use. Average total costs per patient over 12 months were $US14 414 with MVC versus $US8669 without MVC (p < 0.001).

CONCLUSIONS

This study indicates that in patients with T2DM, MVC is associated with significant consumption of healthcare resources. Mean total costs with MVC were almost double those of patients without MVC over a 12-month period.

Costs of stroke using patient-level data: a critical review of the literature

BACKGROUND AND PURPOSE

With decision-analytic models becoming more popular to assess the cost-effectiveness of health care interventions, the need for robust estimates on the costs of cerebrovascular disease is paramount. This study reports the results from a literature review of the costs of cerebrovascular diseases, and assesses the quality of the published evidence against a set of defined criteria.

METHODS

A broad literature search was conducted. Those studies reporting mean/median costs of cerebrovascular diseases derived from patient-level data in a developed country setting were included. Data were abstracted using standardized reporting forms and assessed against 4 predefined criteria: use of adequate methodologies, use of a population-based study, inclusion of premorbid resource use, and reporting of costs by different patient subgroups.

RESULTS

A total of 120 cost studies were identified. The cost estimates of stroke were compared by taking into account the effects of inflation and price differentials between countries. Average costs of stroke ranged from $468 to $146 149. Differences in costs were also found within country, with estimates in the USA varying 20-fold. Although the costing methodologies used were generally appropriate, only 5 studies were based on population-based studies, which are the gold standard study design when comparing incidence, outcome, and costs.

CONCLUSIONS

This review showed large variations in the costs of stroke, mainly attributable to differences in the populations studied, methods, and cost categories included. The wide range of cost estimates could lead to selection bias in secondary health economic analyses, with authors including those costs that are more likely to produce the desired results.

Pioglitazone versus rosiglitazone treatment in patients with type 2 diabetes and dyslipidemia: cost-effectiveness in the US

OBJECTIVES

Pioglitazone hydrochloride (Actos † ) and rosiglitazone maleate (Avandia ‡ ) are members of the thiazolidinedione (TZD) class of oral anti-diabetic drugs (OADs) and are used to treat type 2 diabetes mellitus (T2DM). Greater beneficial effects on lipids have been demonstrated with pioglitazone, however. Study objectives were to evaluate the long-term cost-effectiveness of pioglitazone compared to rosiglitazone in treating patients with T2DM and dyslipidemia, and determine the extent to which reported beneficial lipid effects of pioglitazone would improve clinical and economic outcomes through reduced macrovascular complications. † Actos is a trade name of Takeda Pharmaceuticals Co. Ltd., Deerfield, IL, US ‡ Avandia is a trade name of GlaxoSmithKline, Research Triangle, NC, US.

RESEARCH DESIGN AND METHODS

The validated CORE Diabetes Model (CDM) was used to simulate changes in glycosylated hemoglobin (HbA(1c)), complications, and direct medical costs. Baseline parameters came from a multi-center, double-blind trial comparing lipid and glycemic effects of pioglitazone (n = 400) and rosiglitazone (n = 402) among individuals with T2DM and untreated dyslipidemia. Sensitivity analyses examined the impact of cohort, clinical, and cost inputs on incremental cost effectiveness ratios (ICERs).

RESULTS

In the base case, pioglitazone was associated with mean (standard deviation [SD]) quality-adjusted life years (QALYs) of 7.476 (0.123) vs. 7.326 (0.128) for rosiglitazone. Pioglitazone had $3038 higher total direct costs, but $580 lower complication costs. Risks of four cardiovascular complications were reduced with pioglitazone (relative risks 0.860-0.942), while risks of 17 other complications were slightly higher (relative risks 1.001-1.056). The ICER for pioglitazone treatment was $20 171/QALY. Results were most sensitive to the effects of HbA(1c), high-density lipoprotein-cholesterol, overall lipid effects, and pioglitazone acquisition costs.

CONCLUSIONS

Study limitations include issues of generalizability of the trial patient population, as well as inability to capture non-adherence and variation in 'real-world' treatment patterns. Nevertheless, pioglitazone (when compared to rosiglitazone) was found to have long-term value as a treatment option for T2DM patients with dyslipidemia treated within the US payer setting.

Estimating the cost of complications of diabetes in Australia using administrative health-care data

OBJECTIVES

To estimate Australian health-care costs in the year of first occurrence and subsequent years for major diabetes-related complications using administrative health-care data.

METHODS

The costs were estimated using administrative information on hospital services and primary health-care services financed through Australia's national health insurance system Medicare. Data were available for 70,340 patients with diabetes in Western Australia (mean duration of 4.5 years of follow-up). Multiple regression analysis was used to estimate inpatient and primary care costs.

RESULTS

For a man aged 60 years, the average costs in the year the event first occurred were: amputation $20,416 (95% CI 18,670-22,411); nonfatal myocardial infarction (MI) $11,660 (10,931-12,450); nonfatal stroke $14,012 (12,849-15,183); ischaemic heart disease $12,577 (12,026-13,123); heart failure $15,530 (13,965-17,009); renal failure $28,661 (22,989-34,202); and chronic leg ulcer $15,413 (13,089-18,123). The costs in subsequent years for a man aged 60 years range from 14% for nonfatal MI to 106% for renal failure, of event costs.

CONCLUSIONS

Estimates of the health-care costs associated with diabetes-related complications can be used in modeling the long-term costs of diabetes and in evaluating the cost-effectiveness of improving care.

Direct medical costs for type 2 diabetes mellitus complications in the US commercial payer setting: a resource for economic research

BACKGROUND

Medical complications are the key drivers of the direct medical costs of treating patients with type 2 diabetes mellitus. However, the published literature shows great variability across studies in the number and type of sources from which these costs for diabetes are obtained.

OBJECTIVE

To provide to researchers a set of costs for type 2 diabetes complications, originally developed for input into an established diabetes model, that are empirically based, clearly and consistently defined and applicable to a large segment of managed care patients in the US.

METHODS

Patients with 1 of 24 diabetes-related complications between 1 January 2003 and 31 December 2004 and with evidence of type 2 diabetes were identified using a nationally representative US commercial insurance claims database. Therapy utilization and complication cost data were extracted for all patients for the 12 months following the first identified complication; data for months 13-24 were obtained for a subset of patients with at least 24 months of follow-up enrollment. Medical costs included both the amounts charged by medical providers and the health plan contracted allowed amounts. Costs were expressed as $US, year 2007 values.

RESULTS

A total of 44 021 patients with a minimum of 12 months of continuous follow-up enrollment were identified, with a mean age of 56 years; a subset of 32 991 patients with at least 24 months of continuous health-plan enrollment was also identified. Among the aggregate sample, 74% of patients were receiving oral antidiabetics, 26% were receiving insulin, 43% were receiving ACE inhibitors and 50% were receiving antihyperlipidaemics/HMG-CoA reductase inhibitors (statins) during the first 12 months following the index complication. The majority of patients had at least one physician office visit (99.8%), laboratory diagnostic test (96.2%) and other outpatient visit (97.5%). Six complications (angina pectoris, heart failure, peripheral vascular disease, renal disease, nonproliferative retinopathy and neuropathy) had a prevalence of at least 10%. Allowed amounts for most complications were 30-45% of charges. Myocardial infarction, heart failure and renal disease had the greatest fiscal impact because of the total number of patients experiencing them (7.2%, 14.0% and 11.0%, respectively) and their associated costs; 12-month mean allowed amounts were $US 14,853, $US 11,257 and $US 13,876, respectively, and 12-month mean charged amounts were $US 41,695, $US 30, 066 and $US 34,987, respectively. Similarly, in the subset of 32 991 patients, these three complications had higher allowed and charged amounts over months 13-24 compared with the majority of other complications of interest.

CONCLUSION

These costing results provide an important resource for economic modelling and other types of costing research related to treating diabetes-related complications within the US managed care system.

Physiological effects of ultrasound mist on fibroblasts

BACKGROUND

Chronic wounds present an increasing challenge in healthcare and consume a substantial portion of healthcare cost. Although new treatments have been developed, treatment success has not been improved greatly. Ultrasound has long been employed in medicine. Its unique ability to deliver energy makes it an ideal candidate as a wound care modality. We proposed that ultrasound would differentially affect intracellular signaling pathways and, with the ability to assess this effect using a noncontact form of ultrasound, were provided with a means to test this proposal.

METHODS

The cellular morphology, mitogenic activities, expression of keratinocyte growth factor (KGF) and transforming growth factor beta-1 (TGF-beta1), and activation of extracellular regulated kinase (ERK) and c-Jun N-terminal kinase (JNK) signaling pathways of dermal fibroblasts were studied after ultrasound treatment. Untreated and scrape-wounded fibroblasts were utilized as controls.

RESULTS

There was no difference in morphology observed, except for vacuolization in ultrasound-treated fibroblasts. Mitogenic activities were similar between ultrasound-treated and scrape-wounded fibroblasts. Ultrasound-treated fibroblasts exhibited a much earlier increase in KGF expression, ERK activation, and JNK activation. The ERK/JNK ratio was increased markedly in ultrasound-treated fibroblasts.

CONCLUSION

We conclude that ultrasound induces cellular responses that may be beneficial to wound healing.