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AIMS: Non-cystic fibrosis bronchiectasis (NCFB) is a chronic progressive respiratory disorder occurring at a rate ranging from 4.2 to 278.1 cases per 100,000 persons, depending on age, in the United States. For many patients with NCFB, the presence of Pseudomonas aeruginosa (PA) makes treatment more complicated and typically has worse outcomes. Management of NCFB can be challenging, warranting a better understanding of the burden of illness for NCFB, treatments applied, healthcare resources used, and subsequent treatment costs. Comparing patients diagnosed with exacerbated NCFB, with or without PA on antibiotic utilization, treatments, and healthcare resources utilization and costs was the purpose of this study. MATERIALS AND METHODS: This was a retrospective cohort study of commercial claims from IQVIA's PharMetrics Plus database (January 1,2006-December 31, 2020). Study patients with a diagnosis of NCFB were stratified into two groups based on the presence or absence of PA, then followed to identify demographic characteristics, comorbid conditions, antibiotic treatment regimen prescribed, healthcare resources utilized, and costs of care. RESULTS: The results showed that patients with exacerbated NCFB who were PA+ had significantly more oral antibiotic fills per patient per year, more inpatient admissions with a longer length of stay, and more outpatient encounters than those who were PA-. For costs, PA+ patients also had significantly greater total healthcare costs per patient when compared to those who were PA-. CONCLUSION: Exacerbated NCFB with PA+ was associated with increased antibiotic usage, greater resource utilization, and increased costs. The major contributor to the cost differences was the use of inpatient services. Treatment strategies aimed at reducing the need for inpatient treatment could lessen the disparities observed in patients with NCFB.
Subject(s)
Anti-Bacterial Agents , Bronchiectasis , Health Resources , Pseudomonas Infections , Pseudomonas aeruginosa , Humans , Bronchiectasis/economics , Bronchiectasis/drug therapy , Female , Retrospective Studies , Male , Middle Aged , Anti-Bacterial Agents/therapeutic use , Anti-Bacterial Agents/economics , Pseudomonas Infections/drug therapy , Pseudomonas Infections/economics , Adult , United States , Health Resources/statistics & numerical data , Health Resources/economics , Aged , Insurance Claim Review , Comorbidity , Length of Stay/economics , Health Expenditures/statistics & numerical dataABSTRACT
BACKGROUND: Chronic obstructive pulmonary disease (COPD) is a progressive debilitating condition with frequent exacerbations that have a high burden for patients and society. Digital tools may help to reduce the economic burden for patients and payers by improving outcomes. The Propeller platform is a digital self-management tool that facilitates passive monitoring of inhaler medication utilization, potentially assisting the healthcare team to identify patients at risk of a COPD exacerbation who may require further intervention. This study estimated the budget impact of Propeller from commercial payer and Medicare fee-for-service payer perspectives. METHODS: An Excel-based model was used to estimate the budget impact of Propeller for COPD patients in commercial and Medicare population sizes of 5 million members. Data on prevalence, baseline healthcare resource utilization (HCRU), and baseline use of rescue and controller inhaler medications with unit costs (adjusted to 2020 US dollars) were obtained from peer-reviewed literature. Data on reductions in HCRU during Propeller usage were based on direct evidence. Estimates for costs of remote monitoring were obtained from publicly available information. All patients were assumed to have insurance claims related to ongoing remote monitoring. RESULTS: The estimated number of annual eligible COPD patients for commercial and Medicare was 212,200 and 606,600, respectively. Propeller decreased costs by an estimated $2,475 (commercial) and $915 (Medicare) per enrolled patient. The greatest increase in expenditure was for remote monitoring related expenses. After accounting for estimated reductions in hospitalizations, emergency department visits and short-acting beta-agonist use, total net savings were approximately $1.60 and $1.70 per-member per-month for commercial and Medicare payers, respectively. CONCLUSION: Propeller is projected to be cost saving from both the commercial and Medicare payer perspectives.
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BACKGROUND: The Personal KinetiGraph® (PKG®) Movement Recording System provides continuous, objective, ambulatory movement data during routine daily activities and provides information on medication compliance, motor fluctuations, immobility, and tremor for patients with Parkinson's disease (PD). Recent evidence has proposed targets for treatable symptoms. Indications for PKG vary by country and patient selection varies by physician. METHODS: The analyses were based upon 27,834 complete and de-identified PKGs from January 2012 to August 2018 used globally for routine clinical care. Median scores for bradykinesia (BKS) and dyskinesia (DKS) as well as percent time with tremor (PTT) and percent time immobile (PTI) were included as well as proportions of PKGs above published PKG summary score target values (BKS > 25, DKS > 9, PTT > 1%, PTI > 10%). Two sub-analyses included subjects who had 2+ PKG records and scores above proposed BKS and DKS targets, respectively, on their first PKG. Median BKS and DKS scores for subsequent PKGs (1st, 2nd, etc.) were summarized and limited to those with 100+ subsequent PKGs for each data point. RESULTS: Significant differences between countries were found for all 4 PKG parameter median scores (all p < 0.0001). Overall, 54% of BKS scores were > 25 and ranged from 46 to 61% by country. 10% of all DKS scores were > 9 and ranged from 5 to 15% by country. Sub-analysis for BKS showed global median BKS and DKS scores across subsequent PKGs for subjects who had 2+ PKGs and had BKS > 25 on their first PKG. There were significant changes in BKS from 1st to 2nd-6th PKGs (all p < 0.0001). Sub-analysis for DKS showed global median BKS & DKS scores across subsequent PKGs for subjects who had 2+ PKGs and had DKS > 9 on their first PKG. There were significant changes in DKS from 1st to 2nd and 3rd PKGs (both p < 0.0001). CONCLUSIONS: This analysis shows that in every country evaluated a meaningful proportion of patients have sub-optimal PD motor symptoms and substantial variations exist across countries. Continuous objective measurement (COM) in routine care of PD enables identification and quantification of PD motor symptoms, which can be used to enhance clinical decision making, track symptoms over time and improve PD symptom scores. Thus, clinicians can use these PKG scores during routine clinical management to identify PD symptoms and work to move patients into a target range or a more controlled symptom state.
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INTRODUCTION: Chronic low back pain (CLBP) may be treated without opioids through the use of transcutaneous electrical nerve stimulation (TENS). However, no study has evaluated its clinical effect and economic impact as measured by opioid utilization and costs. The purpose of this study was to evaluate patients who were given TENS for CLBP compared to a matched group without TENS at one-year follow-up, to determine differences between opioid consumption. MATERIALS AND METHODS: Opioid utilization and costs in patients who did and did not receive TENS were extracted from a Medicare supplemental administrative claims database. Patients were selected if they had at least two ICD-9-CM coded claims for low back pain in a three-month period and were then propensity score matched at a 1:1 ratio between patients who received TENS and those who did not. There were 22,913 patients in each group who had a minimum follow-up of one year. There were no significant demographic or comorbidity differences with the exception that TENS patients had more episodes of back pain. RESULTS: Significantly fewer patients in the TENS group required opioids at final follow-up (57.7 vs. 60.3%). TENS patients also had significantly fewer annual per-patient opioid costs compared to non-TENS patients ($169 vs. $192). There were significantly lower event rates in TENS patients compared to non-TENS patients when measured by opioid utilization (characterized by frequency of prescription refills) (3.82 vs. 4.08, respectively) or pharmacy utilization (31.67 vs. 32.25). The TENS group also demonstrated a significantly lower cost of these utilization events ($44 vs. $49) and avoided more opioid events (20.4 events fewer per 100 patients annually). DISCUSSION: Treatment of CLBP with TENS demonstrated significantly fewer patients requiring opioids, fewer events where a patient required an opioid prescription, and lower per-patient costs. Since TENS is both non-invasive and a non-narcotic, it may potentially allow physicians to be more aggressive in treating CLBP patients.
Subject(s)
Analgesics, Opioid/therapeutic use , Low Back Pain/epidemiology , Low Back Pain/therapy , Transcutaneous Electric Nerve Stimulation/statistics & numerical data , Adolescent , Adult , Aged , Aged, 80 and over , Chronic Disease , Female , Follow-Up Studies , Humans , Male , Middle Aged , Young AdultABSTRACT
BACKGROUND: Several treatment options are available for patients with type 2 diabetes mellitus who are making the transition from oral antidiabetes drugs (OADs) to insulin. Two options currently recommended by the Canadian Diabetes Association for initiating insulin therapy in patients with type 2 diabetes who are no longer responsive to OADs alone are insulin glargine plus OADs, and premixed insulin therapy only. Because of differences in efficacy, adverse events (such as hypoglycaemia) and acquisition costs, these two treatment options may lead to different long-term clinical and economic outcomes. OBJECTIVE: To determine the cost effectiveness of insulin glargine plus OADs compared with premixed insulin without OADs in insulin-naive patients with type 2 diabetes in Canada. METHODS: Using treatment effects taken from a published clinical trial, the validated IMS-CORE Diabetes Model was used to simulate the long-term cost effectiveness of insulin glargine with OADs, versus premixed insulin. Input treatment effects for the two therapeutic approaches were based on changes in glycosylated haemoglobin A(1c) (HbA(1c)) at clinical trial endpoint, and hypoglycaemia rates. The analysis was conducted from the perspective of the Canadian Provincial payer. Direct treatment and complication costs were obtained from published sources (primarily from Ontario) and reported in $Can, year 2008 values. All base-case costs and outcomes were discounted at 5% per year. Sensitivity analyses were conducted around key parameters and assumptions used in the study. Outcomes included direct medical costs associated with both treatment and diabetes-related complications. Cost-effectiveness outcomes included total average lifetime (35 years) costs, life expectancy (LE), QALYs and incremental cost-effectiveness ratios (ICERs). RESULTS: Base-case analyses showed that, compared with premixed insulin only, insulin glargine in combination with OADs was associated with a 0.051-year increase in LE and a 0.043 increase in QALYs. Insulin glargine plus OADs showed a very slight increase in total direct costs ($Can 343 +/- 2572), resulting in ICERs of $Can 6750 per life-year gained (LYG) and $Can 7923 per QALY gained. However, considerable uncertainty around the ICERs was demonstrated by insulin glargine having a 50% probability of being cost effective at a willingness-to-pay threshold of $Can 10,000 per QALY, and a 54% probability at a $Can 20,000 threshold. Base-case results were most sensitive to assumed disutilities for hypoglycaemic events, to the assumed effect of insulin glargine plus OADs on HbA(1c), and to its assumed acquisition costs. CONCLUSIONS: These findings should be interpreted within the context of a large degree of uncertainty and of several study limitations that include a single clinical trial as the source for primary treatment assumptions and a single province as the source for most cost inputs. Under current study assumptions and limitations, insulin glargine plus OADs was projected to be a cost-effective option, compared with premixed insulin only, for the treatment of insulin-naive patients with type 2 diabetes unresponsive to OADs. Additional work is needed to examine the generalizability of the findings to individual jurisdictions of the Canadian healthcare system.
Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/economics , Hypoglycemic Agents/economics , Insulin/analogs & derivatives , Metformin/economics , Quality-Adjusted Life Years , Sulfonylurea Compounds/economics , Canada , Cost-Benefit Analysis , Drug Therapy, Combination/economics , Female , Glycated Hemoglobin/metabolism , Humans , Hypoglycemic Agents/therapeutic use , Insulin/economics , Insulin/therapeutic use , Insulin Glargine , Insulin, Long-Acting , Male , Metformin/therapeutic use , Middle Aged , Sulfonylurea Compounds/therapeutic useABSTRACT
OBJECTIVE: Stakeholders in the US and elsewhere are interested in country-specific and cohort-specific information with which to assess the long-term value of self-monitoring of blood glucose (SMBG) for patients with type 2 diabetes mellitus (T2DM) on oral anti-diabetes drugs (OADs). This study modeled the cost-effectiveness of SMBG at frequencies of once, twice, or three times per day for this population, and included those who had used SMBG in the prior year. RESEARCH DESIGN AND METHODS: Based on clinical findings of a longitudinal Kaiser Permanente study, a validated model was used to project 40-year clinical and economic outcomes for SMBG at (averages of) once, twice, or three times per day versus no SMBG. Baseline HbA1c (7.6%), age and gender represented the Kaiser study 'prevalent' SMBG users cohort. Unit costs came primarily from a 2003 published article; inflated to US$2006. Outcomes were discounted at 3% per annum, with sensitivity analyses on discount rates and time horizons. Analyses were conducted from a third-party payer perspective in the US, including only direct costs. MAIN OUTCOME MEASURES: Primary outcomes were differences in total costs, cumulative incidence of complications, quality-adjusted life years (QALYs); and incremental cost-effectiveness ratios (ICERs). RESULTS: For patients using SMBG once, twice, or three times per day, relative risks over 40 years were lower for 14 of 16 complications and slightly higher for 2 complications. Compared to 'no SMBG,' QALYs increased with SMBG frequency: 0.047, 0.116, and 0.132 QALYs for SMBG once, twice, and three times per day, respectively. Some increased costs with SMBG were offset by reductions in costs for several diabetes-related complications. Corresponding ICERs were $26,206, $18,572 and $25,436/QALY gained. Results were most sensitive to time horizon, with SMBG not cost-effective over a 5-year simulation period. CONCLUSIONS: Study limitations include the use of relatively short-term observational data, unknown levels of patient adherence, and assumptions regarding the duration of clinical effects. Results showed that compared to no SMBG, base case ICERs for each of the three SMBG frequencies examined were below $30,000, and that a portion of the increased costs associated with SMBG were offset by reductions in complication costs, and by modest increases in QALYs. Results add to the literature addressing the cost-effectiveness of SMBG as a component of care for T2DM patients on OADs, and in particular those with monitoring experience within the previous year.
Subject(s)
Blood Glucose Self-Monitoring , Cost-Benefit Analysis , Diabetes Mellitus, Type 2/blood , Hypoglycemic Agents/therapeutic use , Administration, Oral , Aged , Cohort Studies , Diabetes Mellitus, Type 2/drug therapy , Female , Humans , Hypoglycemic Agents/administration & dosage , Longitudinal Studies , Male , Middle Aged , Quality-Adjusted Life YearsABSTRACT
OBJECTIVE: To assess the cost-effectiveness of Roux-en-Y gastric bypass for treating type 2 diabetes mellitus (T2DM) in the United States compared with standard medical management, using clinical data from a prospective observational study conducted at an academic medical center. STUDY DESIGN: Our study used a predictive health economic model (the CORE Diabetes Model) to project the long-term costs and clinical effectiveness of Roux-en-Y gastric bypass as a treatment for T2DM using the prospective observational study as the basis for our clinical effectiveness assumptions. METHODS: The CORE Diabetes Model used Monte Carlo simulation with tracker variables to estimate the lifetime costs and clinical outcomes of Roux-en-Y gastric bypass compared with standard medical management of obese T2DM patients. Sensitivity analyses were performed on key clinical assumptions, discount rates, and shorter time horizons. RESULTS: The base-case scenario yielded an incremental cost-effectiveness ratio (ICER) of $21,973 per quality-adjusted life-year (QALY) gained. In sensitivity analyses, shortening the time horizon to 5 and 10 years and excluding the negative impact of increased body mass index on the patient's quality of life had the greatest adverse impact on the ICERs (ie, higher cost per QALY). CONCLUSIONS: Under base-case assumptions, Roux-en-Y gastric bypass is cost-effective in the treatment of T2DM in the United States with an ICER below $50,000 per QALY gained. Sensitivity analyses indicated that bariatric surgery is not cost-effective over shorter time horizons, or if the negative quality-of-life impact of increased body mass index is ignored.
Subject(s)
Diabetes Mellitus, Type 2/economics , Gastric Bypass/economics , Cost-Benefit Analysis , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/prevention & control , Female , Glycated Hemoglobin/economics , Humans , Life Expectancy , Male , Middle Aged , Monte Carlo Method , Obesity/economics , Obesity/surgery , Quality of Life , Quality-Adjusted Life Years , United StatesABSTRACT
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.
Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/economics , Insurance, Health, Reimbursement , Metformin , Thiazolidinediones , Aged , Comorbidity , Cost-Benefit Analysis , Diabetes Complications/economics , Diabetes Complications/epidemiology , Diabetes Complications/therapy , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/epidemiology , Drug Combinations , Female , Humans , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/economics , Insurance, Health, Reimbursement/economics , Male , Metformin/administration & dosage , Metformin/economics , Middle Aged , Pioglitazone , Rosiglitazone , Thiazolidinediones/administration & dosage , Thiazolidinediones/economics , United States/epidemiologyABSTRACT
OBJECTIVE: This study was conducted to quantify the long-term cost-effectiveness of insulin detemir (Levemir) versus intermediate-acting neutral protamine Hagedorn (NPH) insulin for the treatment of type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) in Canada, and to assess the sensitivity of results to dis-utilities for hypoglycemic events. dagger Levemir is a trade name of Novo Nordisk, Princeton, NJ, USA RESEARCH DESIGN AND METHODS: The web-based IMS-CORE diabetes model has a menu-driven interface programmed in hypertext markup language (HTML). It was used to project lifetime (60 years for T1DM and 35 years for T2DM) clinical and economic outcomes for patients on detemir vs. NPH. Cohort characteristics, utilities, and costs were derived from published literature. For T1DM, clinical trial data for HbA(1c) improvement (detemir -0.94% +/- 1.07; NPH -0.82% +/- 1.01) from baseline, and rates of hypoglycemic events (major events: 0.20 vs. 0.80 per patient-year for detemir vs. NPH, respectively) were modeled. For T2DM, observational study data for HbA(1c) improvement (detemir -0.18%) from baseline, and reductions in hypoglycemic events (major events: 0.0995 vs. 1.33 per patient-year for detemir vs. NPH, respectively) were modeled. Base-case hypoglycemia dis-utilities were -0.0118 for major and -0.0035 for minor events. Sensitivity analyses were conducted on discount rate and hypoglycemia dis-utility. OUTCOME MEASURES: Outcomes included costs of treatment/management and costs (and incidence) of diabetes-related complications. Incremental cost-effectiveness ratios (ICERs) were calculated from differences in total costs and quality-adjusted life-years (QALYs). RESULTS: Average total costs for T1DM were $CAN 83 622 +/- 4585 for detemir and $CAN 72 016 +/- 4593 for NPH. QALYs increased by 0.475 years with detemir, with an ICER of $CAN 24 389/QALY. Average direct costs for T2DM were $CAN 74 919 +/- 6391 (detemir) and $CAN 69 230 +/- 6840 (NPH). QALYs increased by 0.305 years. The ICER was $CAN 18 677. Although detemir was associated with slightly lower costs for most complications, results were driven by the differences in rates and costs for hypoglycemic events, and their assumed dis-utility. Study limitations include the use of single trials for clinical assumptions and the lack of analyses for patient risk sub-groups. CONCLUSIONS: Findings provide evidence for the cost-effectiveness of detemir vs. NPH in treating T1 and T2DM in Canada, and support the key role of assumptions regarding the impact of hypoglycemic events. Additional work is needed to determine the extent to which results are robust for different sub-groups of patients and for variation in assumptions around HbA(1c) improvements and hypoglycemic event rates.
Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 2/drug therapy , Insulin, Isophane/economics , Insulin, Isophane/therapeutic use , Insulin/analogs & derivatives , Single-Payer System/economics , Adult , Canada , Cost-Benefit Analysis , Diabetes Complications/economics , Diabetes Complications/epidemiology , Diabetes Mellitus, Type 1/complications , Diabetes Mellitus, Type 1/economics , Diabetes Mellitus, Type 1/epidemiology , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/economics , Diabetes Mellitus, Type 2/epidemiology , Female , Humans , Incidence , Insulin/economics , Insulin/therapeutic use , Insulin Detemir , Insulin, Long-Acting , Life Expectancy , Male , Middle Aged , Models, Econometric , Quality of Life , Single-Payer System/statistics & numerical dataABSTRACT
BACKGROUND: Patients with type 1 diabetes mellitus (DM) may be treated with insulin via multiple daily injections (MDI) or continuous subcutaneous insulin infusion (CSII). OBJECTIVE: The purpose of this study was to evaluate the projected long-term cost-effectiveness of CSII compared with MDI by modeling a simulated sample of adult patients with type 1 DM in Canada. METHODS: A health economic model was used to determine the incremental cost-effectiveness ratio (ICER) of CSII compared with MDI from the perspective of a Canadian provincial government. The primary input variable was change in glycosylated hemoglobin (HbA(1c)). A series of Markov constructs also simulated the progression of disease-related complications. Annual acquisition costs for CSII and MDI were year-2006 Can $6347.18 and Can $4649.69, respectively. A 60-year time horizon and a discount rate of 5.0% per annum on costs and clinical outcomes were used. RESULTS: Mean direct lifetime costs were Can $15,591 higher with CSII treatment than MDI. Treatment with CSII was associated with an improvement in discounted life expectancy of 0.655 quality-adjusted life-years (QALYs) over a 60-year time horizon, compared with MDI (mean [SD], 10.029 [0.133] vs 9.374 [0.076] QALYs). ICERs were Can $27,264 per life-year gained and Can $23,797 per QALY for CSII compared with MDI. The results were most sensitive to HbA(1c) assumptions. CONCLUSION: Based on this analysis, CSII may be a cost-effective treatment option when compared with MDI in adult patients with type 1 DM in Canada.
Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 1/economics , Financing, Government , Health Care Costs , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/economics , Insulin Infusion Systems/economics , Insulin/administration & dosage , Insulin/economics , Adult , Biomarkers/blood , Canada , Computer Simulation , Cost-Benefit Analysis , Diabetes Complications/economics , Diabetes Complications/therapy , Diabetes Mellitus, Type 1/blood , Drug Administration Schedule , Drug Costs , Female , Glycated Hemoglobin/metabolism , Humans , Injections, Subcutaneous , Life Expectancy , Male , Markov Chains , Models, Economic , Quality-Adjusted Life Years , Time Factors , Treatment Outcome , Young AdultABSTRACT
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.
Subject(s)
Diabetes Mellitus, Type 1/economics , Insulin Infusion Systems/economics , Insulin/economics , Adolescent , Adult , Blood Glucose/analysis , Child , Cost-Benefit Analysis , Costs and Cost Analysis/economics , Diabetes Complications/economics , Diabetes Complications/prevention & control , Diabetes Mellitus, Type 1/drug therapy , Drug Costs , Female , Humans , Injections, Subcutaneous/economics , Insulin/administration & dosage , Insulin/therapeutic use , Insurance, Health, Reimbursement , Male , Models, Econometric , Quality-Adjusted Life Years , Treatment Outcome , United States , Young AdultABSTRACT
OBJECTIVE: To estimate the long-term cost-effectiveness of adding pioglitazone versus placebo to standard treatment in high-risk patients with type 2 diabetes. METHODS: The validated CORE Diabetes Model was modified to project long-term clinical and cost outcomes associated with pioglitazone versus placebo, based on results from PROactive. The model retained basic structure and functionality, with interdependent Markov submodels, Monte Carlo simulation and user interface. Adjustments to submodels were made to accommodate the PROactive primary end points. The analysis was from the perspective of a third party US health-care payer perspective, projected over a lifetime horizon using a 3% annual discount. RESULTS: Over a lifetime horizon, addition of pioglitazone was associated with increased life expectancy (0.237 life-years) and quality-adjusted life expectancy (QALE) [0.166 quality-adjusted life-years (QALYs)] versus placebo. Estimated long-term complication rates showed that pioglitazone reduced the number of events versus placebo for most outcomes. Lifetime total direct costs were marginally higher with pioglitazone versus placebo ($272,694 vs. $265,390, difference $7,305). The incremental cost-effectiveness ratio for pioglitazone versus placebo was $44,105 per QALY gained. Probabilistic sensitivity analysis indicated a 55% likelihood that pioglitazone would be considered cost-effective in the United States, with a willingness to pay of $50,000 per QALY gained. CONCLUSIONS: The addition of pioglitazone to existing therapy in high-risk patients with type 2 diabetes was projected to improve life expectancy, QALE and complication rates compared with placebo. Addition of pioglitazone was in the range generally considered acceptable.
Subject(s)
Diabetes Complications/prevention & control , Diabetes Mellitus, Type 2/economics , Hypoglycemic Agents/economics , Life Expectancy , Thiazolidinediones/economics , Computer Simulation , Cost-Benefit Analysis , Diabetes Complications/economics , Diabetes Mellitus, Type 2/drug therapy , Drug Therapy, Combination , Female , Humans , Hypoglycemic Agents/therapeutic use , Male , Middle Aged , Pioglitazone , Quality-Adjusted Life Years , Thiazolidinediones/therapeutic use , United StatesABSTRACT
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.
Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Dyslipidemias/drug therapy , Thiazolidinediones/economics , Thiazolidinediones/therapeutic use , Aged , Cohort Studies , Cost-Benefit Analysis , Diabetes Complications/economics , Diabetes Complications/epidemiology , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/economics , Diabetes Mellitus, Type 2/epidemiology , Disease Progression , Dyslipidemias/complications , Dyslipidemias/economics , Dyslipidemias/epidemiology , Female , Humans , Hypoglycemic Agents/economics , Hypoglycemic Agents/therapeutic use , Male , Middle Aged , Pioglitazone , Rosiglitazone , United States/epidemiologyABSTRACT
One source of variation in cost-effectiveness analyses stems from the characteristics of the study upon which each is based. This report provides cost-effectiveness analyses using data from a recently published randomized clinical trial (RCT) comparing an integrated glucose meter/electronic logbook to a conventional glucose meter/paper logbook in helping to control hemoglobin A1c in type 1 or type 2 diabetes. RCT participants and health care professionals (HCPs) were "blinded" to results of meter downloads until week 16, when participants chose systems. They returned to "usual care" and could obtain meter results and share them with their HCPs. Those eligible returned 26-65 weeks later for an observational visit. The CORE Diabetes Model was used to estimate the 60-year cost-effectiveness of the electronic (vs. conventional) meter. With no price premium, the newer technology represented a dominant strategy (greater effectiveness/lower costs) based on the RCT alone or on the RCT + observational visit. With a $100.00/year premium, the incremental cost-effectiveness ratio was $28,053 based on the RCT, but the electronic monitor was dominant when simulations included observational visit results. One plausible reason for the greater benefits of the electronic monitor with the observational period included was the ability of patients and HCPs to make better clinical and lifestyle modifications based on fully available, formatted data. Because the advantages of the electronic meter are based on timely access to accurate feedback, the importance of naturalistic, unblinded studies for technology assessments can be appreciated. Addressing the methodological issues discussed here can help integrate clinical and economic outcomes for diabetes care innovations.
Subject(s)
Blood Glucose Self-Monitoring/economics , Diabetes Mellitus/blood , Diabetes Mellitus/drug therapy , Hypoglycemic Agents/administration & dosage , Insulin/administration & dosage , Research Design , Cost-Benefit Analysis , Diabetes Mellitus/economics , Humans , Randomized Controlled Trials as Topic/standards , United StatesABSTRACT
OBJECTIVE: This study was designed to model the cost-effectiveness of self-monitoring of blood glucose (SMBG) at frequencies of 1 or 3 times per day for patients with type 2 diabetes mellitus (T2DM) who are treated with oral antidiabetic (OAD) medications within the United States. STUDY DESIGN: Based on a Kaiser Permanente study showing glycosylated hemoglobin (HbA1C) improvements related to SMBG frequency, a validated model was used to project 40-year clinical and economic outcomes for SMBG at 1 or 3 times per day vs no SMBG. METHODS: Baseline mean HbA1C (8.6%), age, and sex of the simulated cohort came from the Kaiser analysis of new SMBG users of OAD agents for T2DM. Other cohort characteristics, transition probabilities, utilities, and direct costs (from a US public payer perspective) were derived from relevant literature. Outcomes were discounted at 3% per annum, with sensitivity analyses performed on discount rates and time horizons. RESULTS: Compared with no SMBG, quality-adjusted life expectancy increased with SMBG frequency. Increases were 0.103 and 0.327 quality-adjusted life-years (QALYs) for SMBG at 1 and 3 times per day, respectively. Corresponding incremental cost-effective ratios (ICERs) were $7856 and $6601 per QALY gained. Results indicate that SMBG at both 1 and 3 times per day in this cohort of patients with T2DM taking OADs would represent good value for money in the United States, with ICERs being most sensitive to the time horizon. CONCLUSIONS: Longer time horizons generally led to greater SMBG cost-effectiveness. The ICER for SMBG 3 times per day was $518 per QALY over a 10-year time horizon, indicating very good value.
Subject(s)
Blood Glucose Self-Monitoring/statistics & numerical data , Diabetes Complications/economics , Diabetes Mellitus, Type 2/blood , Quality-Adjusted Life Years , Blood Glucose Self-Monitoring/economics , Computer Simulation , Cost-Benefit Analysis , Diabetes Complications/epidemiology , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/economics , Female , Glycated Hemoglobin , Humans , Life Expectancy , Male , Middle Aged , United States/epidemiologyABSTRACT
OBJECTIVES: This analysis provides an early estimate of the cost-effectiveness of adjunctive exenatide in treating type 2 diabetes mellitus in the United States. Data from pivotal phase III 30-week clinical trials and 52 weeks of their subsequent open-label extension studies (i.e., 82 weeks total) were used to project the effects of 30 years of adjunctive exenatide treatment. METHODS: This analysis utilized a published and validated Markov model incorporating Monte Carlo simulation with tracker variables to estimate the clinical and cost outcomes of adding exenatide to a background of metformin and/or sulfonylurea treatment, with the effects of 30 years of adjunctive exenatide treatment (projected from data from 82 weeks of exenatide treatment) compared with no additional treatment beyond metformin and/or a sulfonylurea. Sensitivity analyses were performed on key clinical assumptions, discount rates, and shorter time horizons. RESULTS: The base-case scenario (30 years of exenatide) yielded an incremental cost-effectiveness ratio (ICER) of $35,571. We found that shortening the time horizons and removing the lipid effects of exenatide had the greatest negative impact on ICERs when performing sensitivity analysis. CONCLUSIONS: Our analysis demonstrated that exenatide used for 20 or 30 years compared with no additional treatment beyond metformin and/or a sulfonylurea is cost-effective in the adjunctive treatment of type 2 diabetes with an ICER less than $50,000 per life-year gained. Sensitivity analyses suggest that, in addition to sustained reduction in HbA(1c), the added clinical effects of improved lipid values, systolic blood pressure, and reduced body mass index all positively contributed to the cost-effectiveness of exenatide.
Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/economics , Peptides/economics , Venoms/economics , Cost-Benefit Analysis , Diabetes Mellitus, Type 2/economics , Drug Costs , Exenatide , Glycated Hemoglobin/drug effects , Health Care Costs , Humans , Hypoglycemic Agents/therapeutic use , Metformin , Models, Econometric , Monte Carlo Method , Peptides/therapeutic use , Sulfonylurea Compounds , Time Factors , United States , Venoms/therapeutic useABSTRACT
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.
Subject(s)
Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/economics , Health Care Costs , Administration, Oral , Adolescent , Adult , Aged , Angiotensin-Converting Enzyme Inhibitors/administration & dosage , Angiotensin-Converting Enzyme Inhibitors/economics , Angiotensin-Converting Enzyme Inhibitors/therapeutic use , Costs and Cost Analysis , Diabetes Mellitus, Type 2/drug therapy , Female , Follow-Up Studies , Humans , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/economics , Hypoglycemic Agents/therapeutic use , Insulin/administration & dosage , Insulin/economics , Insulin/therapeutic use , Insurance, Health/economics , Male , Managed Care Programs/economics , Middle Aged , Models, Economic , Patient Selection , Retrospective Studies , Time Factors , United StatesABSTRACT
BACKGROUND: Recent meta-analyses in the published medical literature have found improved glycaemic control with continuous subcutaneous insulin infusion (CSII) compared with multiple daily injections (MDI) of insulin for patients with diabetes mellitus. In Australia, CSII is predominantly used in type 1 diabetes mellitus (T1DM) patient populations. OBJECTIVE/INTERVENTION: To project long-term costs and outcomes of CSII (Novorapid or Humalog) compared with MDI (NPH insulin plus Novorapid or Humalog) in adult and adolescent T1DM patients in Australia. METHODS: The study was a modelling analysis utilising a lifetime horizon in adult and adolescent specialty care T1DM patient populations from Australia. Published Australian diabetes complication costs (adjusted to Australian dollars [$A], year 2006 values), treatment costs and discount rates of 5.0% per annum were applied to costs and clinical outcomes. A lifetime horizon was taken, considering only direct medical costs and excluding indirect and non-medical costs. The validated CORE diabetes model employs standard Markov/Monte Carlo simulation techniques. It was used to simulate diabetes progression in Australian adult (mean age 43 years, duration of diabetes 17 years, mean glycosylated haemoglobin [HbA(1c)] 8.2%) and adolescent (mean age 17 years, duration of diabetes 6 years, mean HbA(1c) 8.9%) patients with baseline characteristics taken predominantly from Australian National Diabetes Information Audit and Benchmarking (ANDIAB) in Australia. The main outcome measures were incremental costs and effectiveness of CSII compared with MDI in Australian adult and adolescent patients with T1DM. RESULTS: Mean direct lifetime costs were $A34,642 higher with CSII treatment than with MDI for adult patients and $A41,779 higher for adolescent patients. Treatment with CSII was associated with an improvement in life expectancy of 0.393 years for adults compared with MDI and 0.537 years for adolescents. The corresponding gains in QALYs were 0.467 QALYs and 0.560 QALYs for adults and adolescents, respectively. This produced incremental cost effectiveness ratios (ICERs) of $A88,220 and $A77,851 per life-year gained for CSII compared with MDI for adult and adolescent T1DM patients, respectively, in Australia. These data also produced corresponding ICERs of $A74,147 per QALY and $A74,661/QALY for adult and adolescent T1DM patients, respectively. Sensitivity analyses suggested that our base-case assumptions were mostly robust with improvements in ICERs for reduction in hypoglycaemic events with CSII treatment and worse ICERs for lower HbA(1c) changes associated with CSII treatment compared with MDI. CONCLUSIONS: Our analysis suggests that CSII is associated with ICERs in the range of $A53,022-259,646 per QALY gained, with most ICERs representing good value for money in Australia under the majority of scenarios explored.
Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Drug Costs , Insulin/therapeutic use , Adolescent , Adult , Australia , Child , Cost-Benefit Analysis/methods , Costs and Cost Analysis/methods , Diabetes Complications/drug therapy , Diabetes Complications/economics , Diabetes Mellitus, Type 1/economics , Female , Humans , Infusions, Parenteral , Injections, Subcutaneous , Insulin/administration & dosage , Insulin/economics , Life Expectancy , Male , Middle Aged , Models, Biological , Models, Statistical , Quality-Adjusted Life Years , Reproducibility of ResultsABSTRACT
OBJECTIVE: To examine the prevalence of depressive symptoms in a cross-sectional study of postmenopausal women with osteoporosis with and without prevalent vertebral fracture. METHODS: Participants were a subset of English-speaking women (n = 3798, mean age 66.7 yrs) from the Multiple Outcomes of Raloxifene Evaluation trial, who had low bone mineral density (BMD) and/or prevalent vertebral fractures. Vertebral fractures were measured at baseline by radiography using a semiquantitative technique. Depressive symptoms were assessed at baseline using the Geriatric Depression Scale (GDS), a valid and reliable scale for depression screening in elderly patients. Women were considered as probably depressed if > or = 6 symptoms of depression were reported. RESULTS: Postmenopausal women with prevalent vertebral fracture reported more depressive symptoms as assessed by the GDS than women without prevalent vertebral fracture (1.54 vs 1.26; p = 0.001). There was an absolute increase of 2.5% (p = 0.008) in the prevalence of probable depression (GDS score > or = 6) in women with prevalent fracture compared to those without prevalent fracture. The prevalence of probable depression was 4.1% among women without prevalent vertebral fracture and 6.6% in women with a prevalent vertebral fracture. The prevalence of probable depression was 3-fold higher in women with at least 3 prevalent vertebral fractures compared to women without prevalent fracture (12.8% vs 4.1%; p < 0.001). CONCLUSION: Postmenopausal women with prevalent vertebral fractures had greater prevalence of depressive symptoms and probable depression as assessed by the GDS than women without vertebral fracture with low BMD. The dual diagnosis of depression and osteoporosis may mean worse health outcomes. Patients with prevalent vertebral fractures may be considered not only for interventions that address fracture risk reduction, but also for psychosocial interventions that address depressive symptoms.
Subject(s)
Depression/complications , Depression/epidemiology , Fractures, Bone/classification , Fractures, Bone/epidemiology , Osteoporosis, Postmenopausal/complications , Spinal Injuries , Aged , Aged, 80 and over , Bone Density/drug effects , Bone Density/physiology , Bone Density Conservation Agents/therapeutic use , Calcium, Dietary/therapeutic use , Cross-Sectional Studies , Female , Humans , Middle Aged , Osteoporosis, Postmenopausal/drug therapy , Osteoporosis, Postmenopausal/psychology , Prevalence , Quality of Life , Raloxifene Hydrochloride/therapeutic use , Treatment Outcome , Vitamin D/therapeutic useABSTRACT
BACKGROUND: Promoting use of pharmaco-economic models by formulary reviewers is a goal of the Academy of Managed Care Pharmacy (AMCP) Format for Formulary Submissions, but relatively few decision makers use such models, and many doubt that they provide meaningful input. OBJECTIVE: To demonstrate how sophisticated disease-based pharmaco-economic models can aid formulary decision makers when long-term outcomes data are lacking. METHODS: The Center for Outcomes Research (CORE) Diabetes Model (CDM), a published, validated Markov pharmaco-economic model that projects clinical and economic endpoints, was used to model the cost-effectiveness of exenatide, a new injectable antidiabetic agent that enhances glucose-dependent insulin secretion, in a standard cohort of type 2 diabetes patients (mean body mass index [BMI] = 27.5 3 kg/m2), compared with a modified obese cohort (mean BMI = 35 3 kg/m2) that was otherwise demographically identical at baseline to the standard cohort. The standard cohort was assumed to maintain baseline weight during treatment, and the modified obese cohort was assumed to experience weight loss of approximately 9% (mean = 3 kg/m2), with corresponding improvements in blood pressure, low density lipoprotein cholesterol, and triglycerides. We selected a 30-year time horizon because it was the time interval during which the CDM predicted most of the subjects would have died, and the costs obtained thus reasonably projected lifetime total direct medical costs for these cohorts. While treatment options certainly will change over a 30-year period, our goal was to estimate the incremental effect of exenatide over other available therapies. RESULTS: The model predicted reduced long-term treatment costs in obese patients, driven by an 11% decrease in cardiovascular disease burden and derived from the presumed weight loss. The incremental cost-effectiveness ratio (ICER) for adding exenatide over 3 years was 35,000 dollars/quality-adjusted life-year (QALY). Using a 30-year horizon, ICER values were 13,000 dollars/QALY versus insulin, 32,000 dollars versus generic glyburide, and 16,000 dollars versus no additional treatment. Exenatide dominated pioglitazone. By comparison, the 30-year ICER for exenatide versus insulin in the nonobese cohort was 33,000 dollars. These results were presented to the pharmacy and therapeutics (P&T) committee and influenced its decision to add exenatide to the drug formulary. While our modeling assumed certain patient characteristics (e.g., obesity, need of further A1c reduction at baseline, motivation to lose weight), the P&T committee imposed only a step-therapy requirement to try either metformin or a sulfonylurea before trying exenatide and did adopt a nonspecific requirement for physician reauthorization of refills before the fourth pharmacy claim for exenatide. CONCLUSIONS: Disease-based pharmaco-economic models may help third party payers project costs and be particularly useful when only data from short-term clinical trials are available. In the present case, the pharmacy staff of a health plan used a pharmaco-economic model for drug treatment of type 2 diabetes provided by the manufacturer as part of the AMCP Format dossier process to project cost outcomes for exenatide, adjunct injectable therapy for patients taking metformin and/or sulfonylurea. The P&T committee approved the drug for inclusion in the drug formulary based in part on the results of the pharmaco-economic model produced from the cost inputs entered into the model by the health plan pharmacists.