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Pesonen M, Jylhä V, Kankaanpää E. Adverse drug events in cost-effectiveness models of pharmacological interventions for diabetes, diabetic retinopathy, and diabetic macular edema: a scoping review. JBI Evid Synth 2024:02174543-990000000-00336. [PMID: 39054883 DOI: 10.11124/jbies-23-00511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/27/2024]
Abstract
OBJECTIVE The objective of this review was to examine the role of adverse drug events (ADEs) caused by pharmacological interventions in cost-effectiveness models for diabetes mellitus, diabetic retinopathy, and diabetic macular edema. INTRODUCTION Guidelines for economic evaluation recognize the importance of including ADEs in the analysis, but in practice, consideration of ADEs in cost-effectiveness models seem to be vague. Inadequate inclusion of these harmful outcomes affects the reliability of the results, and the information provided by economic evaluation could be misleading. Reviewing whether and how ADEs are incorporated in cost-effectiveness models is necessary to understand the current practices of economic evaluation. INCLUSION CRITERIA Studies included were published between 2011-2022 in English, representing cost-effectiveness analyses using modeling framework for pharmacological interventions in the treatment of diabetes mellitus, diabetic retinopathy, or diabetic macular edema. Other types of analyses and other types of conditions were excluded. METHODS The databases searched included MEDLINE (PubMed), CINAHL (EBSCOhost), Scopus, Web of Science Core Collection, and NHS Economic Evaluation Database. Gray literature was searched via the National Institute for Health and Care Excellence, European Network for Health Technology Assessment, the National Institute for Health and Care Research, and the International Network of Agencies for Health Technology Assessment. The search was conducted on January 1, 2023. Titles and abstracts were screened for inclusion by 2 independent reviewers. Full-text review was conducted by 3 independent reviewers. A data extraction form was used to extract and analyze the data. Results were presented in tabular format with a narrative summary, and discussed in the context of existing literature and guidelines. RESULTS A total of 242 reports were extracted and analyzed in this scoping review. For the included analyses, type 2 diabetes was the most common disease (86%) followed by type 1 diabetes (10%), diabetic macular edema (9%), and diabetic retinopathy (0.4%). The majority of the included analyses used a health care payer perspective (88%) and had a time horizon of 30 years or more (75%). The most common model type was a simulation model (57%), followed by a Markov simulation model (18%). Of the included cost-effectiveness analyses, 26% included ADEs in the modeling, and 13% of the analyses excluded them. Most of the analyses (61%) partly considered ADEs; that is, only 1 or 2 ADEs were included. No difference in overall inclusion of ADEs between the different conditions existed, but the models for diabetic retinopathy and diabetic macular edema more often omitted the ADE-related impact on quality of life compared with the models for diabetes mellitus. Most analyses included ADEs in the models as probabilities (55%) or as a submodel (40%), and the most common source for ADE incidences were clinical trials (65%). CONCLUSIONS The inclusion of ADEs in cost-effectiveness models is suboptimal. The ADE-related costs were better captured than the ADE-related impact on quality of life, which was most pronounced in the models for diabetic retinopathy and diabetic macular edema. Future research should investigate the potential impact of ADEs on the results, and identify the criteria and policies for practical inclusion of ADEs in economic evaluation.
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Affiliation(s)
- Mari Pesonen
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
- Finnish Centre for Evidence-Based Health Care: A JBI Centre of Excellence, Helsinki, Finland
| | - Virpi Jylhä
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
- Finnish Centre for Evidence-Based Health Care: A JBI Centre of Excellence, Helsinki, Finland
- Research Centre for Nursing Science and Social and Health Management, Kuopio University Hospital, Wellbeing Services County of North Savo, Finland
| | - Eila Kankaanpää
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
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Kolovos S, Bellanca L, Groyer H, Rosano GM, Solé A, Gaultney J, Linden S. Multinational cost-effectiveness analysis of empagliflozin for heart failure patients with ejection fraction >40. ESC Heart Fail 2023; 10:3385-3397. [PMID: 37670496 PMCID: PMC10682900 DOI: 10.1002/ehf2.14470] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 05/02/2023] [Accepted: 06/21/2023] [Indexed: 09/07/2023] Open
Abstract
AIMS Heart failure is a chronic progressive condition, with considerable burden on patients' quality of life and economic burden for the healthcare systems. Before the approval of empagliflozin, there were no proven effective treatments for patients with heart failure with left ventricular ejection fraction (HF LVEF) > 40%. The aim of this study was to evaluate the cost-effectiveness of empagliflozin + standard of care (SoC) compared with SoC alone for patients with HF LVEF > 40%, from the perspective of the healthcare systems of the United Kingdom (UK), Spain, and France, and to quantify the healthcare costs for these patients. METHODS AND RESULTS A lifetime Markov cohort state-transition model was developed based on discrete health states defined by Kansas City Cardiomyopathy Questionnaire-Clinical Summary Score quartiles to track disease severity. Model inputs relied primarily on the EMPEROR-Preserved trial data or obtained from published literature or country-specific databases, as well as local guidelines for the requirements for the conduct of the economic evaluation of healthcare technologies. The total lifetime cost of receiving SoC per patient was £10 092, €15 765, and €14 958 in the UK, Spain, and France, respectively, which increased by £1407, €1148, and €1485, respectively, with the addition of empagliflozin to the SoC. Empagliflozin + SoC was associated with significantly reduced number of hospitalization for HF or cardiovascular death compared with SoC alone, which was a key driver offsetting its drug acquisition costs. The incremental cost-effectiveness ratio per quality-adjusted life year (QALY) gained was consistently favourable at £14 851, €11 706, and €15 447 in the UK, Spain, and France, respectively. Scenario analysis using the New York Heart Association functional class showed similar results. Probabilistic sensitivity analyses showed more than 50% probability for cost-effectiveness for a willingness-to-pay (WTP) threshold of £/€20 000/QALY for the three countries. CONCLUSIONS Empagliflozin was found to be the first targeted treatment option that is clinically effective and cost-effective for patients with HF LVEF > 40%. Prescribing empagliflozin with SoC to patients with HF LVEF > 40% is expected to improve clinical outcomes and patients' quality of life and substantially below accepted WTP threshold for the healthcare systems in the UK, Spain, and France.
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Affiliation(s)
| | | | | | | | | | | | - Stephan Linden
- Boehringer Ingelheim International GmbHIngelheim am RheinGermany
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Laursen HVB, Jørgensen EP, Vestergaard P, Ehlers LH. A Systematic Review of Cost-Effectiveness Studies of Newer Non-Insulin Antidiabetic Drugs: Trends in Decision-Analytical Models for Modelling of Type 2 Diabetes Mellitus. PHARMACOECONOMICS 2023; 41:1469-1514. [PMID: 37410277 PMCID: PMC10570198 DOI: 10.1007/s40273-023-01268-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/19/2023] [Indexed: 07/07/2023]
Abstract
BACKGROUND We performed a systematic overview of the cost-effectiveness analyses (CEAs) comparing Non-insulin antidiabetic drugs (NIADs) with other NIADs for the treatment of type 2 diabetes mellitus (T2DM), using decision-analytical modelling (DAM), focusing on both the economic results and the underlying methodological choices. METHODS Eligible studies were CEAs using DAM to compare NIADs within the glucagon-like peptide-1 (GLP1) receptor agonists, sodium-glucose cotransporter-2 (SGLT2) inhibitors, or dipeptidyl peptidase-4 (DPP4) inhibitor classes with other NIADs within those classes for the treatment of T2DM. The PubMed, Embase and Econlit databases were searched from 1 January 2018 to 15 November 2022. Two reviewers screened the studies for relevance by titles and abstracts and then for eligibility via full-text screening, extracted the data from the full texts and appendices, and then stored the data in a spreadsheet. RESULTS The search yielded 890 records and 50 studies were eligible for inclusion. The studies were mainly based on a European setting (60%). Industry sponsorship was found in 82% of studies. The CORE diabetes model was used in 48% of the studies. GLP1 and SGLT2 products were the main comparators in 31 and 16 studies, respectively, while one study had DPP4 and two had no easily discernible main comparator. Direct comparison between SGLT2 and GLP1 occurred in 19 studies. At a class level, SGLT2 dominated GLP1 in six studies and was cost effective against GLP1 once as part of a treatment pathway. GLP1 was cost effective in nine studies and not cost effective against SGLT2 in three studies. At a product level, oral and injectable semaglutide, and empagliflozin, were cost effective against other within-class products. Injectable and oral semaglutide were more frequently found cost effective in these comparisons, with some conflicting results. Most of the modelled cohorts and treatment effects were sourced from randomised controlled trials. The following model assumptions varied depending on the class of the main comparator: choice of and reasoning behind risk equations, the time until the treatment switch, and how often the comparators were discontinued. Diabetes-related complications were emphasised on par with quality-adjusted life-years as model outputs. The main quality issues were regarding the description of alternatives, the perspective of analysis, the measurement of costs and consequences, and patient subgroups. CONCLUSION The included CEAs using DAMs have limitations that hinder their ability to inform decision makers on the cost-effective choice: lack of updated reasoning behind the choice of key model assumptions, over-reliance on risk equations based on older treatment practices, and sponsorship bias. The question of which NIAD is cost effective for the treatment of which T2DM patient is a pressing one and the answer remains unclear.
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Affiliation(s)
- Henrik Vitus Bering Laursen
- Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark.
- Steno Diabetes Center North Denmark, Aalborg, Denmark.
| | | | - Peter Vestergaard
- Steno Diabetes Center North Denmark, Aalborg, Denmark
- Department of Endocrinology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University Hospital, Aalborg, Denmark
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Zhu J, Zhou Y, Li Q, Wang G. Cost-Effectiveness of Newer Antidiabetic Drugs as Second-Line Treatment for Type 2 Diabetes: A Systematic Review. Adv Ther 2023; 40:4216-4235. [PMID: 37515713 PMCID: PMC10499965 DOI: 10.1007/s12325-023-02612-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 07/12/2023] [Indexed: 07/31/2023]
Abstract
INTRODUCTION Evidence from cardiovascular outcome trials (CVOTs) for newer antidiabetic drugs is increasingly influencing revised recommendations for second-line therapy in type 2 diabetes (T2D). This systematic review aimed to compare the cost-effectiveness of newer antidiabetic drugs specified as sodium-glucose cotransporter 2 inhibitor (SGLT2i), glucagon-like peptide 1 receptor agonist (GLP-1RA), and dipeptidyl peptidase 4 inhibitor (DPP-4i) for T2D in a second-line setting. METHODS A systematic review was conducted following the Preferred Reporting Items for Systematic Reviews (PRISMA) guidelines, and all relevant published studies were searched comprehensively in electronic databases, including PubMed, Embase, Web of Science, and International Health Technology Assessment database published from April 2023. The quality of the included studies was evaluated using Consolidated Health Economic Evaluation Reporting Standards (CHEERS) 2022 reporting checklists. RESULTS We included 28 studies that met the inclusion criteria. Overall reporting of the identified studies largely met CHEERS 2022 recommendations. The CORE and Cardiff models were the most frequently utilized for pharmacoeconomic evaluation in T2D. Four studies consistently discovered that SGLT2i was more cost-effective than GLP-1RA in T2D who were not adequately controlled by metformin monotherapy. Four studies compared GLP-1RA with DPP-4i, sufonylurea (SU), or insulin. Except for one that demonstrated SU was cost-effective, all were GLP-1RA. Five studies revealed that SGLT2i was more cost-effective than DPP-4i or SU. Eleven studies indicated that DPP-4i was more cost-effective than traditional antidiabetic drugs. Four additional studies explored the cost-effectiveness of various antidiabetic drugs as second-line options, indicating that SU, SGLT2i, or meglitinides were more economically advantageous. The most common driven factors were the cost of new antidiabetic drugs. CONCLUSION Newer antidiabetic drugs as second line are the cost-effective option for T2D from the cost-effectiveness perspective, especially SGLT2i.
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Affiliation(s)
- Jiejin Zhu
- Department of Clinical Pharmacy, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310006, China
| | - Ying Zhou
- Department of Clinical Pharmacy, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310006, China
| | - Qingyu Li
- Department of Clinical Pharmacy, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310006, China
- Department of Pharmacy, Affiliated Hangzhou Cancer Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310002, China
| | - Gang Wang
- Department of Clinical Pharmacy, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310006, China.
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Pulleyblank R, Larsen NB. Cost-Effectiveness of Semaglutide vs. Empagliflozin, Canagliflozin, and Sitagliptin for Treatment of Patients with Type 2 Diabetes in Denmark: A Decision-Analytic Modelling Study. PHARMACOECONOMICS - OPEN 2023:10.1007/s41669-023-00416-z. [PMID: 37178435 DOI: 10.1007/s41669-023-00416-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/10/2023] [Indexed: 05/15/2023]
Abstract
OBJECTIVE The aim was to evaluate the cost-effectiveness of oral and subcutaneous semaglutide versus other oral glucose-lowering drugs (i.e., empagliflozin, canagliflozin, and sitagliptin) for the management of type 2 diabetes (T2D) in Denmark using clinically relevant treatment intensification rules. METHODS A Markov-type cohort model for evaluating the cost-effectiveness of treatment pathways for T2D was used to produce cost-effectiveness estimates based on four head-to-head trials. Evidence from PIONEER 2 and 3 trials was used to evaluate the cost-effectiveness of oral semaglutide vs. empagliflozin and sitagliptin. Evidence from SUSTAIN 2 and 8 trials was used to evaluate the cost-effectiveness of subcutaneous semaglutide vs. sitagliptin and canagliflozin. Base case analyses used trial product estimands of treatment efficacy to avoid the confounding effects of rescue medication use during trials. Deterministic scenario analyses and probabilistic sensitivity analyses were conducted to assess robustness of cost-effectiveness estimates. RESULTS Semaglutide-based treatment regimens were consistently associated with higher lifetime diabetes treatment costs, lower costs of complications, and higher lifetime accumulated QALYs. The PIONEER 2 analysis estimated the cost-effectiveness of oral semaglutide vs. empagliflozin was DKK 150,618/QALY (€20,189). The PIONEER 3 analysis estimated the cost-effectiveness of oral semaglutide vs. sitagliptin was DKK 95,093/QALY (€12,746). The SUSTAIN 2 analysis estimated the cost-effectiveness of subcutaneous semaglutide vs. sitagliptin was DKK 79,982/QALY (€10,721). The SUSTAIN 8 analysis estimated the cost-effectiveness of subcutaneous semaglutide vs. canagliflozin was DKK 167,664/QALY (€22,474). CONCLUSIONS Daily oral and weekly subcutaneous semaglutide are likely to both increase cost and health benefits, but are likely to do so under commonly considered cost-effectiveness thresholds. TRIAL REGISTRATIONS Clinicaltrials.gov: NCT02863328 (PIONEER 2; registered August 11, 2016); NCT02607865 (PIONEER 3; registered November 18, 2015); NCT01930188 (SUSTAIN 2; registered August 28, 2013); NCT03136484 (SUSTAIN 8; registered May 2, 2017).
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Evans M, Berry S, Nazeri A, Malkin SJ, Ashley D, Hunt B, Bain SC. The challenges and pitfalls of incorporating evidence from cardiovascular outcomes trials in health economic modelling of type 2 diabetes. Diabetes Obes Metab 2023; 25:639-648. [PMID: 36342041 DOI: 10.1111/dom.14917] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 10/26/2022] [Accepted: 11/05/2022] [Indexed: 11/09/2022]
Abstract
The clinical evidence base for evaluating modern type 2 diabetes interventions has expanded greatly in recent years, with numerous efficacious treatment options available (including dipeptidyl peptidase-4 inhibitors, glucagon-like peptide-1 receptor agonists and sodium-glucose cotransporter-2 inhibitors). The cardiovascular safety of these interventions has been assessed individually versus placebo in numerous cardiovascular outcomes trials (CVOTs), statistically powered to detect differences in a composite endpoint of major adverse cardiovascular events. There have been growing calls to incorporate these data in the long-term modelling of type 2 diabetes interventions because current diabetes models were developed prior to the conduct of the CVOTs and therefore rely on risk equations developed in the absence of these data. However, there are numerous challenges and pitfalls to avoid when using data from CVOTs. The primary concerns are around the heterogeneity of the trials, which have different study durations, inclusion criteria, rescue medication protocols and endpoint definitions; this results in significant uncertainty when comparing two or more interventions evaluated in separate CVOTs, as robust adjustment for these differences is difficult. Analyses using CVOT data inappropriately can dilute clear evidence from head-to-head clinical trials, and blur healthcare decision making. Calibration of existing models may represent an approach to incorporating CVOT data into diabetes modelling, but this can only offer a valid comparison of one intervention versus placebo based on a single CVOT. Ideally, model development should utilize patient-level data from CVOTs to prepare novel risk equations that can better model modern therapies for type 2 diabetes.
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Affiliation(s)
- Marc Evans
- University Hospital Llandough, Cardiff, UK
| | | | | | | | | | - Barnaby Hunt
- Ossian Health Economics and Communications, Basel, Switzerland
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Choi JG, Winn AN, Skandari MR, Franco MI, Staab EM, Alexander J, Wan W, Zhu M, Huang ES, Philipson L, Laiteerapong N. First-Line Therapy for Type 2 Diabetes With Sodium-Glucose Cotransporter-2 Inhibitors and Glucagon-Like Peptide-1 Receptor Agonists : A Cost-Effectiveness Study. Ann Intern Med 2022; 175:1392-1400. [PMID: 36191315 PMCID: PMC10155215 DOI: 10.7326/m21-2941] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Guidelines recommend sodium-glucose cotransporter-2 (SGLT2) inhibitors and glucagon-like peptide-1 (GLP1) receptor agonists as second-line therapy for patients with type 2 diabetes. Expanding their use as first-line therapy has been proposed but the clinical benefits may not outweigh their costs. OBJECTIVE To evaluate the lifetime cost-effectiveness of a strategy of first-line SGLT2 inhibitors or GLP1 receptor agonists. DESIGN Individual-level Monte Carlo-based Markov model. DATA SOURCES Randomized trials, Centers for Disease Control and Prevention databases, RED BOOK, and the National Health and Nutrition Examination Survey. TARGET POPULATION Drug-naive U.S. patients with type 2 diabetes. TIME HORIZON Lifetime. PERSPECTIVE Health care sector. INTERVENTION First-line SGLT2 inhibitors or GLP1 receptor agonists. OUTCOME MEASURES Life expectancy, lifetime costs, incremental cost-effectiveness ratios (ICERs). RESULTS OF BASE-CASE ANALYSIS First-line SGLT2 inhibitors and GLP1 receptor agonists had lower lifetime rates of congestive heart failure, ischemic heart disease, myocardial infarction, and stroke compared with metformin. First-line SGLT2 inhibitors cost $43 000 more and added 1.8 quality-adjusted months versus first-line metformin ($478 000 per quality-adjusted life-year [QALY]). First-line injectable GLP1 receptor agonists cost more and reduced QALYs compared with metformin. RESULTS OF SENSITIVITY ANALYSIS By removing injection disutility, first-line GLP1 receptor agonists were no longer dominated (ICER, $327 000 per QALY). Oral GLP1 receptor agonists were not cost-effective (ICER, $823 000 per QALY). To be cost-effective at under $150 000 per QALY, costs for SGLT2 inhibitors would need to be under $5 per day and under $6 per day for oral GLP1 receptor agonists. LIMITATION U.S. population and costs not generalizable internationally. CONCLUSION As first-line agents, SGLT2 inhibitors and GLP1 receptor agonists would improve type 2 diabetes outcomes, but their costs would need to fall by at least 70% to be cost-effective. PRIMARY FUNDING SOURCE American Diabetes Association.
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Affiliation(s)
- Jin G Choi
- Section of General Internal Medicine, Department of Medicine, University of Chicago, Chicago, Illinois (J.G.C., M.I.F., E.M.S., J.A., M.Z.)
| | - Aaron N Winn
- Medical College of Wisconsin, Milwaukee, Wisconsin (A.N.W.)
| | - M Reza Skandari
- Centre for Health Economics & Policy Innovation, Imperial College Business School, Imperial College London, London, United Kingdom (M.R.S.)
| | - Melissa I Franco
- Section of General Internal Medicine, Department of Medicine, University of Chicago, Chicago, Illinois (J.G.C., M.I.F., E.M.S., J.A., M.Z.)
| | - Erin M Staab
- Section of General Internal Medicine, Department of Medicine, University of Chicago, Chicago, Illinois (J.G.C., M.I.F., E.M.S., J.A., M.Z.)
| | - Jason Alexander
- Section of General Internal Medicine, Department of Medicine, University of Chicago, Chicago, Illinois (J.G.C., M.I.F., E.M.S., J.A., M.Z.)
| | - Wen Wan
- Section of General Internal Medicine and Center for Chronic Disease Research and Policy, Department of Medicine, University of Chicago, Chicago, Illinois (W.W., E.S.H., N.L.)
| | - Mengqi Zhu
- Section of General Internal Medicine, Department of Medicine, University of Chicago, Chicago, Illinois (J.G.C., M.I.F., E.M.S., J.A., M.Z.)
| | - Elbert S Huang
- Section of General Internal Medicine and Center for Chronic Disease Research and Policy, Department of Medicine, University of Chicago, Chicago, Illinois (W.W., E.S.H., N.L.)
| | - Louis Philipson
- Sections of Adult and Pediatric Endocrinology, Diabetes & Metabolism, Department of Medicine, University of Chicago, Chicago, Illinois (L.P.)
| | - Neda Laiteerapong
- Section of General Internal Medicine and Center for Chronic Disease Research and Policy, Department of Medicine, University of Chicago, Chicago, Illinois (W.W., E.S.H., N.L.)
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Shao H, Alsaleh AJO, Dex T, Lew E, Fonseca V. Cost-Effectiveness of iGlarLixi Versus Premix BIAsp 30 in People with Type 2 Diabetes Suboptimally Controlled by Basal Insulin in the US. Diabetes Ther 2022; 13:1659-1670. [PMID: 35930188 PMCID: PMC9399315 DOI: 10.1007/s13300-022-01300-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 07/15/2022] [Indexed: 11/09/2022] Open
Abstract
INTRODUCTION Many people with type 2 diabetes mellitus (T2DM) experience suboptimal glycemic control and require therapy advancement. This cost-effectiveness analysis was conducted to compare iGlarLixi (insulin glargine 100 U/mL plus lixisenatide) versus BIAsp 30 (biphasic insulin aspart 30) in people with T2DM suboptimally controlled with basal insulin. METHODS The IQVIA Core Diabetes Model was used to estimate lifetime costs and outcomes for people with T2DM from a US healthcare payer perspective. Initial clinical data were based on the phase 3 randomized, open-label, active-controlled SoliMix clinical study, which compared the efficacy and safety of once-daily iGlarLixi with twice-daily BIAsp 30. Lifetime costs (US$) and quality-adjusted life-years (QALYs) were predicted, and the incremental cost-effectiveness ratio (ICER) for iGlarLixi versus BIAsp 30 was estimated; the willingness-to-pay threshold was considered to be $50,000. A subgroup analysis considered people with T2DM aged ≥ 65 years. RESULTS Estimated QALYs gained were slightly higher with iGlarLixi compared with BIAsp 30 (9.3 vs. 9.2), with lower costs for iGlarLixi ($117,854 vs. $120,109); the ICER for iGlarLixi was therefore considered dominant over BIAsp 30 in the base case. Key drivers for cost savings were the higher dose and twice-daily administration for BIAsp 30 versus once-daily administration for iGlarLixi. The robustness of the base-case results was confirmed by sensitivity and scenario analyses. Results were similar in a subgroup of people with T2DM aged ≥ 65 years. CONCLUSION In people with T2DM with suboptimal glycemic control on basal insulin, iGlarLixi confers improved QALYs and reduced costs compared with BIAsp 30.
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Affiliation(s)
- Hui Shao
- University of Florida's College of Pharmacy, Gainesville, FL, USA
| | | | | | | | - Vivian Fonseca
- Tulane University School of Medicine, New Orleans, LA, USA.
- Tulane University Health Sciences Center, 1430 Tulane Avenue, New Orleans, LA, 70112, USA.
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McCrimmon RJ, Palmer K, Alsaleh AJO, Lew E, Puttanna A. Cost-Effectiveness of iGlarLixi Versus Premix BIAsp 30 in Patients with Type 2 Diabetes Suboptimally Controlled by Basal Insulin in the UK. Diabetes Ther 2022; 13:1203-1214. [PMID: 35543869 PMCID: PMC9174356 DOI: 10.1007/s13300-022-01267-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Accepted: 04/20/2022] [Indexed: 11/03/2022] Open
Abstract
INTRODUCTION iGlarLixi is indicated as an adjunct to diet and exercise in addition to metformin (with or without sodium-glucose cotransporter-2 inhibitors) to improve glycemic control in adults with insufficiently controlled type 2 diabetes (T2D). A cost-effectiveness analysis was conducted to compare iGlarLixi with premix biphasic insulin aspart 30 (BIAsp 30) in people with T2D suboptimally controlled with basal insulin (BI). METHODS The IQVIA CORE Diabetes Model was used to estimate lifetime costs and outcomes for people with T2D from a UK health care perspective at a willingness-to-pay threshold of £20,000. Initial clinical data were based on the phase 3 randomized, open-label, active-controlled SoliMix clinical trial which compared the efficacy and safety of once-daily iGlarLixi with that of twice-daily BIAsp 30. Costs associated with management and complications and utilities values were derived from published sources. Lifetime costs (in £GBP) and quality-adjusted life-years (QALYs) were predicted; extensive scenario and sensitivity analyses were conducted. RESULTS Estimated QALYs gained were slightly higher with iGlarLixi (8.9 vs. 8.8) compared with premix BIAsp 30, at a higher cost (£23,204 vs. £21,961). The base case incremental cost-effectiveness ratio (ICER) per QALY was £13,598. Treatment acquisition was the main driver of cost differences (iGlarLixi, £11,750; premix BIAsp 30, £10,395). Costs associated with management and complications were generally similar between comparators. CONCLUSION iGlarLixi provides improved QALY outcomes at an acceptable cost compared with premix BIAsp 30, with an ICER below the threshold generally considered acceptable by UK authorities. In people with T2D, iGlarLixi is a simple, cost-effective option for advancing therapy of BI, with fewer daily injections than premix BIAsp 30.
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Affiliation(s)
- Rory J McCrimmon
- Systems Medicine, School of Medicine, University of Dundee, Dundee, UK.
| | | | | | | | - Amar Puttanna
- Sanofi, Reading, UK
- Good Hope Hospital, Birmingham, UK
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Wilding JPH, Evans M, Fernando K, Gorriz JL, Cebrian A, Diggle J, Hicks D, James J, Newland-Jones P, Ali A, Bain S, Da Porto A, Patel D, Viljoen A, Wheeler DC, Del Prato S. The Place and Value of Sodium-Glucose Cotransporter 2 Inhibitors in the Evolving Treatment Paradigm for Type 2 Diabetes Mellitus: A Narrative Review. Diabetes Ther 2022; 13:847-872. [PMID: 35307801 PMCID: PMC8934539 DOI: 10.1007/s13300-022-01228-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 02/08/2022] [Indexed: 02/07/2023] Open
Abstract
Over recent years, the expanding evidence base for sodium-glucose cotransporter-2 inhibitor (SGLT2i) therapies has revealed benefits beyond their glucose-lowering efficacy in the treatment of Type 2 diabetes mellitus (T2DM), resulting in their recognition as cardiorenal medicines. While SGLT2is continue to be recommended among the second-line therapies for the treatment of hyperglycaemia, their true value now extends to the prevention of debilitating and costly cardiovascular and renal events for high-risk individuals, with particular benefit shown in reducing major adverse cardiac events and heart failure (HF) and slowing the progression of chronic kidney disease. However, SGLT2i usage is still suboptimal among groups considered to be at greatest risk of cardiorenal complications. The ongoing coronavirus disease 2019 (COVID-19) pandemic has intensified financial pressures on healthcare systems, which may hamper further investment in newer effective medicines. Emerging evidence indicates that glycaemic control should be prioritised for people with T2DM in the era of COVID-19 and practical advice on the use of T2DM medications during periods of acute illness remains important, particularly for healthcare professionals working in primary care who face multiple competing priorities. This article provides the latest update from the Improving Diabetes Steering Committee, including perspectives on the value of SGLT2is as cost-effective therapies within the T2DM treatment paradigm, with particular focus on the latest published evidence relating to the prevention or slowing of cardiorenal complications. The implications for ongoing and future approaches to diabetes care are considered in the light of the continuing coronavirus pandemic, and relevant aspects of international treatment guidelines are highlighted with practical advice on the appropriate use of SGLT2is in commonly occurring T2DM clinical scenarios. The 'SGLT2i Prescribing Tool for T2DM Management', previously published by the Steering Committee, has been updated to reflect the latest evidence and is provided in the Supplementary Materials to help support clinicians delivering T2DM care.
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Affiliation(s)
- John P H Wilding
- Department of Cardiovascular and Metabolic Medicine, Institute of Life Course and Medical Sciences, Clinical Sciences Centre, University Hospital Aintree, Liverpool, UK.
| | - Marc Evans
- University Hospital Llandough, Cardiff, UK
| | | | - Jose Luis Gorriz
- University Hospital Clinic, University of Valencia, Valencia, Spain
| | - Ana Cebrian
- Spanish Diabetes Association, Catholic University of Murcia, Service Murciano de Salud, Cartagena, Murcia, Spain
- Centro de Salud Casco Antiguo Cartagena, Murcia, Spain
- Primary Care Research Group, Biomedical Research Institute of Murcia (IMIB), 30120, Murcia, Spain
| | - Jane Diggle
- College Lane Surgery, Ackworth, West Yorkshire, UK
| | | | - June James
- University Hospitals of Leicester NHS Trust, Leicester, UK
| | | | - Amar Ali
- Royal Blackburn Hospital, Lancashire, UK
| | - Stephen Bain
- Swansea University and Diabetes Research Unit, Swansea, UK
| | | | | | - Adie Viljoen
- Cambridge University Hospitals NHS Foundation Trust, Stevenage, UK
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11
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Sonmez A, Sabbour H, Echtay A, Rahmah AM, Alhozali AM, al Sabaan FS, Haddad FH, Iraqi H, Elebrashy I, Assaad SN, Bayat Z, Osar Siva Z, Hassanein M. Current gaps in management and timely referral of cardiorenal complications among people with type 2 diabetes mellitus in the Middle East and African countries: Expert recommendations. J Diabetes 2022; 14:315-333. [PMID: 35434900 PMCID: PMC9366572 DOI: 10.1111/1753-0407.13266] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 03/05/2022] [Accepted: 03/13/2022] [Indexed: 12/11/2022] Open
Abstract
The upsurge of type 2 diabetes mellitus is a major public health concern in the Middle East and North Africa (MENA) and Africa (AFR) region, with cardiorenal complications (CRCs) being the predominant cause of premature morbidity and mortality. High prevalence of cardiometabolic risk factors, lack of awareness among patients and physicians, deficient infrastructure, and economic constraints lead to a cascade of CRCs at a significantly earlier age in MENA and AFR. In this review, we present consensus recommendations by experts in MENA and AFR, highlighting region-specific challenges and potential solutions for management of CRCs. Health professionals who understand sociocultural barriers can significantly increase patient awareness and encourage health-seeking behavior through simple educational tools. Increasing physician knowledge on early identification of CRCs and personalized treatment based on risk stratification, alongside optimum glycemic control, can mitigate therapeutic inertia. Early diagnosis of high-risk people with regular and systematic monitoring of cardiorenal parameters, development of region-specific care pathways for timely referral to specialists, followed by guideline-recommended care with novel antidiabetics are imperative. Adherence to guideline-recommended care can catalyze utilization of sodium glucose cotransporter 2 inhibitors and glucagon-like peptide 1 receptor agonists with demonstrated cardiorenal benefits-thus paving the way for overcoming care gaps in a cost-effective manner. Leveraging digital technology like electronic medical records can help generate real-world data and provide insights on voids in adoption of newer antidiabetic medications. A patient-centric approach, collaborative care among physicians from different specialties, alongside involvement of policy makers are key for improving patient outcomes and quality of care in MENA and AFR.
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Affiliation(s)
- Alper Sonmez
- Department of Endocrinology and MetabolismGulhane School of Medicine, University of Health SciencesAnkaraTurkey
| | - Hani Sabbour
- Heart & Vascular Institute Cleveland ClinicAbu DhabiUAE
- Brown University Warren Alpert School of MedicineProvidenceRhode IslandUSA
| | - Akram Echtay
- School of MedicineLebanese UniversityHadathLebanon
| | - Abbas Mahdi Rahmah
- National Centre for DiabetesCollege of Medicine, Al‐Mustansriya UniversityBaghdadIraq
| | | | | | - Fares H. Haddad
- Endocrine & Diabetes, Abdali Hospital/Endocrine & Diabetes ClinicAmmanJordan
| | - Hinde Iraqi
- Faculty of Medicine and PharmacyMohammed V UniversityRabatMorocco
| | | | | | - Zaheer Bayat
- Division of Endocrinology and Metabolism, Department of Internal MedicineHelen Joseph HospitalRossmore, JohannesburgSouth Africa
| | | | - Mohamed Hassanein
- Dubai Hospital, DHADubaiUAE
- Gulf Medical UniversityAjmanUAE
- Cardiff UniversityCardiffUK
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12
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Reifsnider OS, Pimple P, Brand S, Bergrath Washington E, Shetty S, Desai NR. Cost-effectiveness of second-line empagliflozin versus liraglutide for type 2 diabetes in the United States. Diabetes Obes Metab 2022; 24:652-661. [PMID: 34910356 PMCID: PMC9305296 DOI: 10.1111/dom.14625] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 12/03/2021] [Accepted: 12/11/2021] [Indexed: 01/24/2023]
Abstract
AIM To estimate the cost-effectiveness of sequential use of the sodium-glucose co-transporter-2 inhibitor empagliflozin and glucagon-like peptide-1 receptor agonist liraglutide after metformin in patients with type 2 diabetes (T2D) from the US payer perspective. MATERIALS AND METHODS An economic simulation model with a lifetime horizon was developed to estimate T2D-related complications (including cardiovascular [CV] death, myocardial infarction, stroke, and renal outcomes) using EMPA-REG OUTCOME data or UK Prospective Diabetes Study risk equations, in patients with or without a history of cardiovascular disease (CVD), respectively. Evidence synthesis methods were used to provide effectiveness inputs for empagliflozin and liraglutide. Population characteristics, adverse event rates, treatment escalation, costs ($2019), and utilities (both discounted 3%/year) were taken from US sources. RESULTS Compared with second-line liraglutide in the overall T2D population, second-line empagliflozin was dominant as it was associated with lower total lifetime cost ($11 244/patient less) and resulted in a quality-adjusted life-year (QALY) gain (0.32/patient). Second-line empagliflozin was associated with reductions in CV death (by 5%) and lower cumulative complication rates in patients with CVD (by 2%), relative to second-line liraglutide. These findings were consistent among patients with co-morbid CVD, with gains in incremental QALYs (0.43/patient) and lower lifetime cost (by $10 175/patient) relative to second-line liraglutide. Scenario analyses consistently showed dominance for second-line empagliflozin. CONCLUSION For patients with T2D, use of second-line empagliflozin combined with metformin was a dominant strategy for US payers, associated with extended survival, improved QALYs, and lower costs compared with second-line liraglutide.
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Affiliation(s)
| | - Pratik Pimple
- Boehringer Ingelheim Pharmaceuticals IncRidgefieldConnecticut
| | | | | | - Sharash Shetty
- Boehringer Ingelheim Pharmaceuticals IncRidgefieldConnecticut
| | - Nihar R. Desai
- Yale School of MedicineCardiovascular MedicineNew HavenConnecticut
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13
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Ehlers LH, Lamotte M, Ramos MC, Sandgaard S, Holmgaard P, Kristensen MM, Ejskjaer N. The Cost-Effectiveness of Subcutaneous Semaglutide Versus Empagliflozin in Type 2 Diabetes Uncontrolled on Metformin Alone in Denmark. Diabetes Ther 2022; 13:489-503. [PMID: 35187628 PMCID: PMC8934846 DOI: 10.1007/s13300-022-01221-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 02/02/2022] [Indexed: 11/25/2022] Open
Abstract
INTRODUCTION International and Danish guidelines recommend the use of glucagon-like peptide 1 receptor agonists (GLP-1 RA) and sodium-glucose cotransporter 2 (SGLT-2) inhibitors already in second line in the management of type 2 diabetes (T2D). The objective of this study was to evaluate the long-term cost-effectiveness (CE) of subcutaneous (SC) semaglutide (GLP-1 RA) versus empagliflozin (SGLT-2 inhibitor) in individuals with T2D uncontrolled on metformin alone from a Danish payer's perspective. METHODS Cost-effectiveness analyses (CEA) were conducted from a Danish payer's perspective, using the IQVIA Core Diabetes model (CDM 9.5), with a time horizon of 50 years and an annual discount of 4% on costs and effects. Patients received either SC semaglutide or empagliflozin, in addition to metformin, until HbA1c threshold of 7.5% (58 mmol/mol) was reached, following which treatment intensification with insulin glargine in addition to empagliflozin or SC semaglutide plus metformin was considered. Baseline cohort characteristics and treatment effects were sourced from a published CEA. Utilities and cost of diabetes-related complications were also obtained from published sources. Treatment costs were derived from Danish official sources. Scenario analyses were also performed to test the accuracy of the base case results. RESULTS Individuals with T2D on SC semaglutide plus metformin gained 0.065 life-years (LYs) and 0.130 quality-adjusted LYs (QALYs), respectively, at an incremental cost of DKK 96,923 (€ 13,031) compared to empagliflozin plus metformin, resulting in an incremental cost-effectiveness ratio (ICER) of DKK 745,561(€ 100,239) per QALY gained. The probabilistic sensitivity analysis (PSA) results showed that the SC semaglutide plus metformin was cost-effective in 19% of simulations assuming a willingness-to-pay (WTP) threshold of DKK 357,100 (€ 48,011)/QALY gained. Duration of therapy with SC semaglutide seems the key driver of results. CONCLUSION The current analyses suggest that SC semaglutide plus metformin is not cost-effective compared to empagliflozin plus metformin from a Danish payer's perspective.
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Affiliation(s)
- Lars H Ehlers
- Department of Clinical Medicine, Aalborg University, Ålborg, Denmark
| | - Mark Lamotte
- IQVIA Global IQVIA, Da Vincilaan 7, 1930, Zaventem, Belgium.
| | | | | | - Pia Holmgaard
- Boehringer Ingelheim Denmark A/S, Copenhagen, Denmark
| | | | - Niels Ejskjaer
- Department of Clinical Medicine, Aalborg University, Ålborg, Denmark
- Steno Diabetes Centre North Denmark, Aalborg University Hospital, Ålborg, Denmark
- Department of Endocrinology, Aalborg University Hospital, Ålborg, Denmark
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14
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Katakami N, Mita T, Yoshii H, Shiraiwa T, Yasuda T, Okada Y, Torimoto K, Umayahara Y, Kaneto H, Osonoi T, Yamamoto T, Kuribayashi N, Maeda K, Yokoyama H, Kosugi K, Ohtoshi K, Hayashi I, Sumitani S, Tsugawa M, Ryomoto K, Taki H, Nakamura T, Kawashima S, Sato Y, Watada H, Shimomura I. The Influence of Tofogliflozin on Treatment-Related Quality of Life in Patients with Type 2 Diabetes Mellitus. Diabetes Ther 2021; 12:2499-2515. [PMID: 34357559 PMCID: PMC8385006 DOI: 10.1007/s13300-021-01125-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 07/19/2021] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Treatment-related quality of life (QOL) is an important aspect of diabetes management. We evaluated the influence of a sodium-glucose cotransporter 2 (SGLT2) inhibitor, tofogliflozin, on treatment-related QOL in Japanese patients with type 2 diabetes mellitus (T2DM). METHODS This is the prespecified subanalysis study of the "Using TOfogliflozin for Possible better Intervention against Atherosclerosis for type 2 diabetes patients (UTOPIA)" trial. Treatment-related QOL was evaluated at baseline, week 26, week 52, and week 104 after the initiation of the study using the Diabetes Therapy-Related QOL questionnaire (DTR-QOL). Among the 340 patients in the original UTOPIA study, a total of 252 patients (127, tofogliflozin group; 125, conventional treatment group) who completed the DTR-QOL questionnaire at baseline were the study subjects of the current subanalysis. RESULTS The tofogliflozin and conventional treatment groups exhibited almost comparable baseline clinical characteristics, while the use of antihypertensive drugs and lipid-lowering agents was significantly lower in the tofogliflozin treatment group than in the conventional treatment group. Tofogliflozin treatment increased the total score of DTR-QOL7 from baseline (P < 0.001), while conventional treatment did not change it. There were statistically significant differences in delta change in the total DTR-QOL7 score and DTR-QOL7 Q4, Q5, Q6, and Q7 scores from the baseline to week 104 between the treatment groups. Delta changes in HbA1c (Spearman's correlation coefficient, ρ = - 0.30, P < 0.001), fasting blood glucose (ρ = - 0.16, P = 0.031), BMI (ρ = - 0.19, P = 0.008), and waist circumference (ρ = - 0.17, P = 0.024) at week 104 were negatively associated with delta change in the total QOL7 score. CONCLUSIONS Our data indicated that tofogliflozin treatment improved treatment-related QOL compared to conventional treatment in Japanese patients with T2DM, in accordance with the improvement of major cardiovascular risk factors. TRIAL REGISTRATION UMIN000017607.
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Affiliation(s)
- Naoto Katakami
- Department of Metabolic Medicine, Osaka University Graduate School of Medicine, 2-2, Yamadaoka, Suita, Osaka, 565-0871, Japan.
- Department of Metabolism and Atherosclerosis, Osaka University Graduate School of Medicine, 2-2, Yamadaoka, Suita, Osaka, 565-0871, Japan.
| | - Tomoya Mita
- Department of Metabolism and Endocrinology, Juntendo University Graduate School of Medicine, Hongo 2-1-1, Bunkyo-ku, Tokyo, 113-8421, Japan
| | - Hidenori Yoshii
- Department of Medicine, Diabetology and Endocrinology, Juntendo Tokyo Koto Geriatric Medical Center, Koto-ku, Tokyo, 136-0075, Japan
| | - Toshihiko Shiraiwa
- Shiraiwa Medical Clinic, 4-10-24 Hozenji, Kashiwara, Osaka, 582-0005, Japan
| | - Tetsuyuki Yasuda
- Department of Diabetes and Endocrinology, Osaka Police Hospital, 10-31, Kitayama-cho, Tennoji-ku, Osaka, 543-0035, Japan
| | - Yosuke Okada
- First Department of Internal Medicine, School of Medicine, University of Occupational and Environmental Health, 1-1, Iseigaoka, Yahatanishi-ku, Kitakyushu, 807-8555, Japan
| | - Keiichi Torimoto
- First Department of Internal Medicine, School of Medicine, University of Occupational and Environmental Health, 1-1, Iseigaoka, Yahatanishi-ku, Kitakyushu, 807-8555, Japan
| | - Yutaka Umayahara
- Department of Diabetes and Endocrinology, Osaka General Medical Center, 3-1-56, Bandai-Higashi, Sumiyoshi-ku, Osaka, 558-8558, Japan
| | - Hideaki Kaneto
- Department of Diabetes, Endocrinology and Metabolism, Kawasaki Medical School, 577 Matsushima, Kurashiki, Okayama, 701-0192, Japan
| | - Takeshi Osonoi
- Nakakinen Clinic, 745-5, Nakadai, Naka, Ibaraki, 311-0113, Japan
| | - Tsunehiko Yamamoto
- Diabetes and Endocrinology, Kansai Rosai Hospital, 3-1-69, Inabaso, Amagasaki, Hyogo, Japan
| | | | - Kazuhisa Maeda
- Kitasenri Maeda Clinic, 4-119, Furuedai, Suita, Osaka, 565-0874, Japan
| | - Hiroki Yokoyama
- Jiyugaoka Medical Clinic, West 6, South 6-4-3, Obihiro, Hokkaido, 080-0016, Japan
| | - Keisuke Kosugi
- Kosugi Medical Clinic, 3-9, Tamatsukurimoto-cho, Tennoji-ku, Osaka, 543-0014, Japan
| | - Kentaro Ohtoshi
- Otoshi Medical Clinic, 8-47, Kakudacho, Osaka Kita-ku, Osaka, 530-0017, Japan
| | - Isao Hayashi
- Hayashi Clinic, 3-9-23, Koshienguchi, Nishinomiya, Hyogo, 663-8113, Japan
| | - Satoru Sumitani
- Center for Diabetes and Endocrinology, Nippon Life Hospital, 2-1-54 Enokojima, Nishi-ku, Osaka, 550-0006, Japan
| | - Mamiko Tsugawa
- Department of Endocrinology and Metabolism, Ikeda Municipal Hospital, 3-1-18, Jonan, Ikeda, Osaka, 563-8510, Japan
| | - Kayoko Ryomoto
- Center for Diabetes Mellitus, Osaka Rosai Hospital, 1179-3 Nagasone-cho, Kita-ku, Sakai, Osaka, 591-8025, Japan
| | - Hideki Taki
- Diabetes Center, National Hospital Organization Osaka National Hospital, 2-1-14, Hoenzaka, Chuo-ku, Osaka, 540-0006, Japan
| | - Tadashi Nakamura
- Department of Internal Medicine, Kawasaki Hospital, 3-3-1, Higashiyamacho, Hyogo-ku, Kobe, Hyogo, 652-0042, Japan
| | - Satoshi Kawashima
- Kanda Naika Clinic, 5-21-3, Hannancho, Osaka Abeno-ku, Osaka, 545-0021, Japan
| | - Yasunori Sato
- Department of Preventive Medicine and Public Health, Keio University School of Medicine, 45 Shinanomachi Shinjuku-ku, Tokyo, 160-8582, Japan
| | - Hirotaka Watada
- Department of Metabolism and Endocrinology, Juntendo University Graduate School of Medicine, Hongo 2-1-1, Bunkyo-ku, Tokyo, 113-8421, Japan
| | - Iichiro Shimomura
- Department of Metabolic Medicine, Osaka University Graduate School of Medicine, 2-2, Yamadaoka, Suita, Osaka, 565-0871, Japan
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