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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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Li X, Li F, Wang J, van Giessen A, Feenstra TL. Prediction of complications in health economic models of type 2 diabetes: a review of methods used. Acta Diabetol 2023; 60:861-879. [PMID: 36867279 PMCID: PMC10198865 DOI: 10.1007/s00592-023-02045-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 01/31/2023] [Indexed: 03/04/2023]
Abstract
AIM Diabetes health economic (HE) models play important roles in decision making. For most HE models of diabetes 2 diabetes (T2D), the core model concerns the prediction of complications. However, reviews of HE models pay little attention to the incorporation of prediction models. The objective of the current review is to investigate how prediction models have been incorporated into HE models of T2D and to identify challenges and possible solutions. METHODS PubMed, Web of Science, Embase, and Cochrane were searched from January 1, 1997, to November 15, 2022, to identify published HE models for T2D. All models that participated in The Mount Hood Diabetes Simulation Modeling Database or previous challenges were manually searched. Data extraction was performed by two independent authors. Characteristics of HE models, their underlying prediction models, and methods of incorporating prediction models were investigated. RESULTS The scoping review identified 34 HE models, including a continuous-time object-oriented model (n = 1), discrete-time state transition models (n = 18), and discrete-time discrete event simulation models (n = 15). Published prediction models were often applied to simulate complication risks, such as the UKPDS (n = 20), Framingham (n = 7), BRAVO (n = 2), NDR (n = 2), and RECODe (n = 2). Four methods were identified to combine interdependent prediction models for different complications, including random order evaluation (n = 12), simultaneous evaluation (n = 4), the 'sunflower method' (n = 3), and pre-defined order (n = 1). The remaining studies did not consider interdependency or reported unclearly. CONCLUSIONS The methodology of integrating prediction models in HE models requires further attention, especially regarding how prediction models are selected, adjusted, and ordered.
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Affiliation(s)
- Xinyu Li
- Faculty of Science and Engineering, Groningen Research Institute of Pharmacy, University of Groningen, A. Deusinglaan1, 9713AV, Groningen, The Netherlands.
| | - Fang Li
- Faculty of Science and Engineering, Groningen Research Institute of Pharmacy, University of Groningen, A. Deusinglaan1, 9713AV, Groningen, The Netherlands
| | - Junfeng Wang
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Anoukh van Giessen
- Expertise Center for Methodology and Information Services, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Talitha L Feenstra
- Faculty of Science and Engineering, Groningen Research Institute of Pharmacy, University of Groningen, A. Deusinglaan1, 9713AV, Groningen, The Netherlands
- Center for Nutrition, Prevention and Health Services Research, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
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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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Varadhan L, Saravanan P, Ali SN, Hanif W, Patel V. Informing and Empowering Patients and Clinicians to Make Evidence-Supported Outcome-Based Decisions in Relation to SGLT2 Inhibitor Therapies: The Use of the Novel Years of Drug administration (YoDa) Concept. Clin Drug Investig 2022; 42:113-125. [PMID: 35107773 PMCID: PMC8809249 DOI: 10.1007/s40261-021-01105-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/17/2021] [Indexed: 11/03/2022]
Abstract
The American Diabetes Association guidelines for the management of type 2 diabetes mellitus recommends treating patients with atherosclerotic cardiovascular diseases, heart failure or diabetic kidney disease with sodium-glucose co-transporter-2 inhibitors or glucagon-like peptide-1 receptor agonists, irrespective of the baseline HbA1c, to reduce adverse renal and cardiovascular outcomes. Initiation of such therapies have a significant cost impact on health economies. Cost of gain in quality-adjusted life-years is normally used for cost effectiveness for a particular drug. In the absence of head-to-head comparisons, prescribers may go for the cheapest option, which may not necessarily be the right decision. We propose using the calculated 'YoDa' (Years of Drug administration) as an easily comparable metric between the drug accrual cost and clinical outcomes. YoDa is calculated as a product of numbers needed to treat and the median duration in years that the trial ran over, to accrue the positive clinical outcomes. Clinical phenotyping of the patient to the specific inclusion and exclusion criteria of relevant clinical trials could guide the clinician to choose the most appropriate therapy. We also propose a series of steps or 'deliberations', which a clinician should consider in making a final choice of sodium-glucose co-transporter-2 inhibitor therapy. A comprehensive summary of the sodium-glucose co-transporter-2 inhibitor trials, clinical phenotyping and YoDa calculations for various significant clinical outcomes could assist making evidence-based, patient-individualised and cost-effective management plans for diabetes care. Informing and Empowering Patients and Clinicians to Make Evidence-Supported Outcome-Based Decisions in Relation to SGLT2 Inhibitor Therapies: The Use of The Novel Years of Drug administration (YoDa) Concept.
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Affiliation(s)
- Lakshminarayanan Varadhan
- Royal Stoke University Hospital, University Hospitals of North Midlands NHS Trust, Stoke on Trent, ST4 6QG, UK.
| | - Ponnusamy Saravanan
- Populations, Evidence and Technologies, Division of Health Sciences, Warwick Medical School, University of Warwick, Coventry, UK.,Academic Department of Diabetes, Endocrinology and Metabolism, George Eliot Hospital NHS Trust, Nuneaton, UK
| | - Sarah N Ali
- Department of Diabetes and Endocrinology, Royal Free London NHS Foundation Trust, London, UK
| | - Wasim Hanif
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Vinod Patel
- Academic Department of Diabetes, Endocrinology and Metabolism, George Eliot Hospital NHS Trust, Nuneaton, UK.,Warwick Medical School, University of Warwick, Coventry, UK
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Chilton RJ, Dungan KM, Shubrook JH, Umpierrez GE. Cardiovascular risk and the implications for clinical practice of cardiovascular outcome trials in type 2 diabetes. Prim Care Diabetes 2020; 14:193-212. [PMID: 31704161 DOI: 10.1016/j.pcd.2019.09.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 09/18/2019] [Accepted: 09/30/2019] [Indexed: 12/25/2022]
Abstract
Cardiovascular disease (CVD) is the primary cause of morbidity and mortality in patients with type 2 diabetes (T2D). This review examines the impact of cardiovascular outcome trials (CVOTs) on clinical practice. To date, all CVOTs have shown non-inferiority versus placebo (both added to standard of care) against a primary endpoint of 3- or 4-point major adverse cardiovascular event (MACE), confirming CV safety of these treatments. Additionally, some CVOTs have shown superiority to placebo against the same MACE endpoint, suggesting a cardioprotective action for these treatments. This is reflected in guideline updates, which primary care physicians should consider when personalizing treatments.
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Affiliation(s)
- Robert J Chilton
- Division of Cardiology, University of Texas Health Science Center, San Antonio, TX, USA.
| | - Kathleen M Dungan
- Division of Endocrinology, Diabetes and Metabolism, Ohio State University, Columbus, OH, USA
| | - Jay H Shubrook
- Touro University California College of Osteopathic Medicine, Primary Care Department, Vallejo, CA, USA
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Yoshida Y, Cheng X, Shao H, Fonseca VA, Shi L. A Systematic Review of Cost-Effectiveness of Sodium-Glucose Cotransporter Inhibitors for Type 2 Diabetes. Curr Diab Rep 2020; 20:12. [PMID: 32166504 DOI: 10.1007/s11892-020-1292-5] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
PURPOSE OF REVIEW Sodium-glucose cotransporter 2 inhibitors (SGLT2i) are the most recently approved class of drugs (since 2012) for type 2 diabetes mellitus (T2DM), but their economic merits have yet been fully confirmed. The objective of this review was to evaluate the most updated evidence that examined the cost-effectiveness of SGLT2i for T2DM. RECENT FINDINGS We systematically searched Medline (PubMed), EMBASE, and Web of Science for eligible articles from January 1, 2011, to October 31, 2019, using combinations of search words. A supplementary search using reference lists of eligible articles and other review articles was also performed. A multistage screening process was carried out with duplicates removal, abstract screening, and full-text reading to confirm eligibility. Two reviewers independently screened the eligible articles and assessed reporting quality using the Consolidated Health Economic Evaluation Reporting Standards (CHEERS) checklist. A total of 24 studies were included in the final review. All studies showed good quality according to the CHEERS checklist (scored 21-24). Seven studies compared SGLT2i vs. dipeptidyl peptidase-4 inhibitors (DPP-4i), 3 studies compared SGLT2i vs. sulfonylureas (SU), 3 compared SGLT2i vs. glucagon-like peptide-1 receptor agonist (GLP-1 RA), 2 compared SGLT2i vs. SGLT2i, 3 compared SGLT2i vs. other antidiabetic therapies including thiazolidinediones (TZD), alpha-glucosidase inhibitors (AGI) or insulin, and 5 compared SGLT2i vs. standard care/metformin. Most studies concluded SGLT2i was cost-effective relative to its comparator except GLP-1 RA, where two studies suggested GLP-1 RA was the favorable treatment option relative to SGLT2i. The literature demonstrated that SGLT2i may be cost-effective compared to many antidiabetic therapies including DPP-4i, SU, TZD, AGI, insulin, and standard care .
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Affiliation(s)
- Yilin Yoshida
- Section of Endocrinology, Department of Medicine, School of Medicine, Tulane University, New Orleans, LA, USA
| | - Xi Cheng
- Department of Health Services and Policy Management, School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Hui Shao
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Vivian A Fonseca
- Section of Endocrinology, Department of Medicine, School of Medicine, Tulane University, New Orleans, LA, USA
| | - Lizheng Shi
- Department of Health Policy and Management, School of Public Health and Tropical Medicine, Tulane University, 1440 Canal St. Tidewater building, suite 1900, New Orleans, LA, 70112, USA.
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Simes BC, MacGregor GG. Sodium-Glucose Cotransporter-2 (SGLT2) Inhibitors: A Clinician's Guide. Diabetes Metab Syndr Obes 2019; 12:2125-2136. [PMID: 31686884 PMCID: PMC6799898 DOI: 10.2147/dmso.s212003] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2019] [Accepted: 09/11/2019] [Indexed: 12/13/2022] Open
Abstract
This comprehensive review covers the historical background, physiology, application in type 2 diabetes, novel uses, cardiovascular benefits, side effects and contraindications of sodium-glucose cotransporter-2 (SGLT2) inhibitors. SGLT2 inhibitors are an insulin-independent class of oral antihyperglycemic medication that clinicians use in the treatment of type 2 diabetes. Multiple landmark clinical trials support the effectiveness of SGLT2 inhibitors in reducing blood glucose levels, but it is important to understand when to properly utilize them. SGLT2 inhibitors are the most beneficial as an adjunct medication in addition to metformin in patients with a history of cardiovascular or renal disease who need further hemoglobin A1c reduction. The novel mechanism of action also demands clinicians be aware of the side effects not typically experienced with other oral antihyperglycemic drugs, such as genital tract infections, lower leg amputations, electrolyte disturbances and bone fractures. On top of their benefits in type 2 diabetes, novel uses for SGLT2 inhibitors are being uncovered. Diabetic patients with non-alcoholic fatty liver disease, who are at an increased risk of cirrhosis and hepatocellular carcinoma, experience a clinically significant reduction in serum alanine aminotransferase levels. SGLT2 inhibitors are also effective at lowering body weight in obese individuals and decreasing systolic blood pressure. Dual SGLT1/SGLT2 inhibitors are currently being investigated as possibly the first oral medication for type 1 diabetes.
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Affiliation(s)
- Bryce C Simes
- Alabama College of Osteopathic Medicine, Dothan, AL, USA
- Correspondence: Bryce C Simes Alabama College of Osteopathic Medicine, 445 Health Sciences Blvd., Dothan, AL36303, USATel +1 205 904-504-8897Fax +1 205 334-699-2268 Email
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