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Shafrin J, Wang S, Kim J, Sikirica S. Economic impact of sotagliflozin among patients with heart failure and type 2 diabetes: Budget impact analysis from the US payer perspective. J Manag Care Spec Pharm 2025; 31:386-395. [PMID: 40152799 PMCID: PMC11953859 DOI: 10.18553/jmcp.2025.31.4.386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
Abstract
BACKGROUND Heart failure (HF) is a leading cause of mortality in the United States, often complicated by comorbidities like diabetes mellitus. These patients face high hospitalization risks, impacting clinical outcomes and health care resources. The Effect of Sotagliflozin on Cardiovascular Events in Patients with Type 2 Diabetes Post Worsening Heart Failure (SOLOIST-WHF) trial showed that sotagliflozin, a sodium-glucose cotransporter inhibitor, reduced rehospitalizations in patients with HF and diabetes mellitus. Although clinically beneficial, the economic impact of sotagliflozin from a payer perspective remains unclear, warranting further pharmacoeconomic analysis to guide managed care decisions. OBJECTIVE To quantify the budget impact of sotagliflozin for US payers over a 5-year time horizon. METHODS A payer-perspective budget impact model was developed to assess the financial impact of incorporating sotagliflozin for the treatment of patients recently hospitalized for HF with comorbid type 2 diabetes (T2D) over 5 years to US payer health plans. The study used a population reflecting the SOLOIST-WHF clinical trial, with economic parameters adjusted by payer mix (all payer, commercial, Medicare, and Medicaid). Health care resource utilization included hospitalization, emergency department (ED) visit, and adverse events' care. Economic outcomes examined the medical and pharmacy budget impact for payers at the per-user, per member per month (PMPM), and total plan costs levels. RESULTS For a hypothetical 1-million-member all-payer plan, 1,516 patients hospitalized for HF with comorbid T2D would be eligible for sotagliflozin. For all-payer plans, annual per-user costs increased by $4,996 because of higher pharmacy costs ($8,260) but were partially offset by lower medical costs (-$2,608) because of reduced rehospitalization and ED visits from sotagliflozin. PMPM total budget impact of sotagliflozin would be $0.08 PMPM in year 1 and $0.38 in year 5, corresponding with total plan cost of $75,736 in year 1 and $378,681 by year 5. Commercial payer PMPM costs were lower ($0.02 in year 1; $0.11 in year 5), and higher for Medicare ($0.23 PMPM in year 1, increasing to 1.13 PMPM in year 5). Breakeven rebate rates ranged between 31.5% and 79.4%. CONCLUSIONS Although sotagliflozin increases pharmacy costs for recently hospitalized HF patients with T2D, approximately 21%-68% of pharmacy costs were offset from reduced rehospitalization and ED visits.
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Affiliation(s)
- Jason Shafrin
- FTI Consulting, Center for Healthcare Economics and Policy, Los Angeles, CA
| | - Shanshan Wang
- FTI Consulting, Center for Healthcare Economics and Policy, Los Angeles, CA
| | - Jaehong Kim
- FTI Consulting, Center for Healthcare Economics and Policy, Los Angeles, CA
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Naser AY, Qadus S, AlOsaimi HM, AlFayez A, Bin Huwayshil H, Al Harbi LA, Alqhtani MS, Alyamani NA. Cost of hospitalization and length of stay of hypoglycemic events in hospitalized patients with diabetes mellitus: A cross-sectional study. Medicine (Baltimore) 2025; 104:e41840. [PMID: 40101068 PMCID: PMC11922456 DOI: 10.1097/md.0000000000041840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/20/2025] Open
Abstract
This study aims to assess the length of stay and cost per hypoglycemia episode, as well as to determine the factors that influence the length of stay, intensive care unit (ICU) admission, and hospitalization costs among patients with diabetes mellitus. This is a retrospective cross-sectional study conducted on a cohort of diabetic individuals who experienced confirmed hypoglycemia episodes. The data pertaining to these patients were obtained from their respective hospital medical records, covering the period from January 2021 to December 2022. King Fahd Medical City was selected as the site of data collection for this study. A total of 396 patients were involved in this study. The median duration of stay for the patients was 7.0 (2.0-16.0) days. Only 3.0% of the patients had a previous hypoglycemia admission history. Around 53.3% of the patients were admitted to the ICU. The median duration of ICU admission stay was 1.0 (0.0-1.0) days. The highest cost driver for patients with hypoglycemia was ICU stay with a median cost of 9000.0 (1125.0-15750.0) Saudi Arabia riyal (SAR) (2399.6 (300.0-4199.2) United States dollar (USD)). The total median cost associated with hypoglycemia hospitalization was 4696.0 (886.5-12789.5) SAR (1252.0 (236.4-3410.0) USD). Ex-smokers were more likely to have higher hospitalization costs for hypoglycemia (4.4-folds) (P < .001). Being admitted to the ICU increased the likelihood of having a longer length of hospitalization by 2.6-folds (P < .001). Patients with longer diabetes duration (above 9 years) were more likely to be admitted to the ICU by 2.9-folds (P = .008). Understanding the factors that affect hypoglycemia hospitalization cost and length is essential for improving diabetes care and resource usage. Identifying high-risk patients and implementing efficient preventative strategies can lower the economic burden of DM and accompanying hypoglycemic episodes and enhance DM management.
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Affiliation(s)
- Abdallah Y Naser
- Department of Applied Pharmaceutical Sciences and Clinical Pharmacy, Faculty of Pharmacy, Isra University, Amman, Jordan
| | - Sami Qadus
- Department of Pharmacy, Faculty of Health Sciences, American University of Madaba, Madaba, Jordan
| | - Hind M AlOsaimi
- Pharmacy Services Administration at King Fahad Medical City, Riyadh Second Health Cluster, Riyadh, Saudi Arabia
| | - Abdulrahman AlFayez
- Pharmacy Services Administration at King Fahad Medical City, Riyadh Second Health Cluster, Riyadh, Saudi Arabia
| | - Haya Bin Huwayshil
- Pharmacy Services Administration at King Fahad Medical City, Riyadh Second Health Cluster, Riyadh, Saudi Arabia
| | - Lujain A Al Harbi
- Pharmacy Services Administration at King Fahad Medical City, Riyadh Second Health Cluster, Riyadh, Saudi Arabia
| | - Malak S Alqhtani
- Pharmacy Services Administration at King Fahad Medical City, Riyadh Second Health Cluster, Riyadh, Saudi Arabia
| | - Nayef A Alyamani
- Pharmacy Services Administration at King Fahad Medical City, Riyadh Second Health Cluster, Riyadh, Saudi Arabia
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Alqahtani F, BinGhamiah A, Alqahtani A, Alqahtani A, Alorfi YA, Alqahtani R, Alqahtani M, Alshahrani AA. Awareness of Hypoglycemic Episodes Among Patients With Type 2 Diabetes Mellitus in Aseer Region, Saudi Arabia: A Cross-Sectional Study in 2024. Cureus 2024; 16:e72374. [PMID: 39583394 PMCID: PMC11586061 DOI: 10.7759/cureus.72374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/25/2024] [Indexed: 11/26/2024] Open
Abstract
Background Hypoglycemia, where blood glucose is ≤70 mg/dL, is a serious diabetic complication with high individual and community costs. This study aimed to investigate the level of awareness of hypoglycemic episodes among type 2 diabetic patients in the Aseer region, Saudi Arabia. Methods This cross-sectional study was conducted in the Aseer region of Saudi Arabia over 9 months, among 235 type 2 diabetic patients. Data were collected via a pretested self-administered questionnaire and analyzed using SPSS v.25 (IBM Corp., Armonk, NY, US). The questionnaire included questions about socio-demographic factors and awareness of hypoglycemia among the adult population in the Aseer Region. Results A total of 235 type 2 diabetic patients were enrolled in this study; females formed the majority (60.4%). Regarding educational level, 27.2% of participants were uneducated, 26.4% had a high school education, and 11.1% had a university education. A history of hypoglycemic attack was positive in 50.6% of cases. Overall, about 12.9% of participants were found to have good awareness regarding episodes of hypoglycemia, compared to the majority (87.1%) who had a poor level of understanding. The most known causes and risk factors for the episodes of hypoglycemia were skipping meals or fasting (63.7%) and the use of hypoglycemic drugs (39.5%). More than half (55.3%) considered episodes of hypoglycemia as a life-threatening event, and a slightly higher percentage (55.7%) thought that it could lead to severe complications. Correlation testing showed a statistically significant association between gender, age, and occupation of participants and their level of awareness regarding hypoglycemia (P< .05). Conclusions The study concluded that the majority of patients had a poor level of awareness. A statistically significant association was observed between the gender, age, and occupation of participants and their level of awareness of hypoglycemic attacks.
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Affiliation(s)
- Fatima Alqahtani
- Family Medicine, Armed Forces Hospital Southern Region, Aseer, SAU
| | - Amjad BinGhamiah
- Family Medicine, Armed Forces Hospital Southern Region, Aseer, SAU
| | - Abrar Alqahtani
- Family Medicine, Armed Forces Hospital Southern Region, Aseer, SAU
| | | | - Yara A Alorfi
- Medicine and Surgery, University of Jeddah, Jeddah, SAU
| | - Rawan Alqahtani
- Medicine and Surgery, College of Medicine, King Khalid University, Abha, SAU
| | - Mohrah Alqahtani
- Specialist Nursing, Al-Buraidah Primary Health Care Center, Ministry of Health, Aseer, SAU
| | - Ali A Alshahrani
- Endocrinology and Metabolism, King Abdulaziz Medical City, Riyadh, SAU
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McCoy RG, Swarna KS, Neumiller JJ, Polley EC, Deng Y, Mickelson MM, Herrin J. Risk of Severe Hypoglycemia After Initiation of Noninsulin Glucose-Lowering Therapies in Adults With Type 2 Diabetes at Moderate Cardiovascular Disease Risk. Clin Diabetes 2024; 43:59-70. [PMID: 39829688 PMCID: PMC11739335 DOI: 10.2337/cd24-0007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
In this emulated comparative effectiveness target trial of glucagon-like peptide 1 (GLP-1) receptor agonist, sodium-glucose cotransporter 2 (SGLT2) inhibitor, dipeptidyl peptidase 4 (DPP-4) inhibitor, and sulfonylurea therapy among adults with type 2 diabetes at moderate cardiovascular disease risk, sulfonylurea use was associated with a significantly higher risk of hypoglycemia requiring emergency department or hospital care than treatment with DPP-4 inhibitors, GLP-1 receptor agonists, or SGLT2 inhibitors. This consideration can guide the choice of glucose-lowering therapy in this highly prevalent patient population, in whom avoidance of hypoglycemia is important, yet among whom the risk of severe hypoglycemia has not been examined previously.
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Affiliation(s)
- Rozalina G. McCoy
- Division of Endocrinology, Diabetes, & Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD
- University of Maryland Institute for Health Computing, Bethesda, MD
- OptumLabs, Eden Prairie, MN
| | - Kavya Sindhu Swarna
- OptumLabs, Eden Prairie, MN
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, MN
| | - Joshua J. Neumiller
- Department of Pharmacotherapy, Washington State University, Spokane, WA
- Providence Medical Research Center, Spokane, WA
| | - Eric C. Polley
- Department of Public Health Sciences, University of Chicago, Chicago, IL
| | - Yihong Deng
- OptumLabs, Eden Prairie, MN
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, MN
| | - Mindy M. Mickelson
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, MN
| | - Jeph Herrin
- Section of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT
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Kulzer B, Freckmann G, Ziegler R, Schnell O, Glatzer T, Heinemann L. Nocturnal Hypoglycemia in the Era of Continuous Glucose Monitoring. J Diabetes Sci Technol 2024; 18:1052-1060. [PMID: 39158988 PMCID: PMC11418455 DOI: 10.1177/19322968241267823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/21/2024]
Abstract
Nocturnal hypoglycemia is a common acute complication of people with diabetes on insulin therapy. In particular, the inability to control glucose levels during sleep, the impact of external factors such as exercise, or alcohol and the influence of hormones are the main causes. Nocturnal hypoglycemia has several negative somatic, psychological, and social effects for people with diabetes, which are summarized in this article. With the advent of continuous glucose monitoring (CGM), it has been shown that the number of nocturnal hypoglycemic events was significantly underestimated when traditional blood glucose monitoring was used. The CGM can reduce the number of nocturnal hypoglycemia episodes with the help of alarms, trend arrows, and evaluation routines. In combination with CGM with an insulin pump and an algorithm, automatic glucose adjustment (AID) systems have their particular strength in nocturnal glucose regulation and the prevention of nocturnal hypoglycemia. Nevertheless, the problem of nocturnal hypoglycemia has not yet been solved completely with the technologies currently available. The CGM systems that use predictive models to warn of hypoglycemia, improved AID systems that recognize hypoglycemia patterns even better, and the increasing integration of artificial intelligence methods are promising approaches in the future to significantly minimize the risk of a side effect of insulin therapy that is burdensome for people with diabetes.
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Affiliation(s)
- Bernhard Kulzer
- Research Institute Diabetes Academy Mergentheim, Bad Mergentheim, Germany
- Diabetes Center Mergentheim, Bad Mergentheim, Germany
- Department of Clinical Psychology and Psychotherapy, University of Bamberg, Bamberg, Germany
| | - Guido Freckmann
- Institut für Diabetes-Technologie, Forschungs- und Entwicklungsgesellschaft mbH an der Universität Ulm, Ulm, Germany
| | - Ralph Ziegler
- Diabetes Clinic for Children and Adolescents, Muenster, Germany
| | - Oliver Schnell
- Forschergruppe Diabetes e.V., Helmholtz Zentrum, Munich, Germany
| | | | - Lutz Heinemann
- Science Consulting in Diabetes GmbH, Düsseldorf, Germany
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Elliott RA, Rogers G, Evans ML, Neupane S, Rayman G, Lumley S, Cranston I, Narendran P, Sutton CJ, Taxiarchi VP, Burns M, Thabit H, Wilmot EG, Leelarathna L. Estimating the cost-effectiveness of intermittently scanned continuous glucose monitoring in adults with type 1 diabetes in England. Diabet Med 2024; 41:e15232. [PMID: 37750427 DOI: 10.1111/dme.15232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 09/11/2023] [Accepted: 09/18/2023] [Indexed: 09/27/2023]
Abstract
OBJECTIVE We previously showed that intermittently scanned continuous glucose monitoring (isCGM) reduces HbA1c at 24 weeks compared with self-monitoring of blood glucose with finger pricking (SMBG) in adults with type 1 diabetes and high HbA1c levels (58-97 mmol/mol [7.5%-11%]). We aim to assess the economic impact of isCGM compared with SMBG. METHODS Participant-level baseline and follow-up health status (EQ-5D-5L) and within-trial healthcare resource-use data were collected. Quality-adjusted life-years (QALYs) were derived at 24 weeks, adjusting for baseline EQ-5D-5L. Participant-level costs were generated. Using the IQVIA CORE Diabetes Model, economic analysis was performed from the National Health Service perspective over a lifetime horizon, discounted at 3.5%. RESULTS Within-trial EQ-5D-5L showed non-significant adjusted incremental QALY gain of 0.006 (95% CI: -0.007 to 0.019) for isCGM compared with SMBG and an adjusted cost increase of £548 (95% CI: 381-714) per participant. The lifetime projected incremental cost (95% CI) of isCGM was £1954 (-5108 to 8904) with an incremental QALY (95% CI) gain of 0.436 (0.195-0.652) resulting in an incremental cost-per-QALY of £4477. In all subgroups, isCGM had an incremental cost-per-QALY better than £20,000 compared with SMBG; for people with baseline HbA1c >75 mmol/mol (9.0%), it was cost-saving. Sensitivity analysis suggested that isCGM remains cost-effective if its effectiveness lasts for at least 7 years. CONCLUSION While isCGM is associated with increased short-term costs, compared with SMBG, its benefits in lowering HbA1c will lead to sufficient long-term health-gains and cost-savings to justify costs, so long as the effect lasts into the medium term.
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Affiliation(s)
- Rachel A Elliott
- Manchester Centre for Health Economics, Division of Population Health, Health Service Research & Primary Care, University of Manchester, Manchester, UK
| | - Gabriel Rogers
- Manchester Centre for Health Economics, Division of Population Health, Health Service Research & Primary Care, University of Manchester, Manchester, UK
| | - Mark L Evans
- Wellcome-MRC Institute of Metabolic Science, NIHR Cambridge Biomedical Research Centre, Cambridge University Hospitals and University of Cambridge, Cambridge, UK
| | - Sankalpa Neupane
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, UK
- Norwich Medical School, University of East Anglia, Norwich, Norfolk, UK
| | - Gerry Rayman
- The Diabetes and Endocrine Centre, Ipswich Hospital, East Suffolk and North Essex NHS Foundation Trust, Ipswich, UK
| | | | - Iain Cranston
- Academic Department of Diabetes & Endocrinology, Queen Alexandra Hospital, Cosham, Portsmouth, UK
| | - Parth Narendran
- Institute of Immunology and Immunotherapy, College of Medical and Dental Sciences, University of Birmingham, Edgbaston, Birmingham, UK
- Department of Diabetes, University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - Christopher J Sutton
- Centre for Biostatistics, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Vicky P Taxiarchi
- Centre for Women's Mental Health, Division of Psychology and Mental Health, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Matthew Burns
- Manchester Clinical Trials Unit, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health University of Manchester, Manchester, UK
| | - Hood Thabit
- Division of Diabetes, Endocrinology and Gastroenterology, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester Diabetes Centre, Manchester Royal Infirmary, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
| | - Emma G Wilmot
- Royal Derby Hospital, University Hospitals of Derby and Burton NHS Foundation Trust, Derby, UK
- University of Nottingham, Nottingham, UK
| | - Lalantha Leelarathna
- Division of Diabetes, Endocrinology and Gastroenterology, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester Diabetes Centre, Manchester Royal Infirmary, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
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Benhamou PY, Adenis A, Tourki Y, Pou S, Madrolle S, Franc S, Kariyawasam D, Beltrand J, Klonoff DC, Charpentier G. Efficacy of a Hybrid Closed-Loop Solution in Patients With Excessive Time in Hypoglycaemia: A Post Hoc Analysis of Trials With DBLG1 System. J Diabetes Sci Technol 2024; 18:372-379. [PMID: 36172702 PMCID: PMC10973855 DOI: 10.1177/19322968221128565] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Automated insulin delivery is an efficient treatment for patients with type 1 diabetes. Little is known on its impact on patients with excessive time in hypoglycaemia. METHODS We performed a post hoc analysis of three randomized control trials that used the DBLG1 (Diabeloop Generation 1) hybrid closed-loop solution. Patients whose time below 70 mg/dL during baseline, open-loop phase exceeded 5% were selected. The outcomes were the differences between the closed-loop and the open-loop phases in time in various ranges and Glycemia Risk Index (GRI). RESULTS We identified 45 patients exhibiting ≥5% of time below 70 mg/dL during the open-loop phase. Under closed-loop, the time in hypoglycaemia (54 to <70 mg/dL) dropped from 7.9% (SD 2.4) to 3.2% (SD 1.6) (difference -4.7% [-5.3; -4.1], P < 10-4). The time below 54 mg/dL decreased from 1.9% (SD 1.3) to 0.8% (SD 0.7) (difference -0.9% [-1.4; -0.8], P < 10-4). The time in range (TIR 70-180 mg/dL) improved from 63.3 (SD 9.5) to 68.2% (SD 8.2) (difference 5.1% [2.9; 7.0], P < 10-4). The GRI improved from 51.2 (SD 12.4) to 38.0 (SD 10.9) (difference 13.2 [10.4; 16.0], P < 10-4). CONCLUSION DBLG1 decreased time in hypoglycaemia by more than 50% even in patients with excessive time in hypoglycaemia at baseline, while also improving both TIR and GRI, under real-life conditions. The improvement in GRI (13.2%) exceeded that of the improvement in TIR (5.1%) indicating that in this data set, GRI was more sensitive than TIR to the improvement in glycaemia achieved with closed-loop. These results support the safety and efficacy of this treatment.
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Affiliation(s)
- Pierre-Yves Benhamou
- Department of Endocrinology, Grenoble University Hospita, INSERM U1055, Laboratory of Fundamental and Applied Bioenergetics, Grenoble Alpes University, Grenoble, France
- Department of Endocrinology, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble Alpes
| | | | | | | | | | - Sylvia Franc
- Center for Study and Research for Improvement of the Treatment of Diabetes, Bioparc-Genopole Evry-Corbeil, Evry, France
- Department of Diabetes and Endocrinology, Sud-Francilien Hospital, Corbeil, France
| | - Dulanjalee Kariyawasam
- Department of Paediatric Endocrinology, Diabetology and Gynaecology, Necker-Enfants Malades University Hospital, Assistance Publique des Hôpitaux de Paris-Centre, Paris, France
- Paris Cite University, Paris, France
| | - Jacques Beltrand
- Department of Paediatric Endocrinology, Diabetology and Gynaecology, Necker-Enfants Malades University Hospital, Assistance Publique des Hôpitaux de Paris-Centre, Paris, France
- Paris Cite University, Paris, France
| | - David C. Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA, USA
| | - Guillaume Charpentier
- Center for Study and Research for Improvement of the Treatment of Diabetes, Bioparc-Genopole Evry-Corbeil, Evry, France
- Department of Diabetes and Endocrinology, Sud-Francilien Hospital, Corbeil, France
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Benning TJ, Heien HC, Herges JR, Creo AL, Al Nofal A, McCoy RG. Glucagon fill rates and cost among children and adolescents with type 1 diabetes in the United States, 2011-2021. Diabetes Res Clin Pract 2023; 206:111026. [PMID: 38000667 PMCID: PMC10872944 DOI: 10.1016/j.diabres.2023.111026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 11/06/2023] [Accepted: 11/21/2023] [Indexed: 11/26/2023]
Abstract
AIMS To characterize glucagon fill rates and costs among youth with type 1 diabetes mellitus (T1DM). METHODS Claims-based analysis of commercially-insured youth with T1DM included in OptumLabs® Data Warehouse between 2011 and 2021. Glucagon fill rates and costs were calculated overall and by formulation (injectable, intranasal, autoinjector, and pre-filled syringe). Sociodemographic and clinical factors associated with glucagon fills were examined using Cox regression. RESULTS We identified 13,267 children with T1DM (76.4% non-Hispanic White). Over mean follow-up of 2.81 years (SD 2.62), 70.0% filled glucagon, with stable fill rates from 2011 to 2021. Intranasal glucagon had rapid uptake following initial approval, and it accounted for almost half (46.6%) of all glucagon fills by 2021. Family income was positively associated with glucagon fills in a stepwise fashion (HR 1.39 [95% CI 1.27-1.52] for annual household income ≥$200,000 vs. <$40,000), while Black race was negatively associated with fills (HR 0.83 [95% CI 0.76-0.91]) compared to White race). Annual mean out-of-pocket costs ranged from $21-$68 (IQR $29-$44). CONCLUSION Roughly 30% of commercially-insured youth with T1DM may lack access to unexpired glucagon, with significant disparities among Black and low-income patients. Health systems, clinicians, schools, and caregivers should work together to ensure children have reliable access to this critical medication.
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Affiliation(s)
- Tyler J Benning
- Department of Pediatric and Adolescent Medicine, Mayo Clinic, 200 1(st) St. SW, Rochester, MN 55905, United States
| | - Herbert C Heien
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, 200 1(st) St. SW, Rochester, MN 55905, United States
| | - Joseph R Herges
- Pharmacy Services, Mayo Clinic, 200 1(st) St. SW, Rochester, MN 55905, United States
| | - Ana L Creo
- Division of Pediatric Endocrinology, Mayo Clinic, 200 1(st) St. SW, Rochester, MN 55905, United States
| | - Alaa Al Nofal
- Division of Pediatric Endocrinology, Mayo Clinic, 200 1(st) St. SW, Rochester, MN 55905, United States
| | - Rozalina G McCoy
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, 200 1(st) St. SW, Rochester, MN 55905, United States; Division of Endocrinology, Diabetes, and Nutrition, Department of Medicine, University of Maryland School of Medicine, 670 West Baltimore Street, Baltimore, MD 21201, United States; University of Maryland Institute for Health Computing, 6116 Executive Blvd, Bethesda, MD 20852, United States; OptumLabs, 11000 Optum Circle, Eden Prairie, MN 55344, United States.
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Herges JR, Haag JD, Kosloski Tarpenning KA, Mara KC, McCoy RG. Glucagon prescribing and prevention of hospitalization for hypoglycemia in a large health system. Diabetes Res Clin Pract 2023; 202:110832. [PMID: 37453512 PMCID: PMC10527928 DOI: 10.1016/j.diabres.2023.110832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 07/10/2023] [Accepted: 07/12/2023] [Indexed: 07/18/2023]
Abstract
AIMS To examine glucagon prescribing trends among patients at high risk of severe hypoglycemia and assess if a glucagon prescription is associated with lower rates of severe hypoglycemia requiring hospital care. METHODS Retrospective analysis of electronic health records from a large integrated healthcare system between May 2019 and August 2021. We included adults (≥18 years) with type 1 diabetes or with type 2 diabetes treated with short-acting insulin and/or recent history of hypoglycemia-related emergency department visit or hospitalization. We calculated rates of glucagon prescribing overall and by patient characteristics. We then matched 1:1 those who were and were not prescribed glucagon and assessed subsequent hypoglycemia-related hospitalization. RESULTS Of 9,200 high risk adults, 2063 (22.4%) were prescribed glucagon. Among patients more likely to be prescribed glucagon were those younger, female, White, living in urban areas, with prior severe hypoglycemia, and with a recent endocrinology specialist visit. In the matched cohort (N = 1707 per arm), 62 prescribed glucagon and 33 not prescribed glucagon were hospitalized for hypoglycemia (adjusted incidence rate ratio 1.71, 95% CI 1.10-2.66; P = 0.018). CONCLUSION Glucagon prescribing was infrequent with significant racial and rural disparities. Patients with glucagon prescriptions did not have lower rates of hospitalization for hypoglycemia.
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Affiliation(s)
- Joseph R Herges
- Department of Pharmacy, Mayo Clinic, Rochester, MN, United States.
| | - Jordan D Haag
- Department of Pharmacy, Mayo Clinic, Rochester, MN, United States.
| | | | - Kristin C Mara
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, MN, United States.
| | - Rozalina G McCoy
- Division of Community Internal Medicine, Geriatrics, and Palliative Care, Mayo Clinic, Rochester, MN, United States.
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Xie X, Schaink AK, Gao C, Gajic-Veljanoski O, Ungar WJ, Volodin A. Evaluating the correlations of cost and utility parameters from summary statistics for probabilistic analysis in economic evaluations. Expert Rev Pharmacoecon Outcomes Res 2023; 23:901-909. [PMID: 37264680 DOI: 10.1080/14737167.2023.2221436] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Accepted: 05/30/2023] [Indexed: 06/03/2023]
Abstract
OBJECTIVES The correlations between economic modeling input parameters directly impact the variance and may impact the expected values of model outputs. However, correlation coefficients are not often reported in the literature. We aim to understand the correlations between model inputs for probabilistic analysis from summary statistics. METHODS We provide proof that for correlated random variables X and Y (e.g. inpatient visits and outpatient visits), the Pearson correlation coefficients of sample means and samples are equal to each other (c o r r X , Y = c o r r X - , Y - ). Therefore, when studies report summary statistics of correlated parameters, we can quantify the correlation coefficient between parameters. RESULTS We use examples to illustrate how to estimate the correlation coefficient between the incidence rates of non-severe and severe hypoglycemia events, and the common coefficient of five cost components for patients with diabetic foot ulcers. We further introduce three types of correlations for utilities and provide two examples to estimate the correlations for utilities based on published data. We also evaluate how correlations between cost parameters and utility parameters impact the cost-effectiveness results using a Markov model for major depression. CONCLUSION Incorporation of the correlations can improve the precision of cost-effectiveness results and increase confidence in evidence-based decision-making. Further empirical evidence is warranted.
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Affiliation(s)
- Xuanqian Xie
- Health Technology Assessment Program, Ontario Health, Toronto, ON, Canada
| | - Alexis K Schaink
- Health Technology Assessment Program, Ontario Health, Toronto, ON, Canada
| | - Chengyu Gao
- Department of Mathematics and Statistics, University of Regina, Regina, SK, Canada
| | | | - Wendy J Ungar
- Program of Child Health Evaluative Sciences, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
- The Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Andrei Volodin
- Department of Mathematics and Statistics, University of Regina, Regina, SK, Canada
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Tzogiou C, Wieser S, Eichler K, Carlander M, Djalali S, Rosemann T, Brändle M. Incidence and costs of hypoglycemia in insulin-treated diabetes in Switzerland: A health-economic analysis. J Diabetes Complications 2023; 37:108476. [PMID: 37141836 DOI: 10.1016/j.jdiacomp.2023.108476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 03/27/2023] [Accepted: 04/11/2023] [Indexed: 05/06/2023]
Abstract
AIMS We assess the incidence and economic burden of severe and non-severe hypoglycemia in insulin-treated diabetes type 1 and 2 patients in Switzerland. METHODS We developed a health economic model to assess the incidence of hypoglycemia, the subsequent medical costs, and the production losses in insulin-treated diabetes patients. The model distinguishes between severity of hypoglycemia, type of diabetes, and type of medical care. We used survey data, health statistics, and health care utilization data extracted from primary studies. RESULTS The number of hypoglycemic events in 2017 was estimated at 1.3 million in type 1 diabetes patients and at 0.7 million in insulin-treated type 2 diabetes patients. The subsequent medical costs amount to 38 million Swiss Francs (CHF), 61 % of which occur in type 2 diabetes. Outpatient visits dominate costs in both types of diabetes. Total production losses due to hypoglycemia amount to CHF 11 million. Almost 80 % of medical costs and 39 % of production losses are due to non-severe hypoglycemia. CONCLUSIONS Hypoglycemia leads to substantial socio-economic burden in Switzerland. Greater attention to non-severe hypoglycemic events and to severe hypoglycemia in type 2 diabetes could have a major impact on reducing this burden.
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Affiliation(s)
- Christina Tzogiou
- Winterthur Institute of Health Economics, Zurich University of Applied Sciences, Gertrudstrasse 15, 8401 Winterthur, Switzerland.
| | - Simon Wieser
- Winterthur Institute of Health Economics, Zurich University of Applied Sciences, Gertrudstrasse 15, 8401 Winterthur, Switzerland.
| | - Klaus Eichler
- Winterthur Institute of Health Economics, Zurich University of Applied Sciences, Gertrudstrasse 15, 8401 Winterthur, Switzerland
| | - Maria Carlander
- Winterthur Institute of Health Economics, Zurich University of Applied Sciences, Gertrudstrasse 15, 8401 Winterthur, Switzerland.
| | - Sima Djalali
- Institute of Primary Care, University Hospital Zurich, University of Zurich, Pestalozzistrasse 24, 8091 Zurich, Switzerland
| | - Thomas Rosemann
- Institute of Primary Care, University Hospital Zurich, University of Zurich, Pestalozzistrasse 24, 8091 Zurich, Switzerland.
| | - Michael Brändle
- Division of Endocrinology and Diabetes, Department of Internal Medicine, Saint Gallen Cantonal Hospital, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland.
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Hughes AS, Chapman KS, Nguyen H, Liu J, Bispham J, Winget M, Weinzimer SA, Wolf WA. Severe Hypoglycemia and the Use of Glucagon Rescue Agents: An Observational Survey in Adults With Type 1 Diabetes. Clin Diabetes 2023; 41:399-410. [PMID: 37456102 PMCID: PMC10338275 DOI: 10.2337/cd22-0099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/08/2023]
Abstract
Severe hypoglycemia (SH) is the most frequent and potentially serious complication affecting individuals with type 1 diabetes and can have major clinical and psychosocial consequences. Glucagon is the only approved treatment for SH that can be administered by non-health care professionals (HCPs); however, reports on the experiences and emotions of people with type 1 diabetes associated with SH and glucagon rescue use are limited. This survey study demonstrated that an increasing number of individuals with type 1 diabetes have current and filled prescriptions for glucagon and have been educated about glucagon rescue use by an HCP. Despite this positive trend, challenges with SH remain, including a high level of health care resource utilization, considerable out-of-pocket expenses for glucagon kits, a high prevalence of hypoglycemia unawareness, and a negative emotional impact on individuals with diabetes. Nocturnal and exercise-related hypoglycemia were concerns for most survey participants.
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Affiliation(s)
- Allyson S. Hughes
- Department of Primary Care, Ohio University Heritage College of Osteopathic Medicine, Athens, OH
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13
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Chien A, Thanasekaran S, Gaetano A, Im G, Wherry K, MacLeod J, Vigersky RA. Potential cost savings in the United States from a reduction in sensor-detected severe hypoglycemia among users of the InPen smart insulin pen system. J Manag Care Spec Pharm 2023; 29:285-292. [PMID: 36692907 PMCID: PMC10394220 DOI: 10.18553/jmcp.2023.22283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
BACKGROUND: Severe hypoglycemia is a significant barrier to optimizing insulin therapy in both type 1 and type 2 diabetes and places a burden on the US health care system because of the high costs of hypoglycemia-related health care utilization. OBJECTIVE: To compare the frequency of sensor-detected severe hypoglycemic events (SHEs) among a population of continuous glucose monitoring (CGM) users on insulin therapy after initiation of the InPen smart insulin pen (SIP) system and to estimate the potential hypoglycemia-related medical cost savings across a population of SIP users. METHODS: SIP users of all ages with type 1 or type 2 diabetes were required to have at least 90 days of SIP use with a connected CGM device. The last 14 days of sensor glucose (SG) data within the 30-day period prior to the start of SIP use ("pre-SIP") and the last 14 days of SG data, along with the requirement of at least 1 bolus entry per day within the 61- to 90-day period after SIP start ("post-SIP"), were analyzed. Sensor-detected SHEs (defined as ≥10 minutes of consecutive SG readings at <54 mg/dL) were determined. Once factored, the expected medical intervention rates and associated costs were calculated. Intervention rates and costs were obtained from the literature. RESULTS: There were 1,681 SIP + CGM users from March 1, 2018, to April 30, 2021. The mean number of sensor-detected SHEs per week declined from 0.67 in the pre-SIP period to 0.58 in the post-SIP period (P = 0.008), which represented a 13% reduction. Assuming a range of 5%-25% of all sensor-detected SHEs resulted in a clinical event, the estimated cost reduction associated with reduced SHEs was $12-$59 and $110-$551 per SIP user per month and per year, respectively. For those aged at least 65 years, there were 166 SIP+CGM users and the reduction in the mean number of sensor-detected SHEs per week between the pre-SIP and post-SIP periods was 31%. CONCLUSIONS: Use of the SIP system with a connected CGM is associated with reduced sensor-detected severe hypoglycemia, which may result in significant cost savings. DISCLOSURES: Albert Chien, Glen Im, Kael Wherry, Janice MacLeod, and Robert A Vigersky are employees of Medtronic; Sneha Thanasekaran and Angela Gaetano were affiliated with Medtronic while doing this research. The submitted work did not involve study subject recruitment, enrollment, or participation in a trial and did not fall under human subject protection requirements (per the Department of Health and Human Services CFR Part 46) necessitating Internal Review Board approval or exemption.
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Affiliation(s)
| | | | | | - Glen Im
- Medtronic Diabetes, Northridge, CA
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14
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Zhang X, McAdam Marx C. Short-term cost-effectiveness analysis of tirzepatide for the treatment of type 2 diabetes in the United States. J Manag Care Spec Pharm 2023; 29:276-284. [PMID: 36840958 PMCID: PMC10388019 DOI: 10.18553/jmcp.2023.29.3.276] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2023]
Abstract
BACKGROUND: Tirzepatide is a novel once-a-week dual glucose-dependent insulinotropic polypeptide and glucagon-like peptide-1 receptor agonist that is used as an addition to diet and exercise to improve blood glucose in adults with type 2 diabetes. It is the first dual glucagon-like peptide-1 and glucose-dependent insulinotropic polypeptide receptor agonist that has been approved by the US Food and Drug Administration. The SURPASS-2 clinical trial demonstrated superiority of tirzepatide 10 mg and 15 mg over semaglutide 1 mg in glycated hemoglobin A1c reduction and weight loss from baseline to week 40. Economic analyses to support coverage and access decision-making for tirzepatide are limited. OBJECTIVES: To evaluate the cost-effectiveness of tirzepatide 10 mg vs semaglutide 1 mg injection over 52 weeks of treatment regarding A1c reduction and weight loss from the perspective of the US health care payer. METHODS: A decision tree model over a 52-week time horizon was developed to identify incremental treatment-related costs of once-weekly tirzepatide 10 mg vs semaglutide 1 mg injection. Costs were divided by mean reduction in A1c and change in body weight from baseline to week 52 observed in the SURPASS-2 clinical trial. In addition to efficacy, probabilities of adverse events, discontinuation, and need for rescue therapy were derived from the SURPASS-2 study. Drug costs in 2022 US dollars were based on wholesale acquisition cost. Costs associated with adverse events were sourced from the published literature. One-way sensitivity analyses were conducted. RESULTS: Treatment with once-weekly tirzepatide 10 mg injection was associated with a higher cost and larger reduction in A1c and body weight after 52 weeks, compared with once-weekly semaglutide 1 mg injection. The incremental cost-effectiveness ratio for tirzepatide vs semaglutide was $2,247 per 1% reduction in A1c and $237 per 1 kg weight loss. One-way sensitivity analysis suggested that incremental cost-effectiveness ratios were most sensitive to the drug costs and treatment effect on A1c and weight. CONCLUSIONS: Once-weekly tirzepatide 10 mg was associated with higher cost and greater reduction in A1c and weight vs semaglutide. Tirzepatide 10 mg is cost-effective compared with semaglutide 1 mg if payers' willingness-to-pay threshold exceeds $2,247 for 1% reduction in A1c level and $237 for 1 kg weight loss.
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Affiliation(s)
- Xiaotong Zhang
- University of Nebraska Medical Center, Department of Pharmacy Practice and Science, College of Pharmacy, Omaha
| | - Carrie McAdam Marx
- University of Nebraska Medical Center, Department of Pharmacy Practice and Science, College of Pharmacy, Omaha
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15
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AlTowayan A, Alharbi S, Aldehami M, Albahli R, Alnafessah S, Alharbi AM. Awareness Level of Hypoglycemia Among Diabetes Mellitus Type 2 Patients in Al Qassim Region. Cureus 2023; 15:e35285. [PMID: 36974247 PMCID: PMC10039802 DOI: 10.7759/cureus.35285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/18/2023] [Indexed: 02/24/2023] Open
Abstract
Background Hypoglycemia has a major impact on patient health and glycemic management during insulin therapy for both type 1 (T1DM) and type 2 diabetes mellitus (T2DM). It is the rate-limiting complication in diabetes management that prevents stringent glucose control. Objectives To assess the knowledge and awareness about hypoglycemia as a complication of T2D in adults in Al Qassim, Saudi Arabia. Methods This is a cross-sectional study done among type 2 diabetes patients in Al-Qassim, Kingdom of Saudi Arabia, from January to June 2022. A previously validated online questionnaire was disseminated through social media to gather information from respondents. Participants were chosen via a simple random sampling technique. Data analysis was completed using SPSS (version 23; IBM Corp., Armonk, NY). Results Overall, 213 respondents were included in our study. The majority of them were females (70.9%). The participants' average age was 35.9 + 13.0 years. Our results revealed that the average awareness score of the study population was found to be 3.6 ± 1.1 (by using the Clarke method) and 3.7 ± 2.1 (by using the Gold method). Moreover, we found that impaired awareness of hypoglycemia's prevalence by Clarke's questionnaire was 52.1% and 53.5% by using the Gold questionnaire. In addition, almost half of the respondents reported weakness as a symptom of hypoglycemia over the last six months and unconsciousness over the last 12 months. Hypertension was the most commonly reported chronic disease by our participants. Lastly, factors such as age, gender, educational level, geographic distribution, and history of chronic illness did not show any significant association with impaired awareness of the prevalence of hypoglycemia. Conclusion According to our research, we concluded that patients with type 2 diabetes mellitus in the region of Al-Qassim, Saudi Arabia, had insufficient knowledge about hypoglycemia as a complication of T2D. Moreover, the impaired awareness of hypoglycemia in diabetic patients was found to be high. Hence, there is a need for interventional programs to raise public awareness.
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McCall AL, Lieb DC, Gianchandani R, MacMaster H, Maynard GA, Murad MH, Seaquist E, Wolfsdorf JI, Wright RF, Wiercioch W. Management of Individuals With Diabetes at High Risk for Hypoglycemia: An Endocrine Society Clinical Practice Guideline. J Clin Endocrinol Metab 2023; 108:529-562. [PMID: 36477488 DOI: 10.1210/clinem/dgac596] [Citation(s) in RCA: 40] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Indexed: 12/12/2022]
Abstract
CONTEXT Hypoglycemia in people with diabetes is common, especially in those taking medications such as insulin and sulfonylureas (SU) that place them at higher risk. Hypoglycemia is associated with distress in those with diabetes and their families, medication nonadherence, and disruption of life and work, and it leads to costly emergency department visits and hospitalizations, morbidity, and mortality. OBJECTIVE To review and update the diabetes-specific parts of the 2009 Evaluation and Management of Adult Hypoglycemic Disorders: Endocrine Society Clinical Practice Guideline and to address developing issues surrounding hypoglycemia in both adults and children living with diabetes. The overriding objectives are to reduce and prevent hypoglycemia. METHODS A multidisciplinary panel of clinician experts, together with a patient representative, and methodologists with expertise in evidence synthesis and guideline development, identified and prioritized 10 clinical questions related to hypoglycemia in people living with diabetes. Systematic reviews were conducted to address all the questions. The Grading of Recommendations Assessment, Development and Evaluation (GRADE) methodology was used to assess the certainty of evidence and make recommendations. RESULTS The panel agreed on 10 questions specific to hypoglycemia risk and prevention in people with diabetes for which 10 recommendations were made. The guideline includes conditional recommendations for use of real-time continuous glucose monitoring (CGM) and algorithm-driven insulin pumps in people with type 1 diabetes (T1D), use of CGM for outpatients with type 2 diabetes at high risk for hypoglycemia, use of long-acting and rapid-acting insulin analogs, and initiation of and continuation of CGM for select inpatient populations at high risk for hypoglycemia. Strong recommendations were made for structured diabetes education programs for those at high risk for hypoglycemia, use of glucagon preparations that do not require reconstitution vs those that do for managing severe outpatient hypoglycemia for adults and children, use of real-time CGM for individuals with T1D receiving multiple daily injections, and the use of inpatient glycemic management programs leveraging electronic health record data to reduce the risk of hypoglycemia. CONCLUSION The recommendations are based on the consideration of critical outcomes as well as implementation factors such as feasibility and values and preferences of people with diabetes. These recommendations can be used to inform clinical practice and health care system improvement for this important complication for people living with diabetes.
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Affiliation(s)
- Anthony L McCall
- University of Virginia Medical School, Department of Medicine, Division of Endocrinology and Metabolism, Charlottesville, VA 22901, USA
| | - David C Lieb
- Eastern Virginia Medical School, Division of Endocrine and Metabolic Disorders, Department of Medicine, Norfolk, VA 23510, USA
| | | | | | | | - M Hassan Murad
- Mayo Clinic Evidence-Based Practice Center, Rochester, MN 55905, USA
| | - Elizabeth Seaquist
- Diabetes Center and the Division of Endocrinology & Metabolism, Minneapolis, MN 55455, USA
| | - Joseph I Wolfsdorf
- Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | | | - Wojtek Wiercioch
- McMaster University GRADE Centre and Michael G. DeGroote Cochrane Canada Centre Department of Health Research Methods, Evidence, and Impact, Hamilton, ON, L8S 4L8, Canada
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17
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Wang Y, Zhang P, Shao H, Andes LJ, Imperatore G. Medical Costs Associated With Diabetes Complications in Medicare Beneficiaries Aged 65 Years or Older With Type 1 Diabetes. Diabetes Care 2023; 46:149-155. [PMID: 36399714 PMCID: PMC11322953 DOI: 10.2337/dc21-2538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 10/25/2022] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To estimate medical costs associated with 17 diabetes complications and treatment procedures among Medicare beneficiaries aged ≥65 years with type 1 diabetes. RESEARCH DESIGN AND METHODS With use of the 2006-2017 100% Medicare claims database for beneficiaries enrolled in fee-for-service plans and Part D, we estimated the annual cost of 17 diabetes complications and treatment procedures. Type 1 diabetes and its complications and procedures were identified using ICD-9/ICD-10, procedure, and diagnosis-related group codes. Individuals with type 1 diabetes were followed from the year when their diabetes was initially identified in Medicare (2006-2015) until death, discontinuing plan coverage, or 31 December 2017. Fixed-effects regression was used to estimate costs in the complication occurrence year and subsequent years. The cost proportion of a complication was equal to the total cost of the complication, calculated by multiplying prevalence by the per-person cost divided by the total cost for all complications. All costs were standardized to 2017 U.S. dollars. RESULTS Our study included 114,879 people with type 1 diabetes with lengths of follow-up from 3 to 10 years. The costliest complications per person were kidney failure treated by transplant ($77,809 in the occurrence year and $13,556 in subsequent years), kidney failure treated by dialysis ($56,469 and $41,429), and neuropathy treated by lower-extremity amputation ($40,698 and $7,380). Sixteen percent of the total medical cost for diabetes complications was for treating congestive heart failure. CONCLUSIONS Costs of diabetes complications were large and varied by complications. Our results can assist in cost-effectiveness analysis of treatments and interventions for preventing or delaying diabetes complications in Medicare beneficiaries aged ≥65 years with type 1 diabetes.
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Affiliation(s)
- Yu Wang
- Division of Diabetes Translation, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Ping Zhang
- Division of Diabetes Translation, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Hui Shao
- Division of Diabetes Translation, Centers for Disease Control and Prevention, Atlanta, GA, USA
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Linda J. Andes
- Division of Diabetes Translation, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Giuseppina Imperatore
- Division of Diabetes Translation, Centers for Disease Control and Prevention, Atlanta, GA, USA
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Sanchez-Rangel E, Deajon-Jackson J, Hwang JJ. Pathophysiology and management of hypoglycemia in diabetes. Ann N Y Acad Sci 2022; 1518:25-46. [PMID: 36202764 DOI: 10.1111/nyas.14904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
In the century since the discovery of insulin, diabetes has changed from an early death sentence to a manageable chronic disease. This change in longevity and duration of diabetes coupled with significant advances in therapeutic options for patients has fundamentally changed the landscape of diabetes management, particularly in patients with type 1 diabetes mellitus. However, hypoglycemia remains a major barrier to achieving optimal glycemic control. Current understanding of the mechanisms of hypoglycemia has expanded to include not only counter-regulatory hormonal responses but also direct changes in brain glucose, fuel sensing, and utilization, as well as changes in neural networks that modulate behavior, mood, and cognition. Different strategies to prevent and treat hypoglycemia have been developed, including educational strategies, new insulin formulations, delivery devices, novel technologies, and pharmacologic targets. This review article will discuss current literature contributing to our understanding of the myriad of factors that lead to the development of clinically meaningful hypoglycemia and review established and novel therapies for the prevention and treatment of hypoglycemia.
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Affiliation(s)
- Elizabeth Sanchez-Rangel
- Department of Internal Medicine, Section of Endocrinology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Jelani Deajon-Jackson
- Department of Internal Medicine, Section of Endocrinology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Janice Jin Hwang
- Department of Internal Medicine, Section of Endocrinology, Yale University School of Medicine, New Haven, Connecticut, USA.,Division of Endocrinology, Department of Internal Medicine, University of North Carolina - Chapel Hill, Chapel Hill, North Carolina, USA
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Safety, efficacy, and cost-effectiveness of insulin degludec U100 versus insulin glargine U300 in adults with type 1 diabetes: a systematic review and indirect treatment comparison. Int J Clin Pharm 2022; 44:587-598. [PMID: 35476308 DOI: 10.1007/s11096-022-01410-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Accepted: 03/30/2022] [Indexed: 11/05/2022]
Abstract
BACKGROUND Clinical differences between degludec U100 (Deg-100) and glargine U300 (Gla-300) in type 1 diabetes (T1D) were unknown. AIM To indirectly compare the safety, efficacy, and cost-effectiveness between Deg-100 and Gla-300 in T1D adults via systematic review. METHOD Medline, the Cochrane Library, ClinicalTrials.gov, and Google Scholar were searched (October 2021). Randomized controlled trials comparing Deg-100 or Gla-300 vs. glargine U100 in T1D adults (follow-up ≥ 12 weeks) were selected and analyzed using a frequentist network meta-analysis. Cost-effectiveness analysis (CEA) was conducted over a 1-year time horizon from societal perspectives. RESULTS Nine trials were included. Efficacy analysis suggested that Deg-100 was non-inferior to Gla-300 in reducing HbA1c (MD 0.03 [95% CI - 0.09 to 0.15]; P = 0.60), FPG (MD - 1.12 [- 2.19 to - 0.04]; P = 0.04), and pre-breakfast SMBG (MD - 0.71 [- 1.46 to 0.03]; P = 0.06). Safety analysis suggested that Deg-100 appeared to have lower rates of both severe (HR 0.44 [0.25-0.78]; P = 0.005) and nocturnal severe (HR 0.19 [0.08-0.44]; P < 0.001) hypoglycemia, with lower total (MD - 0.07 [- 0.13 to - 0.01]; P = 0.02) and basal (MD - 0.08 [- 0.12 to - 0.04]; P < 0.001) insulin doses compared with Gla-300. No significant differences were observed for other hypoglycemia outcomes, adverse events, serious adverse events, bolus insulin dose, and body weight. The CEA showed that Deg-100 appeared to be a dominant treatment in Japan (+ 0.0283 QALYs, ¥26,266 [$228] per patient) and the United States (+ 0.0267 QALYs, $986 per patient). CONCLUSION Low-certainty indirect evidence suggested that Deg-100 appeared to have a favorable reduction in rates of severe hypoglycemia and more cost-effective compared with Gla-300 in T1D adults.
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Hinahara J, Weinzimer SA, Bromley ER, Goss TF, Kendall DM, Hammer M. Dasiglucagon demonstrates reduced costs in the treatment of severe hypoglycemia in a budget impact model. J Manag Care Spec Pharm 2022; 28:461-472. [PMID: 35332789 PMCID: PMC10373001 DOI: 10.18553/jmcp.2022.28.4.461] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
BACKGROUND: Approximately 7.3 million people with type 1 or type 2 diabetes (T1D/T2D) are treated with insulin, placing them at higher risk of severe hypoglycemia (SH). SH requires assistance of another individual and often necessitates the prompt administration of intravenous glucose, injectable glucagon, or both. Untreated, SH can progress to unconsciousness, seizures, coma, or death. Before 2018, all glucagon rescue treatments required reconstitution. The complexity of reconstitution is often a barrier to successful administration during a severe hypoglycemic event. Studies suggest successful administration of glucagon emergency kits range from 6%-56% of the time. Second-generation glucagon treatments and glucagon analogs do not require reconstitution and have caregiver administration success rates ranging from 94%-100%. Dasiglucagon is a glucagon analog administered via autoinjector or prefilled syringe and has been shown to result in rapid hypoglycemia recovery. Moreover, the autoinjector can be administered successfully 94% of the time by trained caregivers. Previous evaluation of costs in budget impact models (BIMs) demonstrated the potential for second-generation glucagon treatments to reduce the cost of SH events (SHEs). The current model expands on those findings with a treatment pathway and accompanying assumptions reflecting important aspects of real-world SHE treatment. OBJECTIVE: To evaluate the economic impact of dasiglucagon compared with available glucagon treatments for SHE management, considering direct cost of treatment and health care resource utilization. METHODS: A 1-year BIM with a hypothetical US commercial health plan of 1 million lives was developed with a target population of individuals with diabetes at risk of SHE. The treatment pathway model included initial and secondary treatment attempts, treatment administration success and failure, plasma glucose (PG) recovery within 15 minutes, emergency medical services, emergency department (ED) visits, and hospitalizations. A 1-way sensitivity analysis was conducted to assess the sensitivity of the model to changes in parameter values. RESULTS: In a 1 million-covered lives population, it was estimated that 12,006 SHEs would occur annually. The higher rate of initial treatment success and PG recovery within 15 minutes associated with dasiglucagon treatment resulted in lower total health care costs. Total SHE treatment costs with dasiglucagon were estimated at $13.4 million, compared with $16.7 million for injectable native glucagon, $20.7 million for nasal glucagon, $35.3 million for reconstituted glucagon, and $43.8 million for untreated individuals. Compared with untreated people, the number needed to treat (NNT) with dasiglucagon was 6 individuals to avoid 1 hospitalization. NNT for this same comparison was 59 for injectable native glucagon and 27 for nasal glucagon. CONCLUSIONS: Treatment of SH with dasiglucagon decreased total direct medical costs by reducing health care resource utilization (emergency calls, emergency transports, ED visits, and hospitalizations) and accompanying costs associated with the treatment of SH. DISCLOSURES: This research was funded by Zealand Pharma. Bromley, Hinahara, and Goss are employed by Boston Healthcare Associates, Inc., which received funding from Zealand Pharma for development of the health economic model and the manuscript. Kendall and Hammer are employed by Zealand Pharma. Weinzimer has received consulting fees from Zealand Pharma.
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Dasiglucagon in severe hypoglycemia: a profile of its use. DRUGS & THERAPY PERSPECTIVES 2022. [DOI: 10.1007/s40267-022-00894-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Ratzki-Leewing A, Ryan BL, Zou G, Webster-Bogaert S, Black JE, Stirling K, Timcevska K, Khan N, Buchenberger JD, Harris SB. Predicting Real-world Hypoglycemia Risk in American Adults With Type 1 or 2 Diabetes Mellitus Prescribed Insulin and/or Secretagogues: Protocol for a Prospective, 12-Wave Internet-Based Panel Survey With Email Support (the iNPHORM [Investigating Novel Predictions of Hypoglycemia Occurrence Using Real-world Models] Study). JMIR Res Protoc 2022; 11:e33726. [PMID: 35025756 PMCID: PMC8881777 DOI: 10.2196/33726] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 12/16/2021] [Accepted: 01/06/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND Hypoglycemia prognostic models contingent on prospective, self-reported survey data offer a powerful avenue for determining real-world event susceptibility and interventional targets. OBJECTIVE This protocol describes the design and implementation of the 1-year iNPHORM (Investigating Novel Predictions of Hypoglycemia Occurrence Using Real-world Models) study, which aims to measure real-world self-reported severe and nonsevere hypoglycemia incidence (daytime and nocturnal) in American adults with type 1 or 2 diabetes mellitus prescribed insulin and/or secretagogues, and develop and internally validate prognostic models for severe, nonsevere daytime, and nonsevere nocturnal hypoglycemia. As a secondary objective, iNPHORM aims to quantify the effects of different antihyperglycemics on hypoglycemia rates. METHODS iNPHORM is a prospective, 12-wave internet-based panel survey that was conducted across the United States. Americans (aged 18-90 years) with self-reported type 1 or 2 diabetes mellitus prescribed insulin and/or secretagogues were conveniently sampled via the web from a pre-existing, closed, probability-based internet panel (sample frame). A sample size of 521 baseline responders was calculated for this study. Prospective data on hypoglycemia and potential prognostic factors were self-assessed across 14 closed, fully automated questionnaires (screening, baseline, and 12 monthly follow-ups) that were piloted using semistructured interviews (n=3) before fielding; no face-to-face contact was required as part of the data collection. Participant responses will be analyzed using multivariable count regression and machine learning techniques to develop and internally validate prognostic models for 1-year severe and 30-day nonsevere daytime and nocturnal hypoglycemia. The causal effects of different antihyperglycemics on hypoglycemia rates will also be investigated. RESULTS Recruitment and data collection occurred between February 2020 and March 2021 (ethics approval was obtained on December 17, 2019). A total of 1694 participants completed the baseline questionnaire, of whom 1206 (71.19%) were followed up for 12 months. Most follow-up waves (10,470/14,472, 72.35%) were completed, translating to a participation rate of 179% relative to our target sample size. Over 70.98% (856/1206) completed wave 12. Analyses of sample characteristics, quality metrics, and hypoglycemia incidence and prognostication are currently underway with published results anticipated by fall 2022. CONCLUSIONS iNPHORM is the first hypoglycemia prognostic study in the United States to leverage prospective, longitudinal self-reports. The results will contribute to improved real-world hypoglycemia risk estimation and potentially safer, more effective clinical diabetes management. TRIAL REGISTRATION ClinicalTrials.gov NCT04219514; https://clinicaltrials.gov/ct2/show/NCT04219514. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/33726.
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Affiliation(s)
- Alexandria Ratzki-Leewing
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Bridget L Ryan
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada.,Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Guangyong Zou
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada.,Robarts Research Institute, Western University, London, ON, Canada
| | - Susan Webster-Bogaert
- Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Jason E Black
- Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Kathryn Stirling
- Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Kristina Timcevska
- Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Nadia Khan
- Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | | | - Stewart B Harris
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada.,Department of Family Medicine, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
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Lee JY, Kim YE, Han K, Han E, Lee BW, Kang ES, Cha BS, Ko SH, Lee YH. Analysis of Severe Hypoglycemia Among Adults With Type 2 Diabetes and Nonalcoholic Fatty Liver Disease. JAMA Netw Open 2022; 5:e220262. [PMID: 35195697 PMCID: PMC8867244 DOI: 10.1001/jamanetworkopen.2022.0262] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
IMPORTANCE Previous studies have indicated that liver cirrhosis is associated with hypoglycemia, but there have been no studies investigating the association between nonalcoholic fatty liver disease (NAFLD) and hypoglycemia in noncirrhotic populations with type 2 diabetes. OBJECTIVE To explore the association of NAFLD with severe hypoglycemia among patients with type 2 diabetes. DESIGN, SETTING, AND PARTICIPANTS This nationwide population-based retrospective cohort study using the National Health Insurance System of South Korea included individuals aged 20 years or older who had undergone a medical health examination between January 1, 2009, and December 31, 2012, and were diagnosed with type 2 diabetes. Participants were followed up until December 31, 2015. Data analyses were performed between January 1, 2019, and February 2, 2021. EXPOSURES The baseline fatty liver index (FLI) was used as a surrogate marker for NAFLD. MAIN OUTCOMES AND MEASURES The outcome of interest, severe hypoglycemia, was measured using hospital admission and emergency department visit records with a primary diagnosis of hypoglycemia. RESULTS Among 1 946 581 individuals with type 2 diabetes, 1 125 187 (57.8%) were male. During a median (IQR) follow-up of 5.2 (4.1-6.1) years, 45 135 (2.3%) experienced 1 or more severe hypoglycemia events. Participants with severe hypoglycemia, vs those without severe hypoglycemia, were older (mean [SD] age, 67.9 [9.9] years vs 57.2 [12.3] years; P < .001) and had lower mean (SD) body mass index (24.2 [3.43] vs 25.1 [3.4]; P < .001). Patients with NAFLD tended to have less severe hypoglycemia without consideration of obesity status. However, after adjustment of multiple clinical covariates, including body mass index, there was a J-shaped association between FLI and severe hypoglycemia (5th decile: adjusted hazard ratio [aHR], 0.86; 95% CI, 0.83-0.90; 9th decile: aHR, 1.02; 95% CI, 0.96-1.08; 10th decile: aHR, 1.29; 95% CI, 1.22-1.37), and the estimated risk of hypoglycemia was higher in participants with NAFLD (aHR, 1.26; 95% CI, 1.22-1.30). The association was more prominent in female participants (aHR, 1.29; 95% CI, 1.23-1.36) and those with underweight (aHR, 1.71; 95% CI, 1.02-2.88). CONCLUSIONS AND RELEVANCE In this study, NAFLD was associated with a higher risk of severe hypoglycemia in patients with type 2 diabetes independent of obesity status. Presence of NAFLD should be considered when evaluating vulnerability to hypoglycemia in patients with type 2 diabetes.
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Affiliation(s)
- Ji-Yeon Lee
- Division of Endocrinology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Young-eun Kim
- Division of Endocrinology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Kyungdo Han
- Department of Statistics and Actuarial Science, Soongsil University, Seoul, Republic of Korea
| | - Eugene Han
- Division of Endocrinology, Department of Internal Medicine, Keimyung University School of Medicine, Daegu, Republic of Korea
| | - Byung Wan Lee
- Division of Endocrinology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Endocrine Research, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Eun Seok Kang
- Division of Endocrinology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Endocrine Research, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Bong-Soo Cha
- Division of Endocrinology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Endocrine Research, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Seung-Hyun Ko
- Division of Endocrinology and Metabolism, Department of Internal Medicine, College of Medicine, The Catholic University, Seoul, Republic of Korea
| | - Yong-ho Lee
- Division of Endocrinology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Endocrine Research, Yonsei University College of Medicine, Seoul, Republic of Korea
- Department of Systems Biology, Glycosylation Network Research Center, Yonsei University, Seoul, Republic of Korea
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Yale JF, Osumili B, Mitchell BD, Hunt B, Sohi G, Jeddi M, Mojdami D, Valentine WJ. Evaluation of the cost and medical resource use outcomes associated with nasal glucagon versus injectable glucagon for treatment of severe hypoglycemia in people with diabetes in Canada: a modeling analysis. J Med Econ 2022; 25:238-248. [PMID: 35094622 DOI: 10.1080/13696998.2022.2035131] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
OBJECTIVES Treatments for severe hypoglycemia aim to restore blood glucose through successful administration of rescue therapy, and choosing the most effective and cost-effective option will improve outcomes for patients and may reduce costs for healthcare payers. The present analysis aimed to compare costs and use of medical services with nasal glucagon and injectable glucagon in people with type 1 and 2 diabetes in Canada when used to treat severe hypoglycemic events when impaired consciousness precludes treatment with oral carbohydrates using an economic model, based on differences in the frequency of successful administration of the two interventions. METHODS A decision tree model was prepared in Microsoft Excel to project outcomes with nasal glucagon and injectable glucagon. The model structure reflected real-world decision-making and treatment outcomes, based on Canada-specific sources. The model captured the use of glucagon, emergency medical services (EMS), emergency room, inpatient stay, and follow-up care. Costs were accounted for in 2019 Canadian dollars (CAD). RESULTS Nasal glucagon was associated with reduced use of all medical services compared with injectable glucagon. EMS call outs were projected to be reduced by 45%, emergency room treatments by 52%, and inpatient stays by 13%. Use of nasal glucagon was associated with reduced direct, indirect, and combined costs of CAD 1,249, CAD 460, and CAD 1,709 per severe hypoglycemic event, respectively, due to avoided EMS call outs and hospital costs, resulting from a higher proportion of successful administrations. CONCLUSIONS When a patient with type 1 or type 2 diabetes is being treated for a severe hypoglycemic event when impaired consciousness precludes treatment with oral carbohydrate, use of nasal glucagon was projected to be dominant versus injectable glucagon in Canada reducing costs and use of medical services.
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Affiliation(s)
- Jean-François Yale
- Department of Medicine, McGill University Health Center, McGill University, Montréal, Canada
| | | | | | - Barnaby Hunt
- Ossian Health Economics and Communications, Basel, Switzerland
| | | | - Mark Jeddi
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
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Shi L, Fonseca V, Childs B. Economic burden of diabetes-related hypoglycemia on patients, payors, and employers. J Diabetes Complications 2021; 35:107916. [PMID: 33836965 DOI: 10.1016/j.jdiacomp.2021.107916] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 03/16/2021] [Accepted: 03/18/2021] [Indexed: 02/07/2023]
Abstract
The economic and psychological consequences of diabetes-related hypoglycemic events are multifold and shared across various parties, including patients and their family or caregivers, payors, and employers. Hypoglycemic events contribute to increased morbidity, mortality, and a substantial portion of diabetes economic burden. Both severe and non-severe hypoglycemic episodes contribute to economic and psychological burden, and can have short-term consequences, such as emergency services, hospitalization, clinic visits, and increased use of diabetes supplies. Severe hypoglycemic events also generate additional follow-up costs, and are likely to occur again. Left untreated, hypoglycemia can have long-term consequences including, death, cardiovascular events, and cognitive issues. Costs vary geographically based on the treatment protocols which focus on outpatient treatment versus increased in-patient hospitalization. Certain types of medications are also associated with increased hypoglycemia, which requires closer monitoring of the patient, such as with basal insulin initiation. Some individuals with diabetes may be more vulnerable to hypoglycemia, such as the elderly, postoperative bariatric patients, and adolescent females. Measures to mitigate hypoglycemia are essential to ease the economic burden of these events. Medication management, optimal glucose control, lifestyle modifications and frequent glucose monitoring are some interventions which may help prevent hypoglycemia.
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Affiliation(s)
- Lizheng Shi
- 1440 Canal Street Suite 1900, New Orleans, LA 70112, United States of America.
| | - Vivian Fonseca
- Tullis Tulane Alumni Chair in Diabetes, Section of Endocrinology, Tulane University Health Sciences Center, 1430 Tulane Avenue - SL 53, New Orleans, LA 70112, United States of America.
| | - Belinda Childs
- Great Plains Diabetes, 834 N. Socora, Suite 4, Wichita, KS 67212, United States of America.
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Pieber TR, Aronson R, Hövelmann U, Willard J, Plum-Mörschel L, Knudsen KM, Bandak B, Tehranchi R. Dasiglucagon: A Next-Generation Glucagon Analog for Rapid and Effective Treatment of Severe Hypoglycemia Results of Phase 3 Randomized Double-Blind Clinical Trial. Diabetes Care 2021; 44:1361-1367. [PMID: 33883196 PMCID: PMC8247529 DOI: 10.2337/dc20-2995] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Accepted: 03/11/2021] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To evaluate the efficacy and safety of dasiglucagon, a ready-to-use, next-generation glucagon analog in aqueous formulation for subcutaneous dosing, for treatment of severe hypoglycemia in adults with type 1 diabetes. RESEARCH DESIGN AND METHODS This randomized, double-blind trial included 170 adult participants with type 1 diabetes, each randomly assigned to receive a single subcutaneous dose of 0.6 mg dasiglucagon, placebo, or 1 mg reconstituted glucagon (2:1:1 randomization) during controlled insulin-induced hypoglycemia. The primary end point was time to plasma glucose recovery, defined as an increase of ≥20 mg/dL from baseline without rescue intravenous glucose. The primary comparison was dasiglucagon versus placebo; reconstituted lyophilized glucagon was included as reference. RESULTS Median (95% CI) time to recovery was 10 (10, 10) minutes for dasiglucagon compared with 40 (30, 40) minutes for placebo (P < 0.001); the corresponding result for reconstituted glucagon was 12 (10, 12) minutes. In the dasiglucagon group, plasma glucose recovery was achieved within 15 min in all but one participant (99%), superior to placebo (2%; P < 0.001) and similar to glucagon (95%). Similar outcomes were observed for the other investigated time points at 10, 20, and 30 min after dosing. The most frequent adverse effects were nausea and vomiting, as expected with glucagon treatment. CONCLUSIONS Dasiglucagon provided rapid and effective reversal of hypoglycemia in adults with type 1 diabetes, with safety and tolerability similar to those reported for reconstituted glucagon injection. The ready-to-use, aqueous formulation of dasiglucagon offers the potential to provide rapid and reliable treatment of severe hypoglycemia.
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Affiliation(s)
| | - Ronnie Aronson
- LMC Diabetes and Endocrinology, Toronto, Ontario, Canada
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Lan K, Wang J, Nicholas S, Tang Q, Chang A, Xu J. Is hypoglycemia expensive in China? Medicine (Baltimore) 2021; 100:e24067. [PMID: 33592860 PMCID: PMC7870220 DOI: 10.1097/md.0000000000024067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Accepted: 12/04/2020] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND As a common medical emergency in individuals with diabetes, hypoglycemia events can impose significant demands on hospital resources. Based on diabetes patients with and without hypoglycemia, we assess the cost of hypoglycemic events on China's hospital system. METHOD Our study sample comprised 7110 diabetes episodes, including 1417 patients with hypoglycemia (297 patients with severe and 1120 with non-severe hypoglycemia) and 5693 diabetes patients without hypoglycemia. Data on patient social-demographics, length of hospital stay, and hospitalization costs were collected on each patient from Health Information System in Shandong province, China. The additional hospital costs caused by hypoglycemia were assessed by the cost difference between diabetes patients with and without hypoglycemia, including severe and non-severe hypoglycemia. China-wide hospital costs of hypoglycemia were estimated based on adjusted additional hospital costs, comprising inspection, treatment, drugs, materials, nursing, general medical costs, and other costs, caused by hypoglycemia, the prevalence of diabetes and hypoglycemia events, and the rates of hospitalization. Multiple sensitivity analyses were conducted to assess the impact of variations in the key input parameters on the primary estimates. RESULTS Total hospital costs for patients with hypoglycemia (US$3020.61) were significantly higher than that of patients without hypoglycemia (US$1642.91). The average additional cost caused by hypoglycemia was US$1377.70, with higher average costs of US$1875.89 for severe hypoglycemia and lower average costs of US$1244.76 for non-severe hypoglycemia. The additional hospital cost caused by severe and non-severe hypoglycemia patients was higher for the 60 to 75 year old group, married patients and patients accessing free medical services. Generally, hypoglycemic patients with Urban and Rural Resident Basic Medical Insurance incurred higher additional hospital costs than patients with Urban Employees Basic Medical Insurance. Based on these estimates, the total annual additional hospital costs arising from hypoglycemia events in China were estimated to be US$67.52 million. Sensitivity analyses suggested that the costs of hypoglycemia events ranged up to US$49.99 million to 67.52 million. CONCLUSION : Hypoglycemic events imposed a substantial cost on China's hospital system, with certain subgroups of patients, such as older patients and those with free health insurance, using medical resources more intensively to treat hypoglycemia events. We recommend more effective planning of prevention and treatment regimes for hypoglycemia patients; further reform to China's health insurance schemes; and better hospital cost control for those accessing free hospital services.
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Affiliation(s)
- Kuixu Lan
- School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan
- The Affiliated Hospital of Qingdao University, Qingdao
- NHC Key Laboratory of Health Economics and Policy Research, Shandong University, Jinan
| | - Jian Wang
- Dong Fureng Institute of Economic and Social Development, Beijing
- Center for Health Economics and Management at School of Economics and Management, Wuhan University, Wuhan
| | - Stephen Nicholas
- School of Economics and School of Management, Tianjin Normal University, Tianjin
- Guangdong Institute for International Strategies, Guangdong University of Foreign Studies, Guangzhou, China
- TOP Education Institute 1 Central Avenue Australian Technology Park, Eveleigh, Sydney
- Newcastle Business School, University of Newcastle, University Drive, Newcastle, New South Wales, Australia
| | - Qun Tang
- The Affiliated Hospital of Qingdao University, Qingdao
| | - Alison Chang
- Department of Anthropology, Princeton University, Princeton, USA
| | - Junfang Xu
- Center for Health Policy Studies, School of Public Health, Zhejiang University School of Medicine, Hangzhou, China
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Klonoff DC, Fleming A, Gabbay R. The Need to Change Regulatory Evaluation of Hypoglycemia in Trials of Diabetes Treatments. J Diabetes Sci Technol 2020; 14:987-989. [PMID: 31744326 PMCID: PMC7645132 DOI: 10.1177/1932296819891036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
- David C. Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA, USA
- David C. Klonoff, MD, FACP, FRCP (Edin), Fellow AIMBE, Mills-Peninsula Medical Center, 100 South San Mateo Drive, Room 5147, San Mateo, CA 94401, USA.
| | | | - Robert Gabbay
- Joslin Diabetes Center, One Joslin Place, Boston, MA, USA
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Ferreira JP, Araújo F, Dores J, Santos L, Pape E, Reis M, Chipepo Á, Nascimento E, Baptista A, Pires V, Marques C, Lages AS, Conceição J, Laires PA, Pelicano-Romano J, Alão S. Hospitalization Costs Due to Hypoglycemia in Patients with Diabetes: A Microcosting Approach. Diabetes Ther 2020; 11:2237-2255. [PMID: 32654070 PMCID: PMC7509029 DOI: 10.1007/s13300-020-00868-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Indexed: 01/19/2023] Open
Abstract
INTRODUCTION Hypoglycemia leading to hospitalization is associated with adverse economic outcomes, although the real burden is unknown. The HIPOS-WARD (Hypoglycemia In Portugal Observational Study-Ward) aimed to characterize ward admissions due to hypoglycemia episodes in treated patients with diabetes and assess their economic impact to the National Health System. METHODS Observational, cross-sectional study, conducted in 16 Portuguese centers for 22 months. The applied microcosting approach was based on healthcare resource data, collected from patients' charts upon ward admission until discharge, and unitary costs from official/public data sources. Absenteeism was also estimated for active workers on the basis of the human capital approach. RESULTS Of the 176 patients with diabetes mellitus enrolled, 86% had type 2 diabetes. Half of the patients (50.0%) were on insulin-based therapy, followed by 30.1% on a secretagogue-based regimen, 9.7% on non-secretagogue therapy, and 10.2% on a combination of insulin and secretagogue. Overall mean costs per patient were medication, 45.45 €; laboratory analysis, 218.14 €; examinations, 64.91 €; physician and nurse time, 268.55 € and 673.39 €, respectively. Bed occupancy was the main cost driver (772.09 €) and indirect cost averaged 140.44 €. Overall, the cost per hypoglycemia episode leading to hospitalization averaged 2042.52 € (range 194.76-16,762.87 €). Patients treated with insulin-based regimens (2267.76 €) and type 2 diabetes (2051.29 €) had the highest mean costs. The mean cost increased with repeated hypoglycemic events (2191.67 €), correlated complications (2109.26 €), and death (5253.38 €). CONCLUSION HIPOS-WARD's findings confirm and support both the substantial clinical and economic impact of hospitalization due to hypoglycemia in Portugal.
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Affiliation(s)
| | | | - Jorge Dores
- Centro Hospitalar e Universitário Do Porto, Porto, Portugal
| | - Lèlita Santos
- Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
- Faculdade de Medicina da Universidade de Coimbra, Coimbra, Portugal
| | | | - Mónica Reis
- Hospital de Vila Franca de Xira, Vila Franca de Xira, Portugal
| | | | | | - Ana Baptista
- Centro Hospitalar Universitário do Algarve-Faro, Faro, Portugal
| | - Vanessa Pires
- Centro Hospitalar de Trás-Os-Montes E Alto Douro, Vila Real, Portugal
| | - Carlos Marques
- Unidade Local de Saúde Do Baixo Alentejo, Beja, Portugal
| | - Adriana S Lages
- Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
| | - João Conceição
- Medical Affairs, MSD International GmbH (Singapore Branch), Singapore, Singapore
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Muche EA, Mekonen BT. Hypoglycemia prevention practice and its associated factors among diabetes patients at university teaching hospital in Ethiopia: Cross-sectional study. PLoS One 2020; 15:e0238094. [PMID: 32822414 PMCID: PMC7446928 DOI: 10.1371/journal.pone.0238094] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Accepted: 08/10/2020] [Indexed: 01/04/2023] Open
Abstract
INTRODUCTION Hypoglycemia is a true medical emergency, which needs prompt recognition and treatment to prevent organ damage and mortality. Knowledge about the prevention of hypoglycemia is an important step to self-care practice because informed people are more likely to have a better hypoglycemia prevention practice. The aim of this study was to explore hypoglycemia prevention practice and its associated factors among diabetes patients at a university teaching hospital in Ethiopia. METHOD A cross-sectional study was carried out on a total of 422 systematically selected diabetic patients at the University of Gondar Referral and Teaching Hospital. Data were collected using a pre-tested, structured, and interviewer-administered questionnaire. The collected data was analyzed by SPSS version 20 and associated variables were measured using binary logistic regression and within 95% confidence interval. A p-value <0.05 was considered as statistically significant. RESULT From the total of 422 diabetic patients, 61.6% were males, 70.1% of them were urban dwellers, 37.9% of them were unable to write and read, and 70.6% of the participants were taking insulin. The majority of respondents had good knowledge of (77.5%) and practice of (93.1%) hypoglycemia prevention. Only good participant knowledge about hypoglycemia prevention was strongly associated with the practice of its prevention (AOR: 2.87 (1.2-6.8), p = 0.01). CONCLUSION AND RECOMMENDATION Even though diabetic patients with good knowledge of hypoglycemia and its prevention was strongly associated with good prevention practice, there exists a gap in knowledge of hypoglycemia prevention. Hence, we recommend counseling be offered to patients regarding hypoglycemia during their visit to the diabetic clinic. Counseling points such as common clinical symptoms, its negative consequence, as well as remedial options are essential elements for the improvement of their practice on its prevention.
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Affiliation(s)
- Esileman Abdela Muche
- Department of Clinical Pharmacy, School of Pharmacy, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Banchamlak Teferi Mekonen
- Department of Clinical Pharmacy, School of Pharmacy, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
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Naser AY, Alwafi H, Alsairafi Z. Cost of hospitalisation and length of stay due to hypoglycaemia in patients with diabetes mellitus: a cross-sectional study. Pharm Pract (Granada) 2020; 18:1847. [PMID: 32566047 PMCID: PMC7290179 DOI: 10.18549/pharmpract.2020.2.1847] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 05/24/2020] [Indexed: 01/31/2023] Open
Abstract
Objective: This study aims to estimate the length of stay and hospitalisation cost of hypoglycaemia, and to identify determinants of variation in the length of stay and hospitalisation cost among individual patients with type 1 or 2 diabetes mellitus. Methods: A cross-sectional study was conducted using inpatients records for patients with diabetes mellitus who had been hospitalised due to hypoglycaemic events in two private hospitals in Amman, Jordan between January 2009 and May 2017. All hospitalisation costs were inflated to the equivalent costs in 2017. Hospitalisation cost was estimated from the patient’s perspective in Jordanian dinars (JOD). Descriptive analyses and correlation between sociodemographic or clinical characteristics with the cost and length of stay were explored. Predictors of hypoglycaemic hospitalisation cost and length of stay were determined using logistic regression. Results: During the study period a total of 126 patients with diabetes mellitus were hospitalised due to an incident of hypoglycaemia. The mean patient age was 64.2 (SD=19.6) years; half were male. Patients admitted for hypoglycaemia stayed in hospital for a median duration of two days (IQR=2 days). The median cost of hospitalisation for hypoglycaemia was 163.2 JOD (USD 230.1) (IQR=216.3 JOD). We found that the Glasgow coma score was positively associated with length of stay (0.345, p=0.008), and older age was correlated with higher hospitalisation cost (0.207, p=0.02). Patients with a family history of diabetes had higher hospitalisation costs and longer duration of stay (0.306 and 0.275, p<0.05). In addition, being a male patient (0.394, p<0.05) and with an absence of smoking history was associated with longer duration of stay (0.456, p<0.01), but not with higher hospitalisation cost. Conclusions: Costs associated with the incidence of hypoglycaemic events are not low and constitute a large cost component of managing and treating diabetes mellitus. Male patients and patients having a family history of diabetes should receive extra care and education on the prevention of hypoglycaemic events, and a treatment de-intensification approach should be considered if necessary, so we can prevent its associated hospitalisation costs and length of stay.
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Affiliation(s)
- Abdallah Y Naser
- Department of Applied Pharmaceutical Sciences and Clinical Pharmacy, Faculty of Pharmacy, Isra University. Amman (Jordan).
| | - Hassan Alwafi
- Faculty of Medicine. Umm Al Qura University. Mecca (Saudi Arabia).
| | - Zahra Alsairafi
- Department of Pharmacy Practice, Kuwait University. Kuwait (Kuwait).
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Settles JA, Gerety GF, Spaepen E, Suico JG, Child CJ. NASAL GLUCAGON DELIVERY IS MORE SUCCESSFUL THAN INJECTABLE DELIVERY: A SIMULATED SEVERE HYPOGLYCEMIA RESCUE. Endocr Pract 2020; 26:407-415. [PMID: 32293921 DOI: 10.4158/ep-2019-0502] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Objective: A severe hypoglycemia (SH) episode is an acute, high-stress moment for the caregivers of persons with diabetes (PWD). We compared the success rates of nasal glucagon (NG) and injectable glucagon (IG) administration for PWD-trained and untrained users in treating simulated SH episodes. Methods: Thirty-two PWD-trained users and 33 untrained users administered NG and IG to high-fidelity manikins simulating treatment of an SH emergency. Simulation rooms resembled common locations with typical diabetic supplies and stressor elements mimicking real-life SH environments. Success rate and time to administer glucagon were measured. Results: Of all the PWD-trained and untrained users, 58/64 (90.6%) could successfully deliver NG, while 5/63 (7.9%) could successfully deliver IG. For NG simulations, 28/31 (90.3%) PWD-trained users and 30/33 (90.9%) untrained users could successfully administer the dose (mean time 47.3 seconds and 44.5 seconds, respectively). For IG simulations, 5/32 (15.6%) PWD-trained users successfully injected IG (mean time 81.8 seconds), whereas none (0/31 [0%]) of the untrained users were successful. Reasons for unsuccessful administration of NG included oral administration and incomplete pushing of the device plunger. For IG, inability to perform reconstitution steps, partial dose delivery, and injection at an inappropriate site were the causes for failure. Conclusion: With or without training, the success rate for administering NG was 90.6%, whereas it was only 7.9% for IG. NG was easily and quickly administered even by untrained users, whereas training was necessary for successful administration of IG. NG may expand the community of caregivers who can help PWD during an SH episode. Abbreviations: IG = injectable glucagon; NG = nasal glucagon; PWD = person with diabetes; SH = severe hypoglycemia; T1D = type 1 diabetes; T2D = type 2 diabetes.
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Análisis de coste-efectividad de control glucémico con FreeStyle Libre® en pacientes diabéticos tipo 1 en atención primaria de salud de Burgos. ENFERMERIA CLINICA 2020; 30:82-88. [DOI: 10.1016/j.enfcli.2019.07.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 06/30/2019] [Accepted: 07/20/2019] [Indexed: 12/29/2022]
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Hypoglycemia. Endocrinology 2020. [PMID: 31968189 DOI: 10.1007/978-3-030-36694-0_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Pöhlmann J, Mitchell BD, Bajpai S, Osumili B, Valentine WJ. Nasal Glucagon Versus Injectable Glucagon for Severe Hypoglycemia: A Cost-Offset and Budget Impact Analysis. J Diabetes Sci Technol 2019; 13:910-918. [PMID: 30700165 PMCID: PMC6955465 DOI: 10.1177/1932296819826577] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Severe hypoglycemic events (SHEs) in patients with diabetes are associated with substantial health care costs in the United States (US). Injectable glucagon (IG) is currently available for treatment of severe hypoglycemia but is associated with frequent handling errors. Nasal glucagon (NG) is a novel, easier-to-use treatment that is more often administered successfully. The economic impact of this usability advantage was explored in cost-offset and budget impact analyses for the US setting. METHODS A health economic model was developed to estimate mean costs per SHE for which treatment was attempted using NG or IG, which differed only in the probability of treatment success, based on a published usability study. The budget impact of NG was projected over 2 years for patients with type 1 diabetes (T1D) and type 2 diabetes treated with basal-bolus insulin (T2D-BB). Epidemiologic and cost data were sourced from the literature and/or fee schedules. RESULTS Mean costs were $992 lower if NG was used compared with IG per SHE for which a user attempted treatment. NG was estimated to reduce SHE-related spending by $1.1 million and $230 000 over 2 years in 10 000 patients each with T1D and T2D-BB, respectively. Reduced spending resulted from reduced professional emergency services utilization as successful treatment was more likely with NG. CONCLUSIONS The usability advantage of NG over IG was projected to reduce SHE-related treatment costs in the US setting. NG has the potential to improve hypoglycemia emergency care and reduce SHE-related treatment costs.
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Johnson-Rabbett B, Seaquist ER. Hypoglycemia in diabetes: The dark side of diabetes treatment. A patient-centered review. J Diabetes 2019; 11:711-718. [PMID: 30983138 DOI: 10.1111/1753-0407.12933] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Revised: 03/11/2019] [Accepted: 04/11/2019] [Indexed: 11/29/2022] Open
Abstract
Hypoglycemia is a frequent occurrence in patients with diabetes who are treated with insulin and insulin secretagogues. Hypoglycemia is the limiting factor that prevents patients from achieving the glycemic control known to reduce the microvascular complications of diabetes. Recurrent episodes of hypoglycemia can lead to impaired awareness of hypoglycemia where the first symptom of a low blood sugar is unconsciousness. The fear of hypoglycemia has a significant effect on the quality of life of patients and their families. In the acute setting, hypoglycemia can kill, and clinical trials have demonstrated that a single episode of severe hypoglycemia increases the risk of subsequent mortality and cardiovascular events. Clinicians must make efforts to recognize and prevent hypoglycemia in order to prevent the adverse events associated with this event. Patient education is central to these efforts. Recent developments in glucose monitoring and drug development have provided more approaches that can be used to reduce the risk of hypoglycemia in patients with diabetes.
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Affiliation(s)
- Brianna Johnson-Rabbett
- Division of Diabetes, Department of Medicine, Endocrinology and Metabolism, University of Minnesota, Minneapolis, Minnesota
| | - Elizabeth R Seaquist
- Division of Diabetes, Department of Medicine, Endocrinology and Metabolism, University of Minnesota, Minneapolis, Minnesota
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Danne T, Pettus J, Giaccari A, Cariou B, Rodbard H, Weinzimer SA, Bonnemaire M, Sawhney S, Stewart J, Wang S, Castro RDC, Garg SK. Sotagliflozin Added to Optimized Insulin Therapy Leads to Lower Rates of Clinically Relevant Hypoglycemic Events at Any HbA1c at 52 Weeks in Adults with Type 1 Diabetes. Diabetes Technol Ther 2019; 21:471-477. [PMID: 31335194 PMCID: PMC6708262 DOI: 10.1089/dia.2019.0157] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Background: Hypoglycemia rates usually increase when insulin treatment is intensified to improve glycemic control. We evaluated (post hoc) hypoglycemic rates in adult patients with type 1 diabetes (T1D) on sotagliflozin (a dual sodium-glucose cotransporter [SGLT] 1 and 2 inhibitor) in two phase 3, 52-week clinical trials (inTandem 1 and 2; NCT02384941 and NCT02421510). Materials and Methods: We analyzed rates of documented hypoglycemia (level 1, blood glucose ≥54 to <70 mg/dL) and clinically important hypoglycemia (level 2, glucose <54 mg/dL) in a patient-level pooled analysis (n = 1362) using a negative binomial model adjusted for hemoglobin A1c (HbA1c) at 52 weeks in patients receiving placebo, sotagliflozin 200 mg, and sotagliflozin 400 mg. Results: Rates of level 1 hypoglycemia events per patient-year were 58.25 (95% confidence interval: 50.26-67.50) with placebo, 44.86 (38.83-51.82; P = 0.0138 vs. placebo) with sotagliflozin 200 mg, and 45.68 (39.52-52.81; P = 0.0220) with sotagliflozin 400 mg. Sotagliflozin was also associated with lower rates of level 2 hypoglycemia: 15.95 (14.37-17.70), 11.51 (10.39-12.76; P < 0.0001), and 11.13 (10.03-12.35; P < 0.0001) for placebo and sotagliflozin 200 and 400 mg, respectively. The difference in rates of hypoglycemia with sotagliflozin versus placebo became more pronounced as HbA1c decreased. Conclusions: At week 52, level 1 and 2 hypoglycemia events were 22% to 30% less frequent with sotagliflozin added to optimized insulin therapy versus placebo in adults with T1D at any HbA1c level, with greater differences at lower HbA1c values. These findings support the use of sotagliflozin as an insulin adjunct in T1D.
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Affiliation(s)
- Thomas Danne
- Diabetes Center, Children and Youth Hospital Auf der Bult, Hannover Medical School, Hannover, Germany
- Address correspondence to: Thomas Danne, MD, Diabetes Center, Children and Youth Hospital Auf der Bult, Hannover Medical School, Janusz-Korczak-Allee 12, Hannover 30173, Germany
| | - Jeremy Pettus
- Department of Medicine, University of California San Diego, San Diego, California
| | - Andrea Giaccari
- Center for Endocrine and Metabolic Diseases, Fondazione Policlinico Universitario A. Gemelli IRCSS, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Bertrand Cariou
- Department of Endocrinology, L'institut du thorax, Nantes, France
| | - Helena Rodbard
- Endocrine and Metabolic Consultants, Rockville, Maryland
| | | | | | | | | | | | | | - Satish K. Garg
- Department of Medicine and Pediatrics, Barbara Davis Center for Diabetes, University of Colorado Denver, Aurora, Colorado
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Wan W, Skandari MR, Minc A, Nathan AG, Zarei P, Winn AN, O'Grady M, Huang ES. Cost-effectiveness of Initiating an Insulin Pump in T1D Adults Using Continuous Glucose Monitoring Compared with Multiple Daily Insulin Injections: The DIAMOND Randomized Trial. Med Decis Making 2019; 38:942-953. [PMID: 30403576 DOI: 10.1177/0272989x18803109] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
BACKGROUND The economic impact of both continuous glucose monitoring (CGM) and insulin pumps (continuous subcutaneous insulin infusion [CSII]) in type 1 diabetes (T1D) have been evaluated separately. However, the cost-effectiveness of adding CSII to existing CGM users has not yet been assessed. OBJECTIVE The aim of this study was to evaluate the societal cost-effectiveness of CSII versus continuing multiple daily injections (MDI) in adults with T1D already using CGM. METHODS In the second phase of the DIAMOND trial, 75 adults using CGM were randomized to either CGM+CSII or CGM+MDI (control) and surveyed at baseline and 28 weeks. We performed within-trial and lifetime cost-effectiveness analyses (CEAs) and estimated lifetime costs and quality-adjusted life-years (QALYs) via a modified Sheffield T1D model. RESULTS Within the trial, the CGM+CSII group had a significant reduction in quality of life from baseline (-0.02 ± 0.05 difference in difference [DiD]) compared with controls. Total per-person 28-week costs were $8,272 (CGM+CSII) versus $5,623 (CGM+MDI); the difference in costs was primarily attributable to pump use ($2,644). Pump users reduced insulin intake (-12.8 units DiD) but increased the use of daily number of test strips (+1.2 DiD). Pump users also increased time with glucose in range of 70 to 180 mg/dL but had a higher HbA1c (+0.13 DiD) and more nonsevere hypoglycemic events. In the lifetime CEA, CGM+CSII would increase total costs by $112,045 DiD, decrease QALYs by 0.71, and decrease life expectancy by 0.48 years. CONCLUSIONS Based on this single trial, initiating an insulin pump in adults with T1D already using CGM was associated with higher costs and reduced quality of life. Additional evidence regarding the clinical effects of adopting combinations of new technologies from trials and real-world populations is needed to confirm these findings.
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Affiliation(s)
- Wen Wan
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - M Reza Skandari
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - Alexa Minc
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - Aviva G Nathan
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - Parmida Zarei
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - Aaron N Winn
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - Michael O'Grady
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
| | - Elbert S Huang
- Section of General Internal Medicine, University of Chicago, Chicago, IL (WW, MRS, AM, AGN, PZ, ESH).,School of Pharmacy, Medical College of Wisconsin, Milwaukee, WI (ANW).,National Opinion Research Center, University of Chicago, Chicago, IL (MO)
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Langer J, Wolden ML, Shimoda S, Sato M, Araki E. Short-Term Cost-Effectiveness of Switching to Insulin Degludec in Japanese Patients with Type 2 Diabetes Receiving Basal-Bolus Therapy. Diabetes Ther 2019; 10:1347-1356. [PMID: 31168694 PMCID: PMC6612353 DOI: 10.1007/s13300-019-0635-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Indexed: 12/30/2022] Open
Abstract
INTRODUCTION With one of the fastest aging populations in the world, demographic changes in Japan are a major public health concern due to the substantial burden that aging-associated diseases, such as type 2 diabetes (T2D), place on public healthcare systems. The aim of this analysis was to evaluate the short-term cost-effectiveness of switching Japanese patients with T2D receiving basal-bolus insulin therapy from their previous basal insulin to insulin degludec (degludec) under conditions of routine clinical practice. METHODS A previously published, open-source model developed in Microsoft Excel was used to evaluate the cost-effectiveness of switching basal-bolus insulin therapy from patients' previous basal insulin to degludec versus continuing the previous basal insulin therapeutic regimen in terms of costs (2018 Japanese Yen [JPY]) and quality-adjusted life years (QALYs), from a Japanese public healthcare payer perspective. The model captured hypoglycemia rates and insulin dosing over a 1-year time horizon, and was informed by Japanese real-world evidence from the T2D cohort (N = 135) of the Kumamoto Insulin Degludec Observational study. RESULTS Treatment with degludec was associated with improved effectiveness (+ 0.0354 QALYs), driven by lower daytime non-severe hypoglycemia rates with degludec, at slightly higher annual treatment costs (JPY 9510) versus continuing the previous basal insulin. Switching basal insulin to degludec was found to be a cost-effective intervention with an incremental cost-effectiveness ratio (JPY 268,811 per QALY gained) substantially below the willingness-to-pay threshold of 5 million JPY per QALY used in the Japanese Health Technology Assessment framework. Sensitivity analyses confirmed the robustness of this finding and indicated that the daytime non-severe hypoglycemia benefit with degludec was a key driver of outcomes in the base case. CONCLUSION Based on Japanese real-world evidence, our analysis suggests that switching Japanese patients with T2D receiving a basal-bolus regimen from their previous basal insulin to degludec would be highly cost-effective. These data may help decision-makers in Japan allocate healthcare resources efficiently. TRIAL REGISTRATION The KIDUNA study is registered with the University Hospital Medical Information Network Clinical Trials Registry (UMIN-CTR): UMIN000021569. FUNDING Novo Nordisk Pharma Ltd. Japan.
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Affiliation(s)
| | | | | | - Miki Sato
- Kumamoto University, Kumamoto, Japan
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40
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Lau E, Salem A, Chan JCN, So WY, Kong A, Lamotte M, Luk A. Insulin glargine compared to neutral protamine Hagedorn (NPH) insulin in patients with type-2 diabetes uncontrolled with oral anti-diabetic agents alone in Hong Kong: a cost-effectiveness analysis. COST EFFECTIVENESS AND RESOURCE ALLOCATION 2019; 17:13. [PMID: 31303866 PMCID: PMC6604305 DOI: 10.1186/s12962-019-0180-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2018] [Accepted: 06/21/2019] [Indexed: 12/20/2022] Open
Abstract
Background International guidelines recommend using basal insulin in patients with type-2 diabetes mellitus if glycaemic target cannot be attained on non-insulin anti-diabetic drugs. Available choices of basal insulin include intermediate-acting neutral protamine Hagedorn (NPH) insulin and long-acting insulin analogues like insulin glargine U100. Despite clear advantages of glargine U100, the existing practice in Hong Kong still favours NPH insulin due to lower immediate drug costs. Objectives The objective of this study was to assess the cost-effectiveness of insulin glargine U100 compared to NPH insulin in patients with type-2 diabetes uncontrolled with non-insulin anti-diabetic agents alone in Hong Kong. Methods The IQVIA™ Core Diabetes Model (CDM) v9.0 was used to conduct the cost-effectiveness analysis of glargine U100 versus NPH. Baseline characteristics were collected from the Hong Kong Diabetes Registry. Efficacy rates were extracted from a published study comparing glargine U100 and NPH in Asia, utilities from published literature, and costs constructed using the Hong Kong Hospital Authority (HA) Gazette (public healthcare setting). The primary outcome was an incremental cost-effectiveness ratio (ICER). Results Insulin glargine U100 resulted in an ICER of HKD 98,663 per Quality Adjusted Life Year (QALY) gained. The incremental gains in QALY and costs were 0.217 years and HKD 21,360 respectively. Results from scenario and probabilistic sensitivity analyses were consistent with that from base case analysis. Conclusion Insulin glargine U100 is a cost-effective treatment for patients with type 2 diabetes compared to NPH insulin in setting in Hong Kong. This was mainly driven by the significantly lower rates of hypoglycaemia of insulin glargine U100 than NPH insulin. Electronic supplementary material The online version of this article (10.1186/s12962-019-0180-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- E Lau
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong, SAR China
| | - A Salem
- IQVIA, Real World Evidence, Zaventem, Belgium
| | - J C N Chan
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong, SAR China
| | - W Y So
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong, SAR China
| | - A Kong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong, SAR China
| | - M Lamotte
- IQVIA, Real World Evidence, Zaventem, Belgium
| | - A Luk
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, New Territories, Hong Kong, SAR China
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Pollock RF, Heller S, Pieber TR, Woo V, Gundgaard J, Hallén N, Luckevich M, Tutkunkardas D, Zinman B. Short-term cost-utility of degludec versus glargine U100 for patients with type 2 diabetes at high risk of hypoglycaemia and cardiovascular events: A Canadian setting (DEVOTE 9). Diabetes Obes Metab 2019; 21:1706-1714. [PMID: 30924579 PMCID: PMC6618053 DOI: 10.1111/dom.13730] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Revised: 03/06/2019] [Accepted: 03/26/2019] [Indexed: 01/24/2023]
Abstract
AIMS To evaluate the short-term cost-effectiveness of insulin degludec (degludec) vs insulin glargine 100 units/mL (glargine U100) from a Canadian public healthcare payer perspective in patients with type 2 diabetes (T2D) who are at high risk of cardiovascular events and hypoglycaemia. MATERIALS AND METHODS A decision analytic model was developed to estimate costs (2017 Canadian dollars [CAD]) and clinical outcomes (quality-adjusted life years [QALYs]) with degludec vs glargine U100 over a 2-year time horizon. The model captured first major adverse cardiovascular event, death, severe hypoglycaemia and insulin dosing. Clinical outcomes were informed by a post hoc subgroup analysis of the DEVOTE trial (NCT01959529), which compared the cardiovascular safety of degludec and glargine U100 in patients with T2D who are at high cardiovascular risk. High hypoglycaemia risk was defined as the top quartile of patients (n = 1887) based on an index of baseline hypoglycaemia risk factors. RESULTS In patients at high hypoglycaemia risk, degludec was associated with mean cost savings (CAD 129 per patient) relative to glargine U100, driven by a lower incidence of non-fatal myocardial infarction, non-fatal stroke and severe hypoglycaemia, which offset the slightly higher cost of treatment with degludec. A reduced risk of cardiovascular death and severe hypoglycaemia resulted in improved effectiveness (+0.0132 QALYs) with degludec relative to glargine U100. In sensitivity analyses, changes to the vast majority of model parameters did not materially affect model outcomes. CONCLUSION Over a 2-year period, degludec improved clinical outcomes at a lower cost as compared to glargine U100 in patients with T2D at high risk of cardiovascular events and hypoglycaemia.
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Affiliation(s)
| | | | | | - Vincent Woo
- University of ManitobaWinnipegManitobaCanada
| | | | | | | | | | - Bernard Zinman
- Lunenfeld‐Tanenbaum Research Institute, Mount Sinai Hospital, University of TorontoTorontoOntarioCanada
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Wong CKH, Tong T, Cheng GHL, Tang EHM, Thokala P, Tse ETY, Lam CLK. Direct medical costs in the preceding, event and subsequent years of a first severe hypoglycaemia episode requiring hospitalization: A population-based cohort study. Diabetes Obes Metab 2019; 21:1330-1339. [PMID: 30737873 DOI: 10.1111/dom.13657] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Revised: 01/29/2019] [Accepted: 02/06/2019] [Indexed: 01/02/2023]
Abstract
AIMS We aimed to estimate the use of healthcare services and the direct medical costs accrued by patients with diabetes mellitus (DM) during the year of the first severe hypoglycaemia (SH) event, as well as during the years before and after the event year. MATERIALS AND METHODS We analysed a population-based, retrospective cohort including all adults with DM managed in the primary care setting from the Hong Kong Hospital Authority between 2006 and 2013. DM patients for whom SH was first recorded during the designated period were identified and matched to a control group of patients who had not experienced an SH event using the propensity score method. Direct medical costs in the years before, during and after the first SH event were determined by totalling the costs of health services utilized within respective years. RESULTS After matching, a total of 22 694 DM patients were divided into the first recorded-SH group (n = 11 347) and the non-SH control group (n = 11 347). Patients for whom SH was first recorded, on average, made 7.85 outpatient clinic visits, made 1.89 emergency visits and spent 17.75 nights hospitalized during the event year. Mean direct medical costs during the event year were 11 751 US$, more than 2-fold that during the preceding year (4846 US$; P < 0.001) and subsequent years (4198-4700 US$; P < 0.001) and was 4.5 times that 2 years before the event (2481 US$; P < 0.001). Incremental costs of SH patients vs matched controls during the event year and the preceding year were 10 873 US$ (P < 0.001) and 3974 US$ (P < 0.001), respectively. CONCLUSIONS SH is associated with excessive hospital admission rates and direct medical costs during the event year and, in particular, during the year before as compared to patients who had not experienced an SH event.
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Affiliation(s)
- Carlos K H Wong
- Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong SAR, China
| | - Thaison Tong
- Health Economics and Decision Science, School of Health and Related Research, The University of Sheffield, Sheffield, UK
| | - Garvin H L Cheng
- Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong SAR, China
| | - Eric H M Tang
- Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong SAR, China
| | - Praveen Thokala
- Health Economics and Decision Science, School of Health and Related Research, The University of Sheffield, Sheffield, UK
| | - Emily T Y Tse
- Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong SAR, China
| | - Cindy L K Lam
- Department of Family Medicine and Primary Care, The University of Hong Kong, Hong Kong SAR, China
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Beverly EA, Ritholz MD, Rennie RG, Mort SC. A brief interactive training with medical students improves their diabetes knowledge about hypoglycemia. BMC MEDICAL EDUCATION 2019; 19:171. [PMID: 31138204 PMCID: PMC6540442 DOI: 10.1186/s12909-019-1615-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 05/17/2019] [Indexed: 06/09/2023]
Abstract
BACKGROUND Hypoglycemia is a severe clinical problem with physical and psychosocial implications for people with type 1 and type 2 diabetes. Medical students would benefit from formal education on how to treat hypoglycemia as well as how to administer glucagon in case of a severe hypoglycemic emergency. The purpose of this study was to assess the effectiveness of a brief training to improve medical students' knowledge and attitudes about diabetes, hypoglycemia, and glucagon administration. METHODS We conducted a feasibility study to assess the effectiveness of an interactive training session on diabetes education with an emphasis on hypoglycemia. We measured medical students' knowledge and attitudes toward diabetes, hypoglycemia, and glucagon before and after the training. We performed Chi-Square tests, paired t-tests, determined effect sizes using Cohen's d, and analyzed short answer responses via content and thematic analyses. RESULTS Two hundred and seventeen participants (age = 25.1 ± 2.3 years, 45.2% female, 78.3% white, 36.4% planned to pursue primary care, response rate of 94.3%) completed surveys. Following the training, participants' total knowledge scores improved by five percentage points to 82.6 ± 11.0% (t-value = 7.119, p < 0.001). We also observed positive improvements in the General Test scores to 82.3 ± 12.6% (t-value = 5.844, p < 0.001) and Insulin Use Test scores to 82.4 ± 17.4% (t-value = 4.103, p < 0.001). For the hypoglycemia test, participants averaged 55.7 ± 24.8% pre-training and 83.0 ± 22.4% post-training (t-value = 14.258, p < 0.001). Lastly, participants scored 87.6 ± 18.5% on the glucagon test after the training session. In addition, we observed positive improvements in all five diabetes attitudes subscales after the training, with the largest magnitude of change in the "Psychosocial impact of diabetes" subscale (t-value = 9.249, p < 0.001, Cohen's d = 0.60). Qualitatively, more participants recognized the severity of hypoglycemia after the training. They also learned how to approach diabetes from the patient's perspective and valued the clinically relevant and practical information provided during the training session, such as the "15-15 Rule." CONCLUSIONS Medical students need to learn about patients' everyday experiences of diabetes in order to have an understanding of and confidence to assess and treat hypoglycemia. These findings underscore the importance of training medical students on how to actively assess and manage the risk of hypoglycemia in people with diabetes.
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Affiliation(s)
- Elizabeth A Beverly
- Department of Family Medicine, Ohio University Heritage College of Osteopathic Medicine, Athens, OH, 45701, USA.
- The Diabetes Institute, Ohio University, Athens, OH, 45701, USA.
| | - Marilyn D Ritholz
- Joslin Diabetes Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Rochelle G Rennie
- Department of Family Medicine, Ohio University Heritage College of Osteopathic Medicine, Athens, OH, 45701, USA
| | - Sophia C Mort
- Department of Medicine, Ohio University Heritage College of Osteopathic Medicine, Athens, OH, 45701, USA
- The Graduate College, Translational Biomedical Sciences Program, Ohio University, Athens, OH, 45701, USA
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Strizek A, Chang CJ, Furnback W, Wang B, Lebrec J, Lew T. The Cost of Hypoglycemia Associated With Type 2 Diabetes Mellitus in Taiwan. Value Health Reg Issues 2019; 18:84-90. [DOI: 10.1016/j.vhri.2019.01.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2018] [Revised: 12/11/2018] [Accepted: 01/04/2019] [Indexed: 12/16/2022]
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Ikeda Y, Kubo T, Oda E, Abe M, Tokita S. Retrospective analysis of medical costs and resource utilization for severe hypoglycemic events in patients with type 2 diabetes in Japan. J Diabetes Investig 2019; 10:857-865. [PMID: 30325576 PMCID: PMC6497613 DOI: 10.1111/jdi.12959] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Revised: 10/05/2018] [Accepted: 10/11/2018] [Indexed: 01/05/2023] Open
Abstract
AIMS/INTRODUCTION The present study aimed to describe hospital utilization and examine actual medical costs for severe hypoglycemic events in patients with type 2 diabetes mellitus in Japan. MATERIALS AND METHODS Medical resource utilization associated with severe hypoglycemia was evaluated using a receipt database of acute-care hospitals in Japan. Patients with type 2 diabetes treated with antihyperglycemic agents were included. Severe hypoglycemic events were identified and divided into two groups: with or without hospitalization. Total and attributable medical costs per event were calculated based on the actual medical treatment after severe hypoglycemic events. Attributable costs were estimated from the receipt codes directly associated with the treatment of severe hypoglycemia. RESULTS In the hospitalized patients, the median length of hospital stay was 11 days, and the median total and attributable medical costs were ¥402,081 and ¥302,341, respectively. The majority of the hospitalized patients underwent a radiographic examination and general blood tests. Apart from the hospitalization costs, the costs associated with diagnosis accounted for 29.6% of the total medical costs. In the outpatients, 60.6% visited hospitals only once for the severe hypoglycemic event, whereas 11.4% visited hospitals daily for a week after the severe hypoglycemic event. The mean number of hospital visits of the outpatient after a severe hypoglycemic event was 2.7 ± 2.6 days. The median total and attributable medical costs were ¥265,432 and ¥4,628, respectively. CONCLUSIONS Significant medical resources are used for the treatment of severe hypoglycemic events of patients with type 2 diabetes in Japan.
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Assessing the Burden of Type 2 Diabetes in China Considering the Current Status-Quo Management and Implications of Improved Management Using a Modeling Approach. Value Health Reg Issues 2019; 18:36-46. [DOI: 10.1016/j.vhri.2018.08.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Revised: 05/17/2018] [Accepted: 08/17/2018] [Indexed: 01/07/2023]
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Tibaldi J, Hadley-Brown M, Liebl A, Haldrup S, Sandberg V, Wolden ML, Rodbard HW. A comparative effectiveness study of degludec and insulin glargine 300 U/mL in insulin-naïve patients with type 2 diabetes. Diabetes Obes Metab 2019; 21:1001-1009. [PMID: 30552800 PMCID: PMC6590449 DOI: 10.1111/dom.13616] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 12/06/2018] [Accepted: 12/13/2018] [Indexed: 12/16/2022]
Abstract
AIMS To compare the real-world effectiveness of insulin degludec (degludec) and glargine 300 units/mL (glargine U300) in insulin-naïve adult patients with type 2 diabetes in routine US clinical practice. MATERIALS AND METHODS CONFIRM is a non-interventional comparative effectiveness study following US patients across the continuum of care, through electronic medical records from multiple health systems and integrated delivery networks. Propensity-score matching controlled for confounding. The primary endpoint, change in HbA1c from baseline to 180 days of follow-up, was estimated using a repeated-measure of covariance analysis with subject as random effect. Change in the rate of hypoglycaemic episodes (defined using International Classification of Diseases codes 9/10) and change in proportion of patients with hypoglycaemia were estimated using negative binomial and logistic regression, respectively. Time-to-discontinuation of the initial basal insulin/initiation with another prescribed basal insulin was analysed using a Cox Proportional Hazard model. RESULTS Data concerning 4056 patients were analysed. After matching, baseline characteristics were comparable (n = 2028 in each group). After 180 days of follow-up, degludec was associated with a larger reduction in HbA1c (estimated treatment difference, -0.27%; P = 0.03), greater reductions in change in rate (rate ratio, 0.70; P < 0.05) and greater reductions in change in the likelihood of hypoglycaemia (odds ratio, 0.64; P < 0.01]) compared with glargine U300. In addition, patients treated with degludec were 27% less likely to discontinue treatment at follow-up compared with those treated with glargine U300 (hazard ratio, 0.73; P < 0.001). CONCLUSIONS Significantly improved HbA1c, larger reductions in rates and likelihood of hypoglycaemia and lower risk of treatment discontinuation were demonstrated with degludec vs glargine U300.
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Affiliation(s)
- Joseph Tibaldi
- Fresh Meadows Diabetes and Endocrinology, New York, New York
| | | | - Andreas Liebl
- Centre for Diabetes and Metabolism, Fachklinik Bad Heilbrunn, Bad Heilbrunn, Germany
| | | | | | | | - Helena W Rodbard
- Clinical Research, Endocrine and Metabolic Consultants, Rockville, Maryland
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Billings LK, Mocarski M, Basse A, Hunt B, Valentine WJ, Jodar E. Cost of achieving HbA1c and weight loss treatment targets with IDegLira vs insulin glargine U100 plus insulin aspart in the USA. CLINICOECONOMICS AND OUTCOMES RESEARCH 2019; 11:271-282. [PMID: 30962697 PMCID: PMC6432901 DOI: 10.2147/ceor.s194719] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
Background Compared with basal-bolus insulin therapy (insulin glargine U100 plus insulin aspart), IDegLira has been shown to be associated with similar improvements in HbA1c, with superior weight loss and reduced hypoglycemia in patients with type 2 diabetes. The present analysis evaluated the cost per patient with type 2 diabetes achieving HbA1c-focused and composite treatment targets with IDegLira and insulin glargine U100 plus insulin aspart (≤4 times daily). Methods The proportions of patients achieving treatment targets were obtained from the treat-to-target, non-inferiority DUAL VII study (NCT02420262). The annual cost per patient achieving target (cost of control) was analyzed from a US healthcare payer perspective. The annual cost of control was assessed for eight prespecified endpoints and four post-hoc endpoints. Results The number needed to treat to bring one patient to targets of HbA1c <7.0% and HbA1c ≤6.5% was similar with IDegLira and insulin glargine U100 plus insulin aspart. However, when weight gain and/or hypoglycemia were included, the number needed to treat was lower with IDegLira. IDegLira and insulin glargine U100 plus insulin aspart had similar costs of control for HbA1c <7.0%. However, cost of control values were substantially lower with IDegLira when the more stringent target of HbA1c ≤6.5% was used, and when patient-centered outcomes of hypoglycemia risk and impact on weight were included. Conclusion IDegLira was shown to be a cost-effective treatment vs insulin glargine U100 plus insulin aspart for patients with type 2 diabetes not achieving glycemic targets on basal insulin in the USA.
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Affiliation(s)
- L K Billings
- Division of Endocrinology and Metabolism, NorthShore University HealthSystem, Skokie, IL, USA.,Department of Medicine, University of Chicago Pritzker School of Medicine, Chicago, IL, USA
| | - M Mocarski
- Value Evidence and Outcomes, Novo Nordisk Inc., Plainsboro, NJ, USA
| | - A Basse
- Market Access-Region AAMEO, Novo Nordisk Pharma Gulf FZ-LLC, Dubai, United Arab Emirates
| | - B Hunt
- Health Economics, Ossian Health Economics and Communications, Basel, Switzerland,
| | - W J Valentine
- Health Economics, Ossian Health Economics and Communications, Basel, Switzerland,
| | - E Jodar
- Department of Endocrinology and Clinical Nutrition, H.U. Quirón Salud Madrid & Ruber Juan Bravo, Universidad Europea de Madrid, Madrid, Spain
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Jendle J, Pöhlmann J, de Portu S, Smith-Palmer J, Roze S. Cost-Effectiveness Analysis of the MiniMed 670G Hybrid Closed-Loop System Versus Continuous Subcutaneous Insulin Infusion for Treatment of Type 1 Diabetes. Diabetes Technol Ther 2019; 21:110-118. [PMID: 30785311 DOI: 10.1089/dia.2018.0328] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Hybrid closed-loop (HCL) systems combine continuous glucose monitoring with continuous subcutaneous insulin infusion (CSII) to continuously self-adjust basal insulin delivery. Relative to CSII, HCL improves glycemic control and reduces the risk of hypoglycemia but has higher acquisition costs. The aim of this analysis was to assess the cost-effectiveness of the MiniMed™ 670G HCL system versus CSII in people with type 1 diabetes (T1D) in Sweden. METHODS Cost-effectiveness analysis, from a societal perspective, was performed over patient lifetimes using the IQVIA CORE Diabetes Model. Clinical data were sourced from a study comparing the MiniMed 670G system with CSII in people with T1D. Cost data, expressed in 2018 Swedish krona (SEK), were obtained from Swedish reference prices and published literature. RESULTS The MiniMed 670G system was associated with a quality-adjusted life-year (QALY) gain of 1.90 but higher overall costs versus CSII, leading to an incremental cost-effectiveness ratio (ICER) of SEK 164,236 per QALY gained. Use of the HCL system resulted in a lower cumulative incidence of diabetes-related complications. Higher HCL system acquisition costs were partially offset by reduced complication costs and productivity losses. In people with T1D poorly controlled at baseline, the MiniMed 670G system was associated with 2.25 incremental QALYs versus CSII, yielding an ICER of SEK 15,830 per QALY gained. CONCLUSIONS The MiniMed 670G system was associated with clinical benefits and quality-of-life improvements in people with T1D relative to CSII. At a willingness-to-pay threshold of SEK 300,000 per QALY gained, this HCL system likely represents a cost-effective treatment option for people with T1D in Sweden.
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Affiliation(s)
- Johan Jendle
- 1 Faculty of Medical Sciences, Örebro University, Örebro, Sweden
| | - Johannes Pöhlmann
- 2 Ossian Health Economics and Communications GmbH, Basel, Switzerland
| | - Simona de Portu
- 3 Medtronic International Trading Sàrl, Tolochenaz, Switzerland
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Mirghani HO. The association between hypoglycemia and hospital use, food insufficiency, and unstable housing conditions: a cross-sectional study among patients with type 2 diabetes in Sudan. BMC Res Notes 2019; 12:108. [PMID: 30819208 PMCID: PMC6394060 DOI: 10.1186/s13104-019-4145-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2019] [Accepted: 02/21/2019] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVES Hypoglycemia is associated with mortality and healthcare utilization. We aimed to assess hypoglycemia risk and Hospital use among Sudanese patients with type 2 diabetes. RESULTS One hundred and fifty-nine patients with type 2 diabetes attending a diabetes center in Omdurman, Sudan during the period from June to September 2018were approached. A structured questionnaire based on hypoglycemia risk and Hospital use, Fasting plasma glucose (FPG) and the glycated hemoglobin (HbA1c) was used to interview the patients. Participants (age 58.13 ± 9.96 years), 4.4%, 14.5%, and 81.1% were at high, moderate, and low hypoglycemia respectively, 66% reported food insufficiency, while 15.1% had unstable housing conditions. No relationship was evident between the hypoglycemia risk, gender, unstable housing conditions, food insufficiency, fasting plasma glucose,HbA1c, and the duration since the diagnosis of diabetes. A considerable number (18.9%) of Sudanese patients with diabetes were at moderate/high risk of hypoglycemia and Hospital use, including hypoglycemia risk and hospital use assessment in the holistic care of diabetes are recommended.
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Affiliation(s)
- Hyder Osman Mirghani
- Department of Internal Medicine, Faculty of Medicine, University of Tabuk, Tabuk, Saudi Arabia.
- Faculty of Medicine, University of Tabuk, PO Box 3378, Tabuk, 51941, Saudi Arabia.
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