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Zhang H, Bilker WB, Leonard CE, Hennessy S, Miano TA. Grace periods and exposure misclassification in self-controlled case-series studies of drug-drug interactions. Am J Epidemiol 2025; 194:802-810. [PMID: 39086090 DOI: 10.1093/aje/kwae231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 06/02/2024] [Accepted: 07/12/2024] [Indexed: 08/02/2024] Open
Abstract
The self-controlled case-series (SCCS) research design is increasingly used in pharmacoepidemiologic studies of drug-drug interactions (DDIs), with the target of inference being the incidence rate ratio (IRR) associated with concomitant exposure to the object plus precipitant drug vs the object drug alone. While day-level drug exposure can be inferred from dispensing claims, these inferences may be inaccurate, leading to biased IRRs. Grace periods (periods assuming continued treatment impact after days' supply exhaustion) are frequently used by researchers, but the impact of grace period decisions on bias from exposure misclassification remains unclear. Motivated by an SCCS study examining the potential DDI between clopidogrel (object) and warfarin (precipitant), we investigated bias due to precipitant or object exposure misclassification using simulations. We show that misclassified precipitant treatment always biases the estimated IRR toward the null, whereas misclassified object treatment may lead to bias in either direction or no bias, depending on the scenario. Further, including a grace period for each object dispensing may unintentionally increase the risk of misclassification bias. To minimize such bias, we recommend (1) avoiding the use of grace periods when specifying object drug exposure episodes and (2) including a washout period following each precipitant exposed period. This article is part of a Special Collection on Pharmacoepidemiology.
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Affiliation(s)
- Hanxi Zhang
- Center for Real-World Safety and Effectiveness of Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Warren B Bilker
- Center for Real-World Safety and Effectiveness of Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Charles E Leonard
- Center for Real-World Safety and Effectiveness of Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, United States
| | - Sean Hennessy
- Center for Real-World Safety and Effectiveness of Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, United States
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Todd A Miano
- Center for Real-World Safety and Effectiveness of Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
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Riester MR, Zullo AR, Joshi R, Daiello LA, Hayes KN, Ko D, Kim DH, Munshi M, Berry SD. Comparative safety and cardiovascular effectiveness of sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists in nursing homes. Diabetes Obes Metab 2024; 26:3403-3417. [PMID: 38779879 PMCID: PMC11233240 DOI: 10.1111/dom.15682] [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: 03/05/2024] [Revised: 05/01/2024] [Accepted: 05/10/2024] [Indexed: 05/25/2024]
Abstract
AIM Studies examining the safety and effectiveness of sodium-glucose cotransporter-2 inhibitors (SGLT2is) versus glucagon-like peptide-1 receptor agonists (GLP-1RAs) among community-dwelling adults may not generalize to nursing home (NH) residents, who are typically older and more multimorbid. We compared the safety and cardiovascular effectiveness of SGLT2is and GLP-1RAs among US NH residents. MATERIALS AND METHODS Eligible individuals were aged ≥66 years with type 2 diabetes mellitus and initiated an SGLT2i or GLP-1RA in an NH between 2013 and 2018. Safety outcomes included fall-related injuries, hypoglycaemia, diabetic ketoacidosis (DKA), urinary tract infection or genital infection, and acute kidney injury in the year following treatment initiation. Cardiovascular effectiveness outcomes included death, major adverse cardiovascular events and hospitalization for heart failure. Per-protocol adjusted hazard ratios (HR) were calculated using stabilized inverse probability of treatment and censoring weighted cause-specific hazard regression models accounting for 127 covariates. RESULTS The study population included 7710 residents (31.08% SGLT2i, 68.92% GLP-1RA). Compared with GLP-1RA initiators, SGLT2i initiators had higher rates of DKA (HR 1.95, 95% confidence limits 1.27, 2.99) and death (HR 1.18, 95% confidence limits 1.02, 1.36). Rates of urinary tract infection or genital infection, acute kidney injury, major adverse cardiovascular events, and heart failure were also elevated, while rates of fall-related injuries and hypoglycaemia were reduced, but all estimates were imprecise and highly compatible with no difference. CONCLUSIONS SGLT2is do not have superior, and may have inferior, effectiveness compared with GLP-1RAs for cardiovascular and mortality outcomes in NH residents. Residents initiating SGLT2is should be monitored closely for DKA.
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Affiliation(s)
- Melissa R Riester
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Andrew R Zullo
- Department of Epidemiology, Brown University School of Public Health, Providence, Rhode Island, USA
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, Rhode Island, USA
| | - Richa Joshi
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Lori A Daiello
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Department of Neurology, Warren Alpert Medical School of Brown University, and Alzheimer's Disease and Memory Disorders Center at Rhode Island Hospital, Providence, Rhode Island, USA
| | - Kaleen N Hayes
- Center for Gerontology and Healthcare Research, Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
- Graduate Department of Pharmaceutical Sciences, University of Toronto, Leslie Dan Faculty of Pharmacy, Toronto, Ontario, Canada
| | - Darae Ko
- Hinda and Arthur Marcus Institute for Aging Research and Department of Medicine, Hebrew SeniorLife, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Section of Cardiovascular Medicine, Boston Medical Center, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Dae Hyun Kim
- Hinda and Arthur Marcus Institute for Aging Research and Department of Medicine, Hebrew SeniorLife, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Medha Munshi
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
- Geriatric Diabetes Program, Joslin Diabetes Center, Boston, Massachusetts, USA
| | - Sarah D Berry
- Hinda and Arthur Marcus Institute for Aging Research and Department of Medicine, Hebrew SeniorLife, Boston, Massachusetts, USA
- Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
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3
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Vistisen D, Carstensen B, Elisabetta P, Lanzinger S, Tan ECH, Yabe D, Kim DJ, Sheu WHH, Melzer-Cohen C, Holl RW, Núñez J, Ha KH, Halvorsen S, Langslet G, Karasik A, Nyström T, Niskanen L, Guleria S, Klement R, Carrasco M, Foersch J, Shay C, Koeneman L, Hoti F, Farsani SF, Khunti K, Zaccardi F, Subramanian A, Nirantharakumar K. Empagliflozin is associated with lower cardiovascular risk compared with dipeptidyl peptidase-4 inhibitors in adults with and without cardiovascular disease: EMPagliflozin compaRative effectIveness and SafEty (EMPRISE) study results from Europe and Asia. Cardiovasc Diabetol 2023; 22:233. [PMID: 37653496 PMCID: PMC10472675 DOI: 10.1186/s12933-023-01963-9] [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: 02/17/2023] [Accepted: 08/12/2023] [Indexed: 09/01/2023] Open
Abstract
BACKGROUND Studies that have reported lower risk for cardiovascular outcomes in users of Sodium-Glucose Cotransporter-2 Inhibitors (SGLT-2i) are limited by residual cofounding and lack of information on prior cardiovascular disease (CVD). This study compared risk of cardiovascular events in patients within routine care settings in Europe and Asia with type 2 diabetes (T2D) initiating empagliflozin compared to dipeptidyl peptidase-4 inhibitors (DPP-4i) stratified by pre-existing CVD and history of heart failure (HF). METHODS AND RESULTS Adults initiating empagliflozin and DPP-4i in 2014-2018/19 from 11 countries in Europe and Asia were compared using propensity score matching and Cox proportional hazards regression to assess differences in rates of primary outcomes: hospitalisation for heart failure (HHF), myocardial infarction (MI), stroke; and secondary outcomes: cardiovascular mortality (CVM), coronary revascularisation procedure, composite outcome including HHF or CVM, and 3-point major adverse cardiovascular events (MACE: MI, stroke and CVM). Country-specific results were meta-analysed and pooled hazard ratios (HR) with 95% confidence intervals (CI) from random-effects models are presented. In total, 85,244 empagliflozin/DPP4i PS-matched patient pairs were included with overall mean follow-up of 0.7 years. Among those with pre-existing CVD, lower risk was observed for HHF (HR 0.74; 95% CI 0.64-0.86), CVM (HR 0.55; 95% CI 0.38-0.80), HHF or CVM (HR 0.57; 95% CI 0.48-0.67) and stroke (HR 0.79; 95% CI 0.67-0.94) in patients initiating empagliflozin vs DPP-4i. Similar patterns were observed among patients without pre-existing CVD and those with and without pre-existing HF. CONCLUSION These results from diverse patient populations in routine care settings across Europe and Asia demonstrate that initiation of empagliflozin compared to DPP-4i results in favourable cardioprotective effects regardless of pre-existing CVD or HF status.
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Affiliation(s)
- Dorte Vistisen
- Steno Diabetes Center Copenhagen, Copenhagen, Denmark
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | | | - Patorno Elisabetta
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Stefanie Lanzinger
- Institute for Epidemiology and Medical Biometry, ZIBMT, Ulm University, Ulm, Germany
- German Centre for Diabetes Research (DZD), Munich-Neuherberg, Germany
| | - Elise Chia-Hui Tan
- Department of Health Service Administration, China Medical University, Taichung, Taiwan
| | - Daisuke Yabe
- Yutaka Seino Distinguished Centre for Diabetes Research, Kansai Electric Power Medical Research Institute, Kobe, Japan
- Department of Diabetes, Metabolism and Endocrinology/Department of Rheumatology and Clinical Immunology, Gifu University Graduate School of Medicine, Gifu, Japan
- Center for Healthcare Information Technology, Tokai National Higher Education and Research System, Nagoya, Japan
- Preemptive Food Research Centre, Gifu University Institute for Advanced Study, Gifu, Japan
| | - Dae Jung Kim
- Department of Endocrinology and Metabolism, Ajou University School of Medicine, Suwon, South Korea
| | - Wayne H-H Sheu
- Insititute of Molecular and Genomic Medicine, National Health Research Institutes, Taipei City, Taiwan
| | - Cheli Melzer-Cohen
- Maccabi Institute for Research and Innovation, Maccabi Healthcare Services, Tel-Aviv, Israel
| | - Reinhard W Holl
- Institute for Epidemiology and Medical Biometry, ZIBMT, Ulm University, Ulm, Germany
| | - Júlio Núñez
- Department of Cardiology, Hospital Clínico Universitario de Valencia, INCLIVA, Universidad de Valencia, CIBER Cardiovascular, Valencia, Spain
| | - Kyoung Hwa Ha
- Department of Endocrinology and Metabolism, Ajou University School of Medicine, Suwon, South Korea
| | - Sigrun Halvorsen
- Department of Cardiology, Oslo University Hospital Ullevål, University of Oslo, Oslo, Norway
| | - Gisle Langslet
- Department of Endocrinology, Morbid Obesity and Preventive Medicine, Lipid Clinic, Oslo University Hospital, Oslo, Norway
| | - Avraham Karasik
- Maccabi Institute for Research and Innovation, Maccabi Healthcare Services, Tel-Aviv, Israel
| | - Thomas Nyström
- Department of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden
| | - Leo Niskanen
- Päijät-Häme Joint Authority for Health and Wellbeing, Päijät-Häme Central Hospital, Lahti, Finland
- University of Eastern Finland, Kuopio, Finland
| | | | | | - Marc Carrasco
- Boehringer Ingelheim Pharmaceuticals, Inc., Barcelona, Spain
| | | | - Christina Shay
- Boehringer Ingelheim Pharmaceuticals USA, 00 Ridgebury Road, Ridgefield, CT, 06877, USA.
| | | | | | | | - Kamlesh Khunti
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester, UK
| | - Francesco Zaccardi
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester, UK
| | | | - Krishnarajah Nirantharakumar
- Institute of Applied Health Research, University of Birmingham, Birmingham, UK
- Midlands Health Data Research UK, Birmingham, UK
- DEMAND Hub, University of Birmingham, Birmingham, UK
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Bharat C, Degenhardt L, Pearson S, Buizen L, Wilson A, Dobbins T, Gisev N. A data-informed approach using individualised dispensing patterns to estimate medicine exposure periods and dose from pharmaceutical claims data. Pharmacoepidemiol Drug Saf 2023; 32:352-365. [PMID: 36345837 PMCID: PMC10947320 DOI: 10.1002/pds.5567] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 10/28/2022] [Accepted: 11/04/2022] [Indexed: 11/10/2022]
Abstract
Pharmaceutical claims data are often used as the primary information source to define medicine exposure periods in pharmacoepidemiological studies. However, often critical information on directions for use and the intended duration of medicine supply are not available. In the absence of this information, alternative approaches are needed to support the assignment of exposure periods. This study summarises the key methods commonly used to estimate medicine exposure periods and dose from pharmaceutical claims data; and describes a method using individualised dispensing patterns to define time-dependent estimates of medicine exposure and dose. This method extends on important features of existing methods and also accounts for recent changes in an individual's medicine use. Specifically, this method constructs medicine exposure periods and estimates the dose used by considering characteristics from an individual's prior dispensings, accounting for the time between prior dispensings and the amount supplied at prior dispensings. Guidance on the practical applications of this method is also provided. Although developed primarily for application to databases, which do not contain duration of supply or dose information, use of this method may also facilitate investigations when such information is available and there is a need to consider individualised and/or changing dosing regimens. By shifting the reliance on prescribed duration and dose to determine exposure and dose estimates, individualised dispensing information is used to estimate patterns of exposure and dose for an individual. Reflecting real-world individualised use of medicines with complex and variable dosing regimens, this method offers a pragmatic approach that can be applied to all medicine classes.
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Affiliation(s)
- Chrianna Bharat
- National Drug and Alcohol Research CentreUNSW SydneySydneyNew South WalesAustralia
| | - Louisa Degenhardt
- National Drug and Alcohol Research CentreUNSW SydneySydneyNew South WalesAustralia
| | - Sallie‐Anne Pearson
- Centre for Big Data Research in HealthFaculty of Medicine, UNSW SydneyKensingtonNew South WalesAustralia
| | - Luke Buizen
- National Drug and Alcohol Research CentreUNSW SydneySydneyNew South WalesAustralia
| | - Andrew Wilson
- Menzies Centre for Health Policy and EconomicsSydney School of Public Health, University of SydneySydneyNew South WalesAustralia
| | - Timothy Dobbins
- School of Population HealthUNSW SydneySydneyNew South WalesAustralia
| | - Natasa Gisev
- National Drug and Alcohol Research CentreUNSW SydneySydneyNew South WalesAustralia
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5
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Poizeau F, Balusson F, Lemaitre F, Tron C, Pracht M, Russo D, Dinulescu M, Lesimple T, Oger E, Dupuy A. The concomitant use of proton pump inhibitors and BRAF/MEK inhibitors in metastatic melanoma. Br J Dermatol 2023; 188:482-490. [PMID: 36760148 DOI: 10.1093/bjd/ljac085] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 09/27/2022] [Accepted: 11/02/2022] [Indexed: 02/11/2023]
Abstract
BACKGROUND Proton-pump inhibitors (PPIs) are commonly used by patients with cancer, although they could reduce the absorption of oral anticancer targeted therapies. The US Food and Drug Administration states that the effect of PPIs on the efficacy of dabrafenib use by patients with metastatic melanoma is unknown. As a precautionary measure, the European Society for Medical Oncology recommends avoiding PPIs for patients receiving dabrafenib. OBJECTIVES To determine the effect of the concomitant use of PPIs and BRAF/MEK inhibitors in patients with metastatic melanoma. METHODS Patients with advanced melanoma receiving BRAF/MEK inhibitors as first-line treatments between 2015 and 2017 in France were selected using the French National Health Insurance database. We compared time-to-treatment discontinuation (TTD) and overall survival (OS) according to concomitant PPI exposure. We balanced the baseline characteristics of patients exposed and nonexposed to PPIs using an overlap weighting method based on a propensity score. RESULTS The metastatic melanoma cohort comprised 1028 patients receiving BRAF/MEK inhibitors, including 361 (35.1%) patients using PPIs. PPI users had more comorbidities and a more severe metastatic disease. After having equally distributed metastatic sites and comorbidities across patients exposed and nonexposed to PPIs, concomitant PPI use was not associated with shorter TTD [weighted hazard ratio (wHR) 1.03, 95% confidence interval (CI) 0.86-1.24] or OS (wHR 1.11, 95% CI 0.88-1.39). Consistent results were observed when restricting the population to patients receiving dabrafenib, or when narrowing exposure to PPIs with stronger inhibition of cytochromes. CONCLUSIONS In a population-based cohort of patients with advanced melanoma, the concomitant use of PPIs and BRAF/MEK inhibitors was not associated with worse outcome.
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Affiliation(s)
- Florence Poizeau
- Univ Rennes, CHU Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail) - UMR_S 1085, F-35000 Rennes, France.,Department of Dermatology, Univ Rennes, CHU Rennes, Rennes, France
| | - Frédéric Balusson
- Univ Rennes, CHU Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail) - UMR_S 1085, F-35000 Rennes, France
| | - Florian Lemaitre
- Univ Rennes, CHU Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail) - UMR_S 1085, F-35000 Rennes, France.,INSERM, Centre d'Investigation Clinique 1414, F-35000 Rennes, France
| | - Camille Tron
- Univ Rennes, CHU Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail) - UMR_S 1085, F-35000 Rennes, France.,INSERM, Centre d'Investigation Clinique 1414, F-35000 Rennes, France
| | - Marc Pracht
- Department of Medical Oncology, Centre Eugène Marquis, Rennes, France
| | - David Russo
- Department of Dermatology, CHU Rennes, Rennes, France
| | | | - Thierry Lesimple
- Department of Medical Oncology, Centre Eugène Marquis, Rennes, France
| | - Emmanuel Oger
- Univ Rennes, CHU Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail) - UMR_S 1085, F-35000 Rennes, France
| | - Alain Dupuy
- Univ Rennes, CHU Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail) - UMR_S 1085, F-35000 Rennes, France.,Department of Dermatology, Univ Rennes, CHU Rennes, Rennes, France
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6
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Kim DJ, Sheu WH, Chung W, Yabe D, Ha KH, Nangaku M, Tan EC, Node K, Yasui A, Lei W, Lee S, Saarelainen L, Deruaz‐Luyet A, Kyaw MH, Seino Y. Empagliflozin is associated with lower risk of cardiovascular events and all-cause mortality in routine care in East Asia: Results from the EMPRISE study. J Diabetes Investig 2023; 14:417-428. [PMID: 36716212 PMCID: PMC9951576 DOI: 10.1111/jdi.13959] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 11/18/2022] [Accepted: 11/30/2022] [Indexed: 01/31/2023] Open
Abstract
AIMS/INTRODUCTION The EMPA-REG OUTCOME® trial demonstrated benefits of empagliflozin, a sodium-glucose cotransporter-2 inhibitor (SGLT2i), on cardiovascular, renal outcomes and all-cause mortality in patients with type 2 diabetes and established cardiovascular disease. The EMPRISE study program evaluates how these effects translate in a broad population of patients with type 2 diabetes in routine clinical care across countries. MATERIALS AND METHODS The study included patients ≥18 years with type 2 diabetes initiating empagliflozin or any dipeptidyl peptidase-4 inhibitors (DPP-4i) from large administrative databases in Japan, South Korea, and Taiwan. Propensity score-matched (1:1) 'as-treated' analyses comparing the risk of cardiovascular outcomes and all-cause mortality between empagliflozin and DPP-4i use were performed in each country. Pooled hazard ratios (pHR) with 95% confidence intervals (CI) were computed using random effects meta-analysis models comparing both empagliflozin and SGLT2i with DPP-4i use, respectively. Intention-to-treat and subgroup analyses in patients with/without cardiovascular disease and in patients receiving 10 mg empagliflozin were performed. RESULTS The study included 28,712 and 70,233 matched patient pairs for empagliflozin/DPP-4i and SGLT2i/DPP-4i analyses, respectively. The risk of composite outcomes including (i) hospitalization for heart failure (HHF) and all-cause mortality was lower with empagliflozin (pHR 0.76, 95% CI 0.67-0.86) and SGLT2i (0.71, 0.65-0.77); (ii) combined myocardial infarction, stroke, and all-cause mortality was also lower with empagliflozin (0.74, 0.61-0.88) and SGLT2i (0.69, 0.60-0.78) compared to DPP-4i. The intention-to-treat and three subgroup analyses were consistent with results of the main analyses. CONCLUSIONS The results suggest that both empagliflozin and SGLT2i compared with DPP-4i are associated with a lower risk of cardiovascular events and all-cause mortality in routine clinical care in East Asia.
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Affiliation(s)
- Dae Jung Kim
- Department of Endocrinology and MetabolismAjou University School of MedicineSuwonSouth Korea
| | - Wayne H‐H Sheu
- Division of Endocrinology and MetabolismTaipei Veterans General HospitalTaipeiTaiwan
| | - Wook‐Jin Chung
- Department of Cardiovascular MedicineGachon University Gil Medical CenterIncheonSouth Korea
| | - Daisuke Yabe
- Kansai Electric Power Medical Research InstituteKobeJapan,Department of Diabetes, Metabolism and Endocrinology/Department of Rheumatology and Clinical ImmunologyGifu University Graduate School of MedicineGifuJapan,Center for Healthcare Information TechnologyTokai National Higher Education and Research SystemNagoyaJapan,Division of Metabolism and Molecular MedicineKobe University Graduate School of MedicineKobeJapan
| | - Kyoung Hwa Ha
- Department of Endocrinology and MetabolismAjou University School of MedicineSuwonSouth Korea
| | - Masaomi Nangaku
- Division of Nephrology and EndocrinologyThe University of TokyoTokyoJapan
| | - Elise Chia‐Hui Tan
- National Research Institute of Chinese Medicine, Ministry of Health and WelfareTaipeiTaiwan,Institute of Hospital and Healthcare AdministrationNational Yang‐Ming UniversityTaipeiTaiwan
| | - Koichi Node
- Department of Cardiovascular MedicineSaga UniversitySagaJapan
| | | | - Weiyu Lei
- Boehringer Ingelheim Taiwan LtdTaipeiTaiwan
| | - Sunwoo Lee
- Boehringer Ingelheim Korea LtdSeoulSouth Korea
| | | | | | - Moe H Kyaw
- Boehringer Ingelheim Pharmaceuticals, Inc.RidgefieldConnecticutUSA
| | - Yutaka Seino
- Kansai Electric Power Medical Research InstituteKobeJapan,Kansai Electric Power HospitalOsakaJapan
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7
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Wilke T, Picker N, Müller S, Stürmlinger A, Deiters B, Dittmar A, Aberle J, Gabler M. Healthcare Resource Utilization and Associated Costs in New Users of Empagliflozin versus DPP-4 Inhibitors and GLP-1 Agonists: A Comparative Analysis Based on Retrospective Real-World Data from German Sickness Funds. CLINICOECONOMICS AND OUTCOMES RESEARCH 2022; 14:319-332. [PMID: 35531480 PMCID: PMC9075907 DOI: 10.2147/ceor.s357540] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 04/21/2022] [Indexed: 11/27/2022] Open
Abstract
Purpose Achieving good glycemic control in type 2 diabetes (T2DM) may require individualized pharmacological approaches. We aimed to compare direct healthcare costs in patients treated with empagliflozin (EMPA) compared to dipeptidyl peptidase-4 inhibitors (DPP-4i) or glucagon-like peptide-1 receptor agonists (GLP-1-RA). Patients and Methods This German claims data study included continuously insured persons with at least two outpatient diagnoses and/or one inpatient diagnosis of T2DM if they started EMPA, DPP-4i, or GLP-1-RA in 2015-2018. Healthcare costs were assessed from therapy initiation until the end of data availability, death, or therapy discontinuation and compared among propensity score-matched cohorts. Results Of 24,465 patients included, 3285 received EMPA, 19,443 DPP-4i, and 1747 GLP-1-RA. Matched cohorts were balanced on baseline characteristics (EMPA versus DPP-4i: n1/n2 = 3100/3100 and EMPA versus GLP-1-RA: n3/n4 = 1346/1346). Mean total costs after start of DPP-4i were €7009 (95%-CI: 6573-7444) versus €4274 (3982-4566) for EMPA. Costs associated with GLP-1-RA treatment were also significantly higher compared with EMPA (€6851 [6183-7518] versus €4895 [4345-5445]). Conclusion Although the individual clinical patient profile and physician assessment are paramount in treatment decisions, substantial differences in the economic impact of different antidiabetic therapies should be considered.
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Affiliation(s)
| | | | | | | | | | | | - Jens Aberle
- Universitätsklinikum Hamburg-Eppendorf (UKE), Hamburg, Germany
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8
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Hamina A, Hjellvik V, Handal M, Odsbu I, Clausen T, Skurtveit S. Describing long-term opioid use utilizing Nordic Prescription Registers - A Norwegian example. Basic Clin Pharmacol Toxicol 2022; 130:481-491. [PMID: 35037407 DOI: 10.1111/bcpt.13706] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 12/13/2021] [Accepted: 01/11/2022] [Indexed: 11/28/2022]
Abstract
Previous studies have defined long-term opioid use in varying ways, decreasing comparability, reproducibility, and clinical applicability of the research. Based on recommendations from recent systematic reviews, we aimed to develop a methodology to estimate the prevalence of use persisting more than three months utilizing one of the Nordic prescription registers. We used the Norwegian Prescription Register (NorPD) to extract data on all opioid dispensations between 1 January 2004 and 31 October 2019. New users of opioids (washout 365 days) were defined as long-term users if they fulfilled two criteria: 1) they had ≥2 dispensations of opioids, 91-180 days apart; 2) days 0-90 included ≥90 dispensed administration units (e.g., tablets) of opioids. Overall, there were 2,543,224 new users of opioids during the study period. Of these, 354,666 (13.9%) fulfilled the criteria for long-term opioid use at least once. Compared with those who did not fulfill the criteria (short-term users), long-term users were older, more likely women, and used tramadol, oxycodone, and buprenorphine more frequently as their first opioid. In conclusion, we found that 1/7 of opioid users continued use longer than 3 months. Future outcome research should identify the clinically most important dose requirements for long-term opioid use criteria.
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Affiliation(s)
- A Hamina
- Norwegian Centre for Addiction Research (SERAF), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - V Hjellvik
- Department of Chronic Diseases and Ageing, Division of Mental and Physical Health, the Norwegian Institute of Public Health, Oslo, Norway
| | - M Handal
- Norwegian Centre for Addiction Research (SERAF), Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Department of Mental Disorders, Division of Mental and Physical Health, the Norwegian Institute of Public Health, Oslo, Norway
| | - I Odsbu
- Department of Mental Disorders, Division of Mental and Physical Health, the Norwegian Institute of Public Health, Oslo, Norway
| | - T Clausen
- Norwegian Centre for Addiction Research (SERAF), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - S Skurtveit
- Norwegian Centre for Addiction Research (SERAF), Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Department of Mental Disorders, Division of Mental and Physical Health, the Norwegian Institute of Public Health, Oslo, Norway
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Weisman A, Tomlinson GA, Lipscombe LL, Perkins BA, Hawker GA. Allopurinol adherence, persistence and patterns of use in individuals with diabetes and gout: A retrospective, population-based cohort analysis. Semin Arthritis Rheum 2021; 51:1162-1169. [PMID: 34555659 DOI: 10.1016/j.semarthrit.2021.09.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 08/05/2021] [Accepted: 09/13/2021] [Indexed: 12/29/2022]
Abstract
OBJECTIVE There has been growing interest in the potential role for allopurinol to reduce cardiovascular events in people with diabetes. While adherence to allopurinol is poor in those with gout, our aim was to characterize persistence, patterns of use, and predictors of allopurinol use in a population-based cohort of individuals with diabetes and gout. METHODS Individuals with diabetes older than 66 (thus eligible for prescription medication coverage) and newly prescribed allopurinol were followed for up to three years in a retrospective cohort study. Allopurinol use patterns were categorized as adherer (used continuously throughout follow-up), interrupter (non-persistent but subsequently resumed), or discontinuer (non-persistent with no subsequent resumption). Main outcomes were allopurinol non-persistence (no subsequent prescription accounting for a grace period), and indicators of gout severity throughout follow-up (prescriptions for prednisone or colchicine, outpatient gout visits, hospitalization/emergency department visits for gout). Outcome frequencies were determined, a multivariable Cox proportional hazards model evaluated associations between predictors and non-persistence, and zero-inflated negative binomial (ZINB) models evaluated associations between allopurinol use pattern and indicators of gout severity. RESULTS 22,056 individuals were followed for a maximum of 3.0 years (17,410 with 3 years of follow-up). 9092 (41.2%) were non-persistent with allopurinol. Higher risks of non-persistence were associated with female sex (HR, 95% CI: 1.28, 1.23-1.33), dementia (1.23, 1.11-1.35), and an outpatient visit for gout in the prior year (1.19, 1.09-1.29). There were 12,964 (58.8%) allopurinol adherers, 4618 interrupters (20.9%), and 4474 (20.3%) discontinuers. Allopurinol interrupters and discontinuers had indicators of more severe gout over time compared to adherers, including greater odds of being prescribed prednisone. CONCLUSION Allopurinol non-persistence and interruptions were frequent in individuals with diabetes and gout and were associated with prescriptions for prednisone. Suboptimal allopurinol adherence may not only increase the risk of gout complications in this population but also potentially diabetes complications through greater prednisone use and its negative effects on glycemic control.
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Affiliation(s)
- Alanna Weisman
- Department of Medicine, University of Toronto, Toronto, ON, Canada; ICES, ON, Canada; Women's College Hospital, Women's College Research Institute, Toronto, ON, Canada; Mount Sinai Hospital, Lunenfeld-Tanenbaum Research Institute, Toronto, ON, Canada.
| | - George A Tomlinson
- Department of Medicine, University of Toronto, Toronto, ON, Canada; Department of Medicine, University Health Network/Mt Sinai Hospital, Toronto, ON, Canada
| | - Lorraine L Lipscombe
- Department of Medicine, University of Toronto, Toronto, ON, Canada; ICES, ON, Canada; Women's College Hospital, Women's College Research Institute, Toronto, ON, Canada
| | - Bruce A Perkins
- Department of Medicine, University of Toronto, Toronto, ON, Canada; Mount Sinai Hospital, Lunenfeld-Tanenbaum Research Institute, Toronto, ON, Canada
| | - Gillian A Hawker
- Department of Medicine, University of Toronto, Toronto, ON, Canada; ICES, ON, Canada; Women's College Hospital, Women's College Research Institute, Toronto, ON, Canada
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Wu TD, Fawzy A, Akenroye A, Keet C, Hansel NN, McCormack MC. Metformin Use and Risk of Asthma Exacerbation Among Asthma Patients with Glycemic Dysfunction. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY-IN PRACTICE 2021; 9:4014-4020.e4. [PMID: 34293503 DOI: 10.1016/j.jaip.2021.07.007] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 05/12/2021] [Accepted: 07/01/2021] [Indexed: 11/19/2022]
Abstract
BACKGROUND Diabetes is associated with worse asthma morbidity. Metformin, which treats diabetes, may have a role among patients with asthma and glycemic dysfunction. OBJECTIVE To determine the association between metformin use and asthma exacerbations among patients with diabetes. METHODS We queried the Johns Hopkins electronic health record from April 1, 2013, to May 31, 2018. Adults with asthma and diabetes were followed from first hemoglobin A1c (HbA1c) test to an asthma-related systemic corticosteroid prescription, emergency department (ED) visit, or hospitalization. Multivariable Cox models estimated time to each outcome associated with metformin use, modeled as either time-invariant (status at HbA1c testing) or time-dependent (based on fill data). Mediation of results by HbA1c was assessed. Sensitivity analysis was performed by propensity score matching. RESULTS The cohort comprised 1749 adults with asthma and diabetes. Metformin use at entry was associated with a lower hazard of asthma-related ED visits (adjusted hazard ratio [aHR], 0.40; 95% CI, 0.22-0.75) but not steroid prescription (aHR, 0.89; 95% CI, 0.70-1.13) or hospitalization (aHR, 0.38; 95% CI, 0.13-1.12). HbA1c did not mediate the association with ED visits. With metformin exposure modeled as time-dependent, metformin use was additionally associated with lower hazard of asthma-related hospitalization (aHR, 0.30; 95% CI, 0.09-0.93). Results were consistent within a subcohort of 698 metformin users matched 1:1 to nonusers by propensity score. CONCLUSIONS Metformin use, independent of glycemic control and obesity, was associated with lower hazard of asthma-related ED visits and hospitalizations. Metformin may have benefit in patients with asthma and glycemic dysfunction.
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Affiliation(s)
- Tianshi David Wu
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Md; Section of Pulmonary, Critical Care, and Sleep Medicine, Baylor College of Medicine, Houston, Texas; Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, Texas
| | - Ashraf Fawzy
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Md
| | - Ayobami Akenroye
- Division of Pediatric Allergy and Immunology, Johns Hopkins University School of Medicine, Baltimore, Md
| | - Corinne Keet
- Division of Pediatric Allergy and Immunology, Johns Hopkins University School of Medicine, Baltimore, Md
| | - Nadia N Hansel
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Md; Division of Pediatric Allergy and Immunology, Johns Hopkins University School of Medicine, Baltimore, Md
| | - Meredith C McCormack
- Division of Pulmonary and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Md.
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