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Alfakhri A, Almadani O, Althunian T, Alrwisan A, Badreldin H, Albogami Y. Treatment modification patterns of glucose-lowering agents in Saudi Arabia: A retrospective real-world data analysis. Diabetes Res Clin Pract 2024; 214:111770. [PMID: 38971376 DOI: 10.1016/j.diabres.2024.111770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 06/25/2024] [Accepted: 07/03/2024] [Indexed: 07/08/2024]
Abstract
AIM The growing number of antidiabetics has broadened therapeutic options, leading to heterogeneity in prescribing patterns. Studies identifying antidiabetics modification patterns are lacking in Saudi Arabia. Therefore, the aim of this study is to describe modification patterns in Saudi patients. METHODS Patients ≥ 18 years old with at least one antidiabetic between 2016 and 2022 were included. Follow-up started from the earliest to the last prescription.Two modification types were evaluated: "add-on," prescribing new antidiabetics within a treatment episode, and "switching", starting a new treatment episode after the preceding ends. Descriptive statistics were used to characterize patients and estimate events proportions. RESULTS Of 122,291 patients, 47.2 % had treatment interruption or modification, totaling 303,781 events. Interruptions accounted for 54 %, add-on for 11 %, and switching for 35 %. The median time to first event was 159 days. The most add-on included dipeptidyl peptidase-4 inhibitor (DPP-4) inhibitors to biguanide and sulfonylurea (8 %), and sulfonylurea to biguanide (8 %). Among 106,405 switching events, 23 % shifted from dual to monotherapy and 17 % from monotherapy to dual therapy. CONCLUSION Nearly half of patients experienced modifications or interruptions, with notable shifts between monotherapies and dual therapies. These findings highlight the evolving landscape of treatment patterns in Saudi Arabia and guide future research and decision-making.
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Affiliation(s)
| | | | - Turki Althunian
- Saudi Food and Drug Authority, Riyadh, Saudi Arabia; College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | | | - Hisham Badreldin
- Department of Pharmacy Practice, College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia; King Abdullah Internatioanl Medical Research Center, Riyadh, Saudi Arabia; Pharmaceutical Care Department, King Abdulaziz Medical City, Riyadh, Saudi Arabia
| | - Yasser Albogami
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia.
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2
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Laughey W, Lodhi I, Pennick G, Smart L, Sanni O, Sandhu S, Charlesworth B. Ibuprofen, other NSAIDs and COVID-19: a narrative review. Inflammopharmacology 2023; 31:2147-2159. [PMID: 37603158 PMCID: PMC10518289 DOI: 10.1007/s10787-023-01309-7] [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: 07/27/2023] [Accepted: 07/31/2023] [Indexed: 08/22/2023]
Abstract
At the start of the coronavirus disease 2019 (COVID-19) pandemic (March 2020), there was speculation that non-steroidal anti-inflammatory drugs (NSAIDs) such as ibuprofen, used to manage some of the symptoms of COVID-19, could increase the susceptibility to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and negatively impact clinical outcomes. In the absence of any robust mechanistic and clinical evidence, this speculation led to confusion about the safety of ibuprofen, contributing to the so-called 'infodemic' surrounding COVID-19. A wealth of evidence has been generated in subsequent years, and this narrative review aims to consider the body of in vitro and in vivo research, observational studies, systematic reviews and meta-analyses on the use of NSAIDs, including ibuprofen, in COVID-19. Overall, the direction of evidence supports that NSAIDs do not increase susceptibility to infection, nor worsen disease outcomes in patients with COVID-19. Neither do they impact the immune response to COVID-19 vaccines. There is no basis to limit the use of NSAIDs, and doing so may deprive patients of effective self-care measures to control symptoms.
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Affiliation(s)
- William Laughey
- Reckitt Health Care UK Ltd, Hull, UK.
- Hull York Medical School, University of York, York, UK.
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Alkabbani W, Gamble JM. Active-comparator restricted disproportionality analysis for pharmacovigilance signal detection studies of chronic disease medications: An example using sodium/glucose cotransporter 2 inhibitors. Br J Clin Pharmacol 2023; 89:431-439. [PMID: 34964156 DOI: 10.1111/bcp.15178] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 11/25/2021] [Accepted: 12/03/2021] [Indexed: 01/18/2023] Open
Abstract
AIMS Disproportionality analysis is a common pharmacovigilance tool to detect safety signals of type 2 diabetes medications from spontaneous drug reporting databases. The aim was to demonstrate the impact of using active-comparator restricted disproportionality analysis (ACR-DA), wherein the reference group is restricted to reports with a clinically appropriate active comparator. METHODS Using reports from the Food and Drug Administration Adverse Event Reporting System, we assessed if sodium/glucose cotransporter 2 (SGLT2) inhibitors are associated with higher reporting of 5 potential adverse events: acute kidney injury, genitourinary tract infections, diabetic ketoacidosis, fractures, and amputations. For each adverse event, we calculated the proportional reporting ratio (PRR) and adjusted reporting odds ratio (aROR [95% confidence interval, CI]) using 3 types of reference groups: no SGLT2 inhibitor (background risk reference), other diabetes drugs (therapeutic class reference), and dipeptidyl peptidase 4 inhibitors (active comparator reference). RESULTS Based on ACR-DA, we did not detect a safety signal for acute kidney injury (PRR 0.92 [0.81-1.04]; aROR 0.78 [95% CI 0.72-0.85]) or fractures (PRR 0.44[95% CI 0.17-1.15]; aROR 0.74 [95% CI 0.61-0.91]) associated with SGLT2 inhibitors compared to dipeptidyl peptidase 4 inhibitors. However, we detected safety signals for genitourinary tract infections (PRR 2.75[2.02-3.76]; aROR 2.54[2.26-2.86], diabetic ketoacidosis (PRR 63.85[39.37-103.53; aROR 91.49[70.66-118.48]), and amputations (PRR 52.60 [19.66-140.75]; aROR 22.64 [15.32-33.42]. CONCLUSION The use of the proposed ACR-DA to detect safety signals of type 2 diabetes medications may reduce false positive safety signals through careful selection of the comparator which is expected to reduce channelling bias.
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Affiliation(s)
- Wajd Alkabbani
- School of Pharmacy, University of Waterloo, Kitchener, ON, Canada
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4
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Thomsen RW, Christensen LWB, Kahlert J, Knudsen JS, Ustyugova A, Sandgaard S, Holmgaard P, Ehlers LH, Sørensen HT. Healthcare Resource Utilization and Costs for Empagliflozin Versus Glucagon-Like Peptide-1 Receptor Agonists in Routine Clinical Care in Denmark. Diabetes Ther 2022; 13:1891-1906. [PMID: 36315384 PMCID: PMC9663772 DOI: 10.1007/s13300-022-01323-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 09/21/2022] [Indexed: 12/04/2022] Open
Abstract
INTRODUCTION The sodium-glucose cotransporter 2 inhibitor (SGLT2i) empagliflozin has shown reductions in major adverse cardiac events similar to glucagon-like peptide-1 receptor agonists (GLP-1RAs). However, evidence is limited about how these therapies compare regarding overall healthcare resource utilization and costs in routine clinical care. METHODS We conducted a comparative cohort study based on linked prospective healthcare databases for the entire population of Denmark during 2015-2018. We included 13,747 new users of empagliflozin and 13,249 new users of GLP-1RAs. Propensity scores were applied to balance potential confounders across the two treatment groups through inverse probability treatment weighting (IPTW). We assessed directly referable costs per person-year associated with healthcare resource utilization (inpatient, emergency room, and outpatient clinic hospital care, primary care health services, and prescription medication costs at pharmacies) among drug initiators while on-treatment. RESULTS The two IPTW cohorts were well balanced at baseline (median age 61 years, 60% men, diabetes duration 6.7 years, 19% with pre-existing ischemic heart disease, 8% with pre-existing cerebrovascular disease), with similar healthcare costs in the previous year. During follow-up, average on-treatment costs per person-year were very similar among empagliflozin and GLP-1 RA initiators for the following services: inpatient hospitalizations (13,565 DKK versus 13,275 DKK), hospital outpatient clinic visits (12,007 DKK versus 12,152 DKK), emergency room visits (370 DKK versus 399 DKK), and primary care services (4108 DKK versus 4302 DKK). Total costs for any prescription drugs were clearly lower for empagliflozin initiators than for GLP-1 RA initiators (8946 DKK versus 14,029 DKK). In sum, overall healthcare costs on-treatment were lower for empagliflozin initiators (38,995 DKK per person-year) than for GLP-1RA initiators (44,157 DKK per person-year). CONCLUSIONS In this nationwide population-based cohort study, average healthcare costs after drug initiation and while on treatment were lower for empagliflozin initiators than for GLP-1RAs initiators, driven by lower drug costs. REGISTRATION The study protocol and analysis plan have been registered on the website of the European Network of Centres for Pharmacoepidemiology and Pharmacovigilance (ENCEPP) ( http://www.encepp.eu/encepp/viewResource.htm?id=37726 , first protocol registration 4 June 2019), and on clinicaltrials.gov ( https://clinicaltrials.gov/ct2/show/NCT03993132 , first posted 20 June 2019).
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Affiliation(s)
- Reimar W Thomsen
- Department of Clinical Epidemiology, Department of Clinical Medicine, Aarhus University and Aarhus University Hospital, Olof Palmes Allé 43-45, 8200, Aarhus N, Denmark.
| | - Lotte W B Christensen
- Department of Clinical Epidemiology, Department of Clinical Medicine, Aarhus University and Aarhus University Hospital, Olof Palmes Allé 43-45, 8200, Aarhus N, Denmark
| | - Johnny Kahlert
- Department of Clinical Epidemiology, Department of Clinical Medicine, Aarhus University and Aarhus University Hospital, Olof Palmes Allé 43-45, 8200, Aarhus N, Denmark
| | - Jakob S Knudsen
- Department of Clinical Epidemiology, Department of Clinical Medicine, Aarhus University and Aarhus University Hospital, Olof Palmes Allé 43-45, 8200, Aarhus N, Denmark
| | | | | | | | - Lars H Ehlers
- Nordic Institute of Health Economics, Aarhus, Denmark
| | - Henrik T Sørensen
- Department of Clinical Epidemiology, Department of Clinical Medicine, Aarhus University and Aarhus University Hospital, Olof Palmes Allé 43-45, 8200, Aarhus N, Denmark
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5
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Wang SV, Sreedhara SK, Schneeweiss S. Reproducibility of real-world evidence studies using clinical practice data to inform regulatory and coverage decisions. Nat Commun 2022; 13:5126. [PMID: 36045130 PMCID: PMC9430007 DOI: 10.1038/s41467-022-32310-3] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 07/26/2022] [Indexed: 11/26/2022] Open
Abstract
Studies that generate real-world evidence on the effects of medical products through analysis of digital data collected in clinical practice provide key insights for regulators, payers, and other healthcare decision-makers. Ensuring reproducibility of such findings is fundamental to effective evidence-based decision-making. We reproduce results for 150 studies published in peer-reviewed journals using the same healthcare databases as original investigators and evaluate the completeness of reporting for 250. Original and reproduction effect sizes were positively correlated (Pearson's correlation = 0.85), a strong relationship with some room for improvement. The median and interquartile range for the relative magnitude of effect (e.g., hazard ratiooriginal/hazard ratioreproduction) is 1.0 [0.9, 1.1], range [0.3, 2.1]. While the majority of results are closely reproduced, a subset are not. The latter can be explained by incomplete reporting and updated data. Greater methodological transparency aligned with new guidance may further improve reproducibility and validity assessment, thus facilitating evidence-based decision-making. Study registration number: EUPAS19636.
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Affiliation(s)
- Shirley V Wang
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
| | | | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
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6
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Shin H, Schneeweiss S, Glynn RJ, Patorno E. Evolving channeling in prescribing SGLT-2 inhibitors as first-line treatment for type 2 diabetes. Pharmacoepidemiol Drug Saf 2022; 31:566-576. [PMID: 34985178 PMCID: PMC8989653 DOI: 10.1002/pds.5406] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 12/16/2021] [Accepted: 12/31/2021] [Indexed: 12/13/2022]
Abstract
PURPOSE Sodium-glucose cotransporter-2 inhibitors (SGLT-2i) are increasingly being considered as first-line treatment for type 2 diabetes (T2D). The benefits of SGLT-2i from cardiovascular outcome trials may lead to preferential prescribing of SGLT-2i to patients at high cardiovascular risk, possibly causing confounding in non-randomized studies of SGLT-2i as first-line treatment. We assessed evolving imbalances in characteristics of patients starting SGLT-2i versus metformin as first-line monotherapy. METHODS Using claims data from two US commercial health insurance and Medicare, we identified patients with T2D aged ≥18 years (>65 years in Medicare) initiating first-line SGLT-2i or metformin from 2013 through 2019. Standardized differences (SDs) for patient characteristics were assessed during four consecutive calendar time blocks (T1:4/2013-12/2014; T2:1/2015-6/2016; T3:7/2016-12/2017; and T4:1/2018-12/2019). We also estimated the propensity score of receiving SGLT-2i versus metformin within each time block and evaluated time trends in model discrimination with c-statistics. RESULTS We identified 9113 initiators of first-line SGLT-2i and 810 348 initiators of first-line metformin. During T1, SGLT-2i initiators were younger (SD = -0.24) and less likely to have seen cardiologists (-0.07) with a similar prevalence of CVD (0.04) compared with metformin. During T4, patients were more balanced for age (-0.01). Cardiologist visits (0.08) and CVD (0.25) became more prevalent among SGLT-2i initiators. CONCLUSIONS When comparing initiators of first-line SGLT-2i versus metformin, imbalances in patient characteristics evolved from 2013 through 2019, particularly channeling SGLT-2i to individuals at high cardiovascular risk. Evolving channeling in prescribing first-line SGLT-2i should be expected and accounted for in non-randomized comparative effectiveness research.
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Affiliation(s)
- HoJin Shin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Robert J. Glynn
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
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7
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Zerovnik S, Kos M, Locatelli I. Cardiovascular morbidity and mortality in patients with type 2 diabetes using novel antidiabetic medicines as add-on therapy: an observational real-world study. BMJ Open 2021; 11:e051549. [PMID: 34518273 PMCID: PMC8438902 DOI: 10.1136/bmjopen-2021-051549] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
OBJECTIVE To evaluate the effect of sodium-glucose co-transporter 2 inhibitors (SGLT2i) and glucagon-like peptide-1 receptor agonists (GLP-1RA), compared with dipeptidyl peptidase-4 inhibitors (DPP-4i) as add-on therapy on cardiovascular (CV) morbidity and mortality in patients with type 2 diabetes (T2D). DESIGN AND SETTING A nationwide cohort study using three linked healthcare databases from Slovenia (outpatient prescription claims data, hospitalisation claims data and death registry data). PARTICIPANTS Patients with T2D with newly introduced DPP-4i (n=3817), GLP-1RA (n=855) or SGLT2i (n=2851) add-on therapy between June 2014 and June 2018. PRIMARY AND SECONDARY OUTCOME MEASURES The primary outcome was a major adverse CV event (MACE), while the secondary outcomes were CV death and heart failure (HF). The effects of the antidiabetic medicine group on the risk of each outcome were estimated with Cox proportional hazards regression. Intention-to-treat and on-treatment approaches were used. RESULTS In the intention-to-treat analysis, SGLT2i as add-on therapy, when compared with DPP-4i, was associated with lower risk of MACE (HR=0.66; 95% CI 0.50 to 0.85; p=0.002) and CV death (HR=0.46; 95% CI 0.30 to 0.73; p=0.001). On-treatment analysis revealed lower HF risk in patients initiating SGLT2i (HR=0.54; 95% CI 0.30 to 0.99; p=0.047). In the intention-to-treat analysis, GLP-1RA add-on therapy was associated with a lower MACE risk when compared with DPP-4i (HR=0.64; 95% CI 0.43 to 0.97; p=0.034), but it had a non-significant effect on CV death (HR=0.62; 95% CI 0.34 to 1.14; p=0.128) and HF (HR=1.39; 95% CI 0.88 to 2.21; p=0.157). The results of on-treatment analyses were in agreement with the results of intention-to-treat analyses. CONCLUSIONS SGLT2i and GLP-1RA improved CV morbidity and mortality in patients with T2D when compared with DPP-4i as an add-on therapy. The results of this study may serve as a basis for the selection of an optimal add-on antidiabetic medicine to reduce CV morbidity and mortality in patients with T2D in clinical practice. TRIAL REGISTRATION NUMBER EUPAS32558.
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Affiliation(s)
- Spela Zerovnik
- University of Ljubljana, Faculty of Pharmacy, Ljubljana, Slovenia
| | - Mitja Kos
- University of Ljubljana, Faculty of Pharmacy, Ljubljana, Slovenia
| | - Igor Locatelli
- University of Ljubljana, Faculty of Pharmacy, Ljubljana, Slovenia
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8
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Shores MM, Walsh TJ, Korpak A, Krakauer C, Forsberg CW, Fox AE, Moore KP, Heckbert SR, Thompson ML, Smith NL, Matsumoto AM. Association Between Testosterone Treatment and Risk of Incident Cardiovascular Events Among US Male Veterans With Low Testosterone Levels and Multiple Medical Comorbidities. J Am Heart Assoc 2021; 10:e020562. [PMID: 34423650 PMCID: PMC8649267 DOI: 10.1161/jaha.120.020562] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Background Testosterone treatment is common in men, although risks for major cardiovascular events are unclear. Methods and Results A study was conducted in US male veterans, aged ≥40 years, with low serum testosterone and multiple medical comorbidities and without history of myocardial infarction, stroke, venous thromboembolism, prostate cancer, or testosterone treatment in the prior year. For the primary outcome, we examined if testosterone treatment was associated with a composite cardiovascular outcome (incident myocardial infarction, ischemic stroke, or venous thromboembolism). Testosterone use was modeled as intramuscular or transdermal and as current use, former use, and no use. Current testosterone users were compared with former users to reduce confounding by indication. The cohort consisted of 204 857 men with a mean (SD) age of 60.9 (9.9) years and 4.7 (3.5) chronic medical conditions. During follow‐up of 4.3 (2.8) years, 12 645 composite cardiovascular events occurred. In adjusted Cox regression analyses, current use of transdermal testosterone was not associated with risk for the composite cardiovascular outcome (hazard ratio [HR], 0.89; 95% CI, 0.76–1.05) in those without prevalent cardiovascular disease, and in those with prevalent cardiovascular disease was associated with lower risk (HR, 0.80; 95% CI, 0.70–0.91). In similar analyses, current use of intramuscular testosterone was not associated with risk for the composite cardiovascular outcome in men without or with prevalent cardiovascular disease (HR, 0.91; 95% CI, 0.80–1.04; HR, 0.98; 95% CI, 0.89–1.09, respectively). Conclusions In a large cohort of men without a history of myocardial infarction, stroke, or venous thromboembolism, testosterone treatment was not associated with increased risk for incident composite cardiovascular events.
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Affiliation(s)
- Molly M Shores
- Department of Psychiatry and Behavioral Sciences University of Washington Seattle WA.,VA Puget Sound Health Care System (VAPSHCS) Seattle WA
| | - Thomas J Walsh
- Department of Urology University of Washington Seattle WA
| | - Anna Korpak
- VA Puget Sound Health Care System (VAPSHCS) Seattle WA.,Seattle Epidemiologic Research and Information Center (ERIC) VAPSHCS Seattle WA
| | - Chloe Krakauer
- Kaiser Permanente Washington Health Research Institute Seattle WA
| | - Christopher W Forsberg
- VA Puget Sound Health Care System (VAPSHCS) Seattle WA.,Seattle Epidemiologic Research and Information Center (ERIC) VAPSHCS Seattle WA
| | - Alexandra E Fox
- VA Puget Sound Health Care System (VAPSHCS) Seattle WA.,Seattle Epidemiologic Research and Information Center (ERIC) VAPSHCS Seattle WA
| | - Kathryn P Moore
- VA Puget Sound Health Care System (VAPSHCS) Seattle WA.,Seattle Epidemiologic Research and Information Center (ERIC) VAPSHCS Seattle WA
| | - Susan R Heckbert
- Kaiser Permanente Washington Health Research Institute Seattle WA.,Department of Epidemiology University of Washington Seattle WA
| | - Mary Lou Thompson
- Seattle Epidemiologic Research and Information Center (ERIC) VAPSHCS Seattle WA.,Kaiser Permanente Washington Health Research Institute Seattle WA.,Department of Biostatistics University of Washington Seattle WA
| | - Nicholas L Smith
- VA Puget Sound Health Care System (VAPSHCS) Seattle WA.,Seattle Epidemiologic Research and Information Center (ERIC) VAPSHCS Seattle WA.,Kaiser Permanente Washington Health Research Institute Seattle WA.,Department of Epidemiology University of Washington Seattle WA
| | - Alvin M Matsumoto
- VA Puget Sound Health Care System (VAPSHCS) Seattle WA.,Department of Medicine University of Washington School of Medicine Seattle WA.,Geriatric Research Education and Clinical Center (GRECC) VAPSHCS Seattle WA
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Bakker LJ, Goossens LM, O'Kane MJ, Uyl-de Groot CA, Redekop WK. Analysing electronic health records: The benefits of target trial emulation. HEALTH POLICY AND TECHNOLOGY 2021. [DOI: 10.1016/j.hlpt.2021.100545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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10
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Baksh S, Wen J, Mansour O, Chang HY, McAdams-DeMarco M, Segal JB, Ehrhardt S, Alexander GC. Dipeptidyl peptidase-4 inhibitor cardiovascular safety in patients with type 2 diabetes, with cardiovascular and renal disease: a retrospective cohort study. Sci Rep 2021; 11:16637. [PMID: 34404825 PMCID: PMC8371013 DOI: 10.1038/s41598-021-95687-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Accepted: 07/26/2021] [Indexed: 01/21/2023] Open
Abstract
Clinical trials investigating cardiovascular safety of dipeptidyl peptidase-IV inhibitors (DPP-4i) among patients with cardiovascular and renal disease rarely recruit patients with renal impairment, despite associations with increased risk for major adverse cardiovascular events (MACE). We investigated the risk of MACE associated with the use of DPP-4i among these high-risk patients. Using a new-user, retrospective, cohort design, we analyzed 2010–2015 IBM MarketScan Commercial Claims and Encounters for patients with diabetes, comorbid with cardiovascular disease and/or renal impairment. We compared time to first MACE for DPP-4i versus sulfonylurea and versus metformin. Of 113,296 individuals, 9146 (8.07%) were new DPP-4i users, 17,481 (15.43%) were new sulfonylurea users, and 88,596 (78.20%) were new metformin users. Exposure groups were not mutually exclusive. DPP-4i was associated with lower risk for MACE than sulfonylurea (aHR 0.84; 95% CI 0.74, 0.93) and similar risk for MACE to metformin (aHR 1.07; 95% CI [1.04, 1.16]). DPP-4i use was associated with lower risk for MACE compared to sulfonylureas and similar risk for MACE compared to metformin. This association was most evident in the first year of therapy, suggesting that DPP-4i is a safer choice than sulfonylurea for diabetes treatment initiation in high-risk patients.
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Affiliation(s)
- Sheriza Baksh
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA. .,Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, 21205, USA. .,Johns Hopkins Bloomberg School of Public Health, 415 N. Washington Street, 2nd Floor, Baltimore, MD, 21231, USA.
| | - Jiajun Wen
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA
| | - Omar Mansour
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA.,Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Hsien-Yen Chang
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA.,Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, 21205, USA.,Center for Health Services and Outcomes Research, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Mara McAdams-DeMarco
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA.,Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Jodi B Segal
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA.,Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA.,Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, 21205, USA.,Center for Health Services and Outcomes Research, Johns Hopkins University, Baltimore, MD, 21205, USA.,Division of General Internal Medicine, Department of Medicine, Johns Hopkins Medicine, Baltimore, MD, 21205, USA
| | - Stephan Ehrhardt
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA
| | - G Caleb Alexander
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA.,Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, 21205, USA.,Division of General Internal Medicine, Department of Medicine, Johns Hopkins Medicine, Baltimore, MD, 21205, USA
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11
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Thomsen RW, Knudsen JS, Kahlert J, Baggesen LM, Lajer M, Holmgaard PH, Vedin O, Ustyugova A, Sørensen HT. Cardiovascular Events, Acute Hospitalizations, and Mortality in Patients With Type 2 Diabetes Mellitus Who Initiate Empagliflozin Versus Liraglutide: A Comparative Effectiveness Study. J Am Heart Assoc 2021; 10:e019356. [PMID: 34032121 PMCID: PMC8483550 DOI: 10.1161/jaha.120.019356] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Background In cardiovascular outcome trials, the sodium glucose cotransporter 2 inhibitor empagliflozin and glucagon‐like peptide‐1 (GLP‐1) receptor agonist liraglutide caused similar reductions in major adverse cardiac events (MACE). We compared clinical outcomes in routine clinical care. Methods and Results EMPLACE (Cardiovascular and Renal Outcomes, and Mortality in Danish Patients with Type 2 Diabetes Who Initiate Empagliflozin Versus GLP‐1RA: A Danish Nationwide Comparative Effectiveness Study) is an ongoing nationwide population‐based comparative effectiveness cohort study in Denmark. For the present study, we included 14 498 new users of empagliflozin and 12 706 new users of liraglutide, 2015 to 2018. Co‐primary outcomes were expanded major adverse cardiac events (stroke, myocardial infarction, unstable angina, coronary revascularization, hospitalization for heart failure [HHF], or all‐cause death); HHF or all‐cause death; and first HHF or first initiation of loop‐diuretic therapy. Secondary outcomes included all‐cause hospitalization or death. We applied propensity score balancing and Cox regression to compute adjusted hazard ratios (aHRs) in on‐treatment (OT) and intention‐to‐treat (ITT) analyses. Cohorts were well balanced at baseline (median age 61 years, 59% men, diabetes mellitus duration 6.6 years, 30% with preexisting cardiovascular disease). During mean follow‐up of 1.1 years in OT and 1.5 years in ITT analyses, empagliflozin versus liraglutide was associated with a similar rate of expanded major adverse cardiac events (OT aHR, 1.02; 95% CI, 0.91–1.14; ITT aHR, 1.06; 95% CI, 0.96–1.17), and HHF or all‐cause death (OT aHR, 0.97; 95% CI, 0.85–1.11; ITT aHR, 1.02; 95% CI, 0.91–1.14); and a decreased rate of a first incident HHF or loop‐diuretic initiation (OT aHR, 0.80; 95% CI, 0.68–0.94; ITT aHR, 0.87; 95% CI, 0.76–1.00), and of all‐cause hospitalization or death (OT aHR, 0.93; 95% CI, 0.89–0.98; ITT aHR, 0.93; 95% CI, 0.90–0.97). Conclusions Empagliflozin and liraglutide initiators had comparable rates of expanded major adverse cardiac events, and HHF or all‐cause death, whereas empagliflozin initiators had a lower rate of a first HHF or loop‐diuretic initiation.
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Affiliation(s)
- Reimar W Thomsen
- Department of Clinical Epidemiology Aarhus University Hospital Aarhus Denmark
| | - Jakob S Knudsen
- Department of Clinical Epidemiology Aarhus University Hospital Aarhus Denmark
| | - Johnny Kahlert
- Department of Clinical Epidemiology Aarhus University Hospital Aarhus Denmark
| | - Lisbeth M Baggesen
- Department of Clinical Epidemiology Aarhus University Hospital Aarhus Denmark
| | | | | | - Ola Vedin
- Boehringer Ingelheim AB Stockholm Sweden
| | | | - Henrik T Sørensen
- Department of Clinical Epidemiology Aarhus University Hospital Aarhus Denmark
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Al-Mashhadi Z, Viggers R, Fuglsang-Nielsen R, de Vries F, van den Bergh JP, Harsløf T, Langdahl B, Gregersen S, Starup-Linde J. Glucose-Lowering Drugs and Fracture Risk-a Systematic Review. Curr Osteoporos Rep 2020; 18:737-758. [PMID: 33165875 DOI: 10.1007/s11914-020-00638-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/24/2020] [Indexed: 12/21/2022]
Abstract
PURPOSE OF REVIEW Diabetes mellitus (DM) is associated with increased fracture risk. The aim of this systematic review was to examine the effects of different classes of glucose-lowering drugs on fracture risk in patients with type 2 DM. The heterogeneity of the included studies did not allow formal statistical analyses. RECENT FINDINGS Sixty studies were included in the review. Metformin, dipeptidylpeptidase-IV inhibitors, glucagon-like peptide-1 receptor agonists, and sodium-glucose cotransporter 2-inhibitors do not appear to increase fracture risk. Results for insulin and sulphonylureas were more disparate, although there may be an increased fracture risk related to hypoglycemia and falls with these treatments. Glitazones were consistently associated with increased fracture risk in women, although the evidence was sparser in men. New glucose-lowering drugs are continuously being developed and better understanding of these is leading to changes in prescription patterns. Our findings warrant continued research on the effects of glucose-lowering drugs on fracture risk, elucidating the class-specific effects of these drugs.
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Affiliation(s)
- Z Al-Mashhadi
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - R Viggers
- Steno Diabetes Center North Jutland, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - R Fuglsang-Nielsen
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
- Department of Internal Medicine, Regional Hospital Horsens, Horsens, Denmark
| | - F de Vries
- Department of Clinical Pharmacy and Toxicology, Maastricht University Medical Centre+, Maastricht, The Netherlands
- Department of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht, The Netherlands
| | - J P van den Bergh
- Department of Internal Medicine, Maastricht University Medical Center+, Maastricht, The Netherlands
- Department of Internal Medicine, VieCuri Medical Centre, Venlo, The Netherlands
- Faculty of Medicine and Life Sciences, University Hasselt, Hasselt, Belgium
| | - T Harsløf
- Department of Endocrinology and Internal Medicine, Aarhus University Hospital, Palle Juul Jensens Boulevard 99, 8220, Aarhus N, Denmark
| | - B Langdahl
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
- Department of Endocrinology and Internal Medicine, Aarhus University Hospital, Palle Juul Jensens Boulevard 99, 8220, Aarhus N, Denmark
| | - S Gregersen
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark
- Department of Endocrinology and Internal Medicine, Aarhus University Hospital, Palle Juul Jensens Boulevard 99, 8220, Aarhus N, Denmark
| | - Jakob Starup-Linde
- Steno Diabetes Center Aarhus, Aarhus University Hospital, Aarhus, Denmark.
- Department of Endocrinology and Internal Medicine, Aarhus University Hospital, Palle Juul Jensens Boulevard 99, 8220, Aarhus N, Denmark.
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Baksh SN, Segal JB, McAdams-DeMarco M, Kalyani RR, Alexander GC, Ehrhardt S. Dipeptidyl peptidase-4 inhibitors and cardiovascular events in patients with type 2 diabetes, without cardiovascular or renal disease. PLoS One 2020; 15:e0240141. [PMID: 33057387 PMCID: PMC7561135 DOI: 10.1371/journal.pone.0240141] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 09/20/2020] [Indexed: 12/13/2022] Open
Abstract
Background Cardiovascular safety of dipeptidyl peptidase-IV inhibitors (DPP-4i) in patients without cardiovascular or renal disease, a majority of newly diagnosed patients with type 2 diabetes often excluded from clinical trials on this association, is poorly understood. Thus, we investigate the risk of major adverse cardiovascular events (MACE) associated with DPP-4i in low-risk patients with diabetes Methods Using a new-user retrospective cohort derived from IBM MarketScan Commercial Claims and Encounters (2010–2015), we identified patients aged 35–65 with type 2 diabetes, without cardiovascular or renal disease, initiating DPP-4i, sulfonylureas, or metformin. Primary composite outcome of time to first MACE was defined as the first of any of the following: myocardial infarction, cardiac arrest, coronary artery bypass graft, coronary angioplasty, heart failure, and stroke. Secondary outcomes were time to first heart failure, acute myocardial infarction, and stroke. We compared outcomes for DPP-4i versus sulfonylurea and DPP-4i versus metformin using propensity score weighted Cox proportional hazards, adjusting for demographics, baseline comorbidities, concomitant medications, and cumulative exposure. Results Of 445,701 individuals, 236,431 (53.0%) were male, median age was 51 (interquartile range: [44, 57]), 30,267 (6.79%) initiated DPP-4i, 52,138 (11.70%) initiated sulfonylureas, and 367,908 (82.55%) initiated metformin. After adjustment, DPP-4i was associated with lower risk of MACE than sulfonylurea (adjusted hazard ratio (aHR) = 0.87; 95% confidence interval (CI): 0.78–0.98), and similar risk to metformin (aHR = 1.07; 95% CI: 0.97–1.18). Risk for acute myocardial infarction (aHR = 0.70; 95% CI: 0.51–0.96), stroke (aHR = 0.57; 95% CI: 0.41–0.79), and heart failure (aHR = 0.57; 95% CI: 0.41–0.79) with DPP-4i was lower compared to sulfonylureas. Conclusion Our findings show that for this cohort of low-risk patients newly treated for type 2 diabetes, DPP-4i exhibited 13% lower risk for MACE compared to sulfonylureas and similar risk for MACE compared to metformin, suggesting DPP-4i is a low cardiovascular risk option for low-risk patients initiating antihyperglycemic treatment.
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Affiliation(s)
- Sheriza N. Baksh
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
- Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, United States of America
- * E-mail:
| | - Jodi B. Segal
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
- Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, United States of America
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
- Center for Health Services and Outcomes Research, Johns Hopkins University, Baltimore, MD, United States of America
- Division of General Internal Medicine, Department of Medicine, Johns Hopkins Medicine, Baltimore, MD, United States of America
| | - Mara McAdams-DeMarco
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
- Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, United States of America
| | - Rita R. Kalyani
- Division of Endocrinology, Diabetes & Metabolism, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, United States of America
| | - G. Caleb Alexander
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
- Center for Drug Safety and Effectiveness, Johns Hopkins University, Baltimore, MD, United States of America
- Division of General Internal Medicine, Department of Medicine, Johns Hopkins Medicine, Baltimore, MD, United States of America
| | - Stephan Ehrhardt
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
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Herrera Comoglio R, Vidal Guitart X. Cardiovascular outcomes, heart failure and mortality in type 2 diabetic patients treated with glucagon-like peptide 1 receptor agonists (GLP-1 RAs): A systematic review and meta-analysis of observational cohort studies. Int J Clin Pract 2020; 74:e13553. [PMID: 32452094 DOI: 10.1111/ijcp.13553] [Citation(s) in RCA: 4] [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: 09/19/2019] [Revised: 05/06/2020] [Accepted: 05/18/2020] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Cardiovascular outcomes trials (CVOTs) have assessed the effects of glucagon-like peptide-1 receptor agonists (GLP-1 RAs) on major adverse cardiovascular events (MACE) and mortality in high cardiovascular (CV) risk populations. Observational research can provide complementary evidence about these effects in unselected populations. AIM To systematically review retrospective observational cohort studies conducted in electronic healthcare databases (EHDs) assessing GLP-1 RAs´ effects on MACE and/or hospitalisation for heart failure (HHF) and/or all-cause mortality in Type 2 diabetes mellitus (T2DM) patients. METHODS We systematically searched studies meeting inclusion criteria, compared design, methods and population characteristics, assessed risk for bias and did a meta-analysis (MA) using a random-effects model to calculate overall hazard ratios (HRs) and 95% CI (confidence intervals). RESULTS Sixteen studies included 285,436 T2DM patients exposed to GLP-1 RAs (exenatide bid, liraglutide, lixisenatide, long-acting exenatide), n ranged from 219 to 160,803 patients. Comparators included: no exposure, other antidiabetic medications (OADs), combined OADs, canagliflozin or multiple comparators. Ten studies estimated all-cause mortality, hazard ratios (HRs) ranged from 0.17 (95% CI 0.02-1.22) to 1.29 (95% CI 0.54-3.13). Thirteen studies assessed cardiovascular events and/or MACE; HRs ranged from 0.27 (95% CI 0.14-0.53) to 1.11 (95% CI 0.99-1.24). Eight studies assessed HHF, HRs ranged from 0.12 (95% CI 0.02-0.66) to 1.64 (95% CI 1.28-2.13). Excluding two studies because of temporal bias, we obtained pooled estimates for all-cause mortality: HR 0.63 (0.44-0.89), CV outcomes HR 0.84 (0.75-0.94) and HHF; HR 0.94 (0.78-1.14), (high between-study variability: I2 = 83.35%; I2 = 70.3%; and I2 = 90.1%, respectively). CONCLUSION Pooled results of EHDs' studies assessing GLP-1 RAs effects favoured GLP-1 RAs for all-cause mortality and MACE while were neutral for HHF. Results should be interpreted cautiously because of studies' substantial heterogeneity and limitations of observational research.
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Affiliation(s)
- Raquel Herrera Comoglio
- School of Medicine, Universidad Nacional de Córdoba, Córdoba, Argentina
- Eu2P European Programme in Pharmacovigilance and Pharmacoepidemiology, University of Bordeaux Segalen, Bordeaux, France
| | - Xavier Vidal Guitart
- Eu2P European Programme in Pharmacovigilance and Pharmacoepidemiology, University of Bordeaux Segalen, Bordeaux, France
- Fundacio Institut Catala de Farmacologia, Universitat Autonoma de Barcelona, Barcelona, Spain
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Xu Y, Wang T, Yang Z, Lin H, Shen P, Zhan S. Sulphonylureas monotherapy and risk of hospitalization for heart failure in patients with type 2 diabetes mellitus: A population-based cohort study in China. Pharmacoepidemiol Drug Saf 2020; 29:635-643. [PMID: 32383226 DOI: 10.1002/pds.5024] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Revised: 12/19/2019] [Accepted: 04/19/2020] [Indexed: 12/13/2022]
Abstract
PURPOSE The risk of heart failure associated with sulphonylureas is unclear. We evaluated the association between sulphonylureas and hospitalization of heart failure (HHF) in patients with type 2 diabetes mellitus (T2DM) in China. METHODS A retrospective cohort study was implemented using the Yinzhou Regional Health Care Database (YRHCD). We identified 15 752 adult patients with T2DM who were newly exposed to sulphonylurea monotherapy (N = 12 487) or acarbose monotherapy (N = 3265) from January 2010 to September 2016. Cox proportional hazards models weighted by inverse probability of treatment weights were used to compare the risk of HHF between initiators of sulphonylurea and acarbose. RESULTS During a median follow-up of 0.55 (0.49, 1.11) and 0.49 (0.35, 0.70) years for sulphonylureas and acarbose initiators separately, 320 patients developed HHF, with 279 events in sulphonylureas group, and 41 events in acarbose group. The incidence rates of HHF among sulphonylureas initiators and acarbose initiators were 22.2 (95% CI 19.6-24.9) and 18.3 (95% CI 13.2-24.9) per 1000 person-years, respectively. The adjusted hazard ratio (aHR) of HHF for sulphonylureas vs acarbose was 1.61 (95% CI 1.14-2.27). When stratified by history of heart failure, aHR was 1.55 (95% CI 0.79-3.06) in patients with a history of heart failure, and 1.64 (95% CI 1.10-2.45) in patients with no history of heart failure. CONCLUSIONS Our study suggested that use of sulphonylureas monotherapy compared with acarbose monotherapy for initial treatment of T2DM for approximately 0.5 years are significantly associated with a higher risk of HHF.
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Affiliation(s)
- Yang Xu
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Tiansheng Wang
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Zhirong Yang
- Department of Public Health and Primary Care, School of Clinical Medicine, University of Cambridge, Cambridge, UK
| | - Hongbo Lin
- Yinzhou District Center for Disease Control and Prevention, Ningbo, China
| | - Peng Shen
- Yinzhou District Center for Disease Control and Prevention, Ningbo, China
| | - Siyan Zhan
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
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Gazineo D, Chiari P, Chiarabelli M, Morri M, D'Alessandro F, Sabattini T, Ambrosi E, Forni C. Predictive factors for category II pressure ulcers in older patients with hip fractures: a prospective study. J Wound Care 2020; 28:593-599. [PMID: 31513499 DOI: 10.12968/jowc.2019.28.9.593] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
OBJECTIVE To identify the incidence of category II or higher hospital-acquired pressure ulcers (HAPU) and significantly associated factors in older patients with hip fractures. PUs are a frequent complication in hip fracture patients, negatively impacting patients' quality of life, the health-care system and society. METHOD A prospective cohort study was conducted. A consecutive sample of patients with pertrochanteric, femoral neck or subtrochanteric fractures requiring surgical treatment, were included. A stepwise, multiple regression was performed to identify factors associated with PU development. RESULTS A total of 761 patients aged ≥65 years were sampled. The incidence of category II or higher PUs was 12%. The study identified five factors that were significantly, independently associated with category II or higher PU development, including a higher preoperative Braden score (Hazard Ratio [HR]: 0.884; 95% confidence interval [CI]: 0.806-0.969), surgical procedure with osteosynthesis (HR 1.876; 95%CI: 1.183-2.975), a higher percentage of days with the presence of foam valve before surgery (HR: 1.010; 95%CI: 1.010-1.023) and a urinary catheter (HR: 1.013; 95%CI: 1.006-1.019) and diaper (HR: 1.007; 95% CI 1.001-1.013) in the postoperative period. CONCLUSION Attention should be given by clinical staff to avoiding the use of foam valves, to limiting the use of diapers and to early removal of urinary catheters.
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Affiliation(s)
- Domenica Gazineo
- Evidence-based Nursing Centre, Azienda Ospedaliero-Universitaria, Via Albertoni 15, 40138, Bologna, Italy
| | - Paolo Chiari
- Department of Medical and Surgical Sciences, University of Bologna, Via Massarenti 9, 40138, Bologna, Italy
| | - Matteo Chiarabelli
- Cardio-thoracic vascular Department, Azienda Ospedaliero-Universitaria, Via Massarenti 9, 40138, Bologna, Italy
| | - Mattia Morri
- Rizzoli Orthopedic Institute, Via Pupilli 1, 40136, Bologna, Italy
| | | | - Tania Sabattini
- Rizzoli Orthopedic Institute, Via Pupilli 1, 40136, Bologna, Italy
| | - Elisa Ambrosi
- Department of Medical and Surgical Sciences, University of Bologna, Via Massarenti 9, 40138, Bologna, Italy
| | - Cristiana Forni
- Rizzoli Orthopedic Institute, Via Pupilli 1, 40136, Bologna, Italy
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Seeger JD, Nunes A, Loughlin AM. Using RWE research to extend clinical trials in diabetes: An example with implications for the future. Diabetes Obes Metab 2020; 22 Suppl 3:35-44. [PMID: 32250529 PMCID: PMC7216829 DOI: 10.1111/dom.14021] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 02/28/2020] [Accepted: 02/29/2020] [Indexed: 12/15/2022]
Abstract
BACKGROUND Although randomized, controlled trials (RCTs) are seen as the gold standard for evidence in clinical medicine, a number of considerations are increasing the use of real-world data (RWD) to generate evidence. A series of methodological challenges must be overcome in order for such real-world evidence (RWE) to gain acceptance. In diabetes, RWE faces some particular issues that have limited its development. As the natural history of diabetes progresses, patients' disease changes over time and treatments will be modified as a result. This evolving disease and treatment pattern requires application of methods that account for such changes over time. Research developing RWE in diabetes and other conditions has sometimes been subject to important biases, and researchers should be aware of, and take steps to mitigate potential for bias in order to enhance the evidence produced. RESULTS We review a RWE study that replicated and extended evidence provided by a RCT regarding the effects of weekly exenatide relative to basal insulin (glargine or detemir) to illustrate a potential application of RWE. This study observed a 0.7% decrease in HbA1C for weekly exenatide relative to a 0.5% decrease in HbA1C for the comparator along with a 2 kg weight loss for weekly exenatide relative to a 0.25 kg weight gain, effects that were close to those from the RCT. Further, the RWE study was able to extend results to patient populations that were not well represented in the RCT. CONCLUSION Despite numerous challenges, RWE can be used to complement evidence from RCTs.
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Affiliation(s)
| | - Anthony Nunes
- Optum EpidemiologyBostonMassachusettsUSA
- University of Massachusetts Medical SchoolWorcesterMassachusettsUSA
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Patorno E, Schneeweiss S, Wang SV. Transparency in real-world evidence (RWE) studies to build confidence for decision-making: Reporting RWE research in diabetes. Diabetes Obes Metab 2020; 22 Suppl 3:45-59. [PMID: 32250527 PMCID: PMC7472869 DOI: 10.1111/dom.13918] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Revised: 10/29/2019] [Accepted: 11/09/2019] [Indexed: 12/28/2022]
Abstract
Transparency of real-world evidence (RWE) studies is critical to understanding how findings of a specific study were derived and is a necessary foundation to assessing validity and determination of whether decisions should be informed by the findings. In the present paper, we lay out strategies to improve clarity in the reporting of comparative effectiveness studies using real-world data that were generated by the routine operation of a healthcare system. This may include claims data, electronic health records, wearable devices, patient-reported outcomes or patient registries. These recommendations were discussed with multiple stakeholders, including regulators, payers, academics and journal editors, and endorsed by two professional societies that focus on RWE. We remind readers interested in diabetes research of the utility of conceptualizing a target trial that is then emulated by a RWE study when planning and communicating about RWE study implementation. We recommend the use of a graphical representation showcasing temporality of key longitudinal study design choices. We highlight study elements that should be reported to provide the clarity necessary to make a study reproducible. Finally, we suggest registering study protocols to increase process transparency. With these tools the readership of diabetes RWE studies will be able to more efficiently understand each study and be more able to assess a study's validity with reasonably high confidence before making decisions based on its findings.
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Affiliation(s)
- Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, United States
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, United States
| | - Shirley V. Wang
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, United States
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Zaccardi F, Davies MJ, Khunti K. The present and future scope of real-world evidence research in diabetes: What questions can and cannot be answered and what might be possible in the future? Diabetes Obes Metab 2020; 22 Suppl 3:21-34. [PMID: 32250528 DOI: 10.1111/dom.13929] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Revised: 11/18/2019] [Accepted: 11/18/2019] [Indexed: 12/16/2022]
Abstract
The last decade has witnessed an exponential growth in the opportunities to collect and link health-related data from multiple resources, including primary care, administrative, and device data. The availability of these "real-world," "big data" has fuelled also an intense methodological research into methods to handle them and extract actionable information. In medicine, the evidence generated from "real-world data" (RWD), which are not purposely collected to answer biomedical questions, is commonly termed "real-world evidence" (RWE). In this review, we focus on RWD and RWE in the area of diabetes research, highlighting their contributions in the last decade; and give some suggestions for future RWE diabetes research, by applying well-established and less-known tools to direct RWE diabetes research towards better personalized approaches to diabetes care. We underline the essential aspects to consider when using RWD and the key features limiting the translational potential of RWD in generating high-quality and applicable RWE. Only if viewed in the context of other study designs and statistical methods, with its pros and cons carefully considered, RWE will exploit its full potential as a complementary or even, in some cases, substitutive source of evidence compared to the expensive evidence obtained from randomized controlled trials.
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Affiliation(s)
- Francesco Zaccardi
- Diabetes Research Centre, Leicester Diabetes Centre, Leicester, UK
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, Leicester, UK
| | - Melanie J Davies
- Diabetes Research Centre, Leicester Diabetes Centre, Leicester, UK
| | - Kamlesh Khunti
- Diabetes Research Centre, Leicester Diabetes Centre, Leicester, UK
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, Leicester, UK
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Patorno E, Najafzadeh M, Pawar A, Franklin JM, Déruaz‐Luyet A, Brodovicz KG, Santiago Ortiz AJ, Bessette LG, Kulldorff M, Schneeweiss S. The EMPagliflozin compaRative effectIveness and SafEty (EMPRISE) study programme: Design and exposure accrual for an evaluation of empagliflozin in routine clinical care. Endocrinol Diabetes Metab 2020; 3:e00103. [PMID: 31922030 PMCID: PMC6947693 DOI: 10.1002/edm2.103] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Revised: 10/09/2019] [Accepted: 11/03/2019] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND The EMPA-REG OUTCOME trial showed that empagliflozin reduced the risk of cardiovascular death and hospitalization for heart failure (HHF) in diabetic patients with cardiovascular disease. EMPRISE is a study programme on the effectiveness, safety and healthcare utilization of empagliflozin in routine care, leveraging real-world data from two commercial and one federal US data sources from 2014 to 2019. OBJECTIVES To describe rationale and design of EMPRISE, assess ability to minimize confounding and evaluate the time to reach sufficient statistical power for a key study outcome, HHF, using baseline information from the first year of EMPRISE. METHODS In 3 claims data sets, we identified a 1:1 propensity score (PS)-matched cohort of diabetic patients ≥18 years initiating empagliflozin or a dipeptidyl peptidase-4 inhibitor (DPP4i), resulting in 6643 total pairs. The PS model included >140 baseline covariates. We measured covariate balance via standardized differences (SD) and postmatching c-statistic. We computed the incidence rate (IR) of HHF, predicted exposure accrual over time and calculated expected power. RESULTS After PS matching, patient characteristics were balanced with SD <0.1 and c-statistic between 0.54 and 0.59. The population IR of HHF was 4.4 per 1000 person-years using a specific HHF definition and 14.8 using a broader HHF definition. In our projection, 80%-powered analyses would require a minimum of 169 HHF events, expected to accumulate by year 3 (specific definition) or year 2 (broader definition). CONCLUSION Baseline information from EMPRISE provided evidence of solid confounding control and adequate exposure accrual with expected powered analyses for the primary outcomes.
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Affiliation(s)
- Elisabetta Patorno
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | - Mehdi Najafzadeh
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | - Ajinkya Pawar
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | - Jessica M. Franklin
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | | | | | - Adrian J. Santiago Ortiz
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | - Lily G. Bessette
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | - Martin Kulldorff
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and PharmacoeconomicsDepartment of MedicineBrigham and Women’s Hospital and Harvard Medical SchoolBostonMAUSA
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Morieri ML, Avogaro A, Fadini GP. Long-Acting Injectable GLP-1 Receptor Agonists for the Treatment of Adults with Type 2 Diabetes: Perspectives from Clinical Practice. Diabetes Metab Syndr Obes 2020; 13:4221-4234. [PMID: 33204129 PMCID: PMC7665457 DOI: 10.2147/dmso.s216054] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Accepted: 10/14/2020] [Indexed: 12/15/2022] Open
Abstract
Randomized controlled trials (RCTs) have consistently shown glycemic and extra-glycemic benefits of long-acting injectable glucagon-like-peptide-1 receptor agonists (GLP-1RAs, liraglutide, albiglutide, exenatide once-weekly, dulaglutide, and semaglutide) in terms of reduction in the rates of cardiovascular events and mortality among patients with type 2 diabetes. Recently, the analyses of large datasets collecting routinely-accumulated data from clinical practice (ie, real-world studies, RWS) have provided new opportunities to complement the information obtained from RCTs. In this narrative review, we addressed clinically relevant questions that might be answered by well-conducted RWS: are subjects treated with GLP-1RAs in the "real-world" similar to those included in RCTs? Is the performance of GLP-1RA observed in the RWS (effectiveness) similar to that described in RCTs (efficacy)? Is the effectiveness similar in population of patients generally under-represented in RCTs? Are the cardiovascular benefits of GLP-1RAs confirmed in RWS? We also describe a few comparisons currently un-explored by specific RCTs, such as direct comparison between different administration strategies (eg, fixed- versus flexible-combination with basal-insulin) or between GLP-1RAs versus dipeptidyl-peptidase-4 inhibitor (DDP4i) or versus sodium/glucose cotransporter-2 inhibitors (SGLT-2i) on hard cardio-renal outcomes. Altogether, RWS provide highly informative information on treatment with GLP-1RAs. On the one side, RWS showed different clinical characteristics between subjects enrolled in RCTs versus those attending real-world clinics and receiving a GLP-1RA. On the other hand, RWS showed that GLP-1RA effectiveness is overall consistent in subgroups of patients less represented in RCTs. In addition, RWS allowed the identification of modifiable factors (eg, titration or adherence) that might guide physicians towards better GLP-1RAs use. Finally, multiple RWS reported better cardio-renal outcomes with GLP-1RAs than with DPP-4i, while initial findings from RWS described a weaker cardiovascular protection compared to SGLT-2i. Therefore, there is the need for further RWS and RCTs comparing these different classes of glucose lowering medications.
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Affiliation(s)
- Mario Luca Morieri
- Department of Medicine, University of Padova, Padova35128, Italy
- Correspondence: Mario Luca Morieri Department of Medicine, University of Padova, Via Giustiniani 2, Padova35128, ItalyTel +39 049 8217094 Email
| | - Angelo Avogaro
- Department of Medicine, University of Padova, Padova35128, Italy
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Powell WR, Christiansen CL, Miller DR. Long-term comparative safety analysis of the risks associated with adding or switching to a sulfonylurea as second-line Type 2 diabetes mellitus treatment in a US veteran population. Diabet Med 2019; 36:1384-1390. [PMID: 30343492 DOI: 10.1111/dme.13839] [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] [Accepted: 10/18/2018] [Indexed: 12/01/2022]
Abstract
AIM To examine the risks of all-cause mortality and cardiovascular events associated with adding vs switching to second-line therapies in a comparative safety study of people with Type 2 diabetes mellitus. METHODS We conducted a retrospective cohort study using an as-treated analysis of people served by the Veterans Health Administration who were on metformin and subsequently augmented this treatment or switched to other oral glucose-lowering treatments between 1998 and 2012. This study included 145 250 people with long follow-up. Confounding was addressed through several strategies, involving weighted propensity score models with rich confounder adjustment and strict inclusion criteria, coupled with an incident-user design. RESULTS Second-line use of sulfonylureas was related to higher mortality (hazard ratio 1.39, 95% CI 1.14, 1.70) and cardiovascular risks (hazard ratio 1.19, 95% CI 1.09, 1.30) compared with thiazolidinedione therapy. Differential hazards were associated with discontinuing or not discontinuing metformin; switching to sulfonylurea therapy was associated with a higher risk of all-cause mortality and cardiovascular events compared with all other therapies. Furthermore, add-on sulfonylurea therapy was associated with an elevated risk for both outcomes when compared with thiazolidinedione add-on therapy. CONCLUSIONS The results of the present study may inform decisions on whether to augment or discontinue metformin; when considering the long-term risks, switching to a sulfonylurea appears unfavourable compared with other therapies. Instead, adding a thiazolidinedione to existing metformin therapy appears to be superior to adding or switching to a sulfonylurea.
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Affiliation(s)
- W R Powell
- Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial Veterans Hospital, Bedford
- Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, MA, USA
| | - C L Christiansen
- Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial Veterans Hospital, Bedford
- Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, MA, USA
| | - D R Miller
- Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial Veterans Hospital, Bedford
- Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, MA, USA
- Department of Dermatology, Boston University School of Medicine, Boston, MA, USA
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Bykov K, He M, Franklin JM, Garry EM, Seeger JD, Patorno E. Glucose-lowering medications and the risk of cancer: A methodological review of studies based on real-world data. Diabetes Obes Metab 2019; 21:2029-2038. [PMID: 31062453 PMCID: PMC6684441 DOI: 10.1111/dom.13766] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Revised: 04/23/2019] [Accepted: 05/02/2019] [Indexed: 12/13/2022]
Abstract
AIM To review the methodology of observational studies examining the association between glucose-lowering medications and cancer to identify the most common methodological challenges and sources of bias. METHODS We searched PubMed systematically to identify observational studies on glucose-lowering medications and cancer published between January 2000 and January 2016. We assessed the design and analytical methods used in each study, with a focus on their ability to achieve study validity, and further evaluated the prevalence of major methodological choices over time. RESULTS Of 155 studies evaluated, only 26% implemented a new-user design, 41% used an active comparator, 33% implemented a lag or latency period, and 51% adjusted for diabetes duration. Potential for immortal person-time bias was identified in 63% of the studies; 55% of the studies adjusted for variables measured during the follow-up without appropriate statistical methods. Aside from a decreasing trend in adjusting for variables measured during the follow-up, we observed no trends in methodological choices over time. CONCLUSIONS The prevalence of well-known design and analysis flaws that may lead to biased results remains high among observational studies on glucose-lowering medications and cancer, limiting the conclusions that can be drawn from these studies. Avoiding known pitfalls could substantially improve the quality and validity of real-world evidence in this field.
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Affiliation(s)
- Katsiaryna Bykov
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Mengdong He
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Jessica M Franklin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | | | | | - Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
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Patorno E, Gopalakrishnan C, Brodovicz KG, Meyers A, Bartels DB, Liu J, Kulldorff M, Schneeweiss S. Cardiovascular safety of linagliptin compared with other oral glucose-lowering agents in patients with type 2 diabetes: A sequential monitoring programme in routine care. Diabetes Obes Metab 2019; 21:1824-1836. [PMID: 30941884 PMCID: PMC6785989 DOI: 10.1111/dom.13735] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2019] [Revised: 03/22/2019] [Accepted: 03/31/2019] [Indexed: 01/07/2023]
Abstract
AIM To evaluate the safety of linagliptin versus other glucose-lowering medications in a multi-year monitoring programme using insurance claims data. METHODS In two commercial US claims databases, we identified three pairwise 1:1 propensity-score (PS)-matched cohorts of patients with type 2 diabetes (T2D) aged ≥18 years initiating linagliptin or a comparator (other dipeptidyl peptidase-4 [DPP-4] inhibitors [n = 31 492 pairs], pioglitazone [n = 23 316 pairs], or second-generation sulphonylureas [n = 19 731 pairs]) between May 2011 and December 2015. The primary endpoint was the risk of a composite cardiovascular (CV) outcome (hospitalization for myocardial infarction, stroke, unstable angina, or coronary revascularization). We estimated pooled hazard ratios (HRs) and 95% confidence intervals (CIs), controlling for >100 baseline characteristics. RESULTS Patient characteristics were well balanced after PS-matching. The mean age was 55 years and mean follow-up was 0.8 years. Linagliptin conferred a similar risk of the composite CV outcome compared to other DPP-4 inhibitors (HR 0.91, 95% CI 0.79-1.05) and pioglitazone (HR 0.98, 95% CI 0.84-1.15), and showed a reduced risk of CV outcomes compared to second-generation sulphonylureas (HR 0.76, 95% CI 0.64--0.92). Key findings were signalled at the first interim analysis in June 2013 and solidified during ongoing monitoring until 2015. CONCLUSION Analyses from a large monitoring programme in routine care of patients with T2D, showed that linagliptin had similar CV safety compared to other DPP-4 inhibitors and pioglitazone, and a reduced CV risk compared to sulphonylureas.
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Affiliation(s)
- Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Chandrasekar Gopalakrishnan
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Kimberly G Brodovicz
- Department of Global Epidemiology, Boehringer Ingelheim Pharmaceuticals, Inc (U.S), Ingelheim, Germany
| | - Andrea Meyers
- Department of Global Epidemiology, Boehringer Ingelheim Pharmaceuticals, Inc (U.S), Ingelheim, Germany
| | - Dorothee B Bartels
- Hannover Medical School, Institute for Epidemiology, Social Medicine and Health Systems Research, Hannover, Germany
- BI X, Boehringer Ingelheim GmbH, Ingelheim, Germany
| | - Jun Liu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Martin Kulldorff
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
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Patorno E, Pawar A, Franklin JM, Najafzadeh M, Déruaz-Luyet A, Brodovicz KG, Sambevski S, Bessette LG, Santiago Ortiz AJ, Kulldorff M, Schneeweiss S. Empagliflozin and the Risk of Heart Failure Hospitalization in Routine Clinical Care. Circulation 2019; 139:2822-2830. [PMID: 30955357 DOI: 10.1161/circulationaha.118.039177] [Citation(s) in RCA: 156] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND The EMPA-REG OUTCOME trial (Empagliflozin Cardiovascular Outcome Event Trial in Type 2 diabetes Mellitus Patients) showed that empagliflozin, a sodium-glucose cotransporter-2 inhibitor, reduces the risk of hospitalization for heart failure (HHF) by 35%, on top of standard of care in patients with type 2 diabetes mellitus (T2D) and established cardiovascular disease. The EMPRISE (Empagliflozin Comparative Effectiveness and Safety) study aims to assess empagliflozin's effectiveness, safety, and healthcare utilization in routine care from August 2014 through September 2019. In this first interim analysis, we investigated the risk of HHF among T2D patients initiating empagliflozin versus sitagliptin, a dipeptidyl peptidase-4 inhibitor. METHODS Within 2 commercial and 1 federal (Medicare) claims data sources in the United States, we identified a 1:1 propensity score-matched cohort of T2D patients ≥18 years old initiating empagliflozin or sitagliptin from August 2014 through September 2016. The HHF outcome was defined as a HF discharge diagnosis in the primary position (HHF-specific); a broader definition was based on a HF discharge diagnosis in any position (HHF-broad). Hazard ratios (HRs) and 95% CIs were estimated controlling for over 140 baseline characteristics in each data source and pooled by fixed-effects meta-analysis. RESULTS After propensity-score matching, we identified 16,443 patient pairs who initiated empagliflozin or sitagliptin. Average age was approximately 59 years, almost 54% of the participants were males, and approximately 25% had records of existing cardiovascular disease. Compared with sitagliptin, the initiation of empagliflozin decreased the risk of HHF-specific by 50% (HR, 0.50; 95% CI, 0.28-0.91), and the risk of HHF-broad by 49% (HR, 0.51;95% CI, 0.39-0.68), over a mean follow-up of 5.3 months. The results were consistent in patients with and without baseline cardiovascular disease, and for empagliflozin at both the 10- and 25-mg daily doses; analyses comparing empagliflozin versus the dipeptidyl peptidase-4 inhibitor class, and comparing sodium-glucose cotransporter-2 inhibitor versus dipeptidyl peptidase-4 inhibitor classes also produced consistent findings. CONCLUSIONS The first interim analysis from EMPRISE showed that compared with sitagliptin, the initiation of empagliflozin was associated with a decreased risk of HHF among patients with T2D as treated in routine care, with and without a history of cardiovascular disease. CLINICAL TRIAL REGISTRATION URL: https://www.clinicaltrials.gov . Unique identifier: NCT03363464.
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Affiliation(s)
- Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | - Ajinkya Pawar
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | - Jessica M Franklin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | - Mehdi Najafzadeh
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | | | - Kimberly G Brodovicz
- Boehringer Ingelheim GmbH, Ingelheim, Germany (A.D.-L., K.G.B., S.S.).,Boehringer Ingelheim Pharmaceuticals Inc, Ridgefield, CT (K.G.B.)
| | - Steven Sambevski
- Boehringer Ingelheim GmbH, Ingelheim, Germany (A.D.-L., K.G.B., S.S.)
| | - Lily G Bessette
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | - Adrian J Santiago Ortiz
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | - Martin Kulldorff
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA (E.P., A.P., J.M.F., M.N., L.G.B., A.J.S.O., M.K., S.S.)
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26
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Interest and challenges of pharmacoepidemiology for the study of drugs used in diabetes. Therapie 2019; 74:255-260. [DOI: 10.1016/j.therap.2018.09.074] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Accepted: 09/17/2018] [Indexed: 11/21/2022]
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Prada-Ramallal G, Takkouche B, Figueiras A. Bias in pharmacoepidemiologic studies using secondary health care databases: a scoping review. BMC Med Res Methodol 2019; 19:53. [PMID: 30871502 PMCID: PMC6419460 DOI: 10.1186/s12874-019-0695-y] [Citation(s) in RCA: 75] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Accepted: 02/26/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND The availability of clinical and therapeutic data drawn from medical records and administrative databases has entailed new opportunities for clinical and epidemiologic research. However, these databases present inherent limitations which may render them prone to new biases. We aimed to conduct a structured review of biases specific to observational clinical studies based on secondary databases, and to propose strategies for the mitigation of those biases. METHODS Scoping review of the scientific literature published during the period 2000-2018 through an automated search of MEDLINE, EMBASE and Web of Science, supplemented with manually cross-checking of reference lists. We included opinion essays, methodological reviews, analyses or simulation studies, as well as letters to the editor or retractions, the principal objective of which was to highlight the existence of some type of bias in pharmacoepidemiologic studies using secondary databases. RESULTS A total of 117 articles were included. An increasing trend in the number of publications concerning the potential limitations of secondary databases was observed over time and across medical research disciplines. Confounding was the most reported category of bias (63.2% of articles), followed by selection and measurement biases (47.0% and 46.2% respectively). Confounding by indication (32.5%), unmeasured/residual confounding (28.2%), outcome misclassification (28.2%) and "immortal time" bias (25.6%) were the subcategories most frequently mentioned. CONCLUSIONS Suboptimal use of secondary databases in pharmacoepidemiologic studies has introduced biases in the studies, which may have led to erroneous conclusions. Methods to mitigate biases are available and must be considered in the design, analysis and interpretation phases of studies using these data sources.
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Affiliation(s)
- Guillermo Prada-Ramallal
- Department of Preventive Medicine and Public Health, University of Santiago de Compostela, c/ San Francisco s/n, 15786 Santiago de Compostela, A Coruña Spain
- Health Research Institute of Santiago de Compostela (Instituto de Investigación Sanitaria de Santiago de Compostela - IDIS), Clinical University Hospital of Santiago de Compostela, 15706 Santiago de Compostela, Spain
| | - Bahi Takkouche
- Department of Preventive Medicine and Public Health, University of Santiago de Compostela, c/ San Francisco s/n, 15786 Santiago de Compostela, A Coruña Spain
- Health Research Institute of Santiago de Compostela (Instituto de Investigación Sanitaria de Santiago de Compostela - IDIS), Clinical University Hospital of Santiago de Compostela, 15706 Santiago de Compostela, Spain
- Consortium for Biomedical Research in Epidemiology & Public Health (CIBER en Epidemiología y Salud Pública – CIBERESP), Santiago de Compostela, Spain
| | - Adolfo Figueiras
- Department of Preventive Medicine and Public Health, University of Santiago de Compostela, c/ San Francisco s/n, 15786 Santiago de Compostela, A Coruña Spain
- Health Research Institute of Santiago de Compostela (Instituto de Investigación Sanitaria de Santiago de Compostela - IDIS), Clinical University Hospital of Santiago de Compostela, 15706 Santiago de Compostela, Spain
- Consortium for Biomedical Research in Epidemiology & Public Health (CIBER en Epidemiología y Salud Pública – CIBERESP), Santiago de Compostela, Spain
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Yeh JJ, Lin CL, Hsu CY, Shae Z, Kao CH. Associations between statins and coronary artery disease and stroke risks in patients with asthma-chronic obstructive pulmonary disease overlap syndrome: A time-dependent regression study. Atherosclerosis 2019; 283:61-68. [PMID: 30782562 DOI: 10.1016/j.atherosclerosis.2019.02.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Revised: 01/21/2019] [Accepted: 02/01/2019] [Indexed: 12/20/2022]
Abstract
BACKGOUND AND AIMS We aimed at determining the effects of statin use on coronary artery disease (CAD) and stroke risks in patients with asthma-chronic obstructive pulmonary disease overlap syndrome (ACOS). METHODS We retrospectively enrolled patients with ACOS treated with (N = 916) and without (N = 6338) statins. The cumulative incidence of CAD and stroke (ischemic and hemorrhagic) was analyzed through time-dependent Cox proportional regression. After adjustment for sex, age, comorbidities, inhaled corticosteroid steroid (ICS) use, and oral steroid (OS) use, we calculated the adjusted hazard ratios (aHRs) and their 95% confidence intervals (CIs) for CAD or stroke in the statin users (long-term [>600 days] and short-term [≤600 days]) compared with the non-users. RESULTS Among the statin users, aHRs (95% CIs) for CAD and stroke were 0.50 (0.41-0.62) and 0.83 (0.63-1.09), respectively; moreover, aHRs were 0.30 (0.09-0.99) and 0.90 (0.68-1.20) for ischemic and hemorrhagic stroke, respectively. aHRs (95% CIs) for CAD and stroke were 0.58 (0.47-0.71) and 0.93 (0.70-1.23), respectively, in the short-term users and 0.23 (0.13-0.41) and 0.42 (0.19-0.89), respectively, in the long-term users. CONCLUSIONS CAD risk was lower in all statin users, regardless of the duration of use, whereas ischemic stroke risk was lower only in the long-term statin users. No association was observed between hemorrhagic stroke risk and statin use.
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Affiliation(s)
- Jun-Jun Yeh
- Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, Taiwan; Chia Nan University of Pharmacy and Science, Tainan, Taiwan; China Medical University, Taichung, Taiwan; Mei-Ho University, Taiwan.
| | - Cheng-Li Lin
- Management Office for Health Data, China Medical University Hospital, Taichung, Taiwan; College of Medicine, China Medical University, Taichung, Taiwan
| | - Chung Y Hsu
- Graduate Institute of Biomedical Sciences and School of Medicine, College of Medicine, China Medical University, Taichung, Taiwan
| | - Zonyin Shae
- Department of Computer Science and Information Engineering Asia University Taichung, Taiwan
| | - Chia-Hung Kao
- Graduate Institute of Biomedical Sciences and School of Medicine, College of Medicine, China Medical University, Taichung, Taiwan; Department of Nuclear Medicine and PET Center, China Medical University Hospital, Taichung, Taiwan; Department of Bioinformatics and Medical Engineering, Asia University, Taichung, Taiwan.
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Raschi E, Poluzzi E, Fadini GP, Marchesini G, De Ponti F. Observational research on sodium glucose co-transporter-2 inhibitors: A real breakthrough? Diabetes Obes Metab 2018; 20:2711-2723. [PMID: 30003655 PMCID: PMC6283243 DOI: 10.1111/dom.13468] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 07/04/2018] [Accepted: 07/10/2018] [Indexed: 12/14/2022]
Abstract
Sodium glucose co-transporter-2 inhibitors have attracted the interest of the scientific community following the results from dedicated cardiovascular outcome trials, which demonstrated remarkable reduction in all-cause mortality and other cardiovascular (CV) endpoints with empagliflozin and canagliflozin. These impressive results raised further expectations on real world data from large observational cohort studies. They were designed to address the possible existence of a class effect, and the uncertainty on whether this benefit can be extended from secondary to primary CV prevention of patients with type 2 diabetes. In this review, we collated data from existing observational studies (including the celebrated CVD-REAL cohorts) and critically appraised results and methodological issues with the aim of providing clinical insight, including unsettled aspects, and proposing a research agenda for future investigations.
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Affiliation(s)
- Emanuel Raschi
- Pharmacology Unit, Department of Medical and Surgical SciencesUniversity of BolognaBolognaItaly
| | - Elisabetta Poluzzi
- Pharmacology Unit, Department of Medical and Surgical SciencesUniversity of BolognaBolognaItaly
| | | | - Giulio Marchesini
- Unit of Metabolic Diseases & Clinical Dietetics, Department of Medical and Surgical SciencesUniversity of BolognaBolognaItaly
| | - Fabrizio De Ponti
- Pharmacology Unit, Department of Medical and Surgical SciencesUniversity of BolognaBolognaItaly
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Prospective Prognostic Cohort Study of Pressure Injuries in Older Adult Patients with Hip Fractures. Adv Skin Wound Care 2018; 31:218-224. [PMID: 29672393 DOI: 10.1097/01.asw.0000530685.39114.98] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE The aim of this study was to assess the rate of pressure injury and real predictors thereof in the older adult population with hip fractures in an orthopedic hospital. METHODS In this prospective prognostic cohort study, all patients admitted with fragility hip fractures were monitored over a 12-month period. On a daily basis, ward nurses and physiotherapists assessed the condition of the patients' skin and collected data about all the predictors connected to their healthcare and hospital organization until the patients were discharged from hospital or until the onset of pressure injury. RESULTS From October 1, 2013, to September 30, 2014, 467 older adult patients with fragility fractures were enrolled in the study. Of these, 27% (n = 127) developed a pressure injury. Multivariate analysis identified the following predictive factors: age older than 81 years, type of surgery, and placing the limb in a foam rubber splint. No other factor connected to the patient or medical, nursing, or rehabilitation treatment was significantly correlated to the onset of pressure injury, even when the univariate analysis showed some of them were possible predictors. CONCLUSIONS Pressure injury in older adults with hip fractures is a relatively common complication, especially in high-risk patients or following certain treatments. These potential indicators could help provide safe and targeted care by preemptively identifying patients at highest risk of pressure injury.
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Farmer R, Mathur R, Bhaskaran K, Eastwood SV, Chaturvedi N, Smeeth L. Promises and pitfalls of electronic health record analysis. Diabetologia 2018; 61:1241-1248. [PMID: 29247363 PMCID: PMC6447497 DOI: 10.1007/s00125-017-4518-6] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 10/24/2017] [Indexed: 12/22/2022]
Abstract
Routinely collected electronic health records (EHRs) are increasingly used for research. With their use comes the opportunity for large-scale, high-quality studies that can address questions not easily answered by randomised clinical trials or classical cohort studies involving bespoke data collection. However, the use of EHRs generates challenges in terms of ensuring methodological rigour, a potential problem when studying complex chronic diseases such as diabetes. This review describes the promises and potential of EHRs in the context of diabetes research and outlines key areas for caution with examples. We consider the difficulties in identifying and classifying diabetes patients, in distinguishing between prevalent and incident cases and in dealing with the complexities of diabetes progression and treatment. We also discuss the dangers of introducing time-related biases and describe the problems of inconsistent data recording, missing data and confounding. Throughout, we provide practical recommendations for good practice in conducting EHR studies and interpreting their results.
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Affiliation(s)
- Ruth Farmer
- Department of Non-communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK.
| | - Rohini Mathur
- Department of Non-communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Krishnan Bhaskaran
- Department of Non-communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Sophie V Eastwood
- Institute for Cardiovascular Sciences, University College London, London, UK
| | - Nish Chaturvedi
- Institute for Cardiovascular Sciences, University College London, London, UK
| | - Liam Smeeth
- Department of Non-communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
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Patorno E, Gopalakrishnan C, Franklin JM, Brodovicz KG, Masso-Gonzalez E, Bartels DB, Liu J, Schneeweiss S. Claims-based studies of oral glucose-lowering medications can achieve balance in critical clinical variables only observed in electronic health records. Diabetes Obes Metab 2018; 20:974-984. [PMID: 29206336 PMCID: PMC6207375 DOI: 10.1111/dom.13184] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Revised: 11/20/2017] [Accepted: 11/30/2017] [Indexed: 01/19/2023]
Abstract
AIM To evaluate the extent to which balance in unmeasured characteristics of patients with type 2 diabetes (T2DM) was achieved in claims data, by comparing against more detailed information from linked electronic health records (EHR) data. METHODS Within a large US commercial insurance database and using a cohort design, we identified patients with T2DM initiating linagliptin or a comparator agent within class (ie, another dipeptidyl peptidase-4 inhibitor) or outside class (ie, pioglitazone or a sulphonylurea) between May 2011 and December 2012. We focused on comparators used at a similar stage of diabetes to linagliptin. For each comparison, 1:1 propensity score (PS) matching was used to balance >100 baseline claims-based characteristics, including proxies of diabetes severity and duration. Additional clinical data from EHR were available for a subset of patients. We assessed representativeness of the claims-EHR-linked subset, evaluated the balance of claims- and EHR-based covariates before and after PS-matching via standardized differences (SDs), and quantified the potential bias associated with observed imbalances. RESULTS From a claims-based study population of 166 613 patients with T2DM, 7219 (4.3%) patients were linked to their EHR data. Claims-based characteristics in the EHR-linked and EHR-unlinked patients were similar (SD < 0.1), confirming the representativeness of the EHR-linked subset. The balance of claims-based and EHR-based patient characteristics appeared to be reasonable before PS-matching and generally improved in the PS-matched population, to be SD < 0.1 for most patient characteristics and SD < 0.2 for select laboratory results and body mass index categories, which was not large enough to cause meaningful confounding. CONCLUSION In the context of pharmacoepidemiological research on diabetes therapy, choosing appropriate comparison groups paired with a new-user design and 1:1 PS matching on many proxies of diabetes severity and duration improves balance in covariates typically unmeasured in administrative claims datasets, to the extent that residual confounding is unlikely.
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Affiliation(s)
- Elisabetta Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Chandrasekar Gopalakrishnan
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Jessica M Franklin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Kimberly G Brodovicz
- Global Epidemiology, Boehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, Connecticut
| | - Elvira Masso-Gonzalez
- Corporate Department Global Epidemiology, Boehringer Ingelheim GmbH, Ingelheim, Germany
| | - Dorothee B Bartels
- Corporate Department Global Epidemiology, Boehringer Ingelheim GmbH, Ingelheim, Germany
- Hannover Medical School, Institute for Epidemiology, Social Medicine and Health Systems Research, Hannover, Germany
| | - Jun Liu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
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Franklin JM, Schneeweiss S. When and How Can Real World Data Analyses Substitute for Randomized Controlled Trials? Clin Pharmacol Ther 2017; 102:924-933. [PMID: 28836267 DOI: 10.1002/cpt.857] [Citation(s) in RCA: 197] [Impact Index Per Article: 24.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Revised: 08/16/2017] [Accepted: 08/18/2017] [Indexed: 12/13/2022]
Abstract
Regulators consider randomized controlled trials (RCTs) as the gold standard for evaluating the safety and effectiveness of medications, but their costs, duration, and limited generalizability have caused some to look for alternatives. Real world evidence based on data collected outside of RCTs, such as registries and longitudinal healthcare databases, can sometimes substitute for RCTs, but concerns about validity have limited their impact. Greater reliance on such real world data (RWD) in regulatory decision making requires understanding why some studies fail while others succeed in producing results similar to RCTs. Key questions when considering whether RWD analyses can substitute for RCTs for regulatory decision making are WHEN one can study drug effects without randomization and HOW to implement a valid RWD analysis if one has decided to pursue that option. The WHEN is primarily driven by externalities not controlled by investigators, whereas the HOW is focused on avoiding known mistakes in RWD analyses.
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Affiliation(s)
- Jessica M Franklin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Sebastian Schneeweiss
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
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Cheng HT, Lin FJ, Erickson SR, Hong JL, Wu CH. The Association Between the Use of Zolpidem and the Risk of Alzheimer's Disease Among Older People. J Am Geriatr Soc 2017; 65:2488-2495. [PMID: 28884784 DOI: 10.1111/jgs.15018] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
OBJECTIVES To evaluate the association between zolpidem use and the risk of Alzheimer's disease among older people. DESIGN A retrospective cohort study using data from 2001 to 2011 from the National Health Insurance Research Database. SETTING Taiwan. PARTICIPANTS A total of 6,922 patients aged 65 years or older enrolled from January 2002 to December 2004 (the enrollment period). INTERVENTION (EXPOSURE) Zolpidem users were identified as patients who used zolpidem during the enrollment period. The index date was the date of the first zolpidem prescription. Dosage of zolpidem use was defined using cumulative defined daily dose (cDDD) based on the cumulative dosage that patients took within one year after the index date (grouped as: less than 28, 28-90, 91-180, and more than 180 cDDD). MEASUREMENTS The occurrence of Alzheimer's disease was defined as the time period from the end of one year after the index date to the date of the Alzheimer's disease diagnosis. The propensity score was used to adjust the measured confounders of Alzheimer's disease. Cox proportional hazards models were used to evaluate the association between zolpidem use and the incidence of Alzheimer's disease. RESULTS Zolpidem users with a high cumulative dose (>180 cDDD) in the first year after initiation had a significantly greater risk of Alzheimer's disease than non-zolpidem users (HR = 2.97, 95% CI = 1.61-5.49) and low cumulative dose (<28 cDDD) users (HR = 4.18, 95% CI = 1.77-9.86). CONCLUSION We found the use of a high cumulative dose of zolpidem was associated with an increased risk of Alzheimer's disease among older people living in Taiwan. It is advised to use caution when considering long-term use of zolpidem in older patients.
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Affiliation(s)
- Hui-Ting Cheng
- School of Pharmacy; College of Pharmacy; Taipei Medical University; Taipei Taiwan
| | - Fang-Ju Lin
- Graduate Institute of Clinical Pharmacy; College of Medicine; National Taiwan University; Taipei Taiwan
- School of Pharmacy; College of Medicine; National Taiwan University; Taipei Taiwan
- Department of Pharmacy; National Taiwan University Hospital; Taipei Taiwan
| | - Steven R. Erickson
- Department of Clinical Pharmacy; College of Pharmacy; University of Michigan; Ann Arbor Michigan
| | - Jin-Liern Hong
- Department of Epidemiology; UNC Gillings School of Global Public Health; Chapel Hill North Carolina
| | - Chung-Hsuen Wu
- School of Pharmacy; College of Pharmacy; Taipei Medical University; Taipei Taiwan
- Research Center for Pharmacoeconomics; College of Pharmacy; Taipei Medical University; Taipei Taiwan
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Raebel MA, Zeng C, Cheetham TC, Smith DH, Feigelson HS, Carroll NM, Goddard K, Tavel HM, Boudreau DM, Shetterly S, Xu S. Risk of Breast Cancer With Long-Term Use of Calcium Channel Blockers or Angiotensin-Converting Enzyme Inhibitors Among Older Women. Am J Epidemiol 2017; 185:264-273. [PMID: 28186527 DOI: 10.1093/aje/kww217] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Revised: 04/29/2016] [Accepted: 05/09/2016] [Indexed: 12/11/2022] Open
Abstract
Controversy exists about breast cancer risk associated with long-term use of calcium channel blockers (CCBs) or angiotensin-converting enzyme inhibitors (ACEis), respectively. Our objective in this study was to separately evaluate associations between duration of CCB or ACEi use and breast cancer in hypertensive women aged ≥55 years at 3 sites in the Kaiser Permanente health-care system (1997–2012). Exposures included CCB or ACEi use of 1–12 years’ duration, determined from pharmacy dispensings. Outcomes included invasive lobular or ductal carcinoma. Statistical methods included discrete-time survival analyses. The cohort included 19,674 (17.9%) CCB users and 90,078 (82.1%) ACEi users. Two percent (n = 397) of CCB users and 1.9% (n = 1,733) of ACEi users developed breast cancer. Compared with 1–<2 years of use, in adjusted analysis, there was no association between CCB use for 2–<12 years and breast cancer: All 95% confidence intervals included 1. Increasing duration of ACEi use was associated with reduced breast cancer risk: Compared with 1–<2 years of use, the adjusted hazard ratio was 0.76 (95% confidence interval: 0.63, 0.92) for 5–<6 years of use and 0.63 (95% confidence interval: 0.43, 0.93) for 9–<10 years of use. We conclude that among older women with hypertension, long-term CCB use does not increase breast cancer risk and long-term treatment with ACEis may confer protection against breast cancer.
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Predictive Factors for Pressure Ulcers in an Older Adult Population Hospitalized for Hip Fractures: A Prognostic Cohort Study. PLoS One 2017; 12:e0169909. [PMID: 28068425 PMCID: PMC5222344 DOI: 10.1371/journal.pone.0169909] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2016] [Accepted: 12/22/2016] [Indexed: 11/24/2022] Open
Abstract
Background Older adult patients with fragility hip fractures constitute a population at high risk for complications, in particular pressure ulcers. The aim was to evaluate the incidence of pressure ulcers and potential predictive factors. Methods and Findings A prospective multicentric prognostic cohort study in orthopedic wards in three Italian public hospitals. Participants were all consecutive patients 65 years of age or older diagnosed with a fragility hip fracture. Outcomes were incidence of pressure ulcers. The exposure variables were grouped into three macro areas in order to facilitate reading: “intrinsic” variables, “extrinsic” variables and variables linked to the organization of patient care. One thousand eighty-three older adult patients with fragility hip fractures were enrolled from October 1st, 2013 to January 31st, 2015, and pressure ulcers developed in 22.7%. At multivariate analysis, the following were found to be risk factors: age> 80 years (odds ratio (OR) 1.03; p = 0.015), the length of time a urinary catheter was used (OR 1.013; p<0.001), the length of time pain was present (OR 1.008; p = 0.008), the absence of side rails on the bed (OR 1.668; p = 0.026) and the use of a foam position valve (OR 1.025; p<0.001). Instead, the protective factors were the presence of a caregiver for at least half a day daily (OR 0.994; p = 0.012) and the number of positionings during the postoperative period (OR 0.897; p = 0.008). Conclusions The study allowed the identification of the patients most at risk for developing pressure ulcers, and the construction of a pragmatic predictive model using significant risk or protective factors in order to reduce the number of pressure ulcers.
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Gamble JM, Chibrikov E, Twells LK, Midodzi WK, Young SW, MacDonald D, Majumdar SR. Association of insulin dosage with mortality or major adverse cardiovascular events: a retrospective cohort study. Lancet Diabetes Endocrinol 2017; 5:43-52. [PMID: 27865756 DOI: 10.1016/s2213-8587(16)30316-3] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2016] [Revised: 10/03/2016] [Accepted: 10/13/2016] [Indexed: 12/25/2022]
Abstract
BACKGROUND Existing studies have shown conflicting evidence regarding the safety of exogenous insulin therapy in patients with type 2 diabetes. In particular, observational studies have reported an increased risk of death and cardiovascular disease among users of higher versus lower doses of insulin. We aimed to quantify the association between increasing dosage of insulin exposure and death and cardiovascular events, while taking into account time-dependent confounding and mediation that might have biased previous studies. METHODS We did a cohort study using primary care records from the UK-based Clinical Practice Research Datalink (CPRD). New users of metformin monotherapy were identified in the period between Jan 1, 2001, and Dec 31, 2012. We then identified those in this group with a new prescription for insulin. Insulin exposure was categorised into groups according to the mean dose (units) per day within 180-day time segments throughout each patient's follow-up. Relative differences in mortality and major adverse cardiovascular events (non-fatal myocardial infarction, non-fatal stroke, cardiovascular-related mortality) were assessed using conventional multivariable Cox proportional hazards models. Marginal structural models were then applied to reduce bias introduced by the time-dependent confounders affected by previous treatment. FINDINGS We identified 165 308 adults with type 2 diabetes in the CPRD database. After applying our exclusion criteria, 6072 (mean age 60 years [SD 12·5], 3281 [54%] men, mean HbA1c 8·5% [SD 1·75], and median follow-up 3·1 years [IQR 1·7-5·3) were new add-on insulin users and were included in the study cohort; 3599 were new add-on insulin users and were included in the subcohort linked to hospital records and death certificate information. Crude mortality rates were comparable between insulin dose groups; <25 units per day (46 per 1000 person-years), 25 to <50 units per day (39 per 1000 person-years), 50 to <75 units per day (27 per 1000 person-years), 75 to <100 units per day (34 per 1000 person-years), and at least 100 units per day (32 per 1000 person-years; p>0·05 for all; mean rate of 31 deaths per 1000 person-years [95% CI 29-33]). With adjustment for baseline covariates, mortality rates were higher for increasing insulin doses: less than 25 units per day [reference group]; 25 to <50 units per day, hazard ratio (HR) 1·41 [95% CI 1·12-1·78]; 50 to <75 units per day, 1·37 [1·04-1·80]; 75 to <100 units per day, 1·85 [1·35-2·53]; and at least 100 units per day, 2·16 [1·58-2·93]. After applying marginal structural models, insulin dose was not associated with mortality in any group (p>0·1 for all). INTERPRETATION In conventional multivariable regression analysis, higher insulin doses are associated with increased mortality after adjustment for baseline covariates. However, this effect seems to be confounded by time-dependent factors such as insulin exposure, glycaemic control, bodyweight gain, and the occurrence of cardiovascular and hypoglycaemic events. This study provides reassurance of the overall safety of insulin use in the treatment of type 2 diabetes and contributes to our understanding of the contrasting conclusions from non-randomised and randomised studies regarding dose-dependent effects of insulin on cardiovascular events and mortality. FUNDING Canadian Institutes of Health Research, Heart and Stroke Foundation of Canada, and the Newfoundland and Labrador Research and Development Corporation.
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Affiliation(s)
- John-Michael Gamble
- School of Pharmacy, Memorial University of Newfoundland, St John's, NL, Canada.
| | - Eugene Chibrikov
- School of Pharmacy, Memorial University of Newfoundland, St John's, NL, Canada
| | - Laurie K Twells
- School of Pharmacy, Memorial University of Newfoundland, St John's, NL, Canada; Faculty of Medicine, Memorial University of Newfoundland, St John's, NL, Canada
| | - William K Midodzi
- Faculty of Medicine, Memorial University of Newfoundland, St John's, NL, Canada
| | - Stephanie W Young
- School of Pharmacy, Memorial University of Newfoundland, St John's, NL, Canada
| | - Don MacDonald
- School of Pharmacy, Memorial University of Newfoundland, St John's, NL, Canada; Faculty of Medicine, Memorial University of Newfoundland, St John's, NL, Canada; Newfoundland and Labrador Centre for Health Information, St John's, NL, Canada
| | - Sumit R Majumdar
- Division of General Internal Medicine, Department of Medicine, University of Alberta, Edmonton, AB, Canada
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Tsai MT, Erickson SR, Cohen LJ, Wu CH. The association between comorbid anxiety disorders and the risk of stroke among patients with diabetes: An 11-year population-based retrospective cohort study. J Affect Disord 2016; 202:178-86. [PMID: 27262640 DOI: 10.1016/j.jad.2016.03.060] [Citation(s) in RCA: 3] [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] [Received: 10/30/2015] [Accepted: 03/20/2016] [Indexed: 11/18/2022]
Abstract
BACKGROUND Diabetes and anxiety disorders are independent risk factors for stroke. However, it remains unclear whether the risk of stroke is higher among diabetic patients with comorbid anxiety than without comorbid anxiety. Therefore, the purpose of this study was to investigate the association between comorbid anxiety and the risk of stroke among patients with diabetes. METHODS This is a retrospective cohort study. We used the National Health Insurance Research Database in Taiwan to identify a diabetes cohort with a new diagnosis of an anxiety disorder but without a history of stroke. The enrollment period was 2001-2006 with up to 11 years of follow-up data. Comorbid anxiety was defined by both a clinical diagnosis of the DSM-IV (ICD-9-CM) and prescriptions for anxiolytic medications. Propensity score matching was performed to balance the selected confounders between the anxiety-exposed group and anxiety non-exposed group. Cox-propositional hazard regression models were used to evaluate the association between comorbid anxiety and the risk of stroke. RESULTS Among patients with diabetes (N=40,846), an estimated 5.8% (N=2374) of patients had comorbid anxiety disorders. Diabetic patients with comorbid anxiety were significantly associated with a higher risk of stroke compared to patients without comorbid anxiety (hazard ratio: 1.33, 95% confidence interval: 1.02-1.72). LIMITATIONS The severity of anxiety or diabetes could not be measured from the claims data. Residual confounding may still exist. CONCLUSION A significantly elevated risk of stroke was observed in association with comorbid anxiety among patients with diabetes. Psychiatrists should consider routine screening for anxiety disorders to prevent a stroke event among patients with diabetes.
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Affiliation(s)
- Meng-Ting Tsai
- Department of Pharmacy, Taipei Medical University Hospital, Taiwan; School of Pharmacy, College of Pharmacy, Taipei Medical University, Taiwan
| | - Steven R Erickson
- Department of Clinical Pharmacy, College of Pharmacy, University of Michigan, United States
| | - Lawrence J Cohen
- Department of Pharmacotherapy, System College of Pharmacy, University of North Texas Health Science Center, United States
| | - Chung-Hsuen Wu
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taiwan; Research Center for Pharmacoeconomics, College of Pharmacy, Taipei Medical University, Taiwan.
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Mor A, Petersen I, Sørensen HT, Thomsen RW. Metformin and other glucose-lowering drug initiation and rates of community-based antibiotic use and hospital-treated infections in patients with type 2 diabetes: a Danish nationwide population-based cohort study. BMJ Open 2016; 6:e011523. [PMID: 27543589 PMCID: PMC5013429 DOI: 10.1136/bmjopen-2016-011523] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
OBJECTIVE Data on early risk of infection in patients receiving their first treatment for type 2 diabetes are limited. We examined rates of community-based antibiotic use and hospital-treated infection in initiators of metformin and other glucose-lowering drugs (GLDs). DESIGN Population-based cohort study using medical databases. SETTING General practice and hospitals in Denmark. PARTICIPANTS 131 949 patients with type 2 diabetes who initiated pharmacotherapy with a GLD between 2005 and 2012. EXPOSURE Initial GLD used for pharmacotherapy. MAIN OUTCOME MEASURES We computed rates and adjusted HRs of community-based antibiotic use and hospital-treated infection associated with choice of initial GLD with reference to metformin initiation, using an intention-to-treat approach. RESULTS The rate of community-based antibiotic use was 362 per 1000 patient-years at risk (PYAR) and that for hospital-treated infection was 51 per 1000 PYAR. Compared with metformin, the risk of hospital-treated infection was slightly higher in sulfonylurea initiators (HR 1.12, 95% CI 1.08 to 1.16) and substantially higher in insulin initiators (HR 1.63, 95% CI 1.54 to 1.72) initiators after adjustment for comorbid conditions, comedications and other confounding factors. In contrast, virtually no difference was observed for overall community-based antibiotic use (HR 1.02, 95% CI 1.01 to 1.04, for sulfonylurea initiators; and 1.04, 95% CI 1.01 to 1.07, for insulin initiators). CONCLUSIONS Rates of community-based antibiotic treatment and hospitalisation for infection were high in patients receiving their first treatment for type 2 diabetes and differed with the choice of initial GLD used for pharmacotherapy.
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Affiliation(s)
- Anil Mor
- Department of Clinical Epidemiology, Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
| | - Irene Petersen
- Department of Clinical Epidemiology, Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
- Research Department of Primary Care and Population Health, University College London, London, UK
| | - Henrik T Sørensen
- Department of Clinical Epidemiology, Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
| | - Reimar W Thomsen
- Department of Clinical Epidemiology, Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
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Patorno E, Everett BM, Goldfine AB, Glynn RJ, Liu J, Gopalakrishnan C, Kim SC. Comparative cardiovascular safety of glucagon-like peptide-1 receptor agonists versus other antidiabetic drugs in routine care: a cohort study. Diabetes Obes Metab 2016; 18:755-65. [PMID: 27003762 DOI: 10.1111/dom.12665] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2015] [Revised: 01/23/2016] [Accepted: 03/17/2016] [Indexed: 12/25/2022]
Abstract
AIMS To evaluate the comparative cardiovascular disease (CVD) safety of glucagon-like peptide-1 receptor agonists (GLP-1 RAs) in head-to-head comparisons with dipeptidyl peptidase-4 (DPP-4) inhibitors, sulphonylureas or insulin, when added to metformin, as used in 'real-world' patients with type 2 diabetes mellitus (T2DM). METHODS Within a large US commercial health plan database linked to laboratory test results, we identified three pairwise 1 : 1 propensity-score-matched cohorts of patients with T2DM aged ≥18 years treated with metformin who initiated a GLP-1 RA or a comparator, i.e. DPP-4 inhibitor (n = 35 534), second-generation sulphonylureas (n = 28 138) or insulin (n = 47 068), between 2005 and 2013. We examined the association between drug initiation and a composite CVD endpoint, comprising hospitalizations for acute myocardial infarction, unstable angina, stroke or coronary revascularization. RESULTS During the course of 1 year, there were 13.9 and 13.7 CVD events per 1000 person-years among propensity-score-matched initiators of GLP-1 RAs versus DPP-4 inhibitors [hazard ratio (HR) 1.02; 95% confidence interval (CI) 0.84-1.24]; and 12.1 versus 14.0 events among initiators of GLP-1 RAs versus sulphonylureas (HR 0.86; 95% CI 0.69-1.08). The effect estimates for GLP-1 RAs versus insulin were sensitive to the adjustment for glycated haemoglobin, after which the HR was 1.01 (95% CI 0.73-1.41). Results were robust across several sensitivity analyses, including an as-treated analysis considering up to 8.7 years of follow-up. CONCLUSIONS This large study, performing head-to-head comparisons of GLP-1 RAs with other antidiabetic agents in real-world patients, provides estimates of relative safety precise enough to exclude large differences in CVD risk and adds further understanding to results from recent clinical trials.
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Affiliation(s)
- E Patorno
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - B M Everett
- Divisions of Cardiovascular and Preventive Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - A B Goldfine
- Clinical Research, Joslin Diabetes Center, Harvard Medical School, Boston, MA, USA
| | - R J Glynn
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - J Liu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - C Gopalakrishnan
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - S C Kim
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Division of Rheumatology, Allergy and Immunology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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Pladevall M, Riera-Guardia N, Margulis AV, Varas-Lorenzo C, Calingaert B, Perez-Gutthann S. Cardiovascular risk associated with the use of glitazones, metformin and sufonylureas: meta-analysis of published observational studies. BMC Cardiovasc Disord 2016; 16:14. [PMID: 26769243 PMCID: PMC4714432 DOI: 10.1186/s12872-016-0187-5] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Accepted: 01/08/2016] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND The results of observational studies evaluating and comparing the cardiovascular safety of glitazones, metformin and sufonylureas are inconsistent.To conduct and evaluate heterogeneity in a meta-analysis of observational studies on the risk of acute myocardial infarction (AMI) or stroke in patients with type 2 diabetes using non-insulin blood glucose-lowering drugs (NIBGLD). METHODS We systematically identified and reviewed studies evaluating NIBGLD in patients with type 2 diabetes indexed in Medline, Embase, or the Cochrane Library that met prespecified criteria. The quality of included studies was assessed with the RTI item bank. Results were combined using fixed- and random-effects models, and the Higgins I(2) statistic was used to evaluate heterogeneity. Sensitivity analyses by study quality were conducted. RESULTS The summary relative risk (sRR) (95% CI) of AMI for rosiglitazone versus pioglitazone was 1.13 (1.04-1.24) [I(2) = 55%]. In the sensitivity analysis, heterogeneity was reduced [I(2) = 16%]. The sRR (95% CI) of stroke for rosiglitazone versus pioglitazone was 1.18 (1.02-1.36) [I(2) = 42%]. There was strong evidence of heterogeneity related to study quality in the comparisons of rosiglitazone versus metformin and rosiglitazone versus sulfonylureas (I (2) ≥ 70%). The sRR (95% CI) of AMI for sulfonylurea versus metformin was 1.24 (1.14-1.34) [I(2) = 41%] and for pioglitazone versus metformin was 1.02 (0.75-1.38) [I(2) = 17%]. Sensitivity analyses decreased heterogeneity in most comparisons. CONCLUSION/INTERPRETATION Sulfonylureas increased the risk of AMI by 24% compared with metformin; an imprecise point estimate indicated no difference in risk of AMI when comparing pioglitazone with metformin. The presence of heterogeneity precluded any conclusions on the other comparisons. The quality assessment was valuable in identifying methodological problems in the individual studies and for analysing potential sources of heterogeneity.
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Affiliation(s)
- Manel Pladevall
- RTI Health Solutions, Trav. Gracia 56 Atico 1 08006, Barcelona, Spain. .,The Center for Health Policy and Health Services Research, Henry Ford Health System, Detroit, Michigan, USA.
| | | | - Andrea V Margulis
- RTI Health Solutions, Trav. Gracia 56 Atico 1 08006, Barcelona, Spain.
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Abstract
The substantial burden of cancer and diabetes and the association between the two conditions has been a motivation for researchers to look for targeted strategies that can simultaneously affect both diseases and reduce their overlapping burden. In the absence of randomized clinical trials, researchers have taken advantage of the availability and richness of administrative databases and electronic medical records to investigate the effects of drugs on cancer risk among diabetic individuals. The majority of these studies suggest that metformin could potentially reduce cancer risk. However, the validity of this purported reduction in cancer risk is limited by several methodological flaws either in the study design or in the analysis. Whether metformin use decreases cancer risk relies heavily on the availability of valid data sources with complete information on confounders, accurate assessment of drug use, appropriate study design, and robust analytical techniques. The majority of the observational studies assessing the association between metformin and cancer risk suffer from methodological shortcomings and efforts to address these issues have been incomplete. Future investigations on the association between metformin and cancer risk should clearly address the methodological issues due to confounding by indication, prevalent user bias, and time-related biases. Although the proposed strategies do not guarantee a bias-free estimate for the association between metformin and cancer, they will reduce synthesis of and reporting of erroneous results.
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Affiliation(s)
- Asieh Golozar
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Shuiqing Liu
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Joeseph A Lin
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Kimberly Peairs
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA
- The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA
| | - Hsin-Chieh Yeh
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA.
- The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA.
- Welch Center for Prevention, Epidemiology, and Clinical Research, Johns Hopkins University, 2024 E. Monument St, Suite 2-500, Baltimore, MD, 21205, USA.
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Floyd JS, Wiggins KL, Christiansen M, Dublin S, Longstreth WT, Smith NL, McKnight B, Heckbert SR, Weiss NS, Psaty BM. Case-control study of oral glucose-lowering drugs in combination with long-acting insulin and the risks of incident myocardial infarction and incident stroke. Pharmacoepidemiol Drug Saf 2015; 25:151-60. [PMID: 26547662 DOI: 10.1002/pds.3914] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Revised: 10/05/2015] [Accepted: 10/20/2015] [Indexed: 01/14/2023]
Abstract
BACKGROUND The use of oral glucose-lowering therapies with insulin is common, but the cardiovascular effects are largely unknown. Among users of long-acting insulin, we conducted a population-based case-control study to evaluate the incident myocardial infarction (MI) and incident stroke risks associated with the use of sulfonylureas and the use of metformin. METHODS Cases were Group Health Cooperative enrollees with type 2 diabetes who used long-acting insulin at the time of diagnosis with a first MI (n = 413) or first stroke (n = 247) from 1995 to 2010. Controls (n = 443) with type 2 diabetes who used long-acting insulin were matched to cases on age, sex, and calendar year. Sulfonylurea and metformin use was classified as current, past, or never using electronic pharmacy records. MI and stroke diagnoses were validated by medical record review. Analyses were adjusted for potential confounders. RESULTS Current use of sulfonylureas compared with never use was associated with a higher risk of MI (odds ratio [OR] 1.67; 95% confidence interval [CI], 1.10-2.55) but not stroke (OR 1.22; 95%CI, 0.74-2.00). Current use of metformin compared with never use was associated with a lower risk of stroke (OR 0.54; 95%CI, 0.31-0.95) but not MI (OR 0.77; 95%CI, 0.44-1.33). Past use of sulfonylureas and past use of metformin were not associated with either outcome. CONCLUSIONS Sulfonylureas in combination with long-acting insulin may increase the risk of MI compared with the use of insulin alone. Metformin may be an important cardiovascular disease prevention therapy for patients on insulin therapy. Copyright © 2015 John Wiley & Sons, Ltd.
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Affiliation(s)
- James S Floyd
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA.,Department of Medicine, University of Washington, Seattle, WA, USA
| | - Kerri L Wiggins
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Mark Christiansen
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA
| | - Sascha Dublin
- Department of Epidemiology, University of Washington, Seattle, WA, USA.,Group Health Research Institute, Seattle, WA, USA
| | - William T Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA, USA.,Department of Neurology, University of Washington, Seattle, WA, USA
| | - Nicholas L Smith
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA.,Department of Epidemiology, University of Washington, Seattle, WA, USA.,Group Health Research Institute, Seattle, WA, USA.,Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs, Office of Research and Development, Seattle, WA, USA
| | - Barbara McKnight
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA.,Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Susan R Heckbert
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA.,Department of Epidemiology, University of Washington, Seattle, WA, USA.,Group Health Research Institute, Seattle, WA, USA
| | - Noel S Weiss
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, University of Washington, Seattle, WA, USA.,Department of Epidemiology, University of Washington, Seattle, WA, USA.,Department of Medicine, University of Washington, Seattle, WA, USA.,Group Health Research Institute, Seattle, WA, USA
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Association between Withholding Angiotensin Receptor Blockers in the Early Postoperative Period and 30-day Mortality. Anesthesiology 2015. [DOI: 10.1097/aln.0000000000000739] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Abstract
Background:
Despite widespread use, there is limited information to guide perioperative management of angiotensin receptor blockers (ARBs).
Methods:
In this retrospective cohort study, the authors evaluated the patterns of postoperative ARB use in veterans regularly prescribed ARBs admitted for noncardiac surgery at the Veterans Affairs Healthcare system between 1999 and 2011. Multivariable and propensity score–matched Cox proportional hazards models were used to determine the independent effect of failure to resume ARB by postoperative day 2 on the primary outcome of all-cause 30-day mortality.
Results:
Out of 1,167,482 surgical admissions, 30,173 inpatient surgical admissions met inclusion criteria. Approximately 10,205 patients (33.8%) in the cohort did not resume ARB by day 2. Those that resumed ARB had a 30-day mortality rate of 1.3% (260 of 19,968), whereas 3.2% (323 of 10,205) died in the group that withheld ARB. The unadjusted hazard ratio (HR) for 30-day mortality was 2.45 (95% CI, 2.08 to 2.89; P < 0.001) for those that withheld ARB compared with those that resumed, whereas the multivariable adjusted HR was 1.74 (95% CI, 1.47 to 2.06; P < 0.001). When restricted to a propensity score–matched subset of 19,490, the HR was similar (1.47; 95% CI, 1.22 to 1.78; P < 0.001). Withholding ARB in younger patients increased mortality risk (HR = 2.52; 95% CI, 1.69 to 3.76; P < 0.001 for age <60 yr) compared with older patients (HR = 1.42; 95% CI, 1.09 to 1.85; P = 0.01 for age >75 yr).
Conclusions:
Postoperative delay in resuming ARB is common, particularly in patients who are frail after surgery. Withholding ARB is strongly associated with increased 30-day mortality, especially in younger patients, although residual confounding may be present.
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Abdelmoneim AS, Eurich DT, Light PE, Senior PA, Seubert JM, Makowsky MJ, Simpson SH. Cardiovascular safety of sulphonylureas: over 40 years of continuous controversy without an answer. Diabetes Obes Metab 2015; 17:523-532. [PMID: 25711240 DOI: 10.1111/dom.12456] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Revised: 10/10/2015] [Accepted: 02/20/2015] [Indexed: 12/12/2022]
Abstract
More than 40 years after publication of the University Group Diabetes Program trial, the cardiovascular safety of sulphonylureas is still contentious. Although several hypotheses linking sulphonylureas to adverse cardiovascular effects exist, none provide conclusive evidence. Adding to the controversy, current clinical trials and observational studies provide inconsistent, and sometimes conflicting, evidence for the cardiovascular effects of sulphonylureas. Overall, observational evidence suggests that an increased risk of adverse cardiovascular outcomes is associated with sulphonylureas; however, these data may be subject to residual confounding and bias. Although evidence from randomized controlled trials has suggested a neutral effect, the majority of these studies were not specifically designed to assess the effect of sulphonylureas on adverse cardiovascular event risk. Current ongoing large clinical trials may provide some clarity on the cardiovascular safety of sulphonylureas, but the results are not expected for several years. With the continued uncertainties concerning the cardiovascular safety of all antidiabetic drugs, a clear answer with regard to sulphonylureas is warranted. The objectives of the present article were to provide an overview of the controversy surrounding sulphonylurea-related cardiovascular effects, to discuss the limitations of the current literature, and to provide recommendations for future studies aiming to elucidate the true relationship between sulphonylureas and adverse cardiovascular effects in people with type 2 diabetes.
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Affiliation(s)
- A S Abdelmoneim
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - D T Eurich
- School of Public Health, University of Alberta, Edmonton, Alberta, Canada
| | - P E Light
- Department of Pharmacology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - P A Senior
- Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - J M Seubert
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, Alberta, Canada
- Department of Pharmacology, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - M J Makowsky
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - S H Simpson
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, Alberta, Canada
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Patorno E, Garry EM, Patrick AR, Schneeweiss S, Gillet VG, Zorina O, Bartels DB, Seeger JD. Addressing Limitations in Observational Studies of the Association Between Glucose-Lowering Medications and All-Cause Mortality: A Review. Drug Saf 2015; 38:295-310. [DOI: 10.1007/s40264-015-0280-1] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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