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Neugebauer R, Schroeder EB, Reynolds K, Schmittdiel JA, Loes L, Dyer W, Desai JR, Vazquez-Benitez G, Ho PM, Anderson JP, Pimentel N, O’Connor PJ. Comparison of Mortality and Major Cardiovascular Events Among Adults With Type 2 Diabetes Using Human vs Analogue Insulins. JAMA Netw Open 2020; 3:e1918554. [PMID: 31977057 PMCID: PMC6991251 DOI: 10.1001/jamanetworkopen.2019.18554] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Accepted: 10/15/2019] [Indexed: 12/25/2022] Open
Abstract
Importance The comparative cardiovascular safety of analogue and human insulins in adults with type 2 diabetes who initiate insulin therapy in usual care settings has not been carefully evaluated using machine learning and other rigorous analytic methods. Objective To examine the association of analogue vs human insulin use with mortality and major cardiovascular events. Design, Setting, and Participants This retrospective cohort study included 127 600 adults aged 21 to 89 years with type 2 diabetes at 4 health care delivery systems who initiated insulin therapy from January 1, 2000, through December 31, 2013. Machine learning and rigorous inference methods with time-varying exposures were used to evaluate associations of continuous exposure to analogue vs human insulins with mortality and major cardiovascular events. Data were analyzed from September 1, 2017, through June 30, 2018. Exposures On the index date (first insulin dispensing), participants were classified as using analogue insulin with or without human insulin or human insulin only. Main Outcomes and Measures Overall mortality, mortality due to cardiovascular disease (CVD), myocardial infarction (MI), stroke or cerebrovascular accident (CVA), and hospitalization for congestive heart failure (CHF) were evaluated. Marginal structural modeling (MSM) with inverse probability weighting was used to compare event-free survival in separate per-protocol analyses. Adjusted and unadjusted hazard ratios and cumulative risk differences were based on logistic MSM parameterizations for counterfactual hazards. Propensity scores were estimated using a data-adaptive approach (machine learning) based on 3 nested covariate adjustment sets. Sensitivity analyses were conducted to address potential residual confounding from unmeasured differences in risk factors across delivery systems. Results The 127 600 participants (mean [SD] age, 59.4 [12.6] years; 68 588 men [53.8%]; mean [SD] body mass index, 32.3 [7.1]) had a median follow-up of 4 quarters (interquartile range, 3-9 quarters) and experienced 5464 deaths overall (4.3%), 1729 MIs (1.4%), 1301 CVAs (1.0%), and 3082 CHF hospitalizations (2.4%). There were no differences in adjusted hazard ratios for continuous analogue vs human insulin exposure during 10 quarters for overall mortality (1.15; 95% CI, 0.97-1.34), CVD mortality (1.26; 95% CI, 0.86-1.66), MI (1.11; 95% CI, 0.77-1.45), CVA (1.30; 95% CI, 0.81-1.78), or CHF hospitalization (0.93; 95% CI, 0.75-1.11). Conclusions and Relevance Insulin-naive adults with type 2 diabetes who initiate and continue treatment with human vs analogue insulins had similar observed rates of major cardiovascular events, CVD mortality, and overall mortality.
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Affiliation(s)
- Romain Neugebauer
- Division of Research, Kaiser Permanente Northern California, Oakland
| | | | - Kristi Reynolds
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena
| | | | - Linda Loes
- HealthPartners Institute, Minneapolis, Minnesota
| | - Wendy Dyer
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Jay R. Desai
- HealthPartners Institute, Minneapolis, Minnesota
| | | | - P. Michael Ho
- Rocky Mountain Regional Veterans Affairs and University of Colorado (Anschutz) Medical Center, Denver
| | | | - Noel Pimentel
- Division of Research, Kaiser Permanente Northern California, Oakland
| | - Patrick J. O’Connor
- HealthPartners Institute, Minneapolis, Minnesota
- HealthPartners Center for Chronic Care Innovation, Minneapolis, Minnesota
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Guerriero F, Orlando V, Monetti VM, Colaccio FM, Sessa M, Scavone C, Capuano A, Menditto E. Predictors of new oral anticoagulant drug initiation as opposed to warfarin in elderly adults: a retrospective observational study in Southern Italy. Ther Clin Risk Manag 2018; 14:1907-1914. [PMID: 30349269 PMCID: PMC6183659 DOI: 10.2147/tcrm.s171346] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
AIM The aim of this study was to assess the predictive role of age, gender, and number and type of co-treatments for new oral anticoagulant (NOAC) vs warfarin prescription in elderly patients naïve for the aforementioned drugs. MATERIALS AND METHODS Data collected in the period from January 1, 2014, to December 31, 2014, in Caserta Local Health Unit administrative databases (Campania Region, Italy) were screened to identify new users of oral anticoagulants (OACs) who were 75 years or older and whose OAC prescriptions amounted to >90 days of treatment. Age, gender, and number and type of concomitant medications at the time of first OAC dispensation were retrieved. Multivariable logistic regression analysis was used to assess the role of the aforementioned predictors for NOAC initiation as opposed to warfarin. RESULTS Overall, 2,132 incident users of OAC were identified, of whom 967 met all inclusion criteria. In all, 490 subjects (50.7%) received an NOAC and 477 (49.3%) received warfarin. Age >75 years was positively associated with lower odds of NOAC initiation (OR: 0.969, 95% CI: 0.941-0.998, P=0.038). Similarly, multiple concomitant medication was negatively associated with NOAC initiation compared to warfarin (OR [five to nine drugs] group: 0.607, 95% CI: 0.432-0.852, P=0.004; OR [ten+ drugs] group: 0.372, 95% CI: 0.244-0.567, P<0.001). Prior exposure to platelet aggregation inhibitor drugs was associated with the initiation of NOACs (OR: 3.474, 95% CI: 2.610-4.625). CONCLUSION Age and multiple co-medication were negatively associated with NOAC initiation.
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Affiliation(s)
- Francesca Guerriero
- Center of Pharmacoeconomics (CIRFF), University of Naples Federico II, Naples, Italy,
| | - Valentina Orlando
- Center of Pharmacoeconomics (CIRFF), University of Naples Federico II, Naples, Italy,
| | | | | | - Maurizio Sessa
- Department of Experimental Medicine, Section of Pharmacology, Regional Center of Pharmacovigilance, University of Campania "L. Vanvitelli", Naples, Italy
- Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, DK, Denmark
| | - Cristina Scavone
- Department of Experimental Medicine, Section of Pharmacology, Regional Center of Pharmacovigilance, University of Campania "L. Vanvitelli", Naples, Italy
| | - Annalisa Capuano
- Department of Experimental Medicine, Section of Pharmacology, Regional Center of Pharmacovigilance, University of Campania "L. Vanvitelli", Naples, Italy
| | - Enrica Menditto
- Center of Pharmacoeconomics (CIRFF), University of Naples Federico II, Naples, Italy,
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Cammarota S, Citarella A, Manzoli L, Flacco ME, Parruti G. Impact of comorbidity on the risk and cost of hospitalization in HIV-infected patients: real-world data from Abruzzo Region. CLINICOECONOMICS AND OUTCOMES RESEARCH 2018; 10:389-398. [PMID: 30087571 PMCID: PMC6061204 DOI: 10.2147/ceor.s162625] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Background Due to the success of antiretroviral therapy, human immunodeficiency virus (HIV) infection has been transformed into a lifelong condition. In Italy, little is known about the impact of comorbidities (CMs) on the risk of hospitalization and related costs for people who live with HIV (PWLHIV). The objective of the study was to quantify the risk of hospitalization and costs associated with CMs in an Italian cohort of PWLHIV. Methods The study population included subjects aged ≥18 years with HIV infection, identified in the Abruzzo’s hospital discharge database among files stored from 2004 until 2013 and then followed up until December 2015. Patients’ CMs (Charlson Comorbidity Index [CCI)] were extracted from International Classification of Diseases, Ninth Revision, Clinical Modification codes in the hospital discharge abstracts. Poisson regression was used to compare the incidence rate of hospital admissions in patients with and without each CM class. Incidence rate ratios (IRRs) with 95% confidence intervals (CIs) were adjusted for age, sex and the other CMs. A generalized linear model under gamma distribution was used to estimate adjusted mean hospital costs. Costs were derived from official Italian Diagnosis-related group (DRG) based reimbursements. Results Among 1,026 HIV patients identified (mean age 47 years), 30% had at least one CM and 14.5% underwent hospital admission during the follow-up period. The risk of acute hospitalization significantly increased among patients with hepatitis C virus (HCV) coinfection (adjusted IRR 1.98; 95% CI: 1.59–2.47), renal (adjusted IRR 2.27; 95% CI: 1.45–3.56), liver (adjusted IRR 2.21; 1.57–3.13) and chronic pulmonary CMs (adjusted IRR 2.31; 1.63–3.32). Adjusted mean hospital costs were €2,494 in patients without CMs and €4,422 and €9,734 in those with CCI=1 or CCI ≥2, respectively. Conclusion The presence of renal, liver and chronic pulmonary CMs, as well as HCV coinfection doubled the risk of hospitalization in the PWLHIV cohort. A CCI ≥2 is associated with a fourfold increase in hospitalization costs. Our study provides new evidence that CMs in PWLHIV increase the risk of hospitalization and local health service facilities.
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Affiliation(s)
- Simona Cammarota
- LinkHealth s.r.l., Health Economics, Outcomes & Epidemiology, Naples, Italy
| | - Anna Citarella
- LinkHealth s.r.l., Health Economics, Outcomes & Epidemiology, Naples, Italy
| | - Lamberto Manzoli
- Department of Medicine Sciences, University of Ferrara, Ferrara, Italy.,Regional Healthcare Agency of Abruzzo, Pescara, Italy
| | | | - Giustino Parruti
- Infectious Diseases Unit, Pescara General Hospital, Pescara, Italy,
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Russo V, Monetti VM, Guerriero F, Trama U, Guida A, Menditto E, Orlando V. Prevalence of antibiotic prescription in southern Italian outpatients: real-world data analysis of socioeconomic and sociodemographic variables at a municipality level. CLINICOECONOMICS AND OUTCOMES RESEARCH 2018; 10:251-258. [PMID: 29765241 PMCID: PMC5939882 DOI: 10.2147/ceor.s161299] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Purpose The aim of this study was to analyze the geographic variation in systemic antibiotic prescription at a regional level and to explore the influence of socioeconomic and sociodemographic variables. Methods This study was a retrospective analysis of reimbursement pharmacy records in the outpatient settings of Italy’s Campania Region in 2016. Standardized antibiotic prescription rates were calculated at municipality and Local Health Unit (LHU) level. Antibiotic consumption was analyzed as defined daily doses (DDD)/1000 inhabitants per day (DID). Logistic regression was performed to evaluate the association between antibiotic prescription and sociodemographic and socioeconomic determinants at a municipality level. Results The average antibiotic prevalence rate was 46.8%. At LHU level, the age-adjusted prevalence rates ranged from 41.1% in Benevento to 51.0% in Naples2. Significant differences were found among municipalities, from 15.2% in Omignano (Salerno LHU [Sa-LHU]) to 61.9% in Moschiano (Avellino [Av-LHU]). The geographic distribution also showed significant differences in terms of antibiotic consumption, from 6.7 DID in Omignano to 41.6 in San Marcelino (Caserta [Ce-LHU]). Logistic regression showed that both municipality type and average annual income level were the main determinants of antibiotic prescription. Urban municipalities were more than eight times as likely to have antibiotic high prevalence rates compared to rural municipalities (adjusted odds ratio [OR]: 8.62; 95% confidence interval [CI]: 4.06–18.30, P<0.001). Low average annual income level municipalities were more than eight times as likely to have antibiotic high prevalence rates compared to high average annual income level municipalities (adjusted OR: 8.48; 95% CI: 3.45–20.81, P<0.001). Conclusion We provide a snapshot of Campania’s antibiotic consumption, evidencing the impact of both socioeconomic and sociodemographic factors on the prevalence of antibiotic prescription. The observed intraregional variability underlines the lack of shared therapeutic protocols and the need for careful monitoring. Our results can be useful for decision makers to plan educational interventions, thus optimizing health resources and improving rational drug use.
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Affiliation(s)
- Veronica Russo
- CIRFF, Center of Pharmacoeconomics, University of Naples Federico II
| | | | | | | | - Antonella Guida
- Directorate-General for Protection of Health, Campania Region, Naples, Italy
| | - Enrica Menditto
- CIRFF, Center of Pharmacoeconomics, University of Naples Federico II
| | - Valentina Orlando
- CIRFF, Center of Pharmacoeconomics, University of Naples Federico II
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Hasslacher C, Lorenzo Bermejo J. Treatment with insulin analogs and prevalence of cardiovascular complications in patients with type 1 diabetes. Ther Adv Endocrinol Metab 2017; 8:149-157. [PMID: 29114384 PMCID: PMC5656110 DOI: 10.1177/2042018817732732] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Accepted: 08/24/2017] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND A lower incidence of cardiovascular events has been reported in type 2 diabetes patients treated with insulin analogs (IAs). Corresponding data on people affected by type 1 diabetes are not available yet. METHODOLOGY We investigated demographic and clinical data from 509 type 1 diabetics, who were treated in an outpatient clinic from 2006 to 2012. Multiple logistic regression was used to investigate the relationship between the type of insulin treatment and the prevalence of cardiovascular (CV) complications, that is, presence of coronary heart, cerebrovascular and peripheral arterial diseases, adjusting for potential confounders. RESULTS Results from multiple logistic regression revealed that patients with impaired renal function [estimated glomerular filtration rate (eGFR) < 90 ml/min] show lower CV complication rates when treated with IAs (25%) compared with patients treated with human insulin (HI; 28%) and HI/IA (38%, p = 0.06). CV complication rates in the complete patient collective amounted to 17% (IA), 21% (HI) and 21% (HI/IA, p = 0.08). Examination of CV complications according to the type of IA revealed the lowest complication rates in type 1 diabetics treated with insulin lispro (5.9%) and glargine (16%). However, complication rate differences among insulin treatments did not reach statistical significance. CONCLUSION The present cross-sectional study shows a borderline significantly lower CV morbidity in people with type 1 diabetes and impaired renal function when treated with IA compared with HI treatment after adjustment for multiple potential confounders [odds ratio (OR) = 0.78, which translates into a 22% lower complication rate]. Validation of these preliminary findings in confirmatory, prospective studies may have important clinical implications.
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Karges B, Schwandt A, Heidtmann B, Kordonouri O, Binder E, Schierloh U, Boettcher C, Kapellen T, Rosenbauer J, Holl RW. Association of Insulin Pump Therapy vs Insulin Injection Therapy With Severe Hypoglycemia, Ketoacidosis, and Glycemic Control Among Children, Adolescents, and Young Adults With Type 1 Diabetes. JAMA 2017; 318:1358-1366. [PMID: 29049584 PMCID: PMC5818842 DOI: 10.1001/jama.2017.13994] [Citation(s) in RCA: 266] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
IMPORTANCE Insulin pump therapy may improve metabolic control in young patients with type 1 diabetes, but the association with short-term diabetes complications is unclear. OBJECTIVE To determine whether rates of severe hypoglycemia and diabetic ketoacidosis are lower with insulin pump therapy compared with insulin injection therapy in children, adolescents, and young adults with type 1 diabetes. DESIGN, SETTING, AND PARTICIPANTS Population-based cohort study conducted between January 2011 and December 2015 in 446 diabetes centers participating in the Diabetes Prospective Follow-up Initiative in Germany, Austria, and Luxembourg. Patients with type 1 diabetes younger than 20 years and diabetes duration of more than 1 year were identified. Propensity score matching and inverse probability of treatment weighting analyses with age, sex, diabetes duration, migration background (defined as place of birth outside of Germany or Austria), body mass index, and glycated hemoglobin as covariates were used to account for relevant confounders. EXPOSURES Type 1 diabetes treated with insulin pump therapy or with multiple (≥4) daily insulin injections. MAIN OUTCOMES AND MEASURES Primary outcomes were rates of severe hypoglycemia and diabetic ketoacidosis during the most recent treatment year. Secondary outcomes included glycated hemoglobin levels, insulin dose, and body mass index. RESULTS Of 30 579 patients (mean age, 14.1 years [SD, 4.0]; 53% male), 14 119 used pump therapy (median duration, 3.7 years) and 16 460 used insulin injections (median duration, 3.6 years). Patients using pump therapy (n = 9814) were matched with 9814 patients using injection therapy. Pump therapy, compared with injection therapy, was associated with lower rates of severe hypoglycemia (9.55 vs 13.97 per 100 patient-years; difference, -4.42 [95% CI, -6.15 to -2.69]; P < .001) and diabetic ketoacidosis (3.64 vs 4.26 per 100 patient-years; difference, -0.63 [95% CI, -1.24 to -0.02]; P = .04). Glycated hemoglobin levels were lower with pump therapy than with injection therapy (8.04% vs 8.22%; difference, -0.18 [95% CI, -0.22 to -0.13], P < .001). Total daily insulin doses were lower for pump therapy compared with injection therapy (0.84 U/kg vs 0.98 U/kg; difference, -0.14 [-0.15 to -0.13], P < .001). There was no significant difference in body mass index between both treatment regimens. Similar results were obtained after propensity score inverse probability of treatment weighting analyses in the entire cohort. CONCLUSIONS AND RELEVANCE Among young patients with type 1 diabetes, insulin pump therapy, compared with insulin injection therapy, was associated with lower risks of severe hypoglycemia and diabetic ketoacidosis and with better glycemic control during the most recent year of therapy. These findings provide evidence for improved clinical outcomes associated with insulin pump therapy compared with injection therapy in children, adolescents, and young adults with type 1 diabetes.
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Affiliation(s)
- Beate Karges
- Division of Endocrinology and Diabetes, Medical Faculty, RWTH Aachen University, Aachen, Germany
| | - Anke Schwandt
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany
- German Center for Diabetes Research (DZD), Neuherberg
| | | | - Olga Kordonouri
- Diabetes Center for Children and Adolescents, Children's Hospital Auf Der Bult, Hannover, Germany
| | - Elisabeth Binder
- Department of Pediatrics, Medical University of Innsbruck, Innsbruck, Austria
| | - Ulrike Schierloh
- Department of Pediatrics, Centre Hospitalier de Luxembourg, Luxembourg City, Luxembourg
| | - Claudia Boettcher
- Division of Paediatric Endocrinology and Diabetology, Center of Child and Adolescent Medicine, Justus Liebig University Giessen, Giessen, Germany
| | - Thomas Kapellen
- Hospital for Children and Adolescents, University of Leipzig, Leipzig, Germany
| | - Joachim Rosenbauer
- German Center for Diabetes Research (DZD), Neuherberg
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center at the University of Düsseldorf, Düsseldorf, Germany
| | - Reinhard W Holl
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany
- German Center for Diabetes Research (DZD), Neuherberg
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