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Vauterin D, Van Vaerenbergh F, Vanoverschelde A, Quint JK, Verhamme K, Lahousse L. Methods to assess COPD medications adherence in healthcare databases: a systematic review. Eur Respir Rev 2023; 32:230103. [PMID: 37758274 PMCID: PMC10523153 DOI: 10.1183/16000617.0103-2023] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 07/20/2023] [Indexed: 09/30/2023] Open
Abstract
BACKGROUND The Global Initiative for Chronic Obstructive Lung Disease 2023 report recommends medication adherence assessment in COPD as an action item. Healthcare databases provide opportunities for objective assessments; however, multiple methods exist. We aimed to systematically review the literature to describe existing methods to assess adherence in COPD in healthcare databases and to evaluate the reporting of influencing variables. METHOD We searched MEDLINE, Web of Science and Embase for peer-reviewed articles evaluating adherence to COPD medication in electronic databases, written in English, published up to 11 October 2022 (PROSPERO identifier CRD42022363449). Two reviewers independently conducted screening for inclusion and performed data extraction. Methods to assess initiation (dispensing of medication after prescribing), implementation (extent of use over a specific time period) and/or persistence (time from initiation to discontinuation) were listed descriptively. Each included study was evaluated for reporting variables with an impact on adherence assessment: inpatient stays, drug substitution, dose switching and early refills. RESULTS 160 studies were included, of which four assessed initiation, 135 implementation and 45 persistence. Overall, one method was used to measure initiation, 43 methods for implementation and seven methods for persistence. Most of the included implementation studies reported medication possession ratio, proportion of days covered and/or an alteration of these methods. Only 11% of the included studies mentioned the potential impact of the evaluated variables. CONCLUSION Variations in adherence assessment methods are common. Attention to transparency, reporting of variables with an impact on adherence assessment and rationale for choosing an adherence cut-off or treatment gap is recommended.
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Affiliation(s)
- Delphine Vauterin
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ghent, Belgium
| | - Frauke Van Vaerenbergh
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ghent, Belgium
| | - Anna Vanoverschelde
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ghent, Belgium
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Jennifer K Quint
- School of Public Health and National Heart and Lung Institute, Imperial College London, London, UK
| | - Katia Verhamme
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ghent, Belgium
- Department of Medical Informatics, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Lies Lahousse
- Department of Bioanalysis, Pharmaceutical Care Unit, Faculty of Pharmaceutical Sciences, Ghent University, Ghent, Belgium
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
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Lee M, Zarowitz BJ, Pellegrin K, Cooke CE, Fleming SP, Brandt N. Social determinants predict whether medicare beneficiaries are offered a Comprehensive Medication review. Res Social Adm Pharm 2022; 19:184-188. [DOI: 10.1016/j.sapharm.2022.09.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Revised: 09/14/2022] [Accepted: 09/26/2022] [Indexed: 11/16/2022]
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Qiao Y, Steve Tsang CC, Hohmeier KC, Dougherty S, Hines L, Chiyaka ET, Wang J. Association Between Medication Adherence and Healthcare Costs Among Patients Receiving the Low-Income Subsidy. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2020; 23:1210-1217. [PMID: 32940239 DOI: 10.1016/j.jval.2020.06.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Revised: 04/20/2020] [Accepted: 06/01/2020] [Indexed: 06/11/2023]
Abstract
OBJECTIVES Significant literature exists on the effects of medication adherence on reducing healthcare costs, but less is known about the effect of medication adherence among Medicare low-income subsidy (LIS) recipients. This study examined the effects of medication adherence on healthcare costs among LIS recipients with diabetes, hypertension, and/or heart failure. METHODS This retrospective study analyzed Medicare claims data (2012-2013) linked to the Area Health Resources Files. Using measures developed by the Pharmacy Quality Alliance, adherence to 11 medication classes was studied among patients with 7 possible combinations of the diseases mentioned. Adherence was measured in 8 categories of proportion of days covered (PDC): ≥95%, 90% to <95%, 85% to <90%, 80% to <85%, 75% to <80%, 50% to <75%, 25% to <50%, and <25%. Annual Medicare costs were compared across adherence categories. A generalized linear model was used to control for patient/community characteristics. RESULTS Among patients with only one disease, such as diabetes, patients with the lowest adherence (PDC < 25%) had $3152/year higher Medicare costs than patients with the highest adherence (PDC ≥ 95%; $11 101 vs $7949; P < .05). The adjusted costs among patients with PDC < 25% was $1893 higher than patients with PDC ≥ 95% ($9919 vs $8026; P < .05). Among patients with multiple chronic conditions, patients' adherence to medications for fewer diseases had higher costs. CONCLUSIONS Greater medication adherence is associated with lower Medicare costs in the Medicare LIS population. Future policy affecting the LIS program should encourage better medication adherence among patients with chronic diseases.
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Affiliation(s)
- Yanru Qiao
- Department of Clinical Pharmacy and Translational Science, University of Tennessee College of Pharmacy, Memphis, TN, USA
| | - Chi Chun Steve Tsang
- Department of Clinical Pharmacy and Translational Science, University of Tennessee College of Pharmacy, Memphis, TN, USA
| | - Kenneth C Hohmeier
- Department of Clinical Pharmacy and Translational Science, University of Tennessee College of Pharmacy, Memphis, TN, USA
| | - Samantha Dougherty
- Pharmaceutical Research and Manufacturers of America (PhRMA), Washington, DC, USA
| | - Lisa Hines
- Pharmacy Quality Alliance, Alexandria, VA, USA
| | - Edward T Chiyaka
- Department of Clinical Pharmacy and Translational Science, University of Tennessee College of Pharmacy, Memphis, TN, USA
| | - Junling Wang
- Department of Clinical Pharmacy and Translational Science, University of Tennessee College of Pharmacy, Memphis, TN, USA.
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Giles L, Freeman C, Field P, Sörstadius E, Kartman B. Humanistic burden and economic impact of heart failure – a systematic review of the literature. F1000Res 2020. [DOI: 10.12688/f1000research.19365.2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Background: Heart failure (HF) is increasing in prevalence worldwide. This systematic review was conducted to inform understanding of its humanistic and economic burden. Methods: Electronic databases (Embase, MEDLINE®, and Cochrane Library) were searched in May 2017. Data were extracted from studies reporting health-related quality of life (HRQoL) in 200 patients or more (published 2007–2017), or costs and resource use in 100 patients or more (published 2012–2017). Relevant HRQoL studies were those that used the 12- or 36-item Short-Form Health Surveys, EuroQol Group 5-dimensions measure of health status, Minnesota Living with Heart Failure Questionnaire or Kansas City Cardiomyopathy Questionnaire. Results: In total, 124 studies were identified: 54 for HRQoL and 71 for costs and resource use (Europe: 25/15; North America: 24/50; rest of world/multinational: 5/6). Overall, individuals with HF reported worse HRQoL than the general population and patients with other chronic diseases. Some evidence identified supports a correlation between increasing disease severity and worse HRQoL. Patients with HF incurred higher costs and resource use than the general population and patients with other chronic conditions. Inpatient care and hospitalizations were identified as major cost drivers in HF. Conclusions: Our findings indicate that patients with HF experience worse HRQoL and incur higher costs than individuals without HF or patients with other chronic diseases. Early treatment of HF and careful disease management to slow progression and to limit the requirement for hospital admission are likely to reduce both the humanistic burden and economic impact of HF.
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Lines LM, Cohen J, Halpern MT, Smith AW, Kent EE. Care experiences among dually enrolled older adults with cancer: SEER-CAHPS, 2005-2013. Cancer Causes Control 2019; 30:1137-1144. [PMID: 31422490 DOI: 10.1007/s10552-019-01218-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2018] [Accepted: 08/09/2019] [Indexed: 12/12/2022]
Abstract
PURPOSE Given the associations between poverty and poorer outcomes among older adults with cancer, we sought to understand the effects of dual enrollment in Medicare and Medicaid-as a marker of poverty-on self-reported care experiences among seniors diagnosed with cancer. METHODS Retrospective, observational study using cancer registry, Medicare claims, and care experience survey data (Surveillance, Epidemiology, and End Results [SEER]-Consumer Assessment of Healthcare Providers and Systems [CAHPS®]) for a national sample of fee-for-service (FFS) and Medicare Advantage (MA) enrollees aged 65 or older. We included people with one incident primary, malignant cancer diagnosed between 2005 and 2011, surveyed within 2 years after diagnosis (n = 9,800; 995 dual enrollees). Medicare CAHPS measures included 5 global ratings and 3 composite scores. RESULTS After adjustment for potential confounders, people with cancer histories who were dually enrolled were significantly more likely to report better experiences than non-duals on 2 measures (Medicare/their health plan: adjusted odds ratio [aOR]: 0.68, 95% confidence interval [CI] 0.53-0.87; prescription drug plan [PDP]: aOR: 0.54, 95% CI 0.40-0.73). CONCLUSIONS Dual enrollees with cancer reported better experiences than Medicare-only enrollees in terms of their health plan (Medicare FFS or Medicare Advantage) and their PDP. Better ratings among dually enrolled beneficiaries suggest possible divergence between health outcomes and care experiences, warranting additional investigation.
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Affiliation(s)
- Lisa M Lines
- RTI International, 307 Waverley Oaks Rd, Suite 101, Waltham, MA, 02452, USA. .,University of Massachusetts Medical School, 55 Lake Ave. North, Worcester, MA, 01655, USA.
| | - Julia Cohen
- RTI International, 307 Waverley Oaks Rd, Suite 101, Waltham, MA, 02452, USA
| | - Michael T Halpern
- Cancer Control and Population Sciences, National Cancer Institute, 9609 Medical Center Dr., Room 3E4342, Bethesda, MD, 20892-9762, USA
| | - Ashley Wilder Smith
- Cancer Control and Population Sciences, National Cancer Institute, 9609 Medical Center Dr., Room 3E4342, Bethesda, MD, 20892-9762, USA
| | - Erin E Kent
- Gillings School of Public Health, University of North Carolina - Chapel Hill, 135 Dauer Dr., Chapel Hill, NC, 27559, USA
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Morganroth M, Pape G, Rozenfeld Y, Heffner JE. Multidisciplinary COPD disease management program: impact on clinical outcomes. Postgrad Med 2015; 128:239-49. [PMID: 26641555 DOI: 10.1080/00325481.2016.1129259] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
OBJECTIVES We hypothesized performance improvement interventions would improve COPD guideline-recommended care and decrease COPD exacerbations in primary care clinic practices. METHODS We initiated a performance improvement project in 12 clinics to improve COPD outcomes incorporating physician education, case management, web-based decision support (CareManager(TM)), and performance feedback. We collected baseline and one-year follow up data on 242 patients who had COPD with acute exacerbations. We analyzed data by two methods. First, the 12 clinics were cluster randomized to 4 intervention (117 patients) and 8 control (125 patients) clinics which all had access to CareManager(TM) but only intervention clinic physicians received case management, academic detailing, and decision support assistance. Exacerbation rates and guideline adherence were compared. Second, data from all 12 clinics were pooled in a quasi-experimental design comparing baseline and post-implementation of CareManager(TM) to determine the value of system-wide performance improvement during the study period. RESULTS In the randomized analysis, baseline demographics were similar. No differences (p = 0.79) occurred in exacerbation rates between intervention and control clinics although both groups had decreased numbers of exacerbations from baseline to follow up (p < 0.05). The pooled data from all 12 clinics demonstrated a reduction (p < 0.05) in mean exacerbations/patient from 2.3 (CI 2.0-2.6) during baseline to 1.4 (CI 1.1-1.7) at one-year follow up. Emergency department visits and hospitalizations/patient decreased (p = 0.003). Patients naïve at study start to depression screening, pneumococcal vaccination, inhaled control medications or smoking cessation had fewer (p < 0.05) exacerbations after these interventions. CONCLUSION We observed no difference in exacerbation rates between clinics receiving case management, academic detailing, and ongoing assistance with decision support and controls. Implementation of a web-based disease management system (CareManager(TM)) along with health system-wide COPD performance improvement efforts was associated with fewer COPD exacerbations and increased adherence to guideline recommendations.
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Affiliation(s)
- Melvin Morganroth
- a Pulmonary and Critical Care , The Oregon Clinic , Portland , OR , USA
| | - Ginger Pape
- b Providence Medical Group , Portland , OR , USA
| | | | - John E Heffner
- d Department of Medical Education , Providence Portland Medical Center , Portland , OR , USA
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Duru OK, Edgington S, Mangione C, Turk N, Tseng CH, Kimbro L, Ettner S. Association of Medicare Part D low-income cost subsidy program enrollment with increased fill adherence to clopidogrel after coronary stent placement. Pharmacotherapy 2014; 34:1230-8. [PMID: 25314343 DOI: 10.1002/phar.1502] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
STUDY OBJECTIVE To determine the association between enrollment in the Medicare Part D low-income subsidy (LIS) program, which reduces out-of-pocket medication costs, and fill adherence to the antiplatelet drug clopidogrel after coronary stent placement. DESIGN Retrospective cohort study. DATA SOURCE Pharmacy claims database of a large national Medicare Part D insurer. PATIENTS We selected a total of 2967 beneficiaries of a national Medicare Part D plan who had a coronary stent placed between April and December 2006 and were prescribed clopidogrel but were not preexisting users of clopidogrel. Of these patients, 504 were enrolled in the LIS program and 2463 were not. MEASUREMENTS AND MAIN RESULTS We defined LIS status as enrollment in the LIS program at any point during the 12 months after the procedure. We examined the association between LIS status and good medication fill adherence to clopidogrel, defined as proportion of days covered of 80% or more, or discontinuation of clopidogrel over the 12-month window starting from the date of their stent placement. We also identified patients with claims-based diagnoses of major bleeding events while taking clopidogrel. For those patients, we calculated fill adherence only for the period between medication initiation and the onset of major bleeding and/or did not classify them as having inappropriately discontinued the medication. We created a propensity score predicting the propensity of being eligible for the LIS benefit and used inverse propensity score weighting with regression adjustment to generate estimates of the effect parameters. LIS enrollment was associated with a higher predicted likelihood of good clopidogrel fill adherence after stent placement (54.8% for LIS enrollees vs 47.6% for non enrollees; p=0.008). No significant difference was noted between the two groups in predicted risk of discontinuing clopidogrel after stent placement (18.3% for LIS enrollees vs 21.0% for non enrollees; p=0.21). CONCLUSION The LIS benefit was associated with better clopidogrel fill adherence after stent placement. Although clopidogrel is now available in generic form, our work underscores the need for efforts to identify and enroll patients in the LIS benefit who require costly antiplatelet medications for coronary heart disease.
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Affiliation(s)
- O Kenrik Duru
- Division of General Internal Medicine & Health Services Research, David Geffen School of Medicine at UCLA, University of California, Los Angeles, California
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Medicare Part D Research Highlights and Policy Updates, 2013: Impact and Insights. Clin Ther 2013; 35:402-12. [DOI: 10.1016/j.clinthera.2013.02.024] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2013] [Revised: 02/21/2013] [Accepted: 02/27/2013] [Indexed: 11/20/2022]
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Yun H, Curtis JR, Saag K, Kilgore M, Muntner P, Smith W, Matthews R, Wright N, Morrisey MA, Delzell E. Generic alendronate use among Medicare beneficiaries: are Part D data complete? Pharmacoepidemiol Drug Saf 2012; 22:55-63. [PMID: 23135758 DOI: 10.1002/pds.3361] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2012] [Revised: 09/26/2012] [Accepted: 09/26/2012] [Indexed: 11/11/2022]
Abstract
BACKGROUND Generic alendronate was approved in the United States on February 6, 2008. Medicare beneficiaries might pay for generic alendronate out-of-pocket without having claims submitted, resulting in misclassification of generic alendronate use in Medicare data. OBJECTIVES To estimate the completeness of generic alendronate use in 2008 Medicare Part D data; to identify factors associated with staying on branded alendronate versus switching to a generic product. METHODS We identified Medicare beneficiaries highly adherent (medication possession ratio ≥80%) with branded alendronate during 1/1/06-2/6/07 ("2007 cohort") and during 1/1/07-2/6/08 ("2008 cohort"). The outcome was medication status at the end of follow-up (12/31/2007 or 12/31/2008), classified as continued branded alendronate, switched to generic alendronate, switched to another bisphosphonate or presumed discontinued bisphosphonate therapy. Cox regression estimated the hazard ratio (HR) for discontinuation in 2008 compared to 2007. Multinomial logistic regression identified factors associated with medication status for the 2008 cohort. RESULTS Among 15,310 subjects using branded alendronate in the 2008 cohort, 81% switched to generic alendronate. The proportion presumably discontinuing bisphosphonate therapy was 8.9% in 2008 compared to 7.7% in the 2007 cohort (adjusted HR, 1.15; 95% confidence interval, 1.05, 1.26). Factors associated with staying on branded alendronate in 2008 were higher income, eligibility for a low income subsidy and use of Fosamax® plus vitamin D. CONCLUSION Evaluation of Medicare prescription drug data suggests that the amount of missing claims for generic alendronate in 2008 was not substantial, and misclassification of exposure in studies examining alendronate use post-generic product availability should be minimal.
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Affiliation(s)
- Huifeng Yun
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA.
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Cohen JP. Evaluating the impact of Medicare Part D on quality metrics. Expert Rev Pharmacoecon Outcomes Res 2012; 12:271-3. [PMID: 22812549 DOI: 10.1586/erp.12.25] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Subsidized access to medical and pharmacy benefits is not a goal in and of itself; it is a means toward an end (improved health outcomes). Accordingly, the addition of an outpatient prescription drug benefit (Part D) to Medicare in 2006 will be deemed a success if it provides better, more affordable access to outpatient prescription drugs for Medicare beneficiaries and, more importantly, improves drug adherence and health outcomes, together with reducing or at least bending the cost curve by offsetting certain healthcare costs such as hospitalizations and emergency room visits. Priest and colleagues examine these claims and find suboptimal outcomes despite improved access.
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Affiliation(s)
- Joshua P Cohen
- Tufts Center for the Study of Drug Development, Boston, MA 02111, USA.
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