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Sato S, Sasabuchi Y, Okada A, Yasunaga H. Do Orally Disintegrating Tablets Facilitate Medical Adherence and Clinical Outcomes in Patients with Post-stroke Dysphagia? Dysphagia 2024:10.1007/s00455-024-10737-8. [PMID: 39096331 DOI: 10.1007/s00455-024-10737-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 07/22/2024] [Indexed: 08/05/2024]
Abstract
Orally disintegrating tablets (ODTs) dissolve rapidly in contact with saliva and have been reported to facilitate oral administration of medications in swallowing difficulties. However, their clinical benefits remain unclear because no previous studies have examined whether ODTs facilitate medication adherence and clinical outcomes in patients with post-stroke dysphagia. This study evaluated the association between ODT prescriptions and clinical benefits using high-dimensional propensity score (hd-PS) matching to adjust for confounding factors. Using a large Japanese commercial medical and dental claims database, we identified patients aged ≥ 65 years with post-stroke dysphagia between April 2014 and March 2021. To compare 1-year outcomes of medication adherence, cardiovascular events, and aspiration pneumonia between patients taking ODTs and non-ODTs, we performed hd-PS matching. We identified 11,813 patients without ODTs and 3178 patients with ODTs. After hd-PS matching, 2246 pairs were generated. Medication adherence for 1 year, based on the proportion of days covered, was not significantly different between the non-ODT and ODT groups before (0.887 vs. 0.900, P = 0.999) and after hd-PS matching (0.889 vs. 0.902, P = 0.977). The proportion of cardiovascular events (0.898 vs. 0.893, P = 0.591) and aspiration pneumonia (0.380 vs. 0.372, P = 0.558) were also not significantly different between the groups. This study found no significant differences in medication adherence, cardiovascular diseases, or aspiration pneumonia between the non-ODT and ODT groups in patients with post-stroke dysphagia. Both groups achieved a proportion of days covered exceeding 80%. Clinicians may consider prescribing ODTs or non-ODTs based on patient preferences rather than solely on post-stroke conditions.
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Affiliation(s)
- So Sato
- Department of Clinical Epidemiology and Health Economics, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo, Tokyo, 1130033, Japan.
| | - Yusuke Sasabuchi
- Department of Clinical Epidemiology and Health Economics, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo, Tokyo, 1130033, Japan
- The Department of Real-World Evidence, Graduate School of Medicine, The University of Tokyo, Bunkyo, Japan
| | - Akira Okada
- Department of Prevention of Diabetes and Lifestyle-Related Diseases, Graduate School of Medicine, The University of Tokyo, Bunkyo, Japan
| | - Hideo Yasunaga
- Department of Clinical Epidemiology and Health Economics, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo, Tokyo, 1130033, Japan
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Schulz M, Day RO, Coleshill MJ, Briggs NE, Aung E. Psychometric evaluation of the Adherence to Refills and Medications Scale (ARMS) in Australians living with gout. Clin Rheumatol 2024:10.1007/s10067-024-07050-y. [PMID: 39008222 DOI: 10.1007/s10067-024-07050-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 05/29/2024] [Accepted: 06/26/2024] [Indexed: 07/16/2024]
Abstract
This study aimed to examine psychometric properties of the Adherence to Refills and Medications Scale (ARMS) in people with gout. We conducted exploratory factor analysis (EFA) and tested internal consistency (ordinal and Cronbach's alpha coefficients) and agreement (intraclass correlation coefficient (2,1)) in ARMS scores across three timepoints (baseline, 6, and 12 months) in 487 people with gout. The Kruskal-Wallis test, Spearman's rank, Kendall's tau-b correlations, and logistic regression were used to examine the criterion-related validity of the ARMS and factors associated with the ARMS. EFA suggested a one-factor structure, explaining 43.2% of total variance. High internal consistency (ordinal alpha = 0.902 at baseline) and moderate agreement in ARMS scores over time (ICCs > 0.5; p < 0.001) were observed. Lower ARMS scores (indicating better adherence) predicted achieving target serum urate (OR, 0.89; 95% CI, 0.83-0.95; p < 0.001), but not urate-lowering therapy (ULT) adherence (Proportion of Days Covered (PDC) ≥ 80%) (OR, 0.93; 95% CI, 0.81-1.05; p = 0.261). Negative correlations between ARMS and PDC were not statistically significant (Kendall's tau-b, r = - 0.126, p = 0.078; Spearman's rho = - 0.173, p < 0.073). Differences in median ARMS scores (IQR) of 16 (14-20), 13 (12-15), and 17.5 (15-21) in three groups of participants who reported (1) not taking ULT, (2) taking ULT and adherent, and (3) taking ULT but not adherent, respectively, were statistically significant (p < 0.001). Age was the only patient factor independently associated with optimal adherence (ARMS score = 12) (OR, 1.91; 95% CI, 1.50-2.43; p < 0.001). The ARMS is a reliable and valid measure of medication adherence behaviours in people with gout, justifying its use in gout medication adherence research.
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Affiliation(s)
- Marcel Schulz
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW, Sydney, NSW, Australia
| | - Richard O Day
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW, Sydney, NSW, Australia.
- Department of Clinical Pharmacology & Toxicology, St Vincent's Hospital Sydney, Victoria Street, Darlinghurst, NSW, 2010, Australia.
| | - Matthew J Coleshill
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW, Sydney, NSW, Australia
- Department of Clinical Pharmacology & Toxicology, St Vincent's Hospital Sydney, Victoria Street, Darlinghurst, NSW, 2010, Australia
- Black Dog Institute, Sydney, NSW, Australia
| | - Nancy E Briggs
- Stats Central, Mark Wainwright Analytical Centre, UNSW, Sydney, Australia
| | - Eindra Aung
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW, Sydney, NSW, Australia
- Northern Sydney Local Health District, NSW Health, Sydney, NSW, Australia
- Kolling Institute, Pain Management Research Institute, The University of Sydney, Sydney, NSW, Australia
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3
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Zhang D, Xu J, Hall DB, Chen X, Chen M, Divers J, Wei J, Rajbhandari-Thapa J, Wright DR, Arabadjian M, Young HN. The Association Between Type of Insurance Plan, Out-of-Pocket Cost, and Adherence to Antihypertensive Medications in Medicare Supplement Insurance Enrollees. Am J Hypertens 2024; 37:631-639. [PMID: 38727326 PMCID: PMC11247132 DOI: 10.1093/ajh/hpae062] [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: 02/16/2024] [Revised: 04/05/2024] [Accepted: 05/04/2024] [Indexed: 07/16/2024] Open
Abstract
BACKGROUND Medicare supplement insurance, or Medigap, covers 21% of Medicare beneficiaries. Despite offsetting some out-of-pocket (OOP) expenses, remaining OOP costs may pose a barrier to medication adherence. This study aims to evaluate how OOP costs and insurance plan types influence medication adherence among beneficiaries covered by Medicare supplement plans. METHODS We conducted a retrospective analysis of the Merative MarketScan Medicare Supplement Database (2017-2019) in Medigap enrollees (≥65 years) with hypertension. The proportion of days covered (PDC) was a continuous measure of medication adherence and was also dichotomized (PDC ≥0.8) to quantify adequate adherence. Beta-binomial and logistic regression models were used to estimate associations between these outcomes and insurance plan type and log-transformed OOP costs, adjusting for patient characteristics. RESULTS Among 27,407 patients with hypertension, the average PDC was 0.68 ± 0.31; 47.5% achieved adequate adherence. A mean $1 higher in 30-day OOP costs were associated with a 0.06 (95% confidence intervals [CIs]: -0.09 to -0.03) lower probability of adequate adherence, or a 5% (95% CI: 4%-7%) decrease in PDC. Compared with comprehensive plan enrollees, the odds of adequate adherence were lower among those with point-of-service plans (odds ratio [OR]: 0.69, 95% CI: 0.62-0.77), but higher among those with preferred provider organization (PPO) plans (OR: 1.08, 95% CI: 1.01-1.15). Moreover, the association between OOP costs and PDC was significantly greater for PPO enrollees. CONCLUSIONS While Medicare supplement insurance alleviates some OOP costs, different insurance plans and remaining OOP costs influence medication adherence. Reducing patient cost-sharing may improve medication adherence.
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Affiliation(s)
- Donglan Zhang
- Department of Foundations of Medicine, Center for Population Health and Health Services Research, New York University Grossman Long Island School of Medicine, Mineola, New York, USA
| | - Jianing Xu
- Department of Statistics, Statistical Consulting Center, University of Georgia, Athens, Georgia, USA
| | - Daniel B Hall
- Department of Statistics, Statistical Consulting Center, University of Georgia, Athens, Georgia, USA
| | - Xianyan Chen
- Department of Statistics, Statistical Consulting Center, University of Georgia, Athens, Georgia, USA
| | - Ming Chen
- Institute of Health Outcomes and Policy, University of Tennessee Health Science Center, Memphis, Tennessee, USA
- Center for Health System Improvement, University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Jasmin Divers
- Department of Foundations of Medicine, Center for Population Health and Health Services Research, New York University Grossman Long Island School of Medicine, Mineola, New York, USA
| | - Jingkai Wei
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, South Carolina, USA
| | - Janani Rajbhandari-Thapa
- Department of Health Policy and Management, College of Public Health, University of Georgia, Athens, Georgia, USA
| | - Davene R Wright
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Healthcare Institute, Boston, Massachusetts, USA
| | - Milla Arabadjian
- Department of Foundations of Medicine, Center for Population Health and Health Services Research, New York University Grossman Long Island School of Medicine, Mineola, New York, USA
| | - Henry N Young
- Department of Clinical and Administrative Pharmacy, College of Pharmacy, University of Georgia, Athens, Georgia, USA
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4
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Lv L, Brady BL, Xie L, Guevarra M, Turchin A. Adherence and persistence among people with type 2 diabetes newly initiating oral semaglutide versus DPP-4is in a US real-world setting. Prim Care Diabetes 2024:S1751-9918(24)00126-8. [PMID: 38991896 DOI: 10.1016/j.pcd.2024.06.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 06/26/2024] [Accepted: 06/29/2024] [Indexed: 07/13/2024]
Abstract
AIMS To investigate real-world treatment adherence and persistence in people with type 2 diabetes newly initiating oral semaglutide, a glucagon-like peptide-1 receptor agonist (GLP-1 RA), or a dipeptidyl peptidase-4 inhibitor (DPP-4i). METHODS This retrospective cohort study used the Merative™ MarketScan® Commercial and Medicare databases. Index date was the first fill for the cohort medication. Adherence was defined as proportion of days covered (PDC) over the 12-month post-index period ('adherent' = ≥0.8). Persistence was number of days until discontinuation, based on a 45-day gap. Results were compared between cohorts using inverse probability treatment weighting. RESULTS Oral semaglutide (n=5485) and DPP-4i (n=4980) cohorts had similar percentages of people who were adherent (PDC ≥0.8; 41.6 % vs. 42.9 %; P = 0.182) and persistent for ≥9 months (45.0 % vs. 46.3 %; P = 0.185). The DPP-4i cohort used significantly more anti-diabetic medication (ADM) classes over the post-index period (mean±SD: 2.6±1.0 vs. 2.9±1.1, P < 0.001), with 23.2 % filling a GLP-1 RA in the post-period. CONCLUSIONS Adherence and persistence were similar between cohorts. However, there are potential benefits to prescribing oral semaglutide over DPP-4is, including reduced need for additional ADM.
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Affiliation(s)
- Lei Lv
- Novo Nordisk Inc., 800 Scudders Mill Road, Plainsboro, NJ 08536, USA.
| | - Brenna L Brady
- Merative, 100 Phoenix Dr Suite 200, Ann Arbor, MI 48108, USA
| | - Lin Xie
- Novo Nordisk Inc., 800 Scudders Mill Road, Plainsboro, NJ 08536, USA
| | - Mico Guevarra
- Novo Nordisk Inc., 800 Scudders Mill Road, Plainsboro, NJ 08536, USA
| | - Alexander Turchin
- Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
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Cuperus LJA, van der Palen J, Aldenkamp A, van Huisstede A, Bischoff EWMA, van Boven JFM, Brijker F, Dik S, van Excel JAJM, Goosens M, van Hal PTW, Kuijvenhoven JC, Kunz LIZ, Vasbinder EC, Kerstjens HAM, In 't Veen JCCM. Adherence to single inhaler triple therapy and digital inhalers in Chronic Obstructive Pulmonary Disease: a literature review and protocol for a randomized controlled trial (TRICOLON study). BMC Pulm Med 2024; 24:317. [PMID: 38965541 PMCID: PMC11225120 DOI: 10.1186/s12890-024-03044-3] [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: 02/16/2024] [Accepted: 05/02/2024] [Indexed: 07/06/2024] Open
Abstract
BACKGROUND Medication non-adherence is a significant problem in patients with Chronic Obstructive Pulmonary Disease (COPD). Efforts to address this issue are receiving increased attention. Simplifying treatment by prescribing single-inhaler triple therapy (SITT) as an alternative to multi-inhaler triple therapy (MITT) or with smart inhalers are often considered potential solutions. However, the actual impact of these innovations on adherence and clinical outcomes is unclear. METHODS To address this knowledge gap we first conducted a literature review focusing on two research questions: 1) the difference in adherence between SITT and MITT users in COPD, and 2) the effect of smart inhalers on adherence in COPD. Separate searches were conducted in PubMed and two authors independently assessed the articles. In addition, we present a protocol for a study to acquire knowledge for the gaps identified. RESULTS To address the first research question, 8 trials were selected for further review. All trials were observational, i.e. randomized controlled trials were lacking. Seven of these trials showed higher adherence and/or persistence in patients on SITT compared with patients on MITT. In addition, four studies showed a positive effect of SITT on various clinical outcomes. For the second research question, 11 trials were selected for review. While most of the studies showed a positive effect of smart inhalers on adherence, there was considerable variation in the results regarding their effect on other clinical outcomes. The TRICOLON (TRIple therapy COnvenience by the use of one or multipLe Inhalers and digital support in ChrONic Obstructive Pulmonary Disease) trial aims to improve understanding regarding the effectiveness of SITT and smart inhalers in enhancing adherence. This open-label, randomized, multi-center study will enroll COPD patients requiring triple therapy at ten participating hospitals. In total, 300 patients will be randomized into three groups: 1) MITT; 2) SITT; 3) SITT with digital support through a smart inhaler and an e-health platform. The follow-up period will be one year, during which three methods of measuring adherence will be used: smart inhaler data, self-reported data using the Test of Adherence to Inhalers (TAI) questionnaire, and drug analysis in scalp hair samples. Finally, differences in clinical outcomes between the study groups will be compared. DISCUSSION Our review suggests promising results concerning the effect of SITT, as opposed to MITT, and smart inhalers on adherence. However, the quality of evidence is limited due to the absence of randomized controlled trials and/or the short duration of follow-up in many studies. Moreover, its impact on clinical outcomes shows considerable variation. The TRICOLON trial aims to provide solid data on these frequently mentioned solutions to non-adherence in COPD. Collecting data in a well-designed randomized controlled trial is challenging, but the design of this trial addresses both the usefulness of SITT and smart inhalers while ensuring minimal interference in participants' daily lives. TRIAL REGISTRATION NCT05495698 (Clinicaltrials.gov), registered at 08-08-2022. Protocol version: version 5, date 27-02-2023.
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Affiliation(s)
- Liz J A Cuperus
- Pulmonology Department, Franciscus Gasthuis and Vlietland, Rotterdam, the Netherlands.
- Pulmonology Department, University of Groningen, University Medical Center Groningen, and Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands.
- Pulmonology Department, Erasmus Medical Centre, Rotterdam, the Netherlands.
| | - Job van der Palen
- Department of Epidemiology, Medisch Spectrum Twente, Enschede, The Netherlands
| | - Arnoud Aldenkamp
- Department of Pulmonary Medicine, Catharina Hospital, Eindhoven, The Netherlands
| | | | - Erik W M A Bischoff
- Department of Primary and Community Care, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Job F M van Boven
- Department of Clinical Pharmacy & Pharmacology Groningen Research Institute for Asthma and COPD (GRIAC), University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Folkert Brijker
- Department of Pulmonary Medicine, Spaarne Gasthuis, Haarlem, The Netherlands
| | - Stephan Dik
- Department of Pulmonary Medicine, Albert Schweitzer Ziekenhuis, Dordrecht, The Netherlands
| | | | - Martijn Goosens
- Department of Pulmonary Medicine, Gelre Ziekenhuizen, Zutphen, The Netherlands
| | - Peter Th W van Hal
- Department of Respiratory Medicine, Van Weel-Bethesda Hospital, Dirksland, The Netherlands
| | - Jolanda C Kuijvenhoven
- Department of Respiratory Medicine, Medical Centre Leeuwarden, Leeuwarden, The Netherlands
| | - Lisette I Z Kunz
- Department of Pulmonology, Haaglanden Medical Centre, The Hague, The Netherlands
| | - Erwin C Vasbinder
- Department of Clinical Pharmacy, Franciscus Gasthuis, Rotterdam, The Netherlands
| | - Huib A M Kerstjens
- Pulmonology Department, University of Groningen, University Medical Center Groningen, and Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Johannes C C M In 't Veen
- Pulmonology Department, Franciscus Gasthuis and Vlietland, Rotterdam, the Netherlands
- Pulmonology Department, Erasmus Medical Centre, Rotterdam, the Netherlands
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Diop A, Gupta A, Mueller S, Dron L, Harari O, Berringer H, Kalatharan V, Park JJH, Mésidor M, Talbot D. Assessing the performance of group-based trajectory modeling method to discover different patterns of medication adherence. Pharm Stat 2024; 23:511-529. [PMID: 38327261 DOI: 10.1002/pst.2365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 12/12/2023] [Accepted: 01/17/2024] [Indexed: 02/09/2024]
Abstract
It is well known that medication adherence is critical to patient outcomes and can decrease patient mortality. The Pharmacy Quality Alliance (PQA) has recognized and identified medication adherence as an important indicator of medication-use quality. Hence, there is a need to use the right methods to assess medication adherence. The PQA has endorsed the proportion of days covered (PDC) as the primary method of measuring adherence. Although easy to calculate, the PDC has however several drawbacks as a method of measuring adherence. PDC is a deterministic approach that cannot capture the complexity of a dynamic phenomenon. Group-based trajectory modeling (GBTM) is increasingly proposed as an alternative to capture heterogeneity in medication adherence. The main goal of this paper is to demonstrate, through a simulation study, the ability of GBTM to capture treatment adherence when compared to its deterministic PDC analogue and to the nonparametric longitudinal K-means. A time-varying treatment was generated as a quadratic function of time, baseline, and time-varying covariates. Three trajectory models are considered combining a cat's cradle effect, and a rainbow effect. The performance of GBTM was compared to the PDC and longitudinal K-means using the absolute bias, the variance, the c-statistics, the relative bias, and the relative variance. For all explored scenarios, we find that GBTM performed better in capturing different patterns of medication adherence with lower relative bias and variance even under model misspecification than PDC and longitudinal K-means.
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Affiliation(s)
- Awa Diop
- Core Clinical Sciences Inc., Vancouver, British Columbia, Canada
- Département de médecine sociale et préventive, Université Laval, Québec, Canada
| | - Alind Gupta
- Department of Epidemiology, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | | | - Louis Dron
- Cascade Outcomes Research Inc., Vancouver, British Columbia, Canada
| | - Ofir Harari
- Core Clinical Sciences Inc., Vancouver, British Columbia, Canada
| | - Heather Berringer
- Core Clinical Sciences Inc., Vancouver, British Columbia, Canada
- Department of Mathematics and Statistics, University of Victoria, Victoria, British Columbia, Canada
| | | | - Jay J H Park
- Core Clinical Sciences Inc., Vancouver, British Columbia, Canada
- Department of Health Research Methodology, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada
| | - Miceline Mésidor
- Département de médecine sociale et préventive, Université Laval, Québec, Canada
- Axe santé des populations et pratiques optimales en santé, Centre de recherche du CHU de Québec - Université Laval, Québec, Canada
| | - Denis Talbot
- Département de médecine sociale et préventive, Université Laval, Québec, Canada
- Axe santé des populations et pratiques optimales en santé, Centre de recherche du CHU de Québec - Université Laval, Québec, Canada
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7
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Rhudy C, Perry C, Wesley M, Fardo D, Bumgardner C, Hassan S, Barrett T, Talbert J. Applying Machine Learning Models Derived From Administrative Claims Data to Predict Medication Nonadherence in Patients Self-Administering Biologic Medications for Inflammatory Bowel Disease. CROHN'S & COLITIS 360 2024; 6:otae039. [PMID: 39050112 PMCID: PMC11266807 DOI: 10.1093/crocol/otae039] [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: 05/04/2024] [Indexed: 07/27/2024] Open
Abstract
Background Adherence to self-administered biologic therapies is important to induce remission and prevent adverse clinical outcomes in Inflammatory bowel disease (IBD). This study aimed to use administrative claims data and machine learning methods to predict nonadherence in an academic medical center test population. Methods A model-training dataset of beneficiaries with IBD and the first unique dispense of a self-administered biologic between June 30, 2016 and June 30, 2019 was extracted from the Commercial Claims and Encounters and Medicare Supplemental Administrative Claims Database. Known correlates of medication nonadherence were identified in the dataset. Nonadherence to biologic therapies was defined as a proportion of days covered ratio <80% at 1 year. A similar dataset was obtained from a tertiary academic medical center's electronic medical record data for use in model testing. A total of 48 machine learning models were trained and assessed utilizing the area under the receiver operating characteristic curve as the primary measure of predictive validity. Results The training dataset included 6998 beneficiaries (n = 2680 nonadherent, 38.3%) while the testing dataset included 285 patients (n = 134 nonadherent, 47.0%). When applied to test data, the highest performing models had an area under the receiver operating characteristic curve of 0.55, indicating poor predictive performance. The majority of models trained had low sensitivity and high specificity. Conclusions Administrative claims-trained models were unable to predict biologic medication nonadherence in patients with IBD. Future research may benefit from datasets with enriched demographic and clinical data in training predictive models.
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Affiliation(s)
- Christian Rhudy
- Department of Pharmacy Services, University of Kentucky Healthcare,Lexington, KY, USA
| | - Courtney Perry
- Division of Digestive Diseases and Nutrition, Department of Medicine, University of Kentucky College of Medicine, Lexington, KY, USA
| | - Michael Wesley
- Department of Behavioral Science, Psychiatry and Psychology, University of Kentucky College of Medicine, Lexington, KY, USA
| | - David Fardo
- Department of Biostatistics, University of Kentucky, College of Public Health, Lexington, KY, USA
| | - Cody Bumgardner
- Department of Pathology and Laboratory Medicine, University of Kentucky College of Medicine, Lexington, KY, USA
| | - Syed Hassan
- Division of Digestive Diseases and Nutrition, Department of Medicine, University of Kentucky College of Medicine, Lexington, KY, USA
| | - Terrence Barrett
- Division of Digestive Diseases and Nutrition, Department of Medicine, University of Kentucky College of Medicine, Lexington, KY, USA
| | - Jeffery Talbert
- Division of Biomedical Informatics, University of Kentucky College of Medicine, Lexington, KY, USA
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8
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Gavrilova A, Zolovs M, Šmits D, Ņikitina A, Latkovskis G, Urtāne I. Role of a National Health Service Electronic Prescriptions Database in the Detection of Prescribing and Dispensing Issues and Adherence Evaluation of Direct Oral Anticoagulants. Healthcare (Basel) 2024; 12:975. [PMID: 38786385 PMCID: PMC11121004 DOI: 10.3390/healthcare12100975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 04/26/2024] [Accepted: 05/02/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND Anticoagulation therapy plays a crucial role in the management of atrial fibrillation (AF) by significantly reducing the risk of stroke. Direct oral anticoagulants (DOAC) became preferred over warfarin due to their superior safety and efficacy profile. Assessing adherence to anticoagulation therapy is necessary in clinical practice for optimising patient outcomes and treatment efficacy, thus emphasising its significance. METHODS A retrospective study utilised the Latvian National Health Service reimbursement prescriptions database, covering prescriptions for AF and flutter from January 2012 to December 2022. The proportion of days covered method was selected for adherence assessment, categorising it into three groups: (1) below 80%, (2) between 80% and 90%, and (3) above 90%. RESULTS A total of 1,646,648 prescriptions were analysed. Dabigatran prescriptions started declining after 2020, coinciding with a decrease in warfarin prescriptions since 2018. The total adherence levels to DOAC therapy were 69.4%. Only 44.2% of users achieved an adherence level exceeding 80%. The rate of paper prescriptions decreased from 98.5% in 2017 to 1.3% in 2022. Additionally, the utilisation of international non-proprietary names reached 79.7% in 2022. Specifically, 16.7% of patients selected a single pharmacy, whereas 27.7% visited one or two pharmacies. Meanwhile, other patients obtained medicines from multiple pharmacies. CONCLUSIONS The total adherence level to DOAC therapy is evaluated as low and there was no significant difference in age, gender, or "switcher" status among adherence groups. Physicians' prescribing habits have changed over a decade.
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Affiliation(s)
- Anna Gavrilova
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Rīga Stradiņš University, LV-1007 Riga, Latvia
| | - Maksims Zolovs
- Statistical Unit, Faculty of Medicine, Rīga Stradiņš University, LV-1007 Riga, Latvia
- Institute of Life Sciences and Technology, Daugavpils University, LV-5401 Daugavpils, Latvia
| | - Dins Šmits
- Department of Public Health and Epidemiology, Faculty of Health and Sports Sciences, Rīga Stradiņš University, LV-1007 Riga, Latvia
| | | | - Gustavs Latkovskis
- Institute of Cardiology and Regenerative Medicine, University of Latvia, LV-1586 Riga, Latvia
- Latvian Center of Cardiology, Pauls Stradins Clinical University Hospital, LV-1002 Riga, Latvia
| | - Inga Urtāne
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Rīga Stradiņš University, LV-1007 Riga, Latvia
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9
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Schulz M, Coleshill MJ, Day RO, Wright DFB, Brett J, Briggs NE, Aung E. Estimation of adherence to urate-lowering therapy in people living with gout using Australia's Pharmaceutical Benefits Scheme and patient-reported dosing. Br J Clin Pharmacol 2024; 90:1322-1332. [PMID: 38382554 DOI: 10.1111/bcp.16016] [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: 11/06/2023] [Revised: 01/04/2024] [Accepted: 01/16/2024] [Indexed: 02/23/2024] Open
Abstract
AIMS The aim of this study was to estimate adherence to urate-lowering therapy (ULT), predominately allopurinol, from Australia's Pharmaceutical Benefits Scheme (PBS) claims database in association with (1) patient-reported doses and (2) World Health Organization's (WHO) defined daily doses (DDD), namely, allopurinol (400 mg/day) or febuxostat (80 mg/day). METHODS Proportion of days covered (PDC) was calculated in 108 Gout App (Gout APP) trial participants with at least two recorded ULT dispensings in an approximately 12-month period before provision of intervention or control apps. Adherence was defined as PDC ≥80%. We measured the correlation between the two methods of calculating PDC using a Wilcoxon signed rank test. Agreement between ULT-taking status (self-reports) and ULT-dispensed status (PBS records) was tested with Cohen's kappa (κ), and positive and negative percent agreement. RESULTS Allopurinol was prescribed in 93.5% of participants taking ULT. Their self-reported mean daily dose (SD) was 291 (167) mg/day. Mean PDC (SD) for allopurinol was 83% (21%) calculated using self-reported dose, and 63% (24%) using WHO's DDD. Sixty-three percent of allopurinol users were identified as adherent (PDC ≥80%) using self-reported dose. There was good agreement between self-reported ULT use and PBS dispensing claims (κ = 0.708, P < .001; positive percent agreement = 90%, negative percent agreement = 82%). CONCLUSIONS Participant-reported allopurinol daily doses, in addition to PBS dispensing claims, may enhance confidence in estimating PDC and adherence compared to using DDD. This approach improves adherence estimations from pharmaceutical claims datasets for medications where daily doses vary between individuals or where there is a wide therapeutic dose range.
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Affiliation(s)
- Marcel Schulz
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Matthew J Coleshill
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
- Department of Clinical Pharmacology & Toxicology, St Vincent's Hospital, Sydney, NSW, Australia
- Black Dog Institute, Sydney, NSW, Australia
| | - Richard O Day
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
- Department of Clinical Pharmacology & Toxicology, St Vincent's Hospital, Sydney, NSW, Australia
| | | | - Jonathan Brett
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
- Department of Clinical Pharmacology & Toxicology, St Vincent's Hospital, Sydney, NSW, Australia
| | - Nancy E Briggs
- Stats Central, Mark Wainwright Analytical Centre, UNSW Sydney, Sydney, Australia
| | - Eindra Aung
- St Vincent's Clinical Campus, School of Clinical Medicine, UNSW Sydney, Sydney, NSW, Australia
- Northern Sydney Local Health District, NSW Health, Sydney, NSW, Australia
- Kolling Institute, Pain Management Research Institute, The University of Sydney, Sydney, NSW, Australia
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10
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Okami S, Lecomte C, Raad H, Aguila M, Mohrova Z, Takeichi M, Tsuchiya T, Ohlmeier C, Evers T, Michel A. Initiation and continuation of pharmacological therapies in patients hospitalized for heart failure in Japan. Sci Rep 2024; 14:9095. [PMID: 38643208 PMCID: PMC11032365 DOI: 10.1038/s41598-024-60011-y] [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: 12/26/2023] [Accepted: 04/17/2024] [Indexed: 04/22/2024] Open
Abstract
Currently, the utilization patterns of medications for heart failure (HF) after worsening HF events remain unelucidated in Japan. Here, we conducted a retrospective cohort study evaluating the changes in HF drug utilization patterns in 6 months before and after hospitalizations for HF. The adherence to newly initiated HF medications was evaluated based on the proportion of days covered (PDC) and persistence as continuous treatment episodes among new users. The study included 9091 patients hospitalized for HF between January 2016 and September 2019, including 2735 (30.1%) patients who were newly prescribed at least one HF medication after hospitalization. Despite increases in the use of foundational HF therapy (beta-blockers, angiotensin-converting-enzyme inhibitors/angiotensin receptor blockers, or mineralocorticoid receptor antagonists), 35.6% and 7.6% of patients were treated with the HF foundational monotherapy or diuretics alone after hospitalization, respectively. The mean PDC of newly initiated HF medications ranged from 0.57 for thiazide diuretics to 0.77 for sodium-glucose cotransporter-2 inhibitors. Continuous use of HF medications during the first year after initiation was observed in 30-60% of patients. The mean PDC and one-year continuous HF medication use were consistently lower in patients aged ≥ 75 years and in patients with a history of HF hospitalization for all HF medication classes except for tolvaptan and digoxin. Despite the guideline recommendations of HF pharmacotherapy, both treatment and adherence were suboptimal after HF hospitalization, especially in vulnerable populations such as older patients and those with prior HF hospitalizations.
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Affiliation(s)
- Suguru Okami
- Medical Affairs & Pharmacovigilance, Bayer Yakuhin Ltd., Breeze Tower, 2-4-9 Umeda, Kita-Ku, Osaka, 530-0001, Japan.
| | | | | | | | | | - Makiko Takeichi
- Medical Affairs & Pharmacovigilance, Bayer Yakuhin Ltd., Breeze Tower, 2-4-9 Umeda, Kita-Ku, Osaka, 530-0001, Japan
| | - Takanori Tsuchiya
- Market Access & Public Affairs, Bayer Yakuhin, Ltd, 2-4-9 Umeda, Kita-Ku, Osaka, Japan
| | - Christoph Ohlmeier
- Integrated Evidence Generation & Business Innovation, Bayer AG, 13342, Berlin, Germany
| | - Thomas Evers
- Integrated Evidence Generation & Business Innovation, Bayer AG, 42096, Wuppertal, Germany
| | - Alexander Michel
- Integrated Evidence Generation & Business Innovation, Bayer Consumer Care AG, Peter Merian Straße 84, 4052, Basel, Switzerland
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11
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Chen JH, Lee MC, Yen TH, Huang PY, Lu DE, Lee CH, Chang HC, Wang JY, Lee JA. Effect of drug interactions with non-vitamin-K oral anticoagulants on thromboembolic events in patients with nonvalvular atrial fibrillation. ANNALS OF THE ACADEMY OF MEDICINE, SINGAPORE 2024; 53:69-79. [PMID: 38920231 DOI: 10.47102/annals-acadmedsg.2023137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/27/2024]
Abstract
Introduction Few real-world studies have investigated drug-drug interactions (DDIs) involving non-vitamin-K antagonist oral anticoagulants (NOACs) in patients with nonvalvular atrial fibrillation (NVAF). The interactions encompass drugs inducing or inhibiting cytochrome P450 3A4 and permeability glycoprotein. These agents potentially modulate the breakdown and elimination of NOACs. This study investigated the impact of DDIs on thromboembolism in this clinical scenario. Method Patients who had NVAF and were treated with NOACs were selected as the study cohort from the National Health Insurance Research Database of Taiwan. Cases were defined as patients hospitalised for a thromboembolic event and who underwent a relevant imaging study within 7 days before hospitalisa-tion or during hospitalisation. Each case was matched with up to 4 controls by using the incidence density sampling method. The concurrent use of a cytochrome P450 3A4/permeability glycoprotein inducer or inhibitor or both with NOACs was identified. The effects of these interactions on the risk of thromboembolic events were examined with univariate and multivariate conditional logistic regressions. Results The study cohort comprised 60,726 eligible patients. Among them, 1288 patients with a thromboembolic event and 5144 matched control patients were selected for analysis. The concurrent use of a cytochrome P450 3A4/permeability glycoprotein inducer resulted in a higher risk of thromboembolic events (adjusted odds ratio [AOR] 1.23, 95% confidence interval [CI] 1.004-1.51). Conclusion For patients with NVAF receiving NOACs, the concurrent use of cytochrome P450 3A4/ permeability glycoprotein inducers increases the risk of thromboembolic events.
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Affiliation(s)
- Jin-Hua Chen
- Biostatistics Center, College of Management, Taipei Medical University, Taipei, Taiwan
- Graduate Institute of Data Science, College of Management, Taipei Medical University, Taipei, Taiwan
- Department of Medical Education and Research, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Ming-Chia Lee
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan
- Department of Pharmacy, New Taipei City Hospital, New Taipei City, Taiwan
- Department of Nursing, Cardinal Tien College of Healthcare and Management, Taipei, Taiwan
| | - Tzu-Hsin Yen
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan
| | - Pei-Yu Huang
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan
| | - De-En Lu
- Division of Nephrology, Department of Internal Medicine, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
- Pulmonary Research Center, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Chih-Hsin Lee
- Pulmonary Research Center, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
- Division of Pulmonary Medicine, Department of Internal Medicine, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
- Division of Pulmonary Medicine, Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Hsien-Chen Chang
- Pulmonary Research Center, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
- Division of Pulmonary Medicine, Department of Internal Medicine, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Jann-Yuan Wang
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Jen-Ai Lee
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan
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12
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Li N, Panchal R, Giannouchos T, Pan RJ, Nguyen D, Nohavec R, Britton L, Chaiyakunapruk N, Biskupiak J, Wilson A, Brixner D. The impact of a statewide insulin copay cap policy for insured patients with diabetes in Utah. J Manag Care Spec Pharm 2024; 30:112-117. [PMID: 38308630 PMCID: PMC10839465 DOI: 10.18553/jmcp.2024.30.2.112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2024]
Abstract
BACKGROUND Insulin affordability is a huge concern for patients with diabetes in the United States. On March 30, 2020, Utah signed House Bill 207 into law, aimed at capping copayments for insulin at $30 for a 30-day supply. The bill was enacted on January 1, 2021. OBJECTIVE To assess patient basal insulin adherence, out-of-pocket costs, health plan costs, total costs on insulin, and hemoglobin A1c (A1c) in prepolicy vs postpolicy periods. METHODS This study is a retrospective analysis using data from a regional health plan in Utah from October 1, 2019, to September 30, 2021. Inclusion criteria were fully enrolled members of all ages, under commercial insurance, with at least 1 fill for any type of insulin in both the preperiod and the postperiod. Adherence was measured by proportion of days covered (PDC). Paired t-tests and Wilcoxon sign rank tests were conducted to compare the health and economic outcomes. RESULTS Out of 24,150 commercially insured individuals, a total of 244 patients were included. Across all 244 patients, there was a significant decline in monthly median out-of-pocket costs of insulin by 58.5% (P < 0.001), whereas the monthly median health plan costs of insulin increased by 22.0% (P < 0.001). The total monthly costs of insulin (the sum of out-of-pocket and health plan costs) were unchanged (P = 0.115). Only 74 patients with enough basal insulin fills in both periods were included in the analysis for PDC changes. PDC change was not statistically significant (P = 0.43). Among the 74 patients with PDC calculations, 29 patients had A1c recorded in both periods. The change in A1c was not statistically significant (P = 0.23). CONCLUSIONS An insulin copayment max of $30 in Utah demonstrated lower patient out-of-pocket costs, subsidized by the health plan. PDC did not change, and HbA1c did not improve. An assessment of a longer period and on a larger population is needed.
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Affiliation(s)
- Niying Li
- Department of Clinical and Administrative Pharmacy, College of Pharmacy, University of Georgia, Athens
| | - Rupesh Panchal
- Pharmacotherapy Outcomes Research Center, Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City
- University of Utah Health Plans, Murray
| | - Theodoros Giannouchos
- Department of Health Policy and Organization, School of Public Health, The University of Alabama at Birmingham
| | - Raymond J. Pan
- Pharmacotherapy Outcomes Research Center, Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City
| | - Danielle Nguyen
- Pharmacotherapy Outcomes Research Center, Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City
| | - Robert Nohavec
- Department of Clinical and Administrative Pharmacy, College of Pharmacy, University of Georgia, Athens
- University of Utah Health Plans, Murray
| | - Laura Britton
- Department of Clinical and Administrative Pharmacy, College of Pharmacy, University of Georgia, Athens
- University of Utah Health Plans, Murray
| | - Nathorn Chaiyakunapruk
- Pharmacotherapy Outcomes Research Center, Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City
- Informatics, Decision Enhancement, and Analytics Sciences (IDEAS) Center, Veterans Affairs Salt Lake City Healthcare System, UT
| | - Joseph Biskupiak
- Pharmacotherapy Outcomes Research Center, Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City
| | | | - Diana Brixner
- Pharmacotherapy Outcomes Research Center, Department of Pharmacotherapy, College of Pharmacy, University of Utah, Salt Lake City
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13
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Platt T, Kormelink LN, Autry EB, Rossoll SJ, Kuhn RJ. Assessment of long-term medication adherence with cystic fibrosis: An integrated approach. Pediatr Pulmonol 2024; 59:458-464. [PMID: 38018665 DOI: 10.1002/ppul.26774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 10/10/2023] [Accepted: 11/14/2023] [Indexed: 11/30/2023]
Abstract
INTRODUCTION Cystic fibrosis (CF) is a genetic disorder that creates a multisystem pathology resulting in complex treatment regimens. In 2014, 43% of people with CF at an academic medical center experienced medication acquisition barriers. The creation of an integrated specialty pharmacy with an embedded CF team pharmacist was launched in 2016. In addition to filling specialty medications, this specialty pharmacy filled all patient medications through a service called total care pharmacy (TCP). This service was hypothesized to positively impact medication adherence. METHODS Adherence analysis was performed by utilizing the proportion of days covered (PDC). PDC was analyzed during years 1, 2, and 3 of therapy. PDC was calculated for medications with at least three fills during each year. Patients with PDC less than 80% were considered nonadherent and underwent manual chart review to identify a documented reason for nonadherence. RESULTS Patients in the first year of dornase alfa therapy had significantly higher adherence in the TCP cohort compared to non-TCP (81.3% PDC vs. 66.0%; p = .006), which was largely driven by adult patients (73.3% vs. 56.5% for pediatric). Analysis of other medications and groups did not yield statistically significant differences. Many patients who had been classified as nonadherent had valid clinical reasons that explained gaps in therapy. CONCLUSIONS When filling medications at a specialty pharmacy integrated within the academic medication center, dornase alfa adherence was higher in the TCP group. Further studies comparing TCP with services offered by pharmacies external to the health system would better characterize the impact of TCP services.
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Affiliation(s)
- Thomas Platt
- Department of Pharmacy Practice and Science, University of Kentucky Healthcare, University of Kentucky College of Pharmacy, Lexington, Kentucky, USA
| | - Lauren N Kormelink
- Department of Pharmacy Practice and Science, University of Kentucky Healthcare, University of Kentucky College of Pharmacy, Lexington, Kentucky, USA
- Pharmacy Services, University of Kentucky Healthcare, Lexington, Kentucky, USA
| | - Elizabeth B Autry
- Department of Pharmacy Practice and Science, University of Kentucky Healthcare, University of Kentucky College of Pharmacy, Lexington, Kentucky, USA
| | | | - Robert J Kuhn
- Department of Pharmacy Practice and Science, University of Kentucky Healthcare, University of Kentucky College of Pharmacy, Lexington, Kentucky, USA
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14
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Paoli CJ, Linder J, Gurjar K, Thakur D, Wyckmans J, Grieve S. Effectiveness of Single-Tablet Combination Therapy in Improving Adherence and Persistence and the Relation to Clinical and Economic Outcomes. JOURNAL OF HEALTH ECONOMICS AND OUTCOMES RESEARCH 2024; 11:8-22. [PMID: 38500521 PMCID: PMC10948140 DOI: 10.36469/001c.91396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 12/19/2023] [Indexed: 03/20/2024]
Abstract
Background: Single-tablet combination therapies (STCTs) combine multiple drugs into one formulation, making drug administration more convenient for patients. STCTs were developed to address concerns with treatment adherence and persistence, but the impact of STCT use is not fully understood across indications. Objectives: We conducted a systematic literature review (SLR) to examine STCT-associated outcomes across 4 evidence domains: clinical trials, real-world evidence (RWE), health-related quality of life (HRQoL) studies, and economic evaluations. Methods: Four SLRs were conducted across the aforementioned domains. Included studies compared STCTs as well as fixed-dose combinations ([FDCs] of non-tablet formulations) with the equivalent active compounds and doses in loose-dose combinations (LDCs). Original research articles were included; case reports, case series, and non-English-language sources were excluded. Databases searched included EconLit, Embase, and Ovid MEDLINE® ALL. Two independent reviewers assessed relevant studies and extracted data. Conflicts were resolved with a third reviewer or consensus-based discussion. Results: In all, 109 studies were identified; 27 studies were identified in more than one SLR. Treatment adherence was significantly higher in patients receiving FDCs vs LDCs in 12 of 13 RWE studies and 3 of 13 clinical trials. All 18 RWE studies reported higher persistence with FDCs. In RWE studies examining clinical outcomes (n = 17), 14 reported positive findings with FDCs, including a reduced need for add-on medication, blood pressure control, and improved hemoglobin A1C. HRQoL studies generally reported numerical improvements with STCTs or similarities between STCTs and LDCs. Economic outcomes favored STCT use. All 6 cost-effectiveness or cost-utility analyses found FDCs were less expensive and more efficacious than LDCs. Four budget impact models found that STCTs were associated with cost savings. Medical costs and healthcare resource use were generally lower with FDCs than with LDCs. Discussion: Evidence from RWE and economic studies strongly favored STCT use, while clinical trials and HRQoL studies primarily reported similarity between STCTs and LDCs. This may be due to clinical trial procedures aimed at maximizing adherence and HRQoL measures that are not designed to evaluate drug administration. Conclusions: Our findings highlight the value of STCTs for improving patient adherence, persistence, and clinical outcomes while also offering economic advantages.
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Affiliation(s)
- Carly J Paoli
- Janssen Pharmaceutical Companies of Johnson & Johnson, Titusville, New Jersey, USA
| | - Jörg Linder
- Janssen-Cliag of Johnson & Johnson, Neuss, Germany
| | | | | | - Julie Wyckmans
- Janssen Pharmaceutical Companies of Johnson & Johnson, Basel, Switzerland
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15
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Lee JS, Bhatt A, Pollack LM, Jackson SL, Chang JE, Tong X, Luo F. Telehealth use during the early COVID-19 public health emergency and subsequent health care costs and utilization. HEALTH AFFAIRS SCHOLAR 2024; 2. [PMID: 38410743 PMCID: PMC10895996 DOI: 10.1093/haschl/qxae001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/28/2024]
Abstract
Telehealth utilization increased during the COVID-19 pandemic, yet few studies have documented associations of telehealth use with subsequent medical costs and health care utilization. We examined associations of telehealth use during the early COVID-19 public health emergency (March-June 2020) with subsequent total medical costs and health care utilization among people with heart disease (HD). We created a longitudinal cohort of individuals with HD using MarketScan Commercial Claims data (2018-2022). We used difference-in-differences methodology adjusting for patients' characteristics, comorbidities, COVID-19 infection status, and number of in-person visits. We found that using telehealth during the stay-at-home order period was associated with a reduction in total medical costs (by -$1814 per person), number of emergency department visits (by -88.6 per 1000 persons), and number of inpatient admissions (by -32.4 per 1000 persons). Telehealth use increased per-person per-year pharmacy prescription claims (by 0.514) and average number of days' drug supply (by 0.773 days). These associated benefits of telehealth use can inform decision makers, insurance companies, and health care professionals, especially in the context of disrupted health care access.
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Affiliation(s)
- Jun Soo Lee
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA 30341, United States
| | - Ami Bhatt
- ASRT, Inc, Atlanta, GA 30346, United States
| | - Lisa M Pollack
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA 30341, United States
| | - Sandra L Jackson
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA 30341, United States
| | - Ji Eun Chang
- Department of Public Health Policy and Management, School of Global Public Health, New York University, New York, NY 10003, United States
| | - Xin Tong
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA 30341, United States
| | - Feijun Luo
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA 30341, United States
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16
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Gutenschwager DW, Patel A, Soyad AT, Patel S, Szandzik EG, Kelly B, Smith ZR. Provision of ambrisentan from a health-system specialty pharmacy affiliated with a pulmonary hypertension Center of Comprehensive Care. Am J Health Syst Pharm 2024; 81:66-73. [PMID: 37611180 DOI: 10.1093/ajhp/zxad191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2023] [Indexed: 08/25/2023] Open
Abstract
PURPOSE This descriptive report describes the process used to obtain access to providing ambrisentan from a health-system specialty pharmacy (HSSP) affiliated with a pulmonary hypertension Center of Comprehensive Care, develop a pulmonary arterial hypertension (PAH) care team at the HSSP, and characterize medication adherence and access metrics. SUMMARY PAH is a rare disease treated with several specialty medications requiring intensive monitoring. Historically, specialty medications used to treat PAH have been provided by only select specialty pharmacies due to restricted drug distribution channels. It is recommended that patients with PAH receive their care at centers with expertise in the diagnosis and management of this disorder, but the HSSPs at these expert centers are unable to provide specialty PAH medications. The current care model for PAH leads to patients receiving their medical and pharmaceutical care from separate entities. This descriptive report describes a multidisciplinary team's approach to gaining access to providing ambrisentan and developing a disease state care team within an established HSSP. After implementing this service, specialty pharmacy metrics were assessed, including proportion of days covered (PDC), time to first fill, patient contact rate, Risk Evaluation and Mitigation Strategy (REMS) program compliance, time to prior authorization (PA) approval, rate of optimal adherence (PDC of >80%), and PA renewal rate, to demonstrate a proof-of-concept HSSP model for PAH. In this model, the HSSP was able to demonstrate high-quality specialty pharmacy metrics with regard to medication adherence, medication access, and REMS program compliance. CONCLUSION The development of a PAH care team to provide ambrisentan at an existing HSSP was associated with high adherence rates, efficient and reliable medication access, and REMS program compliance.
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Affiliation(s)
| | - Anand Patel
- Department of Pharmacy, Henry Ford Hospital, Detroit, MI, USA
| | - Amanda T Soyad
- Clinical Pharmacy Services, Pharmacy Advantage, Rochester Hills, MI, USA
| | - Sweta Patel
- Clinical Pharmacy Services, Pharmacy Advantage, Rochester Hills, MI, USA
| | | | - Bryan Kelly
- Department of Pulmonary and Critical Care Medicine, Henry Ford Hospital, Detroit, MI, USA
| | - Zachary R Smith
- Department of Pharmacy, Henry Ford Hospital, Detroit, MI, USA
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Sperl-Hillen JM, Haapala JL, Dehmer SP, Chumba LN, Ekstrom HL, Truitt AR, Asche SE, Werner AM, Rehrauer DJ, Pankonin MA, Pawloski PA, O'Connor PJ. Protocol of a patient randomized clinical trial to improve medication adherence in primary care. Contemp Clin Trials 2024; 136:107385. [PMID: 37956792 PMCID: PMC10922408 DOI: 10.1016/j.cct.2023.107385] [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: 05/02/2023] [Revised: 09/25/2023] [Accepted: 11/03/2023] [Indexed: 11/15/2023]
Abstract
BACKGROUND Enhanced awareness of poor medication adherence could improve patient care. This article describes the original and adapted protocols of a randomized trial to improve medication adherence for cardiometabolic conditions. METHODS The original protocol entailed a cluster randomized trial of 28 primary care clinics allocated to either (i) medication adherence enhanced chronic disease care clinical decision support (eCDC-CDS) integrated within the electronic health record (EHR) or (ii) usual care (non-enhanced CDC-CDS). Enhancements comprised (a) electronic interfaces printed for patients and clinicians at primary care encounters that encouraged discussion about specific medication adherence issues that were identified, and (b) pharmacist phone outreach. Study subjects were individuals who at an index visit were aged 18-74 years and not at evidence-based care goals for hypertension (HTN), diabetes mellitus (DM), or lipid management, along with low medication adherence (proportion of days covered [PDC] <80%) for a corresponding medication. The primary study outcomes were improved medication adherence and clinical outcomes (BP and A1C) at 12 months. Protocol adaptation became imperative in response to major implementation challenges: (a) the availability of EHR system-wide PDC calculations that superseded our ability to limit PDC adherence information solely to intervention clinics; (b) the unforeseen closure of pharmacies committed to conducting the pharmacist outreach; and (c) disruptions and clinic closures due to the Covid-19 pandemic. CONCLUSION This manuscript details the protocol of a study to assess whether enhanced awareness of medication adherence issues in primary care settings could improve patient outcomes. The need for protocol adaptation arose in response to multiple implementation challenges.
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Affiliation(s)
| | | | | | | | | | | | | | - Ann M Werner
- HealthPartners Institute, Bloomington, MN, United States
| | - Dan J Rehrauer
- HealthPartners Health Plan, Bloomington, MN, United States; HealthPartners Medical Group, Bloomington, MN, United States
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18
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Clayton D, Shafrin J, Yen G, Lee S, Geevarghese L, Shi Y, He L, Shen Y, Waheed A. Treatment Patterns and Healthcare Resource Utilization of Patients With Paroxysmal Nocturnal Hemoglobinuria: A Retrospective Claims Data Analysis. Clin Appl Thromb Hemost 2024; 30:10760296231213073. [PMID: 38173351 PMCID: PMC10768575 DOI: 10.1177/10760296231213073] [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: 08/09/2023] [Revised: 10/09/2023] [Accepted: 10/24/2023] [Indexed: 01/05/2024] Open
Abstract
Paroxysmal nocturnal hemoglobinuria (PNH) is a rare, acquired hematologic disorder commonly treated with complement inhibitors such as eculizumab, ravulizumab, and pegcetacoplan. This study aims to describe treatment patterns, healthcare resource utilization, and cost for newly diagnosed PNH patients in 2 large, health insurance claims databases: MarketScan and Optum. Among the 271 patients meeting the inclusion criteria in MarketScan, 57.9% were female, and the average age was 46.6 years. Among these newly diagnosed patients, 25.1% (n = 68) of patients received a PNH-specific pharmacologic treatment, and the average time from diagnosis to treatment was 4.7 months. The medication possession ratio was 97.0%, but discontinuation was common (58.8%). The average per-patient-per-month costs were $18,978, driven by pharmacy and infusion ($11,182), outpatient ($4086), and inpatient ($3318) costs. Despite the availability of multiple treatments, 39.9% of patients had an inpatient stay, and 50.9% had an emergency department visit. Better care management and the introduction of new treatment options are needed to address delays between diagnosis and treatment, and high rates of hospitalization and emergency department use among patients with PNH.
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Affiliation(s)
- Denise Clayton
- Center for Healthcare Economics and Policy, FTI Consulting, Washington, DC, USA
| | - Jason Shafrin
- Center for Healthcare Economics and Policy, FTI Consulting, Washington, DC, USA
| | - Glorian Yen
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | - Soyon Lee
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | | | - Yulin Shi
- KMK Consulting Inc., Morristown, NJ, USA
| | - Luyang He
- Novartis Pharmaceuticals Corporation, China
| | - Ying Shen
- Novartis Pharmaceuticals Corporation, China
| | - Anem Waheed
- MGH Cancer Center, Hematology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
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19
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Suzuki K, Watanabe A, Kiryu Y, Inoue E, Momo K. Self-controlled Case Series Study for Acute Kidney Injury after Starting Proton Pump Inhibitors or Potassium-Competitive Acid Blocker in Patients with Cancer Using a Large Claims Database. Biol Pharm Bull 2024; 47:518-526. [PMID: 38403662 DOI: 10.1248/bpb.b23-00676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
To investigate the risk of acute kidney injury (AKI) in patients with cancer following the initiation of proton pump inhibitors (PPIs) and potassium-competitive acid blocker (PCAB), considering sex and anti-cancer drug use. We conducted a self-controlled case-series study using the Japan Medical Data Center claims data from 12422 patients with cancer who were prescribed PPIs or PCAB between January 2017 and December 2019. Considering the timing of PPI or PCAB, control period (days -120 to -1), risk period 1 (days 0 to +30), and risk period 2 (days +31 to +365) were defined. To assess the incidence rate ratio (IRR) and 95% confidence interval (CI) as the risk ratio, we adjusted for anti-cancer drugs to assess the risk of AKI. Additionally, we also examined sex differences to identify the risk of AKI. AKI was observed in risk period 1 [2.05 (1.12-3.72), p = 0.0192], but a slight reduction was noted in risk period 2 [0.60 (0.36-1.00), p = 0.0481]. A sex-specific increase in the risk of AKI was observed only in males during risk period 1 [2.18 (1.10-4.32), p = 0.0260], with a reduction in risk period 2 [0.48 (0.26-0.89), p = 0.0200]. We identified an increased risk of AKI in patients with cancer starting PPIs or PCAB particularly in males within 30 d after PPI or PCAB initiation, emphasizing the need for vigilant monitoring and management of AKI in this patient population.
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Affiliation(s)
- Kosuke Suzuki
- Department of Hospital Pharmaceutics, School of Pharmacy, Showa University
- Department of Pharmacy, Showa University Hospital
| | - Ayako Watanabe
- Department of Hospital Pharmaceutics, School of Pharmacy, Showa University
- Department of Pharmacy, Showa University Koto Toyosu Hospital
| | - Yoshihiro Kiryu
- Department of Pharmacy, M&B Collaboration Medical corporation Hokuetsu Hospital
| | - Eisuke Inoue
- Showa University Research Administration Center, Showa University
| | - Kenji Momo
- Department of Hospital Pharmaceutics, School of Pharmacy, Showa University
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20
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St James GJ, Duckworth DL, Bochenek SH, Rhudy C, Zeltner M, Tagavi AB, Platt TL. Effect on medication adherence of applying a specialty pharmacy care model to nonspecialty medications: A quasi-experimental cohort study. Am J Health Syst Pharm 2023; 80:S135-S142. [PMID: 36745621 DOI: 10.1093/ajhp/zxad040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Indexed: 02/07/2023] Open
Abstract
PURPOSE Medication nonadherence is a multifactorial healthcare problem that contributes to increased healthcare costs and morbidity. To improve medication adherence, specialty pharmacies offer services not typically provided by retail pharmacies such as benefits investigation, financial assistance, medication synchronization, and proactive refill reminders. This study assessed the impact of the specialty pharmacy care model on medication adherence for patients on nonspecialty medications. METHODS This study was a quasi-experimental cohort comparison of patients who were transferred from a health-system retail pharmacy to a health-system specialty pharmacy between April 1, 2020, and June 30, 2021. The primary endpoint in this study was the difference in mean medication adherence proportion of days covered (PDC) between the post-transfer and pretransfer periods. Secondary outcomes included the proportion of patients with PDC of greater than 80%, medication adherence by drug group, shipment volumes, number of medications per shipment, and the mean copay per medication. RESULTS In this study of 163 patients, use of a specialty pharmacy care model led to a significant increase of 7.0% in mean PDC, a significant increase in the percentage of patients with PDC of greater than 80%, a significant decrease in the number of shipments per 30 days per patient, a significant increase in the number of medications included per shipment, and a significant reduction in the mean copay per medication. CONCLUSION The findings in this study suggest that the application of the specialty pharmacy care model to nonspecialty pharmacy patients may improve medication adherence, decrease the number of shipments per patient sent from the pharmacy, and reduce patient copays.
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Affiliation(s)
| | | | | | | | | | | | - Thom L Platt
- UK HealthCare Pharmacy Services, Lexington, KY, USA
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21
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Clark SE, Marcum ZA, Radich J, Etzioni R, Basu A. Temporal effect of imatinib adherence on time to remission in chronic myeloid leukemia patients. J Oncol Pharm Pract 2023:10781552231212207. [PMID: 37960888 PMCID: PMC11089074 DOI: 10.1177/10781552231212207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
INTRODUCTION Adherence to imatinib in chronic myeloid leukemia (CML) patients is estimated to be as low as 70% despite its clinical benefit, and our understanding of the impact of nonadherence in this population is limited. This study presents a novel application of the Alternating Conditional Estimation (ACE) algorithm in newly diagnosed CML patients to map the full dose-response curve (DRC) and determine how the strength of this curve varies over time. METHODS We applied the ACE algorithm alongside a backward elimination procedure to detect the presence of time dependence and nonlinearity in the relationship between imatinib adherence and time-to-remission. An extended Cox model allowing for the flexible modeling of identified effects via unpenalized B-splines was subsequently fit and assessed. RESULTS The substantial improvement in model fit associated with the extended Cox approach suggests that traditional Cox proportional hazards model assumptions do not hold in this setting. Results indicate that the DRC for imatinib is non-linearly increasing, with an attenuated effect above a 74% adherence rate. The strength of this effect on remission varied over time and was strongest in the initial months of treatment, reaching a peak around 90 days post-initiation (log hazard ratio: 2.12, 95% confidence interval: 1.47 to 2.66). CONCLUSION Most patients that achieved remission did so by 4 months (120 days) with consistently high adherence, suggesting that this could be a critical time and duration for realizing treatment benefit and patient monitoring. Findings regarding the relationship between adherence and remission can additionally help guide the design of future studies.
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Affiliation(s)
- Samantha E Clark
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA, USA
| | | | - Jerry Radich
- Fred Hutchinson Cancer Research Center, Seattle, Washington; University of Washington School of Medicine, Seattle, WA, USA
| | - Ruth Etzioni
- Fred Hutchinson Cancer Research Center, Seattle, Washington; University of Washington School of Medicine, Seattle, WA, USA
| | - Anirban Basu
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA, USA
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22
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Rathbun RC, Lewis MM, Yuet WC, Woo S, Miller JL, Skrepnek GH. The Medication Possession Ratio as a Predictor of Longitudinal HIV-1 Viral Suppression. Ann Pharmacother 2023; 57:1264-1272. [PMID: 36946586 DOI: 10.1177/10600280231156624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND Antiretroviral adherence is essential to achieve viral suppression and limit HIV-related morbidity and mortality; however, antiretroviral adherence thresholds to achieve viral suppression in clinical practice have not been fully characterized using administrative claims data. OBJECTIVE The purpose of this study was to assess the relationship between medication adherence and viral suppression among adult persons with HIV/AIDS (PWH) receiving antiretroviral therapy (ART) for ≥6 months. METHODS This historical cohort, real-world investigation assessed maintenance of viral load suppression and viral load area-under-the-curve (vAUC) in PWH ≥18 years of age based on ART adherence. A marginal effects model was used to determine the predicted probabilities of final plasma HIV-1 RNA <50 copies/mL or vAUC <1,000 copy-days/mL according to the medication possession ratio (MPR), estimated using a Jackknife model variance estimator and a delta-method for marginal effects standard error. Tests for statistical significance used a Šidák method to correct for multiple comparisons. RESULTS The mean MPR for ART was 86.7% (95% CI: 85.0%-88.4%) for the 372 PWH included in the study. The marginal effects analysis indicated that an MPR ≥82% was associated with a predicted probability of viral suppression <50 copies/mL (P < 0.05). Significant predicted probabilities for vAUC <1,000 copy-days/mL were observed with an MPR ≥90% (P < 0.05). CONCLUSION AND RELEVANCE Medication possession ratio as a proxy for drug exposure was significantly and consistently associated with viral suppression using a longitudinal measure of HIV viremia. These findings can aid clinicians in the clinical management of PWH and inform future studies of adherence-viral suppression relationships with contemporary antiretroviral regimens.
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Affiliation(s)
- R Chris Rathbun
- Department of Pharmacy: Clinical & Administrative Sciences, College of Pharmacy, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Michelle M Lewis
- Section of Infectious Diseases, Department of Medicine, College of Medicine, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | | | - Sukyung Woo
- Department of Pharmaceutical Sciences, School of Pharmacy & Pharmaceutical Sciences, The State University of New York, Buffalo, NY, USA
| | - Jamie L Miller
- Department of Pharmacy: Clinical & Administrative Sciences, College of Pharmacy, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Grant H Skrepnek
- Department of Pharmacy: Clinical & Administrative Sciences, College of Pharmacy, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
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23
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Komandt M, Canfield S, Lengel M, Gilmore V, Kilcrease C. Correlation between medication adherence using proportion of days covered and achieving viral suppression in patients living with HIV. J Manag Care Spec Pharm 2023; 29:1129-1137. [PMID: 37776120 PMCID: PMC10541626 DOI: 10.18553/jmcp.2023.29.10.1129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/01/2023]
Abstract
BACKGROUND: Medication adherence plays an important role for patients living with HIV and achieving the treatment goal of viral suppression. A goal adherence rate of at least 90% has been previously cited and endorsed; however, studies have demonstrated that lower rates of adherence may still lead to high rates of viral suppression. Adherence rates are increasingly being used by payers to assess pharmacy performance. OBJECTIVE: To determine if there is a difference in the odds of achieving viral suppression with a proportion of days covered (PDC) at least 90% compared with patients with lower PDC levels. Additionally, to determine if demographic factors, including age, ethnicity, sex, primary antiretroviral regimen type, payer type, primary pharmacy location, and refill assistance program enrollment, impact the odds of achieving viral suppression. METHODS: This retrospective observational study included patients who were aged 18 years or older; were diagnosed with HIV; had at least 2 occurrences of dispensed antiretrovirals between July 1, 2020, and June 30, 2021, within the health system; and had at least 1 HIV-RNA viral load recorded between these dates. PDC was calculated at the generic product identifier (GPI) level. For patients receiving multiple GPIs in this period, a weighted average PDC was calculated. A logistic regression analysis was performed, and odds ratios were calculated with 95% confidence for each demographic factor to determine correlation with viral suppression. RESULTS: 1,629 patients were included. Overall, 1,516 (93.1%) patients were virally suppressed. 106 (6.5%) patients had a PDC lower than 50% and 639 (39.2%) had a PDC of at least 90%. Of the patients with a PDC lower than 50%, 80 (75.5%) achieved viral suppression as did 617 (96.6%) patients with a PDC of at least 90%. Age and insurance type significantly impacted viral suppression. No statistically significant difference was found between the odds of achieving viral suppression until PDC was below 75%. Patients with a PDC of less than 50% or a PDC of 50% to less than 75% were less likely to achieve viral suppression than patients with a PDC of at least 90% (P < 0.001). CONCLUSIONS: Patients with adherence rates above 75% achieve similar results compared with patients with adherence rates above 90%. High population viral suppression may be achieved with as few as 39.2% of patients achieving a PDC greater than 90%. Using these results, the Pharmacy Quality Alliance and other guidance setting entities should consider lowering the at least 90% threshold as well as providing further guidance on how payers should use results and network benchmarking when creating pharmacy quality performance measures.
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Affiliation(s)
- Mary Komandt
- Indiana University Health Specialty Pharmacy, Plainfield
| | | | | | - Vi Gilmore
- The Johns Hopkins Hospital, Baltimore, MD
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24
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Lomanto Silva R, Swabe GM, Sattui SE, Magnani JW. Association of patient copayment and medication adherence in systemic lupus erythematosus. Lupus Sci Med 2023; 10:e000966. [PMID: 37852670 PMCID: PMC10603349 DOI: 10.1136/lupus-2023-000966] [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: 05/19/2023] [Accepted: 09/06/2023] [Indexed: 10/20/2023]
Abstract
OBJECTIVE To investigate the association of medication copayment and treatment adherence to hydroxychloroquine and immunosuppressants for SLE. METHODS We conducted a retrospective analysis of health claims data using Optum's de-identified Clinformatics Data Mart Database. Individuals with SLE continuously enrolled for 180 days from 1 July 2010 to 31 December 2019 were included. Adherence was defined as the proportion of days covered ≥80%. Copayment for a 30-day supply of medication was dichotomised as high (≥$10) or low (<$10). We examined the association between copayment and odds of adherence in multivariable-adjusted logistic regression models, including age, sex, race or ethnicity, comorbidities, educational attainment and household income. RESULTS We identified 12 510 individuals (age 54.2±15.5 years; 88.2% female sex), of whom 9510 (76%) were prescribed hydroxychloroquine and 1880 (15%) prescribed hydroxychloroquine and an additional immunosuppressant (azathioprine, methotrexate or mycophenolate mofetil). Median (IQR) 30-day copayments were $8 (4-10) for hydroxychloroquine, $7 (2-10) for azathioprine, $8 (3-11) for methotrexate and $10 (5-20) for mycophenolate mofetil. High copayments were associated with OR of adherence of 0.61 (95% CI 0.55 to 0.68) for hydroxychloroquine, OR 0.44 (95% CI 0.30 to 0.66) for azathioprine and OR 0.69 (95% CI 0.49 to 0.96) for mycophenolate mofetil. For methotrexate, the association was not significant. CONCLUSION In a large, administrative health claims database, we identified that high copayments were associated with reduced adherence to commonly prescribed medications for SLE. Incorporating awareness of the burden of copayments and its consequences into healthcare is essential to promote optimal medication adherence.
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Affiliation(s)
- Raisa Lomanto Silva
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Gretchen M Swabe
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Sebastian Eduardo Sattui
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Jared W Magnani
- Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Center for Research on Health Care, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
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25
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Fleseriu M, Barkan A, Brue T, Duquesne E, Houchard A, del Pilar Schneider M, Ribeiro-Oliveira A, Melmed S. Treatment Patterns, Adherence, Persistence, and Health Care Resource Utilization in Acromegaly: A Real-World Analysis. J Endocr Soc 2023; 7:bvad104. [PMID: 37705695 PMCID: PMC10496868 DOI: 10.1210/jendso/bvad104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Indexed: 09/15/2023] Open
Abstract
Context Treatment of acromegaly is multimodal for many patients, and medical treatments include somatostatin receptor ligands (SRLs), dopamine agonists (DAs), and growth hormone receptor antagonists (GHRAs). However, recent real-world evidence on treatment patterns for patients with acromegaly is limited. Objective This study evaluated medication usage, treatment changes, adherence, persistence, comorbidities, and health care resource utilization using deidentified data from MarketScan, a US claims database. Methods Eligible patients (n = 882) were those receiving monotherapy or combination therapy for ≥90 days without treatment gaps. Results Mean age at diagnosis was 48.6 years; 50.1% of patients were female. Over half (59.4%) had 1 line of treatment (LOT); 23.1% had 2 LOTs; 17.5% had at least 3 LOTs. Most patients (94.6%) initiated treatment with monotherapies. The most common first-line monotherapy treatments were cabergoline (DA, 36.8%), octreotide long-acting release (first-generation SRL, 29.5%), and lanreotide depot (first-generation SRL, 22.5%). Adherence for first-line treatments (proportion of days covered) was higher for first-generation SRLs (lanreotide depot: 0.8) compared with DAs (0.7). Treatment persistence (time between the first treatment record and a change in LOT/censoring) in LOT 1 was higher for GHRAs (24.8 months) and first-generation SRLs (20.0 months) compared with DAs (14.4 months). Female patients and those diagnosed at a younger age were more likely to have shorter treatment persistence. The most prevalent comorbidities were hyperlipidemia, essential hypertension, and sleep apnea. Conclusion Patients with more comorbidities had more health care visits during the first year after diagnosis, suggesting increased disease burden. Real-world evidence on treatment patterns provides insights into recommendations for individualized therapy.
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Affiliation(s)
- Maria Fleseriu
- Pituitary Center, Departments of Medicine and Neurological Surgery, Oregon Health & Science University, Portland, OR 97239, USA
| | - Ariel Barkan
- A. Alfred Taubman Health Care Center, University of Michigan, Ann Arbor, MI 48109, USA
| | - Thierry Brue
- Faculté de Médecine, Aix-Marseille University, Marseille 13385, France
| | | | - Aude Houchard
- Ipsen, HEOR Oncology Department, Boulogne–Billancourt 92100, France
| | | | | | - Shlomo Melmed
- Pituitary Center, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
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26
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Nargesi AA, Clark C, Aminorroaya A, Chen L, Liu M, Reddy A, Amodeo S, Oikonomou EK, Suchard MA, McGuire DK, Lin Z, Inzucchi S, Khera R. Persistence on Novel Cardioprotective Antihyperglycemic Therapies in the United States. Am J Cardiol 2023; 196:89-98. [PMID: 37012183 PMCID: PMC11007258 DOI: 10.1016/j.amjcard.2023.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Revised: 02/09/2023] [Accepted: 03/01/2023] [Indexed: 04/05/2023]
Abstract
Selected glucagon-like peptide-1 receptor agonists (GLP-1RAs) and sodium-glucose cotransporter-2 inhibitors (SGLT-2is) have cardioprotective effects in patients with type 2 diabetes mellitus (T2D) and elevated cardiovascular risk. Prescription and consistent use of these medications are essential to realizing their benefits. In a nationwide deidentified United States administrative claims database of adults with T2D, the prescription practices of GLP-1RAs and SGLT-2i were evaluated across guideline-directed co-morbidity indications from 2018 to 2020. The monthly fill rates were assessed for 12 months after the initiation of therapy by calculating the proportion of days with consistent medication use. Of 587,657 subjects with T2D, 80,196 (13.6%) were prescribed GLP-1RAs and 68,149 (11.5%) SGLT-2i from 2018 to 2020, representing 12.9% and 11.6% of patients with indications for each medication, respectively. In new initiators, 1-year fill rate was 52.5% for GLP-1RAs and 52.9% for SGLT-2i, which was higher for patients with commercial insurance than those with Medicare Advantage plans for both GLP-1RAs (59.3% vs 51.0%, p <0.001) and SGLT-2i (63.4% vs 50.3%, p <0.001). After adjusting for co-morbidities, there were higher rates of prescription fills for patients with commercial insurance (odds ratio 1.17, 95% confidence interval 1.06 to 1.29 for GLP-1RAs, and 1.59 [1.42 to 1.77] for SGLT-2i); and higher income (odds ratio 1.09 [1.06 to 1.12] for GLP-1RAs, and 1.06 [1.03 to 1.1] for SGLT-2i). From 2018 to 2020, the use of GLP-1RAs and SGLT-2i remained limited to fewer than 1 in 8 patients with T2D and indications, with 1-year fill rates around 50%. The low and inconsistent use of these medications compromises their longitudinal health outcome benefits in a period of expanding indications for their use.
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Affiliation(s)
- Arash A Nargesi
- Heart and Vascular Center, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | | | | | - Lian Chen
- Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, Connecticut
| | - Mengni Liu
- Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, Connecticut
| | | | | | | | - Marc A Suchard
- Department of Biostatistics, Fielding School of Public Health and; Department of Biomathematics, David Geffen School of Medicine at UCLA, University of California, Los Angeles, Los Angeles, California
| | - Darren K McGuire
- Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas; Cardiology Department, Parkland Health and Hospital Systems, Dallas, Texas
| | - Zhenqiu Lin
- Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, Connecticut
| | - Silvio Inzucchi
- Endocrinology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Rohan Khera
- Cardiovascular Medicine, and; Center for Outcomes Research and Evaluation, Yale-New Haven Hospital, New Haven, Connecticut.
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27
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Maletic BE, Swick A, Murray L, Abdel-Rasoul M, Braughton A, Petkus K. The Impact of Medication Synchronization on Proportion of Days Covered within the Pediatric Setting. Pediatr Qual Saf 2023; 8:e657. [PMID: 38571742 PMCID: PMC10990386 DOI: 10.1097/pq9.0000000000000657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 04/29/2023] [Indexed: 04/05/2024] Open
Abstract
Introduction Poor adherence to medication regimens accounts for the substantial worsening of disease, death, and increased healthcare costs of approximately $100 billion annually in the United States. Patients participating in medication synchronization had 3.4 to 6.1 times increased odds of adherence, depending on the drug class. Abundant literature supports medication synchronization within the adult population. This IRB-exempt, prospective quality improvement project is an example of implementing and assessing medication synchronization inclusive of the pediatric setting. Methods This study is a single-center, prospective, quality improvement project for patients seen at Nationwide Children's Hospital (NCH) Complex Care Clinic that also fill prescriptions at NCH Outpatient Pharmacies. The project assessed patient medication adherence using the Proportion of Days Covered and the number of trips to the pharmacy 90 days before and 90 days postimplementation. We also assessed patient and pharmacy staff satisfaction 3 months after project implementation. Results There was a statistically significant increase in the number of days covered for patients 90 days postimplementation compared to 90 days before implementation (Difference: 3.60; 95% confidence interval: 1.87, 5.33; P = 0.001). Additionally, there was a statistically significant decrease in pharmacy trips pre- and postimplementation (Difference: 2.17; 95% confidence interval: 1.26, 3.07; P < 0.001). Overall, pharmacy staff and patients reported satisfaction with the service. Conclusions Implementing a medication synchronization service improved medication adherence and decreased trips to the pharmacy within the pediatric population.
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Affiliation(s)
- Brooke E. Maletic
- From the Department of Pharmacy, Nationwide Children’s Hospital, Columbus, Ohio
| | - Alex Swick
- From the Department of Pharmacy, Nationwide Children’s Hospital, Columbus, Ohio
| | - Leanne Murray
- Department of Pharmacy, Information Systems, Nationwide Children’s Hospital, Columbus, Ohio
| | - Mahmoud Abdel-Rasoul
- Biostatistics Resource at Nationwide Children’s Hospital (BRANCH, Center for Biostatistics), Columbus, Ohio
| | - Ashley Braughton
- From the Department of Pharmacy, Nationwide Children’s Hospital, Columbus, Ohio
| | - Kayla Petkus
- Complex Healthcare Clinic, Nationwide Children’s Hospital, Columbus, Ohio
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Abstract
We stand at a critical juncture in the delivery of health care for hypertension. Blood pressure control rates have stagnated, and traditional health care is failing. Fortunately, hypertension is exceptionally well-suited to remote management, and innovative digital solutions are proliferating. Early strategies arose with the spread of digital medicine, long before the COVID-19 pandemic forced lasting changes to the way medicine is practiced. Highlighting one contemporary example, this review explores salient features of remote management hypertensive programs, including: an automated algorithm to guide clinical decisions, home (as opposed to office) blood pressure measurements, an interdisciplinary care team, and robust information technology and analytics. Dozens of emerging hypertension management solutions are contributing to a highly fragmented and competitive landscape. Beyond viability, profit and scalability are critical. We explore the challenges impeding large-scale acceptance of these programs and conclude with a hopeful look to the future when remote hypertension care will have dramatic impact on global cardiovascular health.
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Affiliation(s)
- Simin Gharib Lee
- Division of Cardiology, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Naomi D.L. Fisher
- Division of Endocrinology, Diabetes and Hypertension, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
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29
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Miller MJ, Eberhart LG, Jefferson CR, Horberg MA. Beyond Antiretroviral Treatment: Patterns and Factors Associated With Composite Medication Adherence Before and During the COVID-19 Pandemic in Patients With HIV With Multiple Chronic Conditions. J Acquir Immune Defic Syndr 2023; 92:405-413. [PMID: 36728856 DOI: 10.1097/qai.0000000000003154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
BACKGROUND Polypharmacy for multiple chronic conditions (MCCs) poses an increasing challenge in people with HIV (PWH). This research explores medication adherence in PWH with MCCs before and during COVID-19. SETTING Kaiser Permanente Mid-Atlantic States. METHODS Medical and pharmacy records of a continuously enrolled cohort (September 2018-September 2021) of adult PWH were used. To estimate medication adherence, monthly proportion of days covered (PDC) was measured individually for antiretrovirals (ARVs), diabetes medications (DMs), renin-angiotensin antagonists (RASMs), and statins (SMs) and combined into composite measures (CMs) with and without ARVs. Descriptive statistics, time-series models, and multivariable population-averaged panel general estimating equations were used to profile trends, effects, and factors associated with adherence. RESULTS The cohort (n = 543) was predominantly 51-64 years old (59.3%), Black (73.1%), male (69.2%), and commercially insured (65.4%). Two-thirds (63.7%) of patients were taking medications in 2 medication groups (ie, ARVs and either DMs, RASMs, or SMs), 28.9% were taking medications in 3 medication groups, and 7.4% were taking medications in all 4 medication groups. Overall, PDC for CMs without ARVs was 77.2% and 70.2% with ARVs. After March 2020, negative monthly trends in PDC were observed for CMs without ARVs (β = -0.1%, P = 0.003) and with ARVs (β = -0.3%, P = 0.001). For CMs with ARVs, Black race (aOR = 0.5; P < 0.001; ref: White) and taking medications for 3 medication groups (aOR = 0.8; P < 0.02; ref: 2) were associated with lower adherence. CONCLUSION Decreasing medication adherence trends were observed during the COVID-19 pandemic with variations among population subgroups. Opportunity exists to improve medication adherence for non-White populations and those taking medications for MCCs beyond ARVs.
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Affiliation(s)
- Michael J Miller
- Mid-Atlantic Permanente Research Institute (MAPRI), Rockville, MD
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30
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Malik ME, Falkentoft AC, Jensen J, Zahir D, Parveen S, Alhakak A, Andersson C, Petrie MC, Sattar N, McMurray JJ, Køber L, Schou M. Discontinuation and reinitiation of SGLT-2 inhibitors and GLP-1R agonists in patients with type 2 diabetes: a nationwide study from 2013 to 2021. Lancet Reg Health Eur 2023. [DOI: 10.1016/j.lanepe.2023.100617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2023] Open
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Dickson MC, Nguyen MM, Patel C, Grabich SC, Benson C, Cothran T, Skrepnek GH. Adherence, Persistence, Readmissions, and Costs in Medicaid Members with Schizophrenia or Schizoaffective Disorder Initiating Paliperidone Palmitate Versus Switching Oral Antipsychotics: A Real-World Retrospective Investigation. Adv Ther 2023; 40:349-366. [PMID: 36348142 PMCID: PMC9643895 DOI: 10.1007/s12325-022-02354-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 10/07/2022] [Indexed: 11/09/2022]
Abstract
INTRODUCTION Long-acting injectable antipsychotic agents have been suggested to improve adherence and patient outcomes in schizophrenia or schizoaffective disorder. The purpose of this study was to assess medication use patterns (i.e., medication adherence, persistence), hospital and emergency department readmissions, and total direct medical costs of Oklahoma Medicaid members with schizophrenia or schizoaffective disorder switching from an oral antipsychotic (OAP) to once-monthly paliperidone palmitate (PP1M) or to another OAP (OAP-switch). METHODS A historical cohort analysis was conducted from 1 January 2016 to 31 December 2020 among adults aged ≥ 18 and ≤ 64 years with schizophrenia or schizoaffective disorder who were previously treated with an OAP. The first claim for PP1M or a new OAP defined the study index date. Members who transitioned from PP1M to 3-month formulation (PP3M) were included (i.e., PP1M/PP3M). Proportion of days covered (PDC), 45-day treatment gaps, 30-day readmissions to hospitals or emergency department, and total direct medical costs were assessed using multivariable, machine-learning least absolute shrinkage, and selection operator (Lasso) regressions controlling for numerous demographic, clinical, mental health, and provider characteristics. RESULTS Among 295 Medicaid members meeting full inclusion criteria, 183 involved PP1M/PP3Ms (44 PP1M cases transitioned to PP3M) and 112 involved an OAP-switch. The multivariable-adjusted odds of readmission were significantly associated with a 45-day treatment gap (p < 0.05) and non-adherence (i.e., PDC < 80%) (p < 0.05). Relative to PP1M/PP3Ms, the multivariable analyses also indicated that OAP-switch was associated with an 18.5% lower PDC, 92.3% higher number of 45-day treatment gaps, and an approximately 90% higher odds of all-cause 30-day readmission (p < 0.05). The adjusted pre- to post-index change in cost was approximately 49% lower for OAP-switches versus PP1M/PP3Ms (p < 0.001), although unadjusted post-index costs did not differ between groups (p = 0.440). CONCLUSION This real-world investigation of adult Medicaid members with schizophrenia or schizoaffective disorder observed improved adherence and persistence with fewer readmissions with PP1M/PP3Ms versus OAP-switches.
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Affiliation(s)
- Matthew C. Dickson
- College of Pharmacy, The University of Oklahoma Health Sciences Center, 1110 North Stonewall Ave, Oklahoma City, OK 73117 USA
| | - Michael M. Nguyen
- College of Pharmacy, The University of Oklahoma Health Sciences Center, 1110 North Stonewall Ave, Oklahoma City, OK 73117 USA
| | - Charmi Patel
- Janssen Scientific Affairs, LLC, Titusville, NJ USA
| | | | | | - Terry Cothran
- Oklahoma Health Care Authority, Oklahoma City, OK USA
| | - Grant H. Skrepnek
- College of Pharmacy, The University of Oklahoma Health Sciences Center, 1110 North Stonewall Ave, Oklahoma City, OK 73117 USA
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Rolland B, Dalon F, Gauthier N, Nourredine M, Bérard M, Carton L, Brousse G, Llorca PM, Jacoud F, Van Ganse E, Belhassen M. Antipsychotic prescribing practices in real-life (APPREAL study): Findings from the French National Healthcare System Database (2007-2017). Front Psychiatry 2022; 13:1021780. [PMID: 36387010 PMCID: PMC9659890 DOI: 10.3389/fpsyt.2022.1021780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 10/13/2022] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND Antipsychotics are used in a large variety of psychiatric and neurological disorders; investigating their use in real life is important to understand national prescribing practices, as well as to determine the levels of patient adherence. METHODS Using a 1/97e random sample (General Sample of Beneficiaries, EGB) of the French health insurance reimbursement database, we conducted a historical cohort study on the 2007-2017 period. The aim was to describe the sociodemographic characteristics of patients, the types of antipsychotics dispensed, the types of prescribers, the mean doses and average durations of treatment, the co-dispensed medications, and the levels of adherence to treatment. To exclude punctual uses of antipsychotics, we selected only patients with a continuous dispensing of the same antipsychotic over at least 3 months. RESULTS In total, 13,799 subjects (1.66% of the EGB sample) were included (56.0% females; mean age 55.8 ± 19.4 years). Risperidone (19.3%), cyamemazine (18.7%), olanzapine (11.9%), tiapride (8.8%), and haloperidol (7.5%) were the five most prescribed antipsychotics. 44.9% of prescriptions were written by general practitioners, 34.1% by hospital practitioners, and 18.4% by private-practice psychiatrists. On average, the mean dispensed doses were relatively low, but the variation range was large. Long-acting forms were used in 5.4% of the sample, and clozapine in 1.3%. 34.2% of patients received more than one antipsychotic, and almost 15% were prescribed at least three concomitant antipsychotics. Paliperidone and clozapine were associated with the highest levels of adherence, and risperidone and haloperidol with the lowest ones. CONCLUSION An important heterogeneity of antipsychotic prescribing practices was observed in France. The rate of use of long-acting antipsychotics was low, whereas multiple antipsychotic prescriptions were frequent.
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Affiliation(s)
- Benjamin Rolland
- Centre Hospitalier Le Vinatier, Hospices Civils de Lyon, Academic Department of Addiction Medicine (SUAL), Bron, France.,Université Claude Bernard Lyon 1, Lyon, France
| | | | - Noémie Gauthier
- Saint-Cyr au Mont d'Or Hospital, Hospital Pharmacy, Saint-Cyr-au Mont-d'Or Psychiatric Hospital, Saint-Cyr-au Mont-d'Or, France
| | - Mikaïl Nourredine
- Hospices Civils de Lyon, Pharmacotoxicology Laboratory, Department of Clinical Research and Epidemiology, Lyon, France.,Faculté de Médecine Lyon Sud, Lyon 1 University, Lyon, France
| | | | - Louise Carton
- CHU Lille, Department of Pharmacology, Inserm, Lille Neuroscience and Cognition, UMR-S1172, Université de Lille, Lille, France
| | - Georges Brousse
- CMP-B CHU, CNRS, Clermont Auvergne INP, Institut Pascal, University Clermont Auvergne, Clermont-Ferrand, France
| | - Pierre-Michel Llorca
- CMP-B CHU, CNRS, Clermont Auvergne INP, Institut Pascal, University Clermont Auvergne, Clermont-Ferrand, France
| | | | - Eric Van Ganse
- PELyon, Lyon, France.,Respiratory Medicine, Croix Rousse University Hospital, Lyon, France.,Claude Bernard Lyon 1 University, Research on Healthcare Performance (RESHAPE), INSERM U1290, Lyon, France
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