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Micale C, Golder S, O'Connor K, Weissenbacher D, Gross R, Hennessy S, Gonzalez-Hernandez G. Patient-Reported Reasons for Antihypertensive Medication Change: A Quantitative Study Using Social Media. Drug Saf 2024; 47:81-91. [PMID: 37995049 DOI: 10.1007/s40264-023-01366-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/10/2023] [Indexed: 11/24/2023]
Abstract
INTRODUCTION Hypertension is the leading cause of heart disease in the world, and discontinuation or nonadherence of antihypertensive medication constitutes a significant global health concern. Patients with hypertension have high rates of medication nonadherence. Studies of reasons for nonadherence using traditional surveys are limited, can be expensive, and suffer from response, white-coat, and recall biases. Mining relevant posts by patients on social media is inexpensive and less impacted by the pressures and biases of formal surveys, which may provide direct insights into factors that lead to non-compliance with antihypertensive medication. METHODS This study examined medication ratings posted to WebMD, an online health forum that allows patients to post medication reviews. We used a previously developed natural language processing classifier to extract indications and reasons for changes in angiotensin receptor II blocker (ARB) and angiotensin-converting enzyme inhibitor (ACEI) treatments. After extraction, ratings were manually annotated and compared with data from the US Food and Drug administration (FDA) Adverse Events Reporting System (FAERS) public database. RESULTS From a collection of 343,459 WebMD reviews, we automatically extracted 1867 posts mentioning changes in ACEIs or ARBs, and manually reviewed the 300 most recent posts regarding ACEI treatments and the 300 most recent posts regarding ARB treatments. After excluding posts that only mentioned a dose change or were a false-positive mention, 142 posts in the ARBs dataset and 187 posts in the ACEIs dataset remained. The majority of posts (97% ARBs, 91% ACEIs) indicated experiencing an adverse event as the reason for medication change. The most common adverse events reported mapped to the Medical Dictionary for Regulatory Activities were "musculoskeletal and connective tissue disorders" like muscle and joint pain for ARBs, and "respiratory, thoracic, and mediastinal disorders" like cough and shortness of breath for ACEIs. These categories also had the largest differences in percentage points, appearing more frequently on WebMD data than FDA data (p < 0.001). CONCLUSION Musculoskeletal and respiratory symptoms were the most commonly reported adverse effects in social media postings associated with drug discontinuation. Managing such symptoms is a potential target of interventions seeking to improve medication persistence.
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Affiliation(s)
- Cristina Micale
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA.
| | - Su Golder
- Department of Health Sciences, University of York, York, UK
| | - Karen O'Connor
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Davy Weissenbacher
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA
| | - Robert Gross
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Sean Hennessy
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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Adherence to cardiovascular disease risk factor medications among patients with cancer: a systematic review. J Cancer Surviv 2022; 17:595-618. [PMID: 35578150 PMCID: PMC9923500 DOI: 10.1007/s11764-022-01212-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 04/13/2022] [Indexed: 10/18/2022]
Abstract
PURPOSE The most common cause of mortality for many cancer survivors is cardiovascular disease (CVD). This requires a shift in thinking where control of CVD risk factor-related comorbidity is paramount. Our objective was to provide an understanding of adherence to medications for the management of CVD risk factor-related comorbidities among cancer survivors. METHODS We systematically searched for articles indexed in MEDLINE (via PubMed), Embase, Cochrane (Wiley), PsycINFO, and Scopus (via Elsevier) for articles published from inception to October 31, 2019, and updated the search on June 7, 2021. English language, original research that assessed medication adherence to common CVD risk factor-related comorbidities among cancer survivors was included. We assessed risk of bias using the Mixed Methods Appraisal Tool. RESULTS Of the 21 studies included, 57% focused on multiple cancer types. Seventy-one percent used pharmacy-based adherence measures. Two were prospective. Adherence was variable across cancer types and CVD risk factor-related comorbidities. Among the studies that examined changes in comorbid medication adherence, most noted a decline in adherence following cancer diagnosis and throughout cancer treatment. There was a focus on breast cancer populations. CONCLUSIONS CVD risk factor-related medication adherence is low among cancer survivors and declines over time. Given the risk for CVD-mortality among cancer survivors, testing of interventions aimed at improving adherence to non-cancer medications is critically needed. IMPLICATIONS FOR CANCER SURVIVORS For many cancer survivors, regularly taking medications to manage CVD risk is important for longevity. Engaging with primary care throughout the cancer care trajectory may be important to support cardiovascular health.
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Lu ZK, Xiong X, Brown J, Horras A, Yuan J, Li M. Impact of Cost-Related Medication Nonadherence on Economic Burdens, Productivity Loss, and Functional Abilities: Management of Cancer Survivors in Medicare. Front Pharmacol 2021; 12:706289. [PMID: 34267667 PMCID: PMC8276034 DOI: 10.3389/fphar.2021.706289] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 06/14/2021] [Indexed: 11/26/2022] Open
Abstract
Background: Cancer survivors are vulnerable to have medication nonadherence. We aimed to estimate the impact of cost-related medication nonadherence on economic burdens, productivity loss, and functional abilities among cancer survivors. Methods: A cross-sectional study was conducted using data from the National Health Interview Survey (NHIS), 2011–2018. Cost-related medication nonadherence was identified based on NHIS prompts. An ordinal logistic regression model was used to determine the impact of cost-related medication nonadherence on survivors’ economic burden. Two negative binomial regression models were implemented to estimate the impact on productivity loss. In addition, four logistic regression models were used to determine the impact on functional abilities. The weighted analysis was used to generate national estimates. Results: Among 35, 773, 286 cancer survivors, 15, 002, 192 (41.9%) respondents reported that they experienced cost-related medication nonadherence. Compared to cancer survivors without cost-related medication nonadherence, those with nonadherence were significantly associated with an increased economic burden (OR: 1.89, 95% CI: 1.70–2.11). Also, cancer survivors with cost-related medication nonadherence were significantly more likely to have an increased bed disability day (IRR: 1.46, 95% CI: 1.21–1.76). In terms of the limitations, cancer survivors with nonadherence were significantly more likely to have both activity limitation (OR: 1.42, 95% CI: 1.25–1.60) and functional limitation (OR: 2.12, 95% CI: 1.81–2.49). Conclusion: Cost-related medication nonadherence increased economic burdens, productivity loss, and limitations in functional abilities among cancer survivors. Strategies are needed to help cancer survivors with cost-related medication nonadherence to be adherent to prescriptions.
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Affiliation(s)
- Z Kevin Lu
- Department of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, United States
| | - Xiaomo Xiong
- Department of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, United States
| | - Jacob Brown
- Department of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, United States
| | - Ashley Horras
- Department of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, Columbia, SC, United States
| | - Jing Yuan
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, Shanghai, China
| | - Minghui Li
- Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center, Memphis, TN, United States
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Belaiche S, Décaudin B, Caron A, Depas N, Vignaux C, Vigouroux S, Coiteux V, Magro L, Sirvent A, Huynh A, Turlure P, Farge D, Lioure B, Bruno B, De Berranger E, Maillard N, Bourhis JH, Bay JO, Bulabois CE, Ceballos P, Fegueux N, Hicheri Y, Vincent L, Rialland F, Gandemer V, Taque S, Cornillon J, Contentin N, Galambrun C, Plantaz D, Odou P, Yakoub-Agha I. Medication non-adherence after allogeneic hematopoietic cell transplantation in adult and pediatric recipients: a cross sectional study conducted by the Francophone Society of Bone Marrow Transplantation and Cellular Therapy. Fundam Clin Pharmacol 2020; 35:435-445. [PMID: 32740936 DOI: 10.1111/fcp.12593] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 06/09/2020] [Accepted: 07/27/2020] [Indexed: 12/14/2022]
Abstract
Medication non-adherence (NA) after allogeneic hematopoietic cell transplantation (allo-HCT) can lead to serious complications. This study assesses NA in French adult and pediatric recipients and identifies factors associated with NA. In accordance with the EMERGE and STROBE guidelines, a cross sectional multicentric survey was conducted. We used a self-reported questionnaire that was adapted to adults and pediatrics and that could provide a picture of all three phases of medication adherence: initiation, implementation, persistence. We enrolled 242 patients, 203 adults (mean age: 51 years old, 50.7% male) and 39 children (mean age: 9 years old, 56.4% female). Reported NA was estimated at about 75% in both populations, adults and pediatrics. In adults, the univariate analysis showed that patients less than 50 years old (P = 0.041), (i) treated with cyclosporine (P = 0.02), (ii) treated with valacyclovir/acyclovir (P = 0.016), and (iii) experiencing side effects (P = 0.009), were significantly more non-adherent. In multivariate analysis, only recipient age was significantly associated to NA (P = 0.05). The limited size of the pediatric population did not allow us to draw any statistical conclusion about this population. To the best of our knowledge, this is the first study in France on NA in allo-HCT recipients. Our results highlight the age factor as the only factor related to NA. Further studies are needed to confirm our observations and refine results in pediatric populations, currently most at risk of medication NA.
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Affiliation(s)
| | | | - Alexandre Caron
- EA 2694 - Santé publique: épidémiologie et qualité des soins, CHU Lille, Univ. Lille, Lille, F-59000, France
| | - Nicolas Depas
- EA 2694 - Santé publique: épidémiologie et qualité des soins, CHU Lille, Univ. Lille, Lille, F-59000, France
| | - Claire Vignaux
- Service Hématologie Adulte, CHU Bordeaux, Bordeaux Cedex, F-33076, France
| | - Stephane Vigouroux
- Service Hématologie Adulte, CHU Bordeaux, Bordeaux Cedex, F-33076, France
| | | | | | - Anne Sirvent
- Service Hématologie Pédiatrique, CHU Montpellier, Montpellier, F-34090, France
| | - Anne Huynh
- Institut Universitaire du Cancer Toulouse - Oncopole, Toulouse Cedex 9, F-31059, France
| | - Pascal Turlure
- Service Hématologie Adulte, CHU Dupuytren, Limoges Cedex, F-87042, France
| | - Dominique Farge
- Service Hématologie Adulte, APHP- Hopital Saint Louis, Paris, F-75010, France
| | - Bruno Lioure
- Service Hématologie Adulte, Hopital de Hautepierre, CHU de Strasbourg, Strasbourg, F-67200, France
| | - Bénédicte Bruno
- Service Hématologie Pédiatrique, CHU Lille, Lille, F-59000, France
| | - Eva De Berranger
- Service Hématologie Pédiatrique, CHU Lille, Lille, F-59000, France
| | - Natacha Maillard
- Service Hématologie Adulte, CHU Poitier, Poitier, F-86000, France
| | - Jean-Henri Bourhis
- Service Hématologie Adulte, Institut Gustave Roussy, Villejuif Cedex, F-94805, France
| | | | | | - Patrice Ceballos
- Service Hématologie Adulte, CHU Montpellier, Montpellier, F-34090, France
| | - Nathalie Fegueux
- Service Hématologie Adulte, CHU Montpellier, Montpellier, F-34090, France
| | - Yosr Hicheri
- Service Hématologie Adulte, CHU Montpellier, Montpellier, F-34090, France
| | - Laure Vincent
- Service Hématologie Adulte, CHU Montpellier, Montpellier, F-34090, France
| | - Fanny Rialland
- Service Hématologie Pédiatrique, CHU Nantes, Nantes, F-44000, France
| | - Virginie Gandemer
- Service Hématologie Pédiatrique, CHU Rennes, Rennes Cedex 9, F-35033, France
| | - Sophie Taque
- Service Hématologie Pédiatrique, CHU Rennes, Rennes Cedex 9, F-35033, France
| | - Jérôme Cornillon
- Service Hématologie Adulte, Institut de Cancérologie Lucien Neuwirth, Saint Etienne, F-42000, France
| | - Nathalie Contentin
- Service Hématologie Adulte, Centre Henri Becquerel, Rouen Cedex, F 76038, France
| | - Claire Galambrun
- Service Hématologie Pédiatrique, APHM Hopital La Timone, Marseille, F-13005, France
| | - Dominique Plantaz
- Service Hématologie Pédiatrique, CHU Grenoble, La Tronche, F-38700, France
| | - Pascal Odou
- Institut de Pharmacie, CHU Lille, Lille, F-59000, France
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Zhou J, Nutescu EA, Han J, Calip GS. Clinical trajectories, healthcare resource use, and costs of long-term hematopoietic stem cell transplantation survivors: a latent class analysis. J Cancer Surviv 2020; 14:294-304. [PMID: 31897877 DOI: 10.1007/s11764-019-00842-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2019] [Accepted: 11/28/2019] [Indexed: 12/16/2022]
Abstract
PURPOSE To identify patterns of healthcare utilization in allogeneic and autologous hematopoietic stem cell transplantation (HSCT) recipients and evaluate factors associated with high-need and high-cost post-transplantation care. METHODS Latent class analysis of a retrospective cohort of long-term allogeneic (n = 436) and autologous (n = 888) HSCT survivors within the Truven MarketScan database (2009-2014). We assessed factors associated with the latent classes by comparing post-transplantation healthcare utilization including inpatient admissions and length of stay, emergency room visits, specialist visits, and primary care provider visits. RESULTS Four utilization classes were identified in allogeneic and autologous HSCT recipients: (i) outpatient specialist care dominant (51.8% and 57.3%), (ii) outpatient primary care dominant (10.3% and 25.7%), (iii) outpatient/inpatient balanced (20.6% and 13.5%), and (iv) inpatient dominant (17.2% and 3.5%). Mean monthly healthcare expenditures in the inpatient dominant utilization class were $41,097 and $25,556 for allogeneic and autologous survivors, respectively, which were two to five times higher compared with other classes during the 2-year post-transplantation period. Factors associated with the high utilization class were transfusion (OR = 1.87, 95% CI 1.06-3.30) and 100-day post-transplant graft-versus-host-disease (OR = 1.76, 95% CI 1.05-2.94) in allogeneic HSCT; higher baseline Charlson comorbidity index (OR = 1.45, 95% CI 1.19-1.76) in autologous HSCT. CONCLUSION Based on distinct patterns of healthcare utilization following HSCT, we identified factors associated with higher resource utilization and greater healthcare related expenditures. IMPLICATIONS FOR CANCER SURVIVORS Earlier identification of high-cost and high-need HSCT long-term survivors could pave the way for clinicians to offer more continuous engagement in survivorship care delivery.
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Affiliation(s)
- Jifang Zhou
- Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL, USA
- Department of Pharmacy Systems, Outcomes and Policy, University of Illinois at Chicago, Chicago, IL, USA
| | - Edith A Nutescu
- Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL, USA
- Department of Pharmacy Systems, Outcomes and Policy, University of Illinois at Chicago, Chicago, IL, USA
| | - Jin Han
- Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL, USA
- Department of Pharmacy Practice, University of Illinois at Chicago, Chicago, IL, USA
- Comprehensive Sickle Cell Center, Section of Hematology/Oncology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, 60607, USA
| | - Gregory S Calip
- Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL, USA.
- Department of Pharmacy Systems, Outcomes and Policy, University of Illinois at Chicago, Chicago, IL, USA.
- Division of Public Health Sciences, Epidemiology Program, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
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