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Larkin J, Foley L, Timmons S, Hickey T, Clyne B, Harrington P, Smith SM. How do people with multimorbidity prioritise healthcare when faced with tighter financial constraints? A national survey with a choice experiment component. BMC PRIMARY CARE 2025; 26:57. [PMID: 40016676 PMCID: PMC11866811 DOI: 10.1186/s12875-025-02738-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Accepted: 02/04/2025] [Indexed: 03/01/2025]
Abstract
BACKGROUND People with multimorbidity (i.e., two or more chronic conditions) experience increased out-of-pocket healthcare costs and are vulnerable to cost-related non-adherence to recommended treatment. The aim of this study was to understand how people with multimorbidity prioritise different healthcare services when faced with tighter budget constraints and how they experience cost-related non-adherence. METHODS A national cross-sectional online survey incorporating a choice experiment was conducted. Participants were adults aged 40 years or over with at least one chronic condition, recruited in Ireland (December 2021 to March 2022). The survey included questions about real-life experiences of cost-related non-adherence and financial burden. The choice experiment element involved participants identifying how they would prioritise their real-world healthcare utilisation if their monthly personal healthcare budget was reduced by 25%. RESULTS Among the 962 participants, 64.9% (n = 624) had multimorbidity. Over one third (34.5%, n = 332) of participants reported cost-related non-adherence in the previous 12 months, which included not attending a healthcare appointment and/or not accessing medication. Similar findings on prioritisation were observed on the choice task. When presented with the hypothetical tighter budget constraint, participants reduced expenditure on 'other healthcare (hospital visits, specialist doctors, etc.)' by the greatest percentage (50.2%) and medicines by the lowest percentage (24.8%). Participants with multimorbidity tended to have a condition they prioritised over others. On average, they reduced expenditure for their top-priority condition by 71% less than would be expected if all conditions were valued equally, while they reduced expenditure for their least prioritised condition by 60% more than would be expected. Independence, symptom control and staying alive were rated as the most important influencing factors when making prioritisation decisions (median score = 5 out of 5). CONCLUSION When faced with tighter financial constraints, people with multimorbidity tended to have a condition they prioritised over others. Participants were also more likely to prioritise medicines over other aspects of healthcare. Researchers, policymakers and clinicians should take greater consideration of the different ways people respond to tighter financial constraints. This could involve reducing the payment barriers to accessing care or clinicians discussing healthcare costs and coverage with patients as part of cost-of-care conversations.
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Affiliation(s)
- James Larkin
- Department of General Practice, RCSI University of Medicine and Health Sciences, Dublin, Ireland.
| | - Louise Foley
- School of Allied Health and Health Research Institute, University of Limerick, Limerick, Ireland
| | - Shane Timmons
- Behavioural Research Unit, Economic and Social Research Institute, Dublin, Ireland
| | - Tony Hickey
- Multimorbidity Patient and Public Involvement Group, National University of Ireland Galway, Galway, Ireland
| | - Barbara Clyne
- Health Information and Quality Authority, Dublin, Ireland
- Department of Public Health & Epidemiology, School of Population Health, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | | | - Susan M Smith
- Department of General Practice, RCSI University of Medicine and Health Sciences, Dublin, Ireland
- Centre for Health Policy & Management, School of Medicine, Trinity College Dublin, Dublin, Ireland
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Fenta ET, Ayal BG, Kidie AA, Anagaw TF, Mekonnen TS, Ketema Bogale E, Berihun S, Tsega TD, Mengistie Munie C, Talie Fenta T, Kassie Worku N, Shiferaw Gelaw S, Tiruneh MG. Barriers to Medication Adherence Among Patients with Non-Communicable Disease in North Wollo Zone Public Hospitals: Socio-Ecologic Perspective, 2023. Patient Prefer Adherence 2024; 18:733-744. [PMID: 38533490 PMCID: PMC10964781 DOI: 10.2147/ppa.s452196] [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: 12/14/2023] [Accepted: 03/11/2024] [Indexed: 03/28/2024] Open
Abstract
Background The practice of taking medication as directed by a healthcare provider is known as medication adherence. Therefore, the application of a socio-ecological model to this study identifies multilevel factors on barriers of medication adherence on chronic non-communicable disease and provides information to develop scientific health communication interventional strategies to improve medication adherence. Objective This study aimed to explore barriers of medication adherence on non-communicable disease prevention and care among patients in North Wollo Zone public hospitals, northeast Ethiopia. Methods A phenomenological study design was carried out between February 5 and February 30, 2023. The study participants were chosen using a heterogeneous purposive sampling technique. In-depth interviews and targeted focus groups were used to gather data. The focus group discussions and in-depth interviews were captured on audio, accurately transcribed, and translated into English. Atlas TI-7 was utilized to do the thematic analysis. Results Four main themes, intrapersonal, interpersonal, community level, and health care related, as well as seven subthemes, financial problems, lack of family support, poor communication with healthcare providers, effects of social ceremonies, remote healthcare facility, and drug scarcity, were identified by this study. In this study participants reported that lack of knowledge about the disease and drugs were the main barrier for medication adherence. The study revealed that financial problems for medication and transportation cost were the main factor for medication adherence for non-communicable disease patients. Conclusion This study explored that lack of knowledge, financial problem, lack of family support, poor communication with healthcare providers, social ceremony effects, remote healthcare facility, and scarcity of drugs were barriers of medication adherence among non-communicable disease patients. In order to reduce morbidity and mortality from non-communicable diseases, it is advised that all relevant bodies look for ways to reduce medication adherence barriers for patients at every level of influence.
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Affiliation(s)
- Eneyew Talie Fenta
- Department of Public Health, College of Medicine and Health Sciences, Injibara University, Injibara, Ethiopia
| | - Birtukan Gizachew Ayal
- Department of Public Health, College of Medicine and Health Sciences, Woldia University, Woldia, Ethiopia
| | - Atitegeb Abera Kidie
- Department of Public Health, College of Medicine and Health Sciences, Woldia University, Woldia, Ethiopia
| | - Tadele Fentabil Anagaw
- Department of Health Promotion and Behavioral Science, School of Public Health, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia
| | - Tesfaye Shumet Mekonnen
- Department of Public Health, College of Medicine and Health Sciences, Woldia University, Woldia, Ethiopia
| | - Eyob Ketema Bogale
- Department of Health Promotion and Behavioral Science, School of Public Health, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia
| | - Sileshi Berihun
- Department of Public Health, College of Medicine and Health Sciences, Injibara University, Injibara, Ethiopia
| | - Tilahun Degu Tsega
- Department of Public Health, College of Medicine and Health Sciences, Injibara University, Injibara, Ethiopia
| | | | - Tizazu Talie Fenta
- Department of Medical Laboratory Science, Gamby Medical and Business College, Bahir Dar, Ethiopia
| | - Nigus Kassie Worku
- Department of Public Health, College of Medicine and Health Science, Dire Dawa University, Dire Dawa, Ethiopia
| | - Sintayehu Shiferaw Gelaw
- Department of Public Health, College of Medicine and Health Science, Debre Markos University, Debre Markos, Ethiopia
| | - Misganaw Guadie Tiruneh
- Department of Health System and Policy, Institute of Public Health, College of Medicine and Health Science University of Gondar, Gondar, Ethiopia
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Wen X, Qiu H, Yu B, Bi J, Gu X, Zhang Y, Wang S. Cost-related medication nonadherence in adults with COPD in the United States 2013-2020. BMC Public Health 2024; 24:864. [PMID: 38509510 PMCID: PMC10956194 DOI: 10.1186/s12889-024-18333-z] [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: 10/25/2023] [Accepted: 03/12/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND Cost-related medication nonadherence (CRN) is associated with poor prognosis among patients with chronic obstructive pulmonary disease (COPD), a population that requires long-term treatment for secondary prevention. In this study, we aimed to estimate the prevalence and sociodemographic characteristics of CRN in individuals with COPD in the US. METHODS In a nationally representative survey of US adults in the National Health Interview Survey (2013-2020), we identified individuals aged ≥18 years with a self-reported history of COPD. Cross-sectional study. RESULTS Of the 15,928 surveyed individuals, a weighted 18.56% (2.39 million) reported experiencing CRN, including 12.50% (1.61 million) missing doses, 13.30% (1.72 million) taking lower than prescribed doses, and 15.74% (2.03 million) delaying filling prescriptions to save costs. Factors including age < 65 years, female sex, low family income, lack of health insurance, and multimorbidity were associated with CRN. CONCLUSIONS In the US, one in six adults with COPD reported CRN. The influencing factors of CRN are multifaceted and necessitating more rigorous research. Targeted interventions based on the identified influencing factors in this study are recommended to enhance medication adherence among COPD patients.
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Affiliation(s)
- Xin Wen
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, 258 Xuefu Road, Xiangyang District, Jiamusi, 154007, China
| | - Hongbin Qiu
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, 258 Xuefu Road, Xiangyang District, Jiamusi, 154007, China
| | - Bo Yu
- Department of Cardiology, Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Nangang District, Harbin, 150086, China
- The Key Laboratory of Myocardial Ischemia, Chinese Ministry of Education; National Key Laboratory of Frigid Zone Cardiovascular Diseases, Harbin, China
| | - Jinfeng Bi
- Department of Respiratory, Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Xia Gu
- Department of Cardiology, Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Nangang District, Harbin, 150086, China
- The Key Laboratory of Myocardial Ischemia, Chinese Ministry of Education; National Key Laboratory of Frigid Zone Cardiovascular Diseases, Harbin, China
| | - Yiying Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Jiamusi University, 258 Xuefu Road, Xiangyang District, Jiamusi, 154007, China.
| | - Shanjie Wang
- Department of Cardiology, Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Nangang District, Harbin, 150086, China.
- The Key Laboratory of Myocardial Ischemia, Chinese Ministry of Education; National Key Laboratory of Frigid Zone Cardiovascular Diseases, Harbin, China.
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Arbel R, Azab AN, Oberoi M, Aboalhasan E, Star A, Elhaj K, Khalil F, Alnsasra H. Dapagliflozin versus sacubitril-valsartan for heart failure with mildly reduced or preserved ejection fraction. Front Pharmacol 2024; 15:1357673. [PMID: 38567348 PMCID: PMC10985250 DOI: 10.3389/fphar.2024.1357673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 03/01/2024] [Indexed: 04/04/2024] Open
Abstract
Background and aim Heart failure with preserved ejection fraction (HFpEF) is associated with an increased risk of heart failure (HF) hospitalizations and cardiovascular death (CVD). Both dapagliflozin and sacubitril-valsartan have recently shown convincing reductions in the combined risk of CVD and HF hospitalizations in patients with HF and mildly reduced ejection fraction (HFmrEF) or HFpEF. We aimed to investigate the cost-per-outcome implications of dapagliflozin vs sacubitril-valsartan in the treatment of HFmrEF or HFpEF patients. Methods We compared the annualized cost needed to treat (CNT) to prevent the composite outcome of total HF hospitalizations and CVD with dapagliflozin or sacubitril-valsartan. The CNT was estimated by multiplying the annualized number needed to treat (aNNT) by the annual cost of therapy. The aNNT was calculated based on data collected from the DELIVER trial for dapagliflozin and a pooled analysis of the PARAGLIDE-HF and PARAGON-HF trials for sacubitril-valsartan. Costs were based on 2022 US prices. Scenario analyses were performed to attenuate the differences in the studies' populations. Results The aNNT with dapagliflozin in DELIVER was 30 (95% confidence interval [CI]: 21-62) versus 44 (95% CI: 25-311) with sacubitril-valsartan in a pooled analysis of PARAGLIDE-HF and PARAGON-HF, with an annual cost of $4,951 and $5,576, respectively. The corresponding CNTs were $148,547.13 (95% CI: $103,982.99-$306,997.39) for dapagliflozin and $245,346.77 (95% CI: $139,401.58-1,734,155.60) for sacubitril-valsartan for preventing the composite outcome of CVD and HF hospitalizations. The CNT for preventing all-cause mortality was lower for dapagliflozin than sacubitril-valsartan $1,128,958.15 [CI: $401,077.24-∞] vs $2,185,816.71 [CI: $607,790.87-∞]. Conclusion Dapagliflozin provides a better monetary value than sacubitril-valsartan in preventing the composite outcome of total HF hospitalizations and CVD among patients with HFmrEF or HFpEF.
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Affiliation(s)
- Ronen Arbel
- Maximizing Health Outcomes Research Lab, Sapir College, Ashkelon, Israel
| | - Abed N. Azab
- Department of Cardiology, Soroka University Medical Center, Beersheba, Israel
- Department of Nursing, Department of Clinical Biochemistry and Pharmacology, Faculty of Health Sciences, Ben Gurion University of the Negev, Be’er Sheva, Israel
| | - Mansi Oberoi
- University of Nebraska Medical Center, Omaha, NE, United States
| | - Enis Aboalhasan
- Maximizing Health Outcomes Research Lab, Sapir College, Ashkelon, Israel
| | - Artyom Star
- Department of Cardiology, Soroka University Medical Center, Beersheba, Israel
| | - Khaled Elhaj
- Department of Cardiology, Soroka University Medical Center, Beersheba, Israel
| | - Fouad Khalil
- University of Nebraska Medical Center, Omaha, NE, United States
| | - Hilmi Alnsasra
- Department of Cardiology, Soroka University Medical Center, Beersheba, Israel
- Faculty of Health Sciences, Ben Gurion University of the Negev, Be’er Sheva, Israel
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Lussier ME, Gionfriddo MR, Graham JH, Wright EA. Factors Affecting Prescribing of Type 2 Diabetes Medications in Older Adults within an Integrated Healthcare System. J Gen Intern Med 2024; 39:195-200. [PMID: 37783983 PMCID: PMC10853133 DOI: 10.1007/s11606-023-08435-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 09/15/2023] [Indexed: 10/04/2023]
Abstract
BACKGROUND Despite type 2 diabetes guidelines recommending against the use of sulfonylureas in older adults and for the use of sodium-glucose cotransporter-2 inhibitors (SGLT2) and glucagon-like peptide-1 agonists (GLP1s) in patients with atherosclerotic cardiovascular disease (ASCVD), chronic kidney disease (CKD), and heart failure (HF), real-world guideline-concordant prescribing remains low. While some factors such as cost have been suggested, an in-depth analysis of the factors associated with guideline-concordant prescribing is warranted. OBJECTIVE To quantify the extent of guideline-concordant prescribing in an integrated health care delivery system and examine provider and patient level factors that influence guideline-concordant prescribing. DESIGN We performed a cross-sectional study. PARTICIPANTS Participants were included if they had a diagnosis of type 2 diabetes, were prescribed a second-line diabetes medication between January 1, 2018 and December 31, 2020 and were at least 65 years old at the time of this second-line prescription. MAIN MEASURES Our outcome of interest was guideline-concordant prescribing. The definition of guideline-concordant prescribing was based on American Diabetes Association and American Geriatric Society recommendations as well as expert consensus. Factors affecting guideline concordant prescribing included patient demographics and provider characteristics among others. KEY RESULTS We included 1,693 patients of which only 50% were prescribed guideline-concordant medications. In a subgroup of 843 patients with cardiorenal conditions, only 30% of prescriptions were guideline concordant. Prescribing of guideline-concordant prescriptions was more likely among pharmacists than physicians (RR 1.34, 95% CI 1.19-1.51, p<0.001) and in endocrinology practices compared to primary care practices (RR 1.41 95% CI 1.16-1.72, p=0.007). Additionally, guideline concordant prescribing increased over time (42% in 2018 vs 53% in 2019 vs 53% in 2020, p<0.001). CONCLUSIONS Guideline-concordant prescribing remains low in older adults, especially among those with cardiorenal conditions. Future studies should examine barriers to prescribing guideline-concordant medications and interventions to improve guideline-concordant prescribing.
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Affiliation(s)
- Mia E Lussier
- Center for Pharmacy Innovation and Outcomes, Geisinger Health System, Danville, PA, USA.
- Department of Pharmacy Practice, School of Pharmacy and Pharmaceutical Sciences, Binghamton University, Johnson City, NY, USA.
| | - Michael R Gionfriddo
- Division of Pharmaceutical, Administrative, and Social Sciences, School of Pharmacy, Duquesne University, Pittsburgh, PA, USA
| | - Jove H Graham
- Center for Pharmacy Innovation and Outcomes, Geisinger Health System, Danville, PA, USA
| | - Eric A Wright
- Center for Pharmacy Innovation and Outcomes, Geisinger Health System, Danville, PA, USA
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Zhang JX, Meltzer DO. Developing an Integrated Longitudinal Dataset for Patient-Centered Outcome Measures in Cost-Related Medication Nonadherence. Med Care 2023; 61:S139-S146. [PMID: 37963033 PMCID: PMC10635343 DOI: 10.1097/mlr.0000000000001894] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2023]
Abstract
BACKGROUND Cost-related medication nonadherence (CRN) is an important patient-centered outcome measure. Longitudinal follow-up of CRN is rare. OBJECTIVE We propose to develop a novel integrated dataset to study CRN longitudinally. RESEARCH DESIGN A dataset of 2000 Medicare beneficiaries at high risk of hospitalization surveyed quarterly on CRN and followed up individually for 8 quarters between 2013 and 2018 was linked to Medicare files. A metric of CRN categorizing persistent, intermittent, and transient CRN during the 8 quarters was developed. An ordered logit model and a logit model were developed to assess the factors influencing CRN overall and persistent CRN, respectively. RESULTS A total of 1761 patients were included in the analysis, among whom 869 (49.3%) reported CRN at least once in the 8-quarter study period, 178 (10%) reported persistent CRN, 395 (22.4%) reported intermittent CRN, and 296 (16.8%) reported transient CRN. The conditional effect in the logit model for persistent CRN revealed that baseline dual eligibility was negatively associated (adjusted odds ratio = 0.45, P < 0.01) and depression positively associated (adjusted odds ratio = 1.55, P = 0.01) with persistent CRN. The marginal analysis in the ordered logit model revealed a clear pattern of higher probabilities of persistent and intermittent CRN at younger ages while transient CRN was flat. Among the 252 subjects who were deceased, 31 (12.3%) reported persistent CRN, compared with 147 (9.74%) who were alive (P = 0.21 by χ2 test). CONCLUSIONS A significant number of patients reported persistent CRN, including those who were at the end of life. Research is critically needed to understand behavioral patterns among the younger Medicare population.
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Affiliation(s)
| | - David O. Meltzer
- Department of Medicine
- Harris School of Public Policy
- Department of Economics, The University of Chicago, MC, Chicago, IL
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Sud A, Chiu K, Friedman J, Dupouy J. Buprenorphine deregulation as an opioid crisis policy response - A comparative analysis between France and the United States. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 120:104161. [PMID: 37619440 DOI: 10.1016/j.drugpo.2023.104161] [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: 02/16/2023] [Revised: 07/22/2023] [Accepted: 08/08/2023] [Indexed: 08/26/2023]
Abstract
BACKGROUND In passing the Maintstreaming Addiction Treatment Act, the United States has abolished its federal X waiver, considered a major barrier to the wider buprenorphine prescribing needed to respond to opioid-related harms. Advocates for this policy have drawn on the French response of deregulating buprenorphine prescribing to address increasing overdose mortality around the turn of the millennium. So far, such policy advocacy has incompletely accounted for contextual and health system differences between the two countries. METHODS Using the health system dynamics framework, this analysis compares France from 1995 to 2003 (the relevant period of buprenorphine reform) to the US from 2018 until today (the comparison period to explore potential impacts of reform). We used it to guide examination of a) contextual issues relating to opioid use epidemiology and b) health system factors including prescriber supply, sector organization, and insurance coverage for primary care to draw relevant policy learning for the contemporary US. RESULTS We identified that the US had a 22.5-fold higher mortality rate and a 2.3-fold higher opioid use disorder (OUD) rate compared to France, despite having rates of prescribed buprenorphine per-capita higher than, and per-person with OUD comparable to, than that of France. These wide gulfs between the scales and nature of the problems between France and the US suggest that relaxing restrictions on buprenorphine prescribing through abolishing the X waiver will be insufficient for achieving hoped-for reductions in overdose mortality. CONCLUSION Health system strengthening with a focus on improvements in primary care prescriber supply, coverage, and coordination are likely higher yield policy complements to relaxing buprenorphine regulation. Such an approach would better prepare the US to adapt to ongoing dynamics and uncertainties in the opioid crisis and to optimize the already relatively high levels of buprenorphine prescribing.
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Affiliation(s)
- Abhimanyu Sud
- Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, Canada; Humber River Hospital, Toronto, Canada; Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Canada.
| | - Kellia Chiu
- Department of Family and Community Medicine, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Joseph Friedman
- Center for Social Medicine and Humanities, University of California, Los Angeles, United States
| | - Julie Dupouy
- University Department of General Medicine, University of Toulouse, Faculty of Medicine, Toulouse, France; Inserm UMR1295, University of Toulouse III, Faculty of Medicine, Toulouse, France
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Gala P, Kamano JH, Vazquez Sanchez M, Mugo R, Orango V, Pastakia S, Horowitz C, Hogan JW, Vedanthan R. Cross-sectional analysis of factors associated with medication adherence in western Kenya. BMJ Open 2023; 13:e072358. [PMID: 37669842 PMCID: PMC10481848 DOI: 10.1136/bmjopen-2023-072358] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 08/14/2023] [Indexed: 09/07/2023] Open
Abstract
OBJECTIVES Poor medication adherence in low-income and middle-income countries is a major cause of suboptimal hypertension and diabetes control. We aimed to identify key factors associated with medication adherence in western Kenya, with a focus on cost-related and economic wealth factors. SETTING We conducted a cross-sectional analysis of baseline data of participants enrolled in the Bridging Income Generation with Group Integrated Care study in western Kenya. PARTICIPANTS All participants were ≥35 years old with either diabetes or hypertension who had been prescribed medications in the past 3 months. PRIMARY AND SECONDARY OUTCOME MEASURES Baseline data included sociodemographic characteristics, wealth and economic status and medication adherence information. Predictors of medication adherence were separated into the five WHO dimensions of medication adherence: condition-related factors (comorbidities), patient-related factors (psychological factors, alcohol use), therapy-related factors (number of prescription medications), economic-related factors (monthly income, cost of transportation, monthly cost of medications) and health system-related factors (health insurance, time to travel to the health facility). A multivariable analysis, controlling for age and sex, was conducted to determine drivers of suboptimal medication adherence in each overarching category. RESULTS The analysis included 1496 participants (73.7% women) with a mean age of 60 years (range 35-97). The majority of participants had hypertension (69.2%), 8.8% had diabetes and 22.1% had both hypertension and diabetes. Suboptimal medication adherence was reported by 71.2% of participants. Economic factors were associated with medication adherence. In multivariable analysis that investigated specific subtypes of costs, transportation costs were found to be associated with worse medication adherence. In contrast, we found no evidence of association between monthly medication costs and medication adherence. CONCLUSION Suboptimal medication adherence is highly prevalent in Kenya, and primary-associated factors include costs, particularly indirect costs of transportation. Addressing all economic factors associated with medication adherence will be important to improve outcomes for non-communicable diseases. TRIAL REGISTRATION NUMBER NCT02501746.
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Affiliation(s)
- Pooja Gala
- Medicine, NYU Grossman School of Medicine, New York, New York, USA
| | | | - Manuel Vazquez Sanchez
- Population Health, New York University Grossman School of Medicine, New York, New York, USA
| | - Richard Mugo
- Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya
| | - Vitalis Orango
- Medicine, Moi University, Eldoret, Kenya
- Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya
| | - Sonak Pastakia
- Center for Health Equity and Innovation, Purdue University College of Pharmacy Nursing and Health Sciences, West Lafayette, Indiana, USA
| | - Carol Horowitz
- Medicine and Population Health Science, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Joseph W Hogan
- Biostatistics, Brown University, Providence, Rhode Island, USA
| | - Rajesh Vedanthan
- Medicine and Population Health, New York University Grossman School of Medicine, New York, New York, USA
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Zhang JX, Meltzer DO. Prevalence and persistence of cost-related medication non-adherence before and during the COVID-19 pandemic among medicare patients at high risk of hospitalization. PLoS One 2023; 18:e0289608. [PMID: 37643168 PMCID: PMC10464962 DOI: 10.1371/journal.pone.0289608] [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] [Received: 01/01/2023] [Accepted: 07/22/2023] [Indexed: 08/31/2023] Open
Abstract
OBJECTIVE To study cost-related medication non-adherence (CRN) for a 30-month period before and during the COVID-19 pandemic using a sample of Medicare patients at high risk of hospitalization. DESIGN A novel data set of quarterly surveys of CRN was used to evaluate CRN before and during the COVID-19 pandemic. Generalized Estimating Equation (GEE) analyses were conducted to evaluate the adjusted coefficients of change in CRN behaviors controlling for socio-demographic and health characteristics. PARTICIPANTS Six hundred seventy-seven Medicare beneficiaries at high risk of hospitalization who were alive on January 1, 2020 and followed up through quarterly surveys on CRN for 30 months before and during the COVID-19 pandemic. MAIN OUTCOMES AND MEASURES Two metrics of prevalence and persistence of CRN and their adjusted coefficients in GEE with binomial family distribution and log link function controlling for socio-demographic and health characteristics. RESULTS A total of 5,990 quarterly surveys were completed by the 677 patients during the 30-month study period. Among the 677 patients, 250 (37%) were men, 591 (87%) were African American, and 288 (42%) were Medicare-Medicaid dual eligible. The unadjusted prevalence of CRN before and during the COVID-19 pandemic was 31.1% and 25.7% respectively (p = 0.02 by Chi-squared test), and persistent CRN rates were 12.1% and 9.7% respectively (p = 0.17 by Chi-squared test). The adjusted odds ratio of CRN prevalence during the pandemic compared to the pre-pandemic level was 0.75 (p<0.01), and 0.74 (p = 0.03) for persistent CRN in GEE estimations. CONCLUSION AND RELEVANCE There are coherent evidence of a reversal of CRN rates during the COVID-19 pandemic among this high-need, high-cost resource utilization Medicare population. Patients' CRN behaviors may be responsive to exogenous impacts, and the behaviors changed in the same direction with similar magnitude in terms of prevalence (the extensive margin) and persistence (the intensive margin). More research is needed to advance the understanding of the driving forces behind patients' behavioral changes and to identify factors that may be informative for reducing CRN in the long run.
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Affiliation(s)
- James X. Zhang
- Department of Medicine, The University of Chicago, Chicago, Illinois, United States of America
| | - David O. Meltzer
- Department of Medicine, The University of Chicago, Chicago, Illinois, United States of America
- Harris School of Public Policy, The University of Chicago, Chicago, Illinois, United States of America
- Department of Economics, The University of Chicago, Chicago, Illinois, United States of America
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Murry LT, Viyurri B, Chapman CG, Witry MJ, Kennelty KA, Nayakankuppam D, Doucette WR, Urmie J. Patient preferences and willingness-to-pay for community pharmacy-led Medicare Part D consultation services: A discrete choice experiment. Res Social Adm Pharm 2023; 19:764-772. [PMID: 36710174 DOI: 10.1016/j.sapharm.2023.01.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 01/10/2023] [Accepted: 01/18/2023] [Indexed: 01/27/2023]
Abstract
INTRODUCTION Community pharmacies currently offer Medicare Part D consultation services, often at no-cost. Despite facilitating plan-switching behavior, identifying potential cost-savings, and increasing medication adherence, patient uptake of these services remains low. OBJECTIVES To investigate patient preferences for specific service-offering attributes and marginal willingness-to-pay (mWTP) for an enhanced community pharmacy Medicare Part D consultation service. METHODS A discrete choice experiment (DCE) guided by the SERVQUAL framework was developed and administered using a national online survey panel. Study participants were English-speaking adults (≥65 years) residing in the United States enrolled in a Medicare Part D or Medicare Advantage plan and had filled a prescription at a community pharmacy within the last 12 months. An orthogonal design resulted in 120 paired-choice tasks distributed equally across 10 survey blocks. Data were analyzed using mixed logit and latent class models. RESULTS In total, 540 responses were collected, with the average age of respondents being 71 years. The majority of respondents were females (60%) and reported taking four or more prescription medication (51%). Service attribute levels with the highest utility were: 15-min intervention duration (0.392), discussion of services + a follow-up phone call (0.069), in-person at the pharmacy (0.328), provided by a pharmacist the patient knew (0.578), and no-cost (3.382). The attribute with the largest mWTP value was a service provided by a pharmacist the participant knew ($8.42). Latent class analysis revealed that patient preferences for service attributes significantly differed by gender and difficulty affording prescription medications. CONCLUSIONS Quantifying patient preference using discrete choice methodology provides pharmacies with information needed to design service offerings that balance patient preference and sustainability. Pharmacies may consider providing interventions at no-cost to subsets of patients placing high importance on a service cost attribute. Further, patient preference for 15-min interventions may inform Medicare Part D service delivery and facilitate service sustainability.
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Affiliation(s)
- Logan T Murry
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA.
| | - Brahmendra Viyurri
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA
| | - Cole G Chapman
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA
| | - Matthew J Witry
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA
| | - Korey A Kennelty
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA
| | - Dhananjay Nayakankuppam
- The University of Iowa Tippie College of Business, 21 E Market St, Iowa City, IA, 52242, USA
| | - William R Doucette
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA
| | - Julie Urmie
- The University of Iowa College of Pharmacy, 180 S Grand Ave, Iowa City, IA, 52242, USA
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11
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Atolagbe ET, Sivanandy P, Ingle PV. Effectiveness of educational intervention in improving medication adherence among patients with diabetes in Klang Valley, Malaysia. FRONTIERS IN CLINICAL DIABETES AND HEALTHCARE 2023. [DOI: 10.3389/fcdhc.2023.1132489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/16/2023]
Abstract
BackgroundThe diabetes patients’ adherence to prescription medication is 67.5%, which is lower than that of patients with any other medical conditions. Patients with low medication adherence are more likely to experience clinical complications, repeated hospitalizations, increased mortality, and increased healthcare costs, hence, education on disease and medication adherence is vital now. This study aimed to assess the level of medication adherence, medicine and information-seeking behaviour, and the effectiveness of online educational intervention in improving medication adherence and medicine and information-seeking behaviours among patients with diabetes in Klang Valley, Malaysia.MethodsIndividuals aged 12 years and above with a prior diagnosis of diabetes were identified and randomly divided into (control (n=183), and intervention groups (n = 206). Data about their medication adherence and information-seeking behaviour were obtained. As part of the online educational intervention, a month of daily general reminders to take their medications and educational materials about diabetes had provided to them via WhatsApp groups. After a month, the groups were reassessed, and the data were compared.ResultsThe results showed that, at baseline, most of the respondents in the control (58.8% females and 53.08% males) and intervention (65.52% females and 85.12% males) groups had a low level of medication adherence. After a month of intervention, medication adherence was significantly improved in the intervention group (91.4% females and 71.28% males) compared to the control group (38.23% females and 44.44% males). At baseline, only 96 (52.45%) respondents in the control group and 110 (52.38%) in the intervention group preferred to read online educational materials to know more about their condition(s), it was improved after a month of intervention in the intervention group where 204 (99.02%) respondents prefer online materials, however no change in the control group response.ConclusionThe study concludes that medication adherence and information-seeking behaviours among the study population have been significantly improved after a month of structured intervention. Medication adherence plays a crucial role in risk reduction strategies subsequently it improves the patient’s quality of life. Thus, well-planned more robust educational interventions on chronic diseases are warranted to improve the health outcomes of the patients.
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12
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Williams CP, Davidoff A, Halpern MT, Mollica M, Castro K, Allaire B, de Moor JS. Cost-Related Medication Nonadherence and Patient Cost Responsibility for Rural and Urban Cancer Survivors. JCO Oncol Pract 2022; 18:e1234-e1246. [PMID: 35947881 PMCID: PMC9377697 DOI: 10.1200/op.21.00875] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 05/13/2022] [Accepted: 06/24/2022] [Indexed: 08/03/2023] Open
Abstract
PURPOSE The relationship between out-of-pocket spending and cost-related medication nonadherence among older rural- and urban-dwelling cancer survivors is not well understood. METHODS This retrospective cohort study used the Surveillance, Epidemiology, and End Results Program, Medicare claims, and the Consumer Assessment of Healthcare Providers and Systems survey linked data resource linked data (2007-2015) to investigate the relationship between cancer survivors' cost responsibility in the year before and after report of delaying or not filling a prescription medication because of cost in the past 6 months (cost-related medication nonadherence). Secondary exposures and outcomes included Medicare spending and utilization. Generalized linear models assessed bidirectional relationships between cost-related medication nonadherence, spending, and utilization. Effects of residence were assessed via interaction terms. RESULTS Of 6,591 older cancer survivors, 13% reported cost-related medication nonadherence. Survivors were a median 8 years (interquartile range, 4.5-12.5 years) from their cancer diagnosis, 15% were dually Medicare/Medicaid-eligible, and prostate (40%) and breast (32%) cancer survivors were most prevalent. With every $500 USD increase in patient cost responsibility, risk of cost-related medication nonadherence increased by 3% (risk ratio, 1.03; 95% CI, 1.02 to 1.04). After report of cost-related medication nonadherence, patient cost responsibility was 22% higher (95% CI, 1.11 to 1.32) compared with those not reporting nonadherence, amounting to $523 USD (95% CI, $430 USD to $630 USD). Medicare spending and utilization were also higher before and after report of cost-related nonadherence versus none. For survivors residing in rural (18%) and urban (82%) areas, residence did not modify adherence or cost outcomes. CONCLUSION A bidirectional relationship exists between patient cost responsibility and cost-related medication nonadherence. Interventions reducing urban- and rural-dwelling survivor health care costs and cost-related adherence barriers are needed.
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Affiliation(s)
- Courtney P. Williams
- Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD
| | - Amy Davidoff
- Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD
| | - Michael T. Halpern
- Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD
| | - Michelle Mollica
- Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD
| | - Kathleen Castro
- Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD
| | | | - Janet S. de Moor
- Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD
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13
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Patel B, Mayne P, Patri T, Vandigo J, Yin PT, Bratti K, Howell S. Out-of-Pocket Costs and Prescription Filling Behavior of Commercially Insured Individuals With Chronic Obstructive Pulmonary Disease. JAMA HEALTH FORUM 2022; 3:e221167. [PMID: 35977254 PMCID: PMC9142864 DOI: 10.1001/jamahealthforum.2022.1167] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 03/31/2022] [Indexed: 01/15/2023] Open
Affiliation(s)
| | | | | | - Joe Vandigo
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Perry T. Yin
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Keith Bratti
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Scott Howell
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
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14
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Zhang J, Bhaumik D, Meltzer D. Decreasing rates of cost-related medication non-adherence by age advancement among American generational cohorts 2004-2014: a longitudinal study. BMJ Open 2022; 12:e051480. [PMID: 35523499 PMCID: PMC9083426 DOI: 10.1136/bmjopen-2021-051480] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Accepted: 04/24/2022] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVES The access barrier to medication has been a persistent and elusive challenge in the US healthcare system and around the globe. Cost-related medication non-adherence (CRN) is an important measure of medication non-adherence behaviours that aim to avoid costs. Longitudinal study of CRN behaviours for the ageing population is rare. DESIGN Longitudinal study using the Health and Retirement Study to evaluate self-reported CRN biennially. SETTING General population of older Americans. PARTICIPANTS Three cohorts of Americans aged between 50 and 54 (baby boomers), 65-69 (the silent generation) and 80 or above (the greatest generation) in 2004 who were followed to 2014. INTERVENTION Observational with no intervention. PRIMARY AND SECONDARY OUTCOME MEASURES Longitudinal CRN rates for three generational cohorts from 2004 to 2014. Population-averaged effects of a broad set of variables including sociodemographics, income, insurance status, limitations in activities of daily living (ADLs) and instrumental activities of daily living (IADLs), and comorbid conditions on CRN were derived using generalised estimating equation by taking into account repeated measurements of CRN over time for the three cohorts, respectively. RESULTS The three cohorts of baby boomer, the silent generation and the greatest generation with 1925, 2839 and 2666 respondents represented 12.3 million, 8.2 million and 7.7 million people in 2004, respectively. Increasing age was associated with decreasing likelihood of reporting CRN in all three generational cohorts (p<0.05), controlling for demographics, income, insurance status, functional status and comorbid conditions. All three generational cohorts had a higher prevalence of diabetes, cancer, heart conditions, stroke, a higher percentage of respondents with Medicare-Medicaid dual eligibility and lower percentage with private insurance in 2014 compared with 2004 (p<0.05). CONCLUSION The paradox of decreasing CRN rates, independent of disease burden, income and insurance status, suggests populations' CRN behaviours change as Americans age, bearing implications to social policy.
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Affiliation(s)
- James Zhang
- Department of Medicine, 5841 S Maryland Ave, MC 5000, The University of Chicago, Chicago, Illinois, USA
| | - Deepon Bhaumik
- Department of Health Policy and Management, Yale University, New Haven, Connecticut, USA
| | - David Meltzer
- Department of Medicine, Economics, and Harris School of Public Policy, The University of Chicago, Chicago, Illinois, USA
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15
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Alnijadi AA, Yuan J, Wu J, Li M, Lu ZK. Cost-Related Medication Nonadherence (CRN) on Healthcare Utilization and Patient-Reported Outcomes: Considerations in Managing Medicare Beneficiaries on Antidepressants. Front Pharmacol 2021; 12:764697. [PMID: 34950029 PMCID: PMC8688804 DOI: 10.3389/fphar.2021.764697] [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: 08/25/2021] [Accepted: 11/05/2021] [Indexed: 11/25/2022] Open
Abstract
Background: Many patients face a financial burden due to their medications, which may lead to poor health outcomes. The behaviors of non-adherence due to financial difficulties, known as cost-related medication non-adherence (CRN), include taking smaller doses of drugs, skipping doses to make prescriptions last longer, or delaying prescriptions. To date, the prevalence of CRN remains unknown, and there are few studies about the association of CRN on self-reported healthcare utilization (Emergency room (ER) visits and outpatient visits) and self-reported health outcomes (health status and disability status) among older adults taking antidepressants. Objectives: The objectives were to 1) examine the CRN prevalence, and 2) determine the association of CRN on self-reported healthcare utilization and self-reported health outcomes. Methods: This study was a cross-sectional study of a sample of older adults from the Medicare Current Beneficiary Survey (MCBS) who reported having used antidepressants in 2017. Four logistic regressions were implemented to evaluate the association of CRN, and self-reported healthcare utilization and self-reported health outcomes. Results: The study identified 602 participants who were Medicare beneficiaries on antidepressants. The prevalence of CRN among antidepressant users was (16.61%). After controlling for covariates, CRN was associated with poorer self-reported outcomes but not statistically significant: general health status [odds ratio (OR): 0.67; 95% confidence interval (CI): 0.39-1.16] and disability status (OR: 1.34; 95% CI: 0.83-2.14). In addition, CRN was associated with increased outpatient visits (OR: 1.89; 95% CI: 1.19-3.02), but not associated with ER visits (OR: 1.10; 95% CI: 0.69-1.76). Conclusion: For Medicare beneficiaries on antidepressants, CRN prevalence was high and contributed to more outpatient visits. The healthcare provider needs to define the reasoning for CRN and provide solutions to reduce the financial burden on the affected patient. Also, health care providers need to consider the factors that may enhance patient health status and healthcare efficiency.
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Affiliation(s)
- Abdulrahman A. Alnijadi
- Department of Clinical Pharmacy and Outcomes Sciences, University of South Carolina, Columbia, SC, United States
- Department of Pharmacy Practice, College of Clinical Pharmacy, King Faisal University, Al-Ahsa, Saudi Arabia
| | - Jing Yuan
- Department of Clinical Pharmacy and Pharmacy Practice, School of Pharmacy, Fudan University, Shanghai, China
| | - Jun Wu
- Department of Pharmaceutical and Administrative Sciences, Presbyterian College, Clinton, SC, United States
| | - Minghui Li
- Department of Clinical Pharmacy and Translational Science, University of Tennessee Health Science Center, Memphis, TN, United States
| | - Z. Kevin Lu
- Department of Clinical Pharmacy and Outcomes Sciences, University of South Carolina, Columbia, SC, United States
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Zhang JX, Meltzer DO. Association Between the Modalities of Complementary and Alternative Medicine Use and Cost-Related Nonadherence to Medical Care Among Older Americans: A Cohort Study. J Altern Complement Med 2021; 27:1131-1135. [PMID: 34491838 DOI: 10.1089/acm.2021.0225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Introduction: Complementary and alternative medicine (CAM) use has been increasingly prevalent among Americans, whereas its relationship with medical nonadherence is unknown. Methods: Using the National Health Interview Survey, we evaluated the use of CAM modalities and their association with cost-related nonadherence to medical care (CRN) among older Americans by gender strata. Results: Men and women were, in general, in the same pattern of higher likelihood of reporting CRN if they utilized herbal supplements, meditation, and chiropractic or osteopathic manipulations (p < 0.05, respectively). Conclusion: Both men and women are more likely to report financial distress while using various CAM modalities.
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Affiliation(s)
- James X Zhang
- Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - David O Meltzer
- Department of Medicine, The University of Chicago, Chicago, IL, USA.,Harris School of Public Policy, The University of Chicago, Chicago, IL, USA.,Department of Economics, The University of Chicago, Chicago, IL, USA
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