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Snyman JR, Bortolotto LA, Degli Esposti L, Jayagopal PB, Konradi AO, Perrone V, Borghi C. A real-world analysis of outcomes and healthcare costs of patients on perindopril/indapamide/amlodipine single-pill vs. multiple-pill combination in Italy. J Hypertens 2024; 42:136-142. [PMID: 37728093 PMCID: PMC10712996 DOI: 10.1097/hjh.0000000000003570] [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: 04/06/2023] [Revised: 07/21/2023] [Accepted: 08/22/2023] [Indexed: 09/21/2023]
Abstract
OBJECTIVES This analysis compared adherence, cardiovascular (CV) events and all-cause mortality incidence, and healthcare costs among hypertensive patients treated with perindopril (PER)/indapamide (IND)/amlodipine (AML) in single-pill combination (SPC) vs. multiple-pill combination, in a real-world setting in Italy. METHODS In this observational retrospective analysis of Italian administrative databases, adult patients treated with PER/IND/AML between 2010 and 2020 were divided into two cohorts: single-pill vs. multiple-pill. Patient data were available for at least one year before and after index date. Propensity score matching (PSM) was applied to reduce selection bias. Adherence was defined as proportion of days covered: non-adherence, <40%; partial adherence, 40-79%, and adherence ≥80%. Mortality incidence and CV events as single, or composite, endpoints were evaluated after first year of follow-up. Healthcare cost analyses were performed from the perspective of the Italian National Health Service. RESULTS Following PSM, the single-pill cohort included 12 150 patients, and the multiple-pill cohort, 6105. The SPC cohort had a significantly higher percentage of adherent patients vs. the multiple-pill cohort (59.9% vs. 26.9%, P < 0.001). Following the first year of follow-up, incidence of all-cause mortality, and combined endpoint of all-cause mortality and CV events were lower in the SPC cohort compared with multiple-pill cohort. Average annual direct healthcare costs were lower in the single-pill cohort (€2970) vs. multiple-pill cohort (€3642); cost of all drugs and all-cause hospitalizations were major contributors. CONCLUSION The SPC of PER/IND/AML, compared with multiple-pill combination, is associated with higher adherence to medication, lower incidence of CV events and mortality, and reduced healthcare costs.
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Affiliation(s)
- Jacques R. Snyman
- Forte Research (Pty ltd) and Private Practice South Africa, Pretoria, South Africa
| | | | - Luca Degli Esposti
- CliCon S.r.l., Società Benefit-Health, Economics & Outcomes Research, Bologna, Italy
| | | | | | - Valentina Perrone
- CliCon S.r.l., Società Benefit-Health, Economics & Outcomes Research, Bologna, Italy
| | - Claudio Borghi
- University of Bologna, IRCCS Ospedale S. Orsola, Bologna, Italy
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Yao Q, Zhang BY, Lin YD, Hu MJ, Jiang M, Zhou MK, Zhu CR. Association between post-stroke smoking and stroke recurrence in first-ever ischemic stroke survivors: based on a 10-year prospective cohort. Neurol Sci 2023; 44:3595-3605. [PMID: 37286760 DOI: 10.1007/s10072-023-06873-y] [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: 03/09/2023] [Accepted: 05/20/2023] [Indexed: 06/09/2023]
Abstract
BACKGROUND Whether smoking is a risk factor for ischemic stroke (IS) recurrence in IS survivors is still uncovered, and evidences are sparse. Meanwhile, an add-on effect of clopidogrel was observed in myocardial infarction patients who smoked, but whether the paradox exists in IS patients is still unsolved. The objectives of this study are to explore the association between smoking behavior after index stroke and IS recurrence and to explore whether the paradox exists. METHODS A prospective cohort of first-ever IS patients was conducted between 2010 and 2019. The prognosis and smoking features of enrolled patients were obtained via telephone follow-up every 3 months. Fine-gray model with interaction terms was applied to measure the relationships between stroke recurrence and smoking behaviors after index stroke and to explore the add-on effect of clopidogrel in smoking patients. RESULTS There were 171 (24.26%) recurrences and 129 (18.30%) deaths during follow-up in 705 enrolled IS patients. One hundred forty-six (20.71%) patients smoked after index stroke. The hazard ratios (HRs) and 95% confidence intervals (CIs) of interaction terms between antiplatelet drug and follow-up smoking (smoking status and daily smoking amount) were 1.092 (95% CI: 0.524, 2.276) and 0.985 (95% CI: 0.941, 1.031), respectively. A significantly higher risk of recurrence was observed in patients with a higher daily smoking amount during follow-up (per cigarette), with HR being 1.027 (95% CI: 1.003, 1.052). CONCLUSIONS Smoking could elevate the risk of IS recurrence, and IS survivor should be advised to quit or smoke less. Add-on effect of clopidogrel may not exist in smoking strokers taking clopidogrel.
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Affiliation(s)
- Qiang Yao
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 17 Section 3, Renmin South Road, Chengdu, 610041, Sichuan, China
| | - Bai-Yang Zhang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 17 Section 3, Renmin South Road, Chengdu, 610041, Sichuan, China
| | - Yi-Die Lin
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 17 Section 3, Renmin South Road, Chengdu, 610041, Sichuan, China
| | - Mei-Jing Hu
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 17 Section 3, Renmin South Road, Chengdu, 610041, Sichuan, China
| | - Min Jiang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 17 Section 3, Renmin South Road, Chengdu, 610041, Sichuan, China
| | - Mu-Ke Zhou
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
| | - Cai-Rong Zhu
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, No. 17 Section 3, Renmin South Road, Chengdu, 610041, Sichuan, China.
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Li DM, Lu XY, Yang PF, Zheng J, Hu HH, Zhou Y, Zhang LJ, Liu JM. Coordinated Patient Care via Mobile Phone-Based Telemedicine in Secondary Stroke Prevention: A Propensity Score-Matched Cohort Study. J Nurs Care Qual 2023; 38:E42-E49. [PMID: 36827597 DOI: 10.1097/ncq.0000000000000693] [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: 02/26/2023]
Abstract
BACKGROUND To prevent recurrent stroke, patients need to follow evidence-based practices following discharge; however, adherence to these practices is suboptimal. PURPOSE To evaluate whether a smartphone mobile application can improve medication adherence and stroke awareness in secondary stroke prevention. METHODS A retrospective study design was used. Patients with ischemic stroke registered in a database between August 2018 and January 2019 were enrolled. Propensity score matching was used to match patients managed with the mobile application compared with regular practice in a 1:2 ratio. RESULTS Sixty-five patients were paired with 123 controls. Three-month medication adherence was 93.8% in the application group versus 82.9% in the control group ( P = .036). Patients in the application group were more likely to know stroke warning signs ( P = .003) and when to call an ambulance for stroke symptoms (87.7% vs 72.4%, P = .016). CONCLUSIONS Using a mobile application may increase medication adherence and stroke awareness in secondary stroke prevention.
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Affiliation(s)
- Dong-Mei Li
- Department of Cerebrovascular Center (Mss Li, Zheng, and Hu and Drs Yang, Zhou, and Liu), Nursing Department (Ms Lu), and Nursing Teaching and Research Department (Dr Zhang), Changhai Hospital, Naval Medical University, Shanghai, PR China
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Wu D, Nam R, Leung KSK, Waraich H, Purnomo A, Chou OHI, Perone F, Pawar S, Faraz F, Liu H, Zhou J, Liu T, Chan JSK, Tse G. Population-Based Clinical Studies Using Routinely Collected Data in Hong Kong, China: A Systematic Review of Trends and Established Local Practices. CARDIOVASCULAR INNOVATIONS AND APPLICATIONS 2023; 8. [DOI: 10.15212/cvia.2023.0073] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2024] Open
Abstract
Background: Routinely collected health data are increasingly used in clinical research. No study has systematically reviewed the temporal trends in the number of publications and analyzed different aspects of local research practices and their variations in Hong Kong, China, with a specific focus on research ethics governance and approval.
Methods: PubMed was systematically searched from its inception to March 28, 2023, for studies using routinely collected healthcare data from Hong Kong.
Results: A total of 454 studies were included. Between 2000 and 2009, 32 studies were identified. The number of publications increased from 5 to 120 between 2010 and 2022. Of the investigator-led studies using the Hospital Authority (HA)’s cross-cluster data (n = 393), 327 (83.2%) reported receiving ethics approval from a single cluster/university-based REC, whereas 50 studies (12.7%) did not report approval from a REC. For use of the HA Data Collaboration Lab, approval by a single hospital-based or University-based REC is accepted. Repeated submission of identical ethics applications to different RECs is estimated to cost HK$4.2 million yearly.
Conclusions: Most studies reported gaining approval from a single cluster REC before retrieval of cross-cluster HA data. Substantial cost savings would result if repeated review of identical ethics applications were not required.
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Feng Y, Zhao Y, Yang X, Li Y, Han M, Qie R, Huang S, Wu X, Zhang Y, Wu Y, Liu D, Zhang D, Cheng C, Hu F, Zhang M, Yang Y, Shi X, Sun L, Hu D. Adherence to antihypertensive medication and cardiovascular disease events in hypertensive patients: a dose-response meta-analysis of 2 769 700 participants in cohort study. QJM 2022; 115:279-286. [PMID: 33459791 DOI: 10.1093/qjmed/hcaa349] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Revised: 12/07/2020] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Recently, many studies have investigated the association between adherence to antihypertensive medication (AHM) and risk of cardiovascular disease (CVD) events for hypertensive patients; however, the results varied by different studies. AIMS The purpose of our meta-analysis was to explore the comprehensively summarized association between AHM adherence and risk of CVD events in hypertensive patients from cohort studies. DESIGN A dose-response meta-analysis. METHODS AND RESULTS We conducted a systematic search in two databases (PubMed and Embase) from 1974 to 15 December 2019 to identify English-language reports that assessed the association of AHM adherence with risk of CVD events in cohort studies. Pooled relative risks (RRs) and 95% confidence intervals (CIs) were estimated by using a fixed- or random-effects model. Restricted cubic splines were used to evaluate the possible linear or non-linear association. RESULTS We included 16 cohort studies with 2 769 700 participants in the present meta-analysis. The pooled RR of CVD events was 0.66 (95% CI, 0.56-0.78, I2 = 98.6%) for the highest versus lowest AHM adherence categories. We found a linear dose-response association of AHM adherence and CVD events (Pnonlinearity = 0.887), each 20% increase in AHM adherence was associated with a 13% reduced risk of CVD events (RR 0.87, 95% CI 0.83-0.92, I2 = 98.2%) in hypertensive patients. CONCLUSION High AHM adherence has a protective effect on CVD events for hypertensive patients, and improving medication adherence may provide long-term CVD benefits.
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Affiliation(s)
- Y Feng
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - Y Zhao
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - X Yang
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - Y Li
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - M Han
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - R Qie
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - S Huang
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - X Wu
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - Y Zhang
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - Y Wu
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - D Liu
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - D Zhang
- Department of Nutrition and Food Hygiene, College of Public Health, Zhengzhou University, Zhengzhou, Henan, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - C Cheng
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - F Hu
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - M Zhang
- Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong,1066 Academy Avenue, Shenzhen 440305, People's Republic of China
| | - Y Yang
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - X Shi
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - L Sun
- Department of Social Medicine and Health Service Management, College of Public Health, Zhengzhou University, Zhengzhou, Henan, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
| | - Dongsheng Hu
- From the Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan 450001, People's Republic of China
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Degli Esposti L, Veronesi C, Ancona DD, Andretta M, Bartolini F, Drei A, Lupi A, Palcic S, Re D, Rizzi FV, Giacomini E, Perrone V. Direct Healthcare Costs by Level of Adherence of a Real-World Population of Statin Users in Italy. Clinicoecon Outcomes Res 2022; 14:139-147. [PMID: 35299992 PMCID: PMC8922236 DOI: 10.2147/ceor.s345852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 02/04/2022] [Indexed: 11/23/2022]
Abstract
Purpose This real-world study investigates the direct healthcare costs from the perspective of the Italian Healthcare National Service of experienced statin users according to their level of adherence to therapy and to their cardiovascular (CV) profile in Italian settings of outpatients clinical practice. Patients and Methods A retrospective observational analysis was performed based on administrative databases covering approximately 6 million health-assisted individuals. Adult patients with statins prescription between January 2014 and December 2016 were screened, and first prescription within this period was the index date. Follow-up lasted 1 year after index date. Only patients receiving statins prior index date (experienced statin users) were included and distributed in clusters based on their CV profile. Adherence was calculated during follow-up as proportion of days covered (PDC) and classified in low adherence (PDC<40%), partial adherence (PDC=40–79%) and adherence (PDC≥80%). Mean direct healthcare costs of drugs, hospitalizations, and outpatient services were evaluated during follow-up. Results A total of 436,623 experienced statin users were included and distributed as follows: 5.5% in the previous CV events, 22.6% in diabetes, 55.7% in CV treatments and 16.2% in the no comorbidity cluster. Total mean annual cost/patient decreased from low adherent to adherent patients from €4826 to €3497 in previous CV events, from €2815 to €2360 in diabetes cluster, from €2077 to €1863 for patients with CV treatments. Same trend was reported for the cost item related to hospitalizations, which was the major determinant of the total costs. In previous CV event cluster, adherence was associated to a saving of €879 on total costs. Conclusion The study highlighted a decrease in overall mean costs as adherence levels increase, particularly for patients with previous CV events, showing how improving adherence could be associated to cost savings and suggesting suited strategy based on CV profile should be undertaken for adherence optimization.
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Affiliation(s)
| | - Chiara Veronesi
- CliCon S.r.l. Health, Economics & Outcomes Research, Bologna, Italy
| | | | - Margherita Andretta
- UOC Assistenza Farmaceutica Territoriale, Azienda ULSS 8 Berica, Vicenza, Italy
| | | | | | | | - Stefano Palcic
- Farmaceutica Territoriale, Azienda Sanitaria Universitaria Integrata Giuliano-Isontina, Trieste, Italy
| | - Davide Re
- UOC Assistenza Farmaceutica Territoriale, ASL Teramo, Teramo, Italy
| | | | - Elisa Giacomini
- CliCon S.r.l. Health, Economics & Outcomes Research, Bologna, Italy
| | - Valentina Perrone
- CliCon S.r.l. Health, Economics & Outcomes Research, Bologna, Italy
- Correspondence: Valentina Perrone, Clicon Srl, Health, Economics and Outcomes Research, Via Murri 9, Bologna, 40137, Italy, Tel +39 544 38393, Fax +39 544 212699, Email
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7
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Yu M, Wang L, Guan L, Qian M, Lv J, Deng M. Knowledge, attitudes, and barriers related to medication adherence of older patients with coronary heart disease in China. Geriatr Nurs 2021; 43:235-241. [PMID: 34952306 DOI: 10.1016/j.gerinurse.2021.12.001] [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: 10/22/2021] [Revised: 11/29/2021] [Accepted: 12/01/2021] [Indexed: 02/03/2023]
Abstract
OBJECTIVES To investigate the knowledge, attitudes, and barriers related to medication adherence in older patients with coronary heart disease (CHD). METHODS A total of 272 older patients with CHD were investigated by the Chinese version of the Medication Adherence Scale. The score ranges for the knowledge, attitudes, and barrier subscales were 0-30, 0-30, and 0-110, respectively. Higher scores indicate more knowledge, positive attitudes, and more barriers related to medication adherence. RESULTS The median scores of knowledge, attitudes and barriers were 25.5, 28, and 8, respectively. Having stents, living alone, good financial status and fewer chronic diseases were related to more knowledge. Younger age, having no stent, and more chronic diseases were associated with more barriers. Patients with good financial status and higher age had more positive attitudes. CONCLUSIONS Understanding older patients' knowledge, attitudes, and barriers related to medication adherence and their associated factors can help develop tailored interventions in medication adherence studies.
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Affiliation(s)
- Mingming Yu
- School of Nursing, Peking University, Beijing, China.
| | - Li Wang
- Nursing Department, Fangzhuang Community Healthcare Service Center, Fengtai District, Beijing, China
| | - Lanzhu Guan
- Nursing Department, Anzhen Community Healthcare Service Center, Chaoyang District, Beijing, China
| | - Min Qian
- School of Nursing, Peking University, Beijing, China
| | - Jinghong Lv
- School of Nursing, Peking University, Beijing, China
| | - Mengying Deng
- School of Nursing, Peking University, Beijing, China
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Zhang L, Shi J, Pan Y, Li Z, Yan H, Liu C, Lv W, Meng X, Wang Y. Secondary prevention medication persistence and prognosis of acute ischaemic stroke or transient ischaemic attack. Stroke Vasc Neurol 2021; 6:376-383. [PMID: 33526631 PMCID: PMC8485245 DOI: 10.1136/svn-2020-000471] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 12/08/2020] [Accepted: 01/02/2021] [Indexed: 11/05/2022] Open
Abstract
Introduction The risk of disability and mortality is high among recurrent stroke, which highlights the importance of secondary prevention measures. We aim to evaluate medication persistence for secondary prevention and the prognosis of acute ischaemic stroke or transient ischaemic attack (TIA) in China. Methods Patients with acute ischaemic stroke or TIA from the China National Stroke Registry II were divided into 3 groups based on the percentage of persistence in secondary prevention medication classes from discharge to 3 months after onset (level I: persistence=0%, level II: 0%<persistence<100%, level III: persistence=100%). The primary outcome was recurrent stroke. The secondary outcomes included composite events (stroke, myocardial infarction or death from cardiovascular cause), all-cause death and disability (modified Rankin Scale score=3–5) from 3 months to 1 year after onset. Recurrent stroke, composite events and all-cause death were performed using Cox regression model, and disability was identified through logistic regression model using the generalised estimating equation method. Results 18 344 patients with acute ischaemic stroke or TIA were included, 315 (1.7%) of whom experienced recurrent strokes. Compared with level I, the adjusted HR of recurrent stroke for level II was 0.41 (95% CI 0.31 to 0.54) and level III 0.37 (0.28 to 0.48); composite events for level II 0.41 (0.32 to 0.53) and level III 0.38 (0.30 to 0.49); all-cause death for level II 0.28 (0.23 to 0.35) and level III 0.20 (0.16–0.24). Compared with level I, the adjusted OR of disability for level II was 0.89 (0.77 to 1.03) and level III 0.82 (0.72 to 0.93). Conclusions Persistence in secondary prevention medications, especially in all classes of medications prescribed by the physician, was associated with lower hazard of recurrent stroke, composite events, all-cause death and lower odds of disability in patients with acute ischaemic stroke or TIA.
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Affiliation(s)
- Lei Zhang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,Changping District Hospital, Beijing, China
| | - Junfeng Shi
- Yixing People's Hospital, Jiangsu Province, China
| | - Yuesong Pan
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Zixiao Li
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Hongyi Yan
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Chelsea Liu
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Wei Lv
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Xia Meng
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Yongjun Wang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China .,China National Clinical Research Center for Neurological Diseases, Beijing, China
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Yeo SH, Toh MPHS, Lee SH, Seet RCS, Wong LY, Yau WP. Impact of medication nonadherence on stroke recurrence and mortality in patients after first-ever ischemic stroke: Insights from registry data in Singapore. Pharmacoepidemiol Drug Saf 2020; 29:538-549. [PMID: 32190948 DOI: 10.1002/pds.4981] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2019] [Revised: 11/13/2019] [Accepted: 02/09/2020] [Indexed: 01/05/2023]
Abstract
PURPOSE This retrospective cohort study aims to examine adherence to secondary stroke preventive medications and their association with risk of stroke recurrence and mortality in patients after first-ever ischemic stroke. METHODS Using data from the National Healthcare Group and Singapore Stroke Registry, patients with first-ever ischemic stroke between 2010 and 2014 were included, and categorized based on antithrombotic or statin adherence using the proportion of days covered: high (≥75%), intermediate (50%-74%), low (25%-49%), and very low (<25%). The primary outcome was first recurrent ischemic stroke within a year after hospital discharge, while the secondary composite outcomes were (a) stroke recurrence and all-cause mortality and (b) stroke recurrence and cardiovascular mortality. The Cox proportional hazard model was used to examine the association between medication adherence and outcomes. Adjusted hazard ratios (aHRs) and the corresponding 95% confidence intervals (CIs) were reported. RESULTS Among ischemic stroke patients prescribed with antithrombotics (n = 1139) or statins (n = 1160) at hospital discharge, about one-third were highly adherent to their medications. Patients with lower medication adherence tended to be younger, were admitted to private ward classes, and were without hypertension. Compared with the patients with high medication adherence, the risk of stroke recurrence was higher in patients with very low antithrombotic (aHR = 4.65; 95% CI: 1.45-14.89) or statin (aHR = 3.44; 95% CI: 0.93-12.74) adherence. Similar findings were observed for the secondary outcomes. CONCLUSIONS Poor adherence to antithrombotic and statin treatment increases the risk of recurrent stroke and mortality in patients after first-ever ischemic stroke. Further measures are needed to improve medication adherence among stroke survivors.
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Affiliation(s)
- See-Hwee Yeo
- Department of Pharmacy, Faculty of Science, National University of Singapore, Singapore
| | - Matthias Paul Han Sim Toh
- Chronic Disease Epidemiology, Population Health, National Healthcare Group, Singapore.,Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Sze Haur Lee
- Department of Neurology, National Neuroscience Institute, Singapore
| | - Raymond Chee Seong Seet
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Division of Neurology, National University Health System, Singapore
| | - Lai Yin Wong
- Chronic Disease Epidemiology, Population Health, National Healthcare Group, Singapore
| | - Wai-Ping Yau
- Department of Pharmacy, Faculty of Science, National University of Singapore, Singapore
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Wu Q, Zhang D, Zhao Q, Liu L, He Z, Chen Y, Huang H, Hou Y, Yang X, Gu J. Effects of transitional health management on adherence and prognosis in elderly patients with acute myocardial infarction in percutaneous coronary intervention: A cluster randomized controlled trial. PLoS One 2019; 14:e0217535. [PMID: 31150451 PMCID: PMC6544260 DOI: 10.1371/journal.pone.0217535] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2018] [Accepted: 05/14/2019] [Indexed: 12/14/2022] Open
Abstract
Purpose This study aimed to assess the effects of transitional health management on adherence and prognosis in elderly patients with acute myocardial infarction undergoing percutaneous coronary intervention. Methods We conducted the trial from June 2016 to December 2016. A total of one hundred and fifty patients with acute myocardial infarction after PCI who met the inclusion criteria were randomly divided into an experimental (n = 75) group and a control (n = 75) group. The participants in the experimental group received transitional health management for three months. The two groups of patients were evaluated for treatment adherence, quality of life, clinical indicators, adverse cardiovascular events and statistics regarding readmission rates at baseline and 6 months after discharge. Results Compared with the controls, patients in the intervention group demonstrated better medication adherence, reexamination adherence, healthy lifestyle and clinical indicators (all P<0.05) and lower rates of adverse cardiovascular events and readmission (all P<0.05). Conclusion Transitional health management effectively improved adherence in elderly patients with acute myocardial infarction after PCI, ameliorated clinical indicators, and effectively reduced the incidence of adverse cardiovascular events and readmission rates. Transitional health management was an effective intervention for PCI patients after discharge.
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Affiliation(s)
- Qing Wu
- Nursing Department, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Dandan Zhang
- Nursing Department, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Qi Zhao
- Department of Radiotherapy, The First Affiliated Hospital of Soochow University, Suzhou, China
- * E-mail:
| | - Lin Liu
- Nursing Department, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhisong He
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yan Chen
- Nursing Department, the 2 Affiliated Hospital of Soochow University, Suzhou, China
| | - Hui Huang
- Nursing Department, the 2 Affiliated Hospital of Soochow University, Suzhou, China
| | - Yunyin Hou
- Nursing Department, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xiaofang Yang
- Nursing Department, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Jie Gu
- Nursing Department, The First Affiliated Hospital of Soochow University, Suzhou, China
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11
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Murtha E, Elder B, Faragher M. Brown Bag Medication Review: Using AHRQ's Brown Bag Medication Tool. J Nurs Care Qual 2019; 35:58-62. [PMID: 30889082 DOI: 10.1097/ncq.0000000000000399] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
BACKGROUND Medication nonadherence has been linked to health literacy and poor patient outcomes. The Health Literacy Universal Precautions Toolkit addresses both issues. PURPOSE A brown bag medication review was implemented to identify medication nonadherence in a Midwestern clinic. METHODS Adult patients were instructed to bring all prescribed and over-the-counter medication to office visits. A reviewer transcribed administration directions and the patient's verbal instruction of how the medication is taken. RESULTS The study found 58% (n = 28) of 48 participants were nonadherent for at least 1 medication; 26% (n = 72) of all medications were nonadherent; and mental health drugs were the highest nonadherence category at 38% (n = 11). The majority of medication nonadherence was due to lack of access. CONCLUSIONS This drug utilization review was found helpful in identification of causes for medication nonadherence, assisting prescribers, and improving patient education.
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Shen Y, Wang T, Gao M, Zhu X, Zhang X, He C, Li Y, Sun X. Effectiveness of low-cost reminder package combined with case-based health education to improve hypertensive patients' medication adherence: a clustered randomized controlled trial. Patient Prefer Adherence 2019; 13:1083-1092. [PMID: 31371926 PMCID: PMC6628963 DOI: 10.2147/ppa.s194667] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Accepted: 05/30/2019] [Indexed: 01/09/2023] Open
Abstract
PURPOSE Medication adherence (MA) is a key factor for hypertensive patients' blood pressure control and forgetfulness is one of the main reasons that cause medication non-adherence. If effective, low-cost reminder package (LCRP) has great potentials for large-scale promotion. Therefore, this study aims to evaluate the effectiveness of combining LCRP and health education to improve MA among hypertensive patients. PATIENTS AND METHODS A clustered randomized controlled trial was performed in Beijing. A total of 518 hypertensive patients recruited from 8 community health care centers were randomized to receive LCRP combined with case-based health education or usual care. Randomization was performed at community level. Multilevel modeling was used to evaluate the study effect. RESULTS MA scores did not differ significantly at baseline between the intervention group and the control group. The results of multilevel modeling indicated that MA scores increased more in the intervention group, and the intervention effect on MA was 0.287 (95% CI: [0.103, 0.471], P=0.002). Patients' systolic blood pressure (SBP) and diastolic blood pressure (DBP) were not improved (SBP: difference=0.536, 95% CI [-3.207, 4.278]; DBP: difference=-0.927, 95% CI [-3.283, 1.428]). CONCLUSION LCRP combined with case-based health education could significantly improve hypertensive patients' MA.
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Affiliation(s)
- Ying Shen
- School of Public Health, Peking University, Beijing, People’s Republic of China
| | - Taotao Wang
- School of Public Health, Peking University, Beijing, People’s Republic of China
| | - Min Gao
- School of Public Health, Peking University, Beijing, People’s Republic of China
| | - Xiaorou Zhu
- School of Public Health, Peking University, Beijing, People’s Republic of China
| | - Xing Zhang
- School of Public Health, Peking University, Beijing, People’s Republic of China
| | - Chao He
- Department of Health Education, Shunyi Center for Disease Control and Prevention, Beijing, People’s Republic of China
| | - Yindong Li
- Department of Health Education, Shunyi Center for Disease Control and Prevention, Beijing, People’s Republic of China
- Yindong Li Department of Health Education, Shunyi Center for Disease Control and Prevention, Beijing, People’s Republic of China Email
| | - Xinying Sun
- School of Public Health, Peking University, Beijing, People’s Republic of China
- Correspondence: Xinying Sun School of Public Health, Peking University, Beijing, People’s Republic of ChinaTel +86 1 369 121 2050Fax +86 108 280 1743 Email
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14
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Xu T, Yu X, Ou S, Liu X, Yuan J, Tan X, Chen Y. Adherence to Antihypertensive Medications and Stroke Risk: A Dose-Response Meta-Analysis. J Am Heart Assoc 2017; 6:JAHA.117.006371. [PMID: 28743788 PMCID: PMC5586324 DOI: 10.1161/jaha.117.006371] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Background Inconsistent findings have been obtained for previous studies evaluating the association between antihypertensive medication (AHM) adherence and the risk of stroke. This dose‐response meta‐analysis was designed to investigate the association between AHM adherence and stroke risk. Methods and Results MEDLINE and Embase databases were systematically searched to identify relevant studies. The quantification of adherence to AHM was calculated as the percentage of the sum of days with AHM actually taken divided by the total number of days in a specific period. Summary relative risks (RR) and 95% CIs were estimated using a random‐effects model. Stratified and dose‐response analyses were also performed. A total of 18 studies with 1 356 188 participants were included. The summary RR of stroke for the highest compared with the lowest AHM adherence level was 0.73 (95% CI, 0.67–0.79). Stratified by stroke subtype, a higher AHM adherence was associated with lower risks of ischemic stroke (RR, 0.74; 95% CI, 0.69–0.79) and hemorrhagic stroke (RR, 0.55; 95% CI, 0.42–0.72). Moreover, both fatal (RR, 0.51; 95% CI, 0.36–0.73) and nonfatal stroke (RR, 0.52; 95% CI, 0.28–0.94) were lower in participants with higher AHM adherence. The results of a dose‐response analysis indicated that a 20% increment in AHM adherence level was associated with a 9% lower risk of stroke (RR, 0.91; 95% CI, 0.86–0.96). Conclusions Higher AHM adherence is dose‐dependently associated with a lower risk of stroke in patients with hypertension.
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Affiliation(s)
- Tao Xu
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xinyuan Yu
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Shu Ou
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xi Liu
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jinxian Yuan
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xinjie Tan
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yangmei Chen
- Department of Neurology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
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15
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Yang Q, Chang A, Ritchey MD, Loustalot F. Antihypertensive Medication Adherence and Risk of Cardiovascular Disease Among Older Adults: A Population-Based Cohort Study. J Am Heart Assoc 2017; 6:e006056. [PMID: 28647688 PMCID: PMC5669200 DOI: 10.1161/jaha.117.006056] [Citation(s) in RCA: 63] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Accepted: 04/27/2017] [Indexed: 12/27/2022]
Abstract
BACKGROUND Antihypertension medication (antihypertensive) adherence lowers risk of cardiovascular disease (CVD); few studies have examined this association among older adults. METHODS AND RESULTS We assessed this association among Medicare fee-for-service beneficiaries aged 66 to 79 years who were newly diagnosed with hypertension and initiated on antihypertensives in 2008-2009 (n=155 597). We calculated proportion of days covered (PDC) during follow-up, using proportional subdistribution hazard models, to examine association between antihypertensive adherence and a composite CVD outcomes, including first incident of fatal/nonfatal acute myocardial infarction, ischemic heart disease, stroke/transient ischemic attack, and heart failure. During follow-up (median 5.8 years and 798 621 person-years), we documented 47 198 CVD events. Among beneficiaries, 60.8%, 30.3%, and 8.9% had PDC ≥80%, 40% to 79%, and <40%. Crude incidence of CVD events were 40.1 (95% CI, 40.0-40.1), 93.9 (93.8-93.9), and 98.1 (98.1-98.2) per 1000 person-years for PDC ≥80%, 40% to 79%, and <40%, respectively. Adjusted hazard ratios for CVD events were 1.0 (<40% as reference), 1.0 (0.97-1.03) for 40% to 79%, and 0.44 (0.42-0.45) for ≥80% (P<0.001). Dose-response analysis suggested a nonlinear relationship between PDC and risk for CVD events with a protective effect of ≥80%. The pattern of associations between PDC and ischemic heart disease, stroke/transient ischemic attack, and heart failure were largely consistent as for CVD events and across different groups. CONCLUSIONS Antihypertensive adherence was associated with a significantly lower risk of CVD events among older adults. There appeared to be a threshold effect in reducing CVD events at around PDC 80%, above which the risk for CVD reduced substantially.
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Affiliation(s)
- Quanhe Yang
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA
| | - Anping Chang
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA
| | - Matthew D Ritchey
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA
| | - Fleetwood Loustalot
- Division for Heart Disease and Stroke Prevention, Centers for Disease Control and Prevention, Atlanta, GA
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16
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Liguori Y, Murase K, Hamamura M. Differences between patient and physician opinions on adherence to medication for hypertension and diabetes mellitus. Curr Med Res Opin 2016; 32:1539-45. [PMID: 27167015 DOI: 10.1080/03007995.2016.1189408] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
BACKGROUND Non-adherence to prescribed medication presents a barrier to effective treatment. In order to find improved ways of tackling non-adherence, it is important to understand the perspective of both patients and physicians. METHOD A web-based survey study was performed to obtain the views and opinions of patients receiving medical treatment for hypertension or diabetes mellitus in Japan, and physicians treating such patients, on adherence to medication. RESULTS Forty-four percent of both physicians and patients placed great importance on medication adherence, but 11% of patients considered it of low importance. Overall, 85% of patients reported taking their medication correctly. Patients missed a mean of 4.8 or 5.4 daily doses per 30 day prescription based on patient and physician estimates, respectively. Both patients (64%) and physicians (23%) considered the main reason patients forgot to take their medication was that they "inadvertently forgot". Only 1% of physicians said they do not specifically check for residual drugs, but 46% of patients said they do not report missed doses to their doctor. Measures taken by physicians to reduce residual drugs included use of single packs (64%) and reductions in administration frequency (55%); 63% adjusted prescriptions to take account of any remaining drugs. Only 4% of physicians were satisfied with the effectiveness of measures to reduce non-adherence, whereas 59% of patients felt they managed to successfully perform measures to avoid forgetting to take drugs. LIMITATION The study questionnaires were newly developed and did not incorporate validated instruments to assess adherence. CONCLUSION Similar proportions of physicians and patients consider medication adherence to be important, but their opinions about measures used to improve adherence differ to some extent. Importantly, almost half of patients do not tell their doctor about missed doses.
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Affiliation(s)
- Yuji Liguori
- a Japan Strategy & Business Development , Takeda Pharmaceutical Company Limited , Tokyo , Japan
| | - Katsuhito Murase
- a Japan Strategy & Business Development , Takeda Pharmaceutical Company Limited , Tokyo , Japan
| | - Misako Hamamura
- a Japan Strategy & Business Development , Takeda Pharmaceutical Company Limited , Tokyo , Japan
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Tangkiatkumjai M, Walker DM, Praditpornsilpa K, Boardman H. Association between medication adherence and clinical outcomes in patients with chronic kidney disease: a prospective cohort study. Clin Exp Nephrol 2016; 21:504-512. [PMID: 27438073 DOI: 10.1007/s10157-016-1312-6] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2015] [Accepted: 07/10/2016] [Indexed: 01/30/2023]
Abstract
BACKGROUND There is limited evidence of medication adherence related to progression of chronic kidney disease (CKD) worldwide. The aim of this study was to determine associations between medication adherence and the progression of CKD in outpatients with CKD. METHODS This cohort study recruited 339 Thai patients with stages 3-5 CKD. Patients with a glomerular disease or receiving renal replacement therapy before recruitment were excluded. 295 were followed up regarding their serum creatinine, blood pressure, glycated hemoglobin, and low-density lipoprotein cholesterol over 12 months. Medication adherence was measured at baseline using the Thai version of the 8-Item Morisky Medication Adherence Scale®. The primary outcome was the progression of CKD. The progression of CKD was defined as either a decline in estimated glomerular filtration rate of at least 3 ml/min/1.73 m2/year or initiation of renal replacement therapy. Univariate and multivariate analyses were performed using Chi-squared tests and multiple logistic regressions. RESULTS Twenty-one percent had poor adherence. Younger patients were more likely to have poor adherence (adjusted OR 2.81, 95 % CI 1.45-5.43). Anti-hypertensive agents were the most frequently reported as not being taken (52 %). Patients with poor adherence were associated with the progression of CKD (adjusted OR 1.96, 95 % CI 1.02-3.76). Those with poor adherence were less likely to control their blood pressure, than moderate-to-high adherence group (p < 0.01). CONCLUSION The findings suggest that CKD patients with poor medication adherence are more likely to have progression of CKD. Health care providers should acknowledge these findings and provide effective strategies to deal with this issue.
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Affiliation(s)
- Mayuree Tangkiatkumjai
- Division of Clinical Pharmacy, Faculty of Pharmacy, Srinakharinwirot University, Nakhonnayok, 26120, Thailand.
| | - Dawn-Marie Walker
- School of Health Sciences, University of Southampton, Southampton, UK
| | - Kearkiat Praditpornsilpa
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Helen Boardman
- Division of Social Research in Medicines and Health, School of Pharmacy, University of Nottingham, Nottingham, UK
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The incidence of all-cause, cardiovascular and respiratory disease admission among 20,252 users of lisinopril vs. perindopril: A cohort study. Int J Cardiol 2016; 219:410-6. [PMID: 27362832 DOI: 10.1016/j.ijcard.2016.06.053] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Accepted: 06/12/2016] [Indexed: 11/23/2022]
Abstract
BACKGROUND Major international guidelines do not offer explicit recommendations on any specific angiotensin-converting enzyme inhibitor (ACEI) agent over another within the same drug group. This study compared the effectiveness of lisinopril vs. perindopril in reducing the incidence of hospital admission due to all-cause, cardiovascular disease and respiratory disease. METHODS Adult patients who received new prescriptions of lisinopril or perindopril from 2001 to 2005 in all public hospitals and clinics in Hong Kong were included, and followed up for ≥2years. The incidence of admissions due to all-cause, cardiovascular disease and respiratory disease were evaluated, respectively, by using Cox proportional hazard regression models. The regression models were constructed with propensity score matching to minimize indication biases. RESULTS A total of 20,252 eligible patients with an average age of 64.5years (standard deviation 15.0) were included. The admission rate at 24months within the date of index prescription due to any cause, cardiovascular disease and respiratory disease among lisinopril vs. perindopril users was 24.8% vs. 24.8%, 13.7% vs. 14.0% and 6.9% vs. 6.3%, respectively. Lisinopril users were significantly more likely to be admitted due to respiratory diseases (adjusted hazard ratios [AHR]=1.25, 95% CI 1.08 to 1.43, p=0.002 at 12months; AHR=1.17, 95% CI 1.04 to 1.31, p=0.009 at 24months) and all causes (AHR=1.12, 95% CI 1.05 to 1.19, p<0.001 at 24months) than perindopril users. CONCLUSIONS These findings support intra-class differences in the effectiveness of ACEIs, which could be considered by clinical guidelines when the preferred first-line antihypertensive drugs are recommended.
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Kim S, Shin DW, Yun JM, Hwang Y, Park SK, Ko YJ, Cho B. Medication Adherence and the Risk of Cardiovascular Mortality and Hospitalization Among Patients With Newly Prescribed Antihypertensive Medications. Hypertension 2016; 67:506-12. [DOI: 10.1161/hypertensionaha.115.06731] [Citation(s) in RCA: 97] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Accepted: 12/08/2015] [Indexed: 12/28/2022]
Abstract
The importance of adherence to antihypertensive treatments for the prevention of cardiovascular disease has not been well elucidated. This study evaluated the effect of antihypertensive medication adherence on specific cardiovascular disease mortality (ischemic heart disease [IHD], cerebral hemorrhage, and cerebral infarction). Our study used data from a 3% sample cohort that was randomly extracted from enrollees of Korean National Health Insurance. Study subjects were aged ≥20 years, were diagnosed with hypertension, and started newly prescribed antihypertensive medication in 2003 to 2004. Adherence to antihypertensive medication was estimated as the cumulative medication adherence. Subjects were divided into good (cumulative medication adherence, ≥80%), intermediate (cumulative medication adherence, 50%–80%), and poor (cumulative medication adherence, <50%) adherence groups. We used time-dependent Cox proportional hazards models to evaluate the association between medication adherence and health outcomes. Among 33 728 eligible subjects, 670 (1.99%) died of coronary heart disease or stroke during follow-up. Patients with poor medication adherence had worse mortality from IHD (hazard ratio, 1.64; 95% confidence interval, 1.16–2.31;
P
for trend=0.005), cerebral hemorrhage (hazard ratio, 2.19; 95% confidence interval, 1.28–3.77;
P
for trend=0.004), and cerebral infarction (hazard ratio, 1.92; 95% confidence interval, 1.25–2.96;
P
for trend=0.003) than those with good adherence. The estimated hazard ratios of hospitalization for cardiovascular disease were consistent with the mortality end point. Poor medication adherence was associated with higher mortality and a greater risk of hospitalization for specific cardiovascular diseases, emphasizing the importance of a monitoring system and strategies to improve medication adherence in clinical practice.
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Affiliation(s)
- Soyeun Kim
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
| | - Dong Wook Shin
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
| | - Jae Moon Yun
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
| | - Yunji Hwang
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
| | - Sue K. Park
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
| | - Young-Jin Ko
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
| | - BeLong Cho
- From the Department of Family Medicine, Korea Cancer Center Hospital, Seoul, Korea (S.K., Y.-J.K.); Department of Family Medicine (D.W.S., J.M.Y., B.L.C.) and Laboratory of Health Promotion and Health Behavior, Biomedical Research Institute (D.W.S., J.M.Y., B.L.C.), Seoul National University Hospital, Seoul, Korea; Cancer Survivorship Clinic, Seoul National University Cancer Hospital, Seoul, Korea (D.W.S., J.M.Y., B.L.C.); Advanced Institutes of Convergence Technology, Seoul National University,
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Angeli F, Reboldi G, Verdecchia P. The 2014 hypertension guidelines: implications for patients and practitioners in Asia. HEART ASIA 2015; 7:21-5. [PMID: 27326216 DOI: 10.1136/heartasia-2015-010639] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2015] [Revised: 09/01/2015] [Accepted: 09/03/2015] [Indexed: 01/20/2023]
Abstract
Hypertension is a global public health issue and a major cause of morbidity and mortality. Because of population growth and ageing, the number of people with uncontrolled hypertension rose from 600 million in 1980 to nearly 1 billion in 2008. Furthermore, the number of adults with hypertension in 2025 has also been predicted to increase by about 60% to a total of 1.56 billion. The prevalence of hypertension in most Asian countries has increased over the last 30 years and more dramatically in the last 10 years. Several factors contributed to such changes in Asia, but acculturation to Western lifestyle, modernisation and urbanisation are considered key contributing factors. There are some unique features in regards to cardiovascular risk in Asia. Specifically, Asian regions have disproportionately higher mortality and morbidity from stroke compared with Western countries. Furthermore, the relationship between blood pressure level and risk of stroke is stronger in Asia than in Western regions. Although evidence-based and qualified guidelines for hypertension diagnosis and management have been released recently from Europe and North America, the unique features of Asian patients with hypertension raise concerns in regards to the real clinical applicability of Western guidelines in Asian populations. Specifically, it is not yet clear to what extent the new blood pressure target proposed by Western guidelines for high risk and elderly hypertensive individuals apply to Asian populations.
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Affiliation(s)
- Fabio Angeli
- Division of Cardiology and Cardiovascular Pathophysiology , Hospital 'S.M. della Misericordia' , Perugia , Italy
| | | | - Paolo Verdecchia
- Department of Internal Medicine , Hospital of Assisi , Assisi , Italy
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Holdford D, Saxena K. Impact of Appointment-Based Medication Synchronization on Existing Users of Chronic Medications. J Manag Care Spec Pharm 2015; 21:662-9. [PMID: 26233538 PMCID: PMC10398300 DOI: 10.18553/jmcp.2015.21.8.662] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Appointment-based medication synchronization (ABMS) has been associated with greater patient adherence and persistence when patients begin taking chronic medications. It is not known whether similar results will be seen for patients who have been taking chronic medications for 6 months or more. OBJECTIVE To compare the impact of a community pharmacy chain's ABMS program on medication adherence and persistence of existing users of chronic medications with individuals who are not enrolled in the program. METHODS A retrospective cohort study compared patients receiving ABMS with matched comparison groups receiving usual care. ABMS consisted of synchronizing a patient's medications to be dispensed on a single appointment day every month, a call to the patient prior to the appointment day to address any prescription changes and to remind the patient, and a patient visit to the pharmacy to pick up the medications. Outcomes were 1-year adherence rates using proportion of days covered (PDC) and 1-year nonpersistence rates. Data for this study came from prescription claims records of patients taking 1 of 6 chronic medication classes during the period of December 1, 2011, to February 28, 2014. ABMS patients were matched with comparison groups according to prior adherence behavior, medication class, age, gender, and geographic region. RESULTS Mean PDC scores ranged from 0.73 to 0.91 for ABMS patients (n = 205 to 716) and from 0.57 to 0.71 for usual care depending on the medication class. The percentage of adherent individuals (i.e., PDC ≥ 0.80) was 55% to 84% for ABMS participants and 37% to 62% for usual care. Odds of adherence was 2.3 to 3.6 times greater with ABMS. Usual care patients became nonpersistent (61% to 74%) more often than ABMS patients (33% to 44%) with hazard ratios of nonpersistence being 0.39 to 0.67 for individuals in the program. CONCLUSIONS An ABMS program in a community pharmacy setting was associated with higher rates of adherence and persistence for patients who had been taking chronic medications for at least 6 months. Approximately 18 to 35 additional ABMS participants were adherent for every 100 patients enrolled when compared with usual care. For every 100 patients receiving usual care, 17 to 40 additional patients in the ABMS group were persistent. This study shows that ABMS programs can improve medication adherence and persistence for patients who are newly prescribed or currently taking chronic medications.
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Affiliation(s)
- David Holdford
- Virginia Commonwealth University School of Pharmacy, McGuire Hall, Rm. 213, P.O. Box 980533, 1112 E. Clay St., Richmond, VA 23298-0533.
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Wong MCS, Zhang DX, Wang HHX. Rapid emergence of atherosclerosis in Asia: a systematic review of coronary atherosclerotic heart disease epidemiology and implications for prevention and control strategies. Curr Opin Lipidol 2015; 26:257-69. [PMID: 26103609 DOI: 10.1097/mol.0000000000000191] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW There is a global epidemic of coronary heart disease (CHD) caused by atherosclerosis. We discussed its emergence, underlying reasons, and implications for prevention and control strategies in Asia. RECENT FINDINGS Most countries in Asia are experiencing the challenges from CHD, with the mortality rate varying from 103 to 366 per 100 000 adult populations, reported by recently published studies. Raised population cholesterol levels played a pivotal role. Men, older adults, and those with dyslipidemia, hypertension, and diabetes were high-risk individuals. During the past decade, there was a marked rising trend of atherosclerosis-related burden particularly in Eastern Asia where an alarming increase of 117.2 and 115.3% of total deaths and disability adjusted life-years, respectively, were observed. The rise of CHD could be attributed to unhealthy lifestyles, clinical-risk factors, psychosocial factors, and public health transitions. Ageing, urbanization, and increase in prosperity may serve as underlying key drivers. SUMMARY The burden of CHD is substantial, whereas contributors are multifactorial. This grand challenge should be a top priority for injecting healthcare resources. The formulation of public health measures will need to adopt an integrated and life-course approach, based on the need and risks of different population subgroups in Asia.
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Affiliation(s)
- Martin C S Wong
- aJC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong bSchool of Public Health, Sun Yat-Sen University, Guangzhou, P.R. China cGeneral Practice and Primary Care, Institute of Health and Wellbeing, University of Glasgow, UK *Martin C.S. Wong and De Xing Zhang contributed equally to the writing of this article
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Shima R, Farizah H, Majid HA. The 11-item Medication Adherence Reasons Scale: reliability and factorial validity among patients with hypertension in Malaysian primary healthcare settings. Singapore Med J 2015; 56:460-7. [PMID: 25902719 PMCID: PMC4545136 DOI: 10.11622/smedj.2015069] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
INTRODUCTION The aim of this study was to assess the reliability and validity of a modified Malaysian version of the Medication Adherence Reasons Scale (MAR-Scale). METHODS In this cross-sectional study, the 15-item MAR-Scale was administered to 665 patients with hypertension who attended one of the four government primary healthcare clinics in the Hulu Langat and Klang districts of Selangor, Malaysia, between early December 2012 and end-March 2013. The construct validity was examined in two phases. Phase I consisted of translation of the MAR-Scale from English to Malay, a content validity check by an expert panel, a face validity check via a small preliminary test among patients with hypertension, and exploratory factor analysis (EFA). Phase II involved internal consistency reliability calculations and confirmatory factor analysis (CFA). RESULTS EFA verified five existing factors that were previously identified (i.e. issues with medication management, multiple medications, belief in medication, medication availability, and the patient's forgetfulness and convenience), while CFA extracted four factors (medication availability issues were not extracted). The final modified MAR-Scale model, which had 11 items and a four-factor structure, provided good evidence of convergent and discriminant validities. Cronbach's alpha coefficient was > 0.7, indicating good internal consistency of the items in the construct. The results suggest that the modified MAR-Scale has good internal consistencies and construct validity. CONCLUSION The validated modified MAR-Scale (Malaysian version) was found to be suitable for use among patients with hypertension receiving treatment in primary healthcare settings. However, the comprehensive measurement of other factors that can also lead to non-adherence requires further exploration.
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Affiliation(s)
- Razatul Shima
- Department of Social and Preventive Medicine, Faculty of Medicine, University of Malaya, Malaysia
- Ministry of Health, Malaysia
| | - Hairi Farizah
- Department of Social and Preventive Medicine, Faculty of Medicine, University of Malaya, Malaysia
- Centre for Population Health, Faculty of Medicine, University of Malaya, Malaysia
| | - Hazreen Abdul Majid
- Department of Social and Preventive Medicine, Faculty of Medicine, University of Malaya, Malaysia
- Centre for Population Health, Faculty of Medicine, University of Malaya, Malaysia
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Wong MC, Tam WW, Wang HH, Zhang D, Cheung CS, Yan BP, Leeder SR, Griffiths SM. The effectiveness of perindopril vs. lisinopril on reducing the incidence of diabetes and renal diseases: A cohort study of 20,252 patients. Int J Cardiol 2015; 190:384-8. [DOI: 10.1016/j.ijcard.2015.04.191] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Revised: 04/21/2015] [Accepted: 04/23/2015] [Indexed: 01/13/2023]
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Hsu CI, Hsiao FY, Wu FLL, Shen LJ. Adherence and medication utilisation patterns of fixed-dose and free combination of angiotensin receptor blocker/thiazide diuretics among newly diagnosed hypertensive patients: a population-based cohort study. Int J Clin Pract 2015; 69:729-37. [PMID: 25395349 DOI: 10.1111/ijcp.12591] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
OBJECTIVE The study aimed to compare the adherence and persistence among newly diagnosed hypertensive patients using fixed-dose (FDC) and free combinations (FC) of angiotensin receptor blocker (ARB)/thiazide diuretic using Taiwan's National Health Insurance Research Database. METHODS General linear regression and Kaplan-Meier analyses were used to estimate the impact of FDC on adherence [measured by medication possession ratio (MPR)] and persistence (time from day of initiation to treatment discontinuation) of ARB/thiazide diuretic. RESULTS The adjusted MPRs were all significantly higher among FDC group compared with FC group (6 months: 66.55% vs. 63.86%; 1 year: 52.58% vs. 46.73%, 1.5 year: 46.30% vs. 38.07%; 2 year: 42.06% vs. 32.45%, all p < 0.001). Patients received FDC therapy were less likely to discontinue their therapy [adjusted hazard ratio (HR) 0.79, 95% CI = 0.74-0.85]. CONCLUSIONS Our findings suggest that use of FDC is associated with higher adherence and persistence rates than use of FC in newly diagnosed hypertensive patients.
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Affiliation(s)
- C-I Hsu
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - F-Y Hsiao
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
| | - F-L L Wu
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
| | - L-J Shen
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
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Wong MC, Tam WW, Wang HH, Cheung CS, Tong EL, Cheung N, Leeder SR, Griffiths SM. Duration of initial antihypertensive prescription and medication adherence: A cohort study among 203,259 newly diagnosed hypertensive patients. Int J Cardiol 2015; 182:503-8. [DOI: 10.1016/j.ijcard.2014.12.058] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2014] [Revised: 11/25/2014] [Accepted: 12/21/2014] [Indexed: 10/24/2022]
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Kang CD, Tsang PPM, Li WTL, Wang HHX, Liu KQL, Griffiths SM, Wong MCS. Determinants of medication adherence and blood pressure control among hypertensive patients in Hong Kong: a cross-sectional study. Int J Cardiol 2014; 182:250-7. [PMID: 25585359 DOI: 10.1016/j.ijcard.2014.12.064] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Accepted: 12/21/2014] [Indexed: 01/11/2023]
Abstract
INTRODUCTION Despite effective treatments, suboptimal medication adherence substantially hinders blood pressure (BP) control among hypertensive patients. This study aimed to evaluate the determinants of medication adherence and BP control among hypertensive patients in Hong Kong. METHODS A cross-sectional study was conducted. Adult patients aged>18years taking at least one type of antihypertensive drugs were recruited from four clinics in Hong Kong. Each patient completed a self-administered questionnaire, including socio-demographic variables and items related to knowledge, illness perception and medication adherence. Medication adherence was measured by the eight-item Morisky Medication Adherence Scale (MMAS-8), with a score>6 defined as "good adherence". BP was measured, and optimal control was defined as systolic BP<140mmHg and diastolic BP<90mmHg. RESULTS Among 2445 patients, 55.1% and 52.5% had optimal medication adherence and BP control, respectively. Binary logistic regression analyses were conducted with optimal medication adherence and BP control, respectively, as the outcome variables. Advanced age (adjusted odds ratio [aOR] 1.012, 95% CI 1.002-1.022, p=0.014), unemployment (aOR for employed 0.782, 95% CI 0.628-0.975, p=0.029), and good self-perceived health status (aOR 2.155, 95% CI 1.711-2.714, p<0.001) were associated with good adherence; whereas being married (aOR 1.265, 95% CI 1.038-1.542, p=0.020) and having no co-morbidity (aOR for morbidity count 0.713, 95% CI 0.639-0.796, p<0.001) were associated with optimal BP control. CONCLUSION Evidence-based, adherence-enhancing interventions should be targeted on younger subjects; employed patients; and those with poor self-perceived health status. Patients who are single and those with comorbidities should be closely monitored for their BP control.
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Affiliation(s)
- Candy D Kang
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China
| | - Prilla P M Tsang
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China
| | - Winson T L Li
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China
| | - Harry H X Wang
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China
| | - Kirin Q L Liu
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China; Centre for Safe Medication Practice and Research, Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, China
| | - Sian M Griffiths
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China
| | - Martin C S Wong
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, China.
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Lee M, Wu YL, Saver JL, Lee HC, Lee JD, Chang KC, Wu CY, Lee TH, Wang HH, Rao NM, Ovbiagele B. Is clopidogrel better than aspirin following breakthrough strokes while on aspirin? A retrospective cohort study. BMJ Open 2014; 4:e006672. [PMID: 25468508 PMCID: PMC4256539 DOI: 10.1136/bmjopen-2014-006672] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
OBJECTIVE There is insufficient evidence on which to base a recommendation for optimal antiplatelet therapy following a stroke while on aspirin. The objective was to compare clopidogrel initiation vs aspirin reinitiation for vascular risk reduction among patients with ischaemic stroke on aspirin at the time of their index stroke. DESIGN Retrospective. SETTING We conducted a nationwide cohort study by retrieving all hospitalised patients (≥18 years) with a primary diagnosis of ischaemic stroke between 2003 and 2009 from Taiwan National Health Insurance Research Database. PARTICIPANTS Among 3862 patients receiving aspirin before the index ischaemic stroke and receiving either aspirin or clopidogrel after index stroke during follow-up period, 1623 were excluded due to a medication possession ratio <80%. Also, 355 were excluded due to history of atrial fibrillation, valvular heart disease or coagulopathy. Therefore, 1884 patients were included in our final analysis. INTERVENTIONS Patients were categorised into two groups based on whether clopidogrel or aspirin was prescribed during the follow-up period. Follow-up was from time of the index stroke to admission for recurrent stroke or myocardial infarction, death or the end of 2010. PRIMARY AND SECONDARY OUTCOME MEASURES The primary end point was hospitalisation due to a new-onset major adverse cardiovascular event (MACE: composite of any stroke or myocardial infarction). The leading secondary end point was any recurrent stroke. RESULTS Compared to aspirin, clopidogrel was associated with a lower occurrence of future MACE (HR=0.54, 95% CI 0.43 to 0.68, p<0.001, number needed to treat: 8) and recurrent stroke (HR=0.54, 95% CI 0.42 to 0.69, p<0.001, number needed to treat: 9) after adjustment of relevant covariates. CONCLUSIONS Among patients with an ischaemic stroke while taking aspirin, clopidogrel initiation was associated with fewer recurrent vascular events than aspirin reinitiation.
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Affiliation(s)
- Meng Lee
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi Branch, Puzi, Taiwan
| | - Yi-Ling Wu
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi Branch, Puzi, Taiwan
| | - Jeffrey L Saver
- Department of Neurology, Stroke Center, Geffen School of Medicine, University of California, Los Angeles, California, USA
| | - Hsuei-Chen Lee
- Department of Physical Therapy and Assistive Technology, National Yang-Ming University, Taipei, Taiwan
| | - Jiann-Der Lee
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi Branch, Puzi, Taiwan
| | - Ku-Chou Chang
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Kaohsiung Branch, Kaohsiung, Taiwan
| | - Chih-Ying Wu
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Chiayi Branch, Puzi, Taiwan
| | - Tsong-Hai Lee
- Department of Neurology, Chang Gung University College of Medicine, Chang Gung Memorial Hospital, Linkou Branch, Taoyuan, Taiwan
| | - Hui-Hsuan Wang
- Department of Healthcare Management, Chang Gung University, Taoyuan, Taiwan
| | - Neal M Rao
- Department of Neurology, Stroke Center, Geffen School of Medicine, University of California, Los Angeles, California, USA
| | - Bruce Ovbiagele
- Department of Neurosciences, Medical University of South Carolina, Charleston, South Carolina, USA
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Wong MCS, Wu CHM, Wang HHX, Li HW, Hui EMT, Lam AT, Chung RYN, Yip BHK, Morisky DE. Association between the 8-item Morisky medication adherence scale (MMAS-8) score and glycaemic control among Chinese diabetes patients. J Clin Pharmacol 2014; 55:279-87. [PMID: 25293349 DOI: 10.1002/jcph.408] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2014] [Accepted: 10/03/2014] [Indexed: 11/11/2022]
Abstract
Adherence with oral hypoglycaemic agent is crucial to achieve optimal glycaemic control. The 8-item Morisky Medication Adherence Scale (MMAS-8) has been frequently used, yet the association between MMAS-8 score and glycaemic control among Chinese diabetes patients is largely unknown. Two general out-patient clinics were randomly selected in a district with socio-demographic characteristics representative of the entire Hong Kong population. A consecutive sample of adult type-2 diabetes patients currently taking oral hypoglycaemic agents was included. The glycaemic control was reflected by the level of hemoglobin A1c (HbA1c) taken within the previous 6 months. Factors associated with poor glycaemic control (HbA1c ≥ 7.0%) were evaluated by linear regression analysis. From 565 eligible Chinese patients with an average age of 63.2 years (SD 9.7) and male proportion of 46.5%, the average HbA1c was 7.1% (SD 1.1%), and 52.0% had poor glycaemic control. The proportion of poor medication adherence (MMAS-8 ≤ 6) was 32.2%. After controlling for socio-demographics, lifestyle, medication use, and health characteristics, the MMAS-8 score was correlated with better glycaemic control (beta -0.095; 95%CI -0.164 to -0.026, P = .007). The MMAS-8 score had a weak and negative correlation with HbA1c level. The instrument should be applied with caution when predicting glycaemic control in clinical practice.
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Affiliation(s)
- Martin C S Wong
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Carmen H M Wu
- Department of Family Medicine, New Territories East Cluster, Hospital Authority, Hong Kong
| | - Harry H X Wang
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong.,General Practice and Primary Care, Institute of Health and Wellbeing, University of Glasgow, Glasgow, G12 9LX, UK
| | - Heung Wing Li
- Department of Family Medicine, New Territories East Cluster, Hospital Authority, Hong Kong
| | - Eric M T Hui
- Department of Family Medicine, New Territories East Cluster, Hospital Authority, Hong Kong
| | - Augustine T Lam
- Department of Family Medicine, New Territories East Cluster, Hospital Authority, Hong Kong
| | - Roger Y N Chung
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Benjamin H K Yip
- JC School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Donald E Morisky
- Department of Community Health Sciences, UCLA Fielding School of Public Health, Los Angeles, CA, USA
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The incidence of cancer deaths among hypertensive patients in a large Chinese population: a cohort study. Int J Cardiol 2014; 179:178-85. [PMID: 25464439 DOI: 10.1016/j.ijcard.2014.10.028] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2014] [Revised: 09/04/2014] [Accepted: 10/14/2014] [Indexed: 11/23/2022]
Abstract
Current evidence is mixed regarding the association between antihypertensive prescriptions and cancer mortality. We evaluated this association in a large Chinese hypertensive population. We followed for five years all patients who were prescribed their first-ever antihypertensive agents between 2001 and 2005 in a public healthcare sector of Hong Kong. The association between antihypertensive drug class and cancer mortality was evaluated by Cox proportional hazard models with propensity score matching. Age, gender, socioeconomic status, service settings, district of residence, proportion of days covered reflecting medication adherence, and the number of comorbidities were adjusted. From 217,910 eligible patients, 9500 (4.4%) died from cancer within five years after their first-ever antihypertensive prescription. Most cancer deaths occurred in the digestive (38.9%) and respiratory system (30.4%); the breast (6.2%); and the lympho-hematopoietic tissues (5.3%). The proportion of patients who died from cancer was the highest in the calcium channel blocker (CCB) group (6.5%), followed by thiazide diuretics (4.4%), angiotensin converting enzyme inhibitors (4.2%) and β-blockers (2.6%). When compared with β-blockers, patients prescribed CCBs (Adjusted Hazard Ratio [AHR]=1.406, 95% C.I. 1.334-1.482, p<0.001) were more likely to die from cancer. Thiazide users were also more likely to suffer from cancer deaths (AHR=1.364, 95% C.I. 1.255-1.483, p<0.001), but became insignificant in stratified analysis. The association between cancer mortality and use of CCB, and perhaps thaizide, may alert physicians to the need for more meticulous and comprehensive care of these patients in clinical practice. We recommend prospective studies to evaluate cause-and-effect relationships of these associations.
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Wong MCS, Wang HHX, Cheung CSK, Tong ELH, Sek ACH, Cheung NT, Yan BPY, Yu CM, Griffiths SM, Coats AJS. Factors associated with multimorbidity and its link with poor blood pressure control among 223,286 hypertensive patients. Int J Cardiol 2014; 177:202-8. [PMID: 25499379 DOI: 10.1016/j.ijcard.2014.09.021] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2014] [Revised: 07/17/2014] [Accepted: 09/16/2014] [Indexed: 12/21/2022]
Abstract
Multimorbidity has become the norm worldwide as populations age. It remains, however, infrequently researched. This study evaluated factors associated with multimorbidity in a predominantly Chinese hypertensive population. We included all adult patients prescribed their first antihypertensive agents in the entire public sector in Hong Kong from a validated database. Multimorbidity was defined as having one or more medical conditions (cardiovascular diseases; respiratory diseases; diabetes or impaired fasting glucose; renal disease) in addition to hypertension. We studied the prevalence of multimorbidity and performed multinomial regression analyses to evaluate factors independently associated with multimorbidity. 223,286 hypertensive patients (average age of 59.9 years, SD 17.6) were included. The prevalence of having 0, 1 and ≥ 2 additional conditions was 59.6%, 32.8% and 7.5%, respectively. The most common conditions were cardiovascular disease (24.2%) and diabetes (23.0%), followed by respiratory disorders (14.6%) and renal disease (10.9%). Older age (>50 years), male sex, lower household income, receipt of social security allowance and suboptimal blood pressure control (>140 mmHg or >90 mmHg; >130 mmHg or >80 mmHg for diabetes patients; AOR = 3.38-4.49) were significantly associated with multimorbidity. There exists a synergistic effect among these variables as older (≥ 70 years), male patients receiving security allowance had substantially higher prevalence of multimorbidity (19.9% vs 7.5% among all patients). Multimorbidity is very common in hypertensive patients and its prevalence increased markedly with the presence of risk factors identified in this study. Hypertensive patients with multimorbidities should receive more meticulous clinical care as their blood pressure control tends to be poorer.
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Affiliation(s)
- Martin C S Wong
- School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT., Hong Kong.
| | - Harry H X Wang
- School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT., Hong Kong
| | - Clement S K Cheung
- Hospital Authority Information Technology Services - Health Informatics Section, Hong Kong
| | - Ellen L H Tong
- Hospital Authority Information Technology Services - Health Informatics Section, Hong Kong
| | - Antonio C H Sek
- Hospital Authority Information Technology Services - Health Informatics Section, Hong Kong
| | - N T Cheung
- Hospital Authority Information Technology Services - Health Informatics Section, Hong Kong
| | - Bryan P Y Yan
- Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT., Hong Kong
| | - Cheuk-Man Yu
- Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT., Hong Kong
| | - Sian M Griffiths
- School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT., Hong Kong
| | - Andrew J S Coats
- Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT., Hong Kong; Monash University, Australia, University of Warwick, Coventry, UK
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Tsoi KKF, Wong MCS, Tam WWS, Hirai HW, Lao XQ, Wang HHX, Kwan MWM, Cheung CSK, Tong ELH, Cheung NT, Yan BP, Meng HML, Griffiths SM. Cardiovascular mortality in hypertensive patients newly prescribed perindopril vs. lisinopril: a 5-year cohort study of 15,622 Chinese subjects. Int J Cardiol 2014; 176:703-9. [PMID: 25131919 DOI: 10.1016/j.ijcard.2014.07.114] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2014] [Revised: 06/24/2014] [Accepted: 07/26/2014] [Indexed: 01/13/2023]
Abstract
BACKGROUND Perindopril and lisinopril are two common ACE inhibitors prescribed for management of hypertension. Few studies have evaluated their comparative effectiveness to reduce mortality. This study compared the all-cause and cardiovascular related mortality among patients newly prescribed ACE inhibitors. METHODS All adult patients newly prescribed perindopril or lisinopril from 2001 to 2005 in all public clinics or hospitals in Hong Kong were retrospectively evaluated, and followed up until 2010. Patients prescribed the ACE inhibitors for less than a month were excluded. The all-cause mortality and cardiovascular-specific (i.e. coronary heart disease, heart failure and stroke) mortality were compared. Cox proportional hazard regression model was used to assess the mortality, controlling for age, sex, socioeconomic status, patient types, the presence of comorbidities, and medication adherence as measured by the proportion of days covered. An additional model using propensity scores was performed to minimize indication bias. RESULTS A total of 15,622 patients were included in this study, in which 6910 were perindopril users and 8712 lisinopril users. The all-cause mortality (22.2% vs. 20.0%, p<0.005) and cardiovascular mortality (6.5% vs. 5.6%, p<0.005) were higher among lisinopril users than perindopril users. From regression analyses, lisinopril users were 1.09-fold (95% C.I. 1.01-1.16) and 1.18-fold (95% C.I. 1.02-1.35) more likely to die from any-cause and cardiovascular diseases, respectively. Age-stratified analysis showed that this significant difference was observed only among patients aged >70 years. The additional models controlled for propensity scores yielded comparable results. CONCLUSIONS The long-term all-cause and cardiovascular related mortality rates of lisinopril users was significantly different from those of perindopril users. These findings showed that intra-class variation on mortality exists among ACE inhibitors among those aged 70 years or older. Future studies should consider a longer, large-scale randomized controlled trial to compare the effectiveness between different medications in the ACEI class, especially among the elderly.
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Affiliation(s)
- Kelvin K F Tsoi
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China; Big Data Decision Analytics Research Centre, Chinese University of Hong Kong, Hong Kong, China
| | - Martin C S Wong
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China.
| | - Wilson W S Tam
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Hoyee W Hirai
- Big Data Decision Analytics Research Centre, Chinese University of Hong Kong, Hong Kong, China
| | - X Q Lao
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Harry H X Wang
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Mandy W M Kwan
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China
| | | | - Ellen L H Tong
- Health Informatics Section, Hospital Authority, Hong Kong, China
| | - N T Cheung
- Health Informatics Section, Hospital Authority, Hong Kong, China
| | - Bryan P Yan
- Department of Medicine and Therapeutics, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China
| | - Helen M L Meng
- Big Data Decision Analytics Research Centre, Chinese University of Hong Kong, Hong Kong, China
| | - Sian M Griffiths
- School of Public Health and Primary Care, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China
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Wong MC, Tam WW, Lao X, Wang HH, Kwan MW, Cheung CS, Tong EL, Cheung N, Yan BP, Yu C, Griffiths SM. The effectiveness of metoprolol versus atenolol on prevention of all-cause and cardiovascular mortality in a large Chinese population: A cohort study. Int J Cardiol 2014; 175:425-32. [DOI: 10.1016/j.ijcard.2014.06.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2014] [Revised: 04/13/2014] [Accepted: 06/12/2014] [Indexed: 11/30/2022]
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Holdford DA, Inocencio TJ. Adherence and persistence associated with an appointment-based medication synchronization program. J Am Pharm Assoc (2003) 2014; 53:576-83. [PMID: 24185429 DOI: 10.1331/japha.2013.13082] [Citation(s) in RCA: 72] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
OBJECTIVE To assess the impact of an appointment-based medication synchronization (ABMS) program on medication adherence and persistence with chronic medications. DESIGN Quasiexperimental study in which study patients were matched with control patients. SETTING Rural pharmacies in the Midwestern United States between June 30, 2011, and October 31, 2012. PATIENTS Individuals receiving at least two refills for one of six categories of medications to treat chronic diseases (i.e., angiotensin-converting enzyme inhibitors or angiotensin receptor blockers, beta blockers, dihydropyridine calcium channel blockers, thiazide diuretics, metformin, statins). INTERVENTION Patients in the ABMS program were compared with control patients receiving usual care. MAIN OUTCOME MEASURES 1-year adherence rates using proportion of days covered (PDC) and 1-year nonpersistence rates. RESULTS Depending on the drug class, patients enrolled in the medication synchronization program (n = 47-81) had adherences rates of 66.1% to 75.5% during 1 year versus 37.0% to 40.8% among control patients. Program patients had 3.4 to 6.1 times greater odds of adherence compared with control patients. Control patients were 52% to 73% more likely to stop taking their chronic medications over 1 year. CONCLUSION An ABMS program in community pharmacies was associated with improved patient adherence and reduced likelihood of nonpersistence.
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Shima R, Farizah MH, Majid HA. A qualitative study on hypertensive care behavior in primary health care settings in Malaysia. Patient Prefer Adherence 2014; 8:1597-609. [PMID: 25484577 PMCID: PMC4240212 DOI: 10.2147/ppa.s69680] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
PURPOSE The aim of this study was to explore patients' experiences with their illnesses and the reasons which influenced them in not following hypertensive care recommendations (antihypertensive medication intake, physical activity, and diet changes) in primary health clinic settings. PATIENTS AND METHODS A qualitative methodology was applied. The data were gathered from in-depth interviews with 25 hypertensive patients attending follow-up in nine government primary health clinics in two districts (Hulu Langat and Klang) in the state of Selangor, Malaysia. The transcribed data were analyzed using thematic analysis. RESULTS There was evidence of lack of patient self-empowerment and community support in Malaysian society. Most of the participants did not take their antihypertensive medication or change their physical activity and diet after diagnosis. There was an agreement between the patients and the health care professionals before starting the treatment recommendation, but there lacked further counseling and monitoring. Most of the reasons given for not taking antihypertensive medication, not doing physical activity and not following diet recommendations were due to side effects or fear of the side effects of antihypertensive medication, patients' attitudes, lack of information from health care professionals and insufficient social support from their surrounding environment. We also observed the differences on these reasons for nonadherence among the three ethnic groups. CONCLUSION Health care professionals should move toward supporting adherence in the management of hypertensive patients by maintaining a dialogue. Patients need to be given time to enable them to overcome their inhibition of asking questions and to accept the recommendations. A self-management approach must be responsive to the needs of individuals, ethnicities, and communities.
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Affiliation(s)
- Razatul Shima
- Department of Social and Preventive Medicine, University of Malaya, Kuala Lumpur, Malaysia
- Ministry of Health Malaysia, Putrajaya, Malaysia
- Correspondence: Shima Razatul, Department of Social and Preventive Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia, Tel +60 3 7967 4756, Fax +60 3 7967 4975, Email
| | - Mohd Hairi Farizah
- Department of Social and Preventive Medicine, University of Malaya, Kuala Lumpur, Malaysia
- Centre for Population Health, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Hazreen Abdul Majid
- Department of Social and Preventive Medicine, University of Malaya, Kuala Lumpur, Malaysia
- Centre for Population Health, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
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Wong MC, Tam WW, Wang HH, Cheung CS, Tong EL, Sek AC, Cheung N, Yan BP, Yu C, Leeder SR, Griffiths SM. Predictors of the incidence of all-cause mortality and deaths due to diabetes and renal diseases among patients newly prescribed antihypertensive agents: a cohort study. Int J Cardiol 2013; 168:4705-10. [PMID: 23931979 PMCID: PMC7132417 DOI: 10.1016/j.ijcard.2013.07.174] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2013] [Revised: 07/18/2013] [Accepted: 07/20/2013] [Indexed: 01/13/2023]
Abstract
BACKGROUND Randomized trials have shown that the major antihypertensive drug classes are similarly effective to reduce mortality, but whether these drug class difference exists in clinical practice has been scarcely explored. This study evaluated the association between antihypertensive drug class, all-cause mortality and deaths due to diabetes or renal disease in real-life clinical settings. METHODS A clinical database in Hong Kong included all patients who were prescribed their first-ever antihypertensive agents between 2001 and 2005 from the public healthcare sector. All patients were followed up for five years, and grouped according to the initial antihypertensive prescription. The associations between antihypertensive drug class, all-cause mortality or combined diabetes and renal mortality, respectively, were evaluated by Cox proportional hazard models. RESULTS From 218,047 eligible patients, 33,288 (15.3%) died within five years after their first-ever antihypertensive prescription and among which 1055 patients (0.48%) died of diabetes or renal disease. After adjusted for age, gender, socioeconomic status, service settings, district of residence, medication adherence, and the number of comorbidities, each drug class was similarly likely to be associated with mortality due to diabetes or renal disease [Adjusted Hazard Ratios (AHR) ranged from 0.92 to 1.73, p=0.287-0.939] and all-cause mortality (AHR ranged from 0.83 to 1.02) except for beta-blockers (AHR=0.815, 95% C.I. 0.68-0.87, p=0.024) when ACEI was used as a reference group in propensity score-adjusted analysis. CONCLUSIONS These findings provide real-life evidence reinforcing that any major antihypertensive drug class is suitable as a first-line agent for management of hypertension as recommended by international guidelines.
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Affiliation(s)
- Martin C.S. Wong
- Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Wilson W.S. Tam
- Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Harry H.X. Wang
- Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Clement S.K. Cheung
- Hospital Authority Information Technology Services—Health Informatics Section, Hong Kong
| | - Ellen L.H. Tong
- Hospital Authority Information Technology Services—Health Informatics Section, Hong Kong
| | - Antonio C.H. Sek
- Hospital Authority Information Technology Services—Health Informatics Section, Hong Kong
| | - N.T. Cheung
- Hospital Authority Information Technology Services—Health Informatics Section, Hong Kong
| | - Bryan P.Y. Yan
- Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - C.M. Yu
- Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | | | - Sian M. Griffiths
- Jockey Club School of Public Health and Primary Care, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
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