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Xu J, Zhao X, Li F, Xiao Y, Li K. Prediction Models of Medication Adherence in Chronic Disease Patients: Systematic Review and Critical Appraisal. J Clin Nurs 2025; 34:1602-1612. [PMID: 39740141 DOI: 10.1111/jocn.17577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 04/25/2024] [Accepted: 11/19/2024] [Indexed: 01/02/2025]
Abstract
AIMS AND OBJECTIVES To summarise the currently developed risk prediction models for medication adherence in patients with chronic diseases and evaluate their performance and applicability. BACKGROUND Ensuring medication adherence is crucial in effectively managing chronic diseases. Although numerous studies have endeavoured to construct risk prediction models for predicting medication adherence in patients with chronic illnesses, the reliability and practicality of these models remain uncertain. DESIGN Systematic review. METHODS We conducted searches on PubMed, Web of Science, Cochrane, CINAHL, Embase and Medline from inception until 16 July 2023. Two authors independently screened risk prediction models for medication adherence that met the predefined inclusion criteria. The Prediction Model Risk of Bias Assessment Tool (PROBAST) was employed to evaluate both the risk of bias and clinical applicability of the included studies. This systematic review adhered to the 2020 PRISMA checklist. RESULTS The study included a total of 11 risk prediction models from 11 studies. Medication regimen and age were the most common predictors. The use of PROBAST revealed that some essential methodological details were not thoroughly reported in these models. Due to limitations in methodology, all models were rated as having a high-risk for bias. CONCLUSIONS According to PROBAST, the current models for predicting medication adherence in patients with chronic diseases exhibit a high risk of bias. Future research should prioritise enhancing the methodological quality of model development and conducting external validations on existing models. RELEVANCE TO CLINICAL PRACTICE Based on the review findings, recommendations have been provided to refine the construction methodology of prediction models with an aim of identifying high-risk individuals and key factors associated with low medication adherence in chronic diseases. PATIENT OR PUBLIC CONTRIBUTION This systematic review was conducted without patient or public participation.
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Affiliation(s)
- Jingwen Xu
- School of Nursing, Jilin University, Changchun, China
| | - Xinyi Zhao
- School of Nursing, Jilin University, Changchun, China
| | - Fei Li
- Department of Endocrinology, The First Hospital of Jilin University, Changchun, China
| | - Yan Xiao
- School of Nursing, Jilin University, Changchun, China
| | - Kun Li
- School of Nursing, Jilin University, Changchun, China
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Tarfa A, Verinumbe T, Yang FE, Shiyanbola OO, Liebert C, Dietz S, Miller R, Westergaard RP. Associations of stigma, loneliness, and treatment self-regulation with HIV medication adherence among individuals with substance use disorder using a mobile health application. Front Public Health 2024; 12:1440807. [PMID: 39564363 PMCID: PMC11573518 DOI: 10.3389/fpubh.2024.1440807] [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: 05/30/2024] [Accepted: 10/14/2024] [Indexed: 11/21/2024] Open
Abstract
Introduction Medication adherence contributes to poor HIV outcomes, especially among people with HIV and Substance use disorder (SUD). Mobile health applications have been leveraged to improve behavioral health outcomes among this population. Our cross-sectional study examined the relationship between medication adherence with factors such as treatment self-regulation, isolation, and internalized stigma, among people with HIV and SUD using the Addiction Comprehensive Health Enhancement Support System (A-CHESS) mobile app. Methods A sample of 208 participants using A-CHESS to improve treatment adherence completed a survey. Adherence was measured using the Four-item Morisky Medication Adherence Scale and dichotomized (maximum score of 20 points considered as adherent). Positive and negative affect was measured separately using Positive Affect Negative Affect Schedule and loneliness was measured using UCLA three-item Loneliness Scale. Internalized stigma was measured using Internalized AIDS-Related Stigma Scale. Competence/Treatment self-regulation was measured using Treatment Self-regulation Questionnaire. Multivariable logistic regression was used to assess the associations of affect, treatment self-regulation, isolation, and internalized stigma, with adherence to antiretroviral therapy adjusting for age, education, and gender. Results Among 208 participants in this study, most were Black (n = 137; 66%), male (n = 156; 75%) and had a mean age of 46 (standard deviation = 11.3). The most reported substances associated with missing HIV medication were alcohol (27%) and cocaine/crack (20%). Logistic regression analysis revealed that internalized stigma was significantly associated with HIV medication adherence (OR = 0.82; 95% CI: 0.70-0.99; p = 0.034). Conclusion Internalized stigma was significantly associated with HIV medication adherence. Further research is needed to better understand this relationship and develop interventions addressing stigma in people with HIV and SUD.
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Affiliation(s)
- Adati Tarfa
- Section of Infectious Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, United States
- Division of Social and Administrative Sciences, School of Pharmacy, University of Wisconsin-Madison, Madison, WI, United States
| | - Tarfa Verinumbe
- Division of Infectious Diseases, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Fan Ellie Yang
- School of Communication, Illinois State University, Normal, IL, United States
| | - Olayinka O Shiyanbola
- Division of Social and Administrative Sciences, School of Pharmacy, University of Wisconsin-Madison, Madison, WI, United States
| | - Cameron Liebert
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Sarah Dietz
- School of Medicine and Public Health, University of Wisconsin, Madison, WI, United States
| | - Rebecca Miller
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Ryan P Westergaard
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
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Andala S, Sofyan H, Hasballah K, Marthoenis. Knowledge and acceptance associated with medication adherence among hypertension individuals in Aceh province, Indonesia. Heliyon 2024; 10:e29303. [PMID: 38617921 PMCID: PMC11015454 DOI: 10.1016/j.heliyon.2024.e29303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 04/04/2024] [Accepted: 04/04/2024] [Indexed: 04/16/2024] Open
Abstract
Low adherence to anti-hypertensive medication is observed among individuals in Aceh, the westernmost province of Indonesia. Since uncontrolled hypertension has the potential to develop into a life-threatening disease, exploring medication adherence among this specific population is essential. Therefore, this study aimed to evaluate knowledge and acceptance associated with medication adherence among hypertensive individuals in Aceh Province. A cross-sectional study was conducted from March to July 2023 on 534 respondents diagnosed with hypertension, who were selected using the random sampling method. Demographic characteristics collected included body height and weight, age, gender, education, ethnicity, and occupation. Acceptance and knowledge were measured through a set of standardized questionnaires while the Morisky Medication Adherence Scale-8 was used for evaluating medication adherence. Logistic regression with a multinomial model was used to assess the correlations of acceptance and knowledge with medication adherence. The results showed that only 28.5 % of the respondents had high adherence to anti-hypertensive medication. Furthermore, a high level of acceptance towards hypertension significantly predicted medication adherence (p < 0.001; OR = 9.14 [95%CI: 3.49-23.94]). Knowledge about dosing frequency, the benefits of low-fat and sodium diets, and the negative impacts of drinking alcohol were correlated with high-level adherence (p < 0.01). Meanwhile, knowledge about renal complications correlated negatively with adherence level (p = 0.002; OR = 0.32 [95%CI: 0.16-0.66]). In conclusion, this study showed that acceptance and knowledge of hypertension correlated with the level of medication adherence.
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Affiliation(s)
- Sri Andala
- Graduate School of Mathematics and Applied Sciences, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia
- STIKes Muhammadiyah Lhokseumawe, Lhokseumawe, 24300, Indonesia
- Dinas Kesehatan Kota Lhokseumawe, Lhokseumawe, 24300, Indonesia
| | - Hizir Sofyan
- Department of Statistics, Faculty of Math and Science, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia
| | - Kartini Hasballah
- Department of Pharmacology, Faculty of Medicine, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia
| | - Marthoenis
- Department of Psychiatry and Mental Health Nursing, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia
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Montenegro Mendoza R, Roa R, Fontes F, Moreno Velásquez I, Quintana H. Physical Inactivity and Sedentary Behaviour among Panamanian Adults: Results from the National Health Survey of Panama (ENSPA) 2019. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:ijerph20085554. [PMID: 37107836 PMCID: PMC10138807 DOI: 10.3390/ijerph20085554] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 03/06/2023] [Accepted: 03/10/2023] [Indexed: 05/07/2023]
Abstract
Physical inactivity (PI) has been described as an independent risk factor for a large number of major non-communicable diseases and is associated with an increased risk of premature death. Additionally, sedentary behaviour has been associated with increased overall mortality. We estimated the national prevalence of PI and sedentary behaviour using the Global Physical Activity Questionnaire version 2. Using unconditional logistic regressions, the possible risk factors for PI were assessed. Over half of the people included in this study (54.9%; 95% CI: 54.1-57.3%) were physically inactive, with the median time spent engaged in sedentary behaviour being 120 min per day. Statistically significant associations with PI were observed with regard to sex, living area, and alcohol consumption. PI prevalence in Panama was elevated and showed a sex difference (women: 64.7%, 95% CI: 63.7-66.7%; men: 43.4%, 95% CI: 41.5-47.5%). According to our analysis of three-domain-related physical activities, the main contribution to the total estimated energy expenditure of physical activity/week came from the transport domain, followed by the work/household domain, and the least significant contributor was consistently the domain of exercise- and sports-related physical activities.
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Affiliation(s)
- Roger Montenegro Mendoza
- Department of Research and Health Technology Assessment, Gorgas Memorial Institute for Health Studies, Panama City 0816-02593, Panama
- Correspondence: ; Tel.: +507-527-4961
| | - Reina Roa
- Planning Directorate, Ministry of Health, Panama City 4444, Panama
| | - Flavia Fontes
- Dietetic and Nutrition Department, Faculty of Medicine, University of Panama, Panama City 3366, Panama
| | - Ilais Moreno Velásquez
- Department of Research and Health Technology Assessment, Gorgas Memorial Institute for Health Studies, Panama City 0816-02593, Panama
| | - Hedley Quintana
- Department of Research and Health Technology Assessment, Gorgas Memorial Institute for Health Studies, Panama City 0816-02593, Panama
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Florescu C, Ciobanu P, Hădăreanu DR, Gheorman V, Mustafa ER, Glodeanu AD, Bunescu MG, Mită A, Dinescu VC. The Interplay between Conventional Cardiovascular Risk Factors and Health-Related Quality of Life in a Cohort of Working Young and Middle-Aged Adults: A Prospective Study. LIFE (BASEL, SWITZERLAND) 2022; 12:life12122132. [PMID: 36556497 PMCID: PMC9782771 DOI: 10.3390/life12122132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 12/13/2022] [Accepted: 12/15/2022] [Indexed: 12/23/2022]
Abstract
Psychosocial and work stress, socioeconomic status, and environmental health directly impact the onset and progression of cardiovascular diseases, irrespective of sex or conventional cardiovascular risk factors (cCRFs). On the other hand, the impact of cCRFs on health-related quality of life (HRQoL) is not well known, and the psychological socioeconomic environmental somatic health interaction is often neglected. Accordingly, we aimed to: (i) compare the self-reported HRQoL using the WHOQOL-BREF questionnaire between healthy subjects and those with cCRFs; and (ii) evaluate the interplay between HRQoL, cCRFs, and cardiovascular treatment adherence. We prospectively included 90 working adults (46 healthy and 44 with cCRFs age- and sex-matched adults) evaluated by clinical examination, 12-leads electrocardiography, and transthoracic echocardiography as part of a cardiovascular diseases screening program, that also filled in the WHOQOL-BREF questionnaire. Subjects with CRFs were less satisfied with their own individual health. The presence and the number of CRFs, as well as the need for cardiovascular treatment and the number of drugs taken correlated with reduced scores at the majority of HRQoL domains. The results in the social relationships domain were the best predictor of cardiovascular treatment adherence. Finally, the results of all HRQoL domains were strongly correlated to each other demonstrating the psychological socioeconomic environmental somatic health interaction.
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Affiliation(s)
- Cristina Florescu
- Department of Cardiology, Faculty of Medicine, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
- Filantropia Clinical Hospital, 200516 Craiova, Romania
| | - Petre Ciobanu
- Department of Cardiology, Faculty of Medicine, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
- Filantropia Clinical Hospital, 200516 Craiova, Romania
| | - Diana Ruxandra Hădăreanu
- Clinical Emergency County Hospital of Craiova, 1 Tabaci St., 200642 Craiova, Romania
- Correspondence:
| | - Veronica Gheorman
- Clinical Emergency County Hospital of Craiova, 1 Tabaci St., 200642 Craiova, Romania
| | - Edme Roxana Mustafa
- Department of Cardiology, Faculty of Medicine, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
- Clinical Emergency County Hospital of Craiova, 1 Tabaci St., 200642 Craiova, Romania
| | - Adina Dorina Glodeanu
- Filantropia Clinical Hospital, 200516 Craiova, Romania
- Department of Internal Medicine, Faculty of Dentistry, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
| | - Marius Gabriel Bunescu
- Clinical Emergency County Hospital of Craiova, 1 Tabaci St., 200642 Craiova, Romania
- Department of Health Promotion and Occupational Medicine, Faculty of Medicine, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
| | - Adrian Mită
- Filantropia Clinical Hospital, 200516 Craiova, Romania
- Department of Medical Semiology, Faculty of Medicine, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
| | - Venera Cristina Dinescu
- Clinical Emergency County Hospital of Craiova, 1 Tabaci St., 200642 Craiova, Romania
- Department of Health Promotion and Occupational Medicine, Faculty of Medicine, University of Medicine and Pharmacy of Craiova, 2 Petru Rares St., 200349 Craiova, Romania
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