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Ahmad K, Anchah L, Ting CY, Lim SE. Effectiveness of a pharmacist-led, community group-based education programme in enhancing diabetes management: A multicentre randomised control trial. Contemp Clin Trials Commun 2024; 38:101280. [PMID: 38435429 PMCID: PMC10909608 DOI: 10.1016/j.conctc.2024.101280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Revised: 02/14/2024] [Accepted: 02/17/2024] [Indexed: 03/05/2024] Open
Abstract
Aims This study presents a protocol for the Pharmacy Integrated Community Care (PICC) program, meticulously designed to enhance Hemoglobin A1c (HbA1c) levels and augment knowledge about diabetes mellitus (DM) among individuals diagnosed with Type 2 Diabetes Mellitus (T2DM) in the Sarawak State of Malaysia. Methods From 1 May to December 31, 2023, a prospective, multicenter, parallel-design randomised controlled trial will be conducted with two groups, each consisting of 47 participants. The intervention group will receive a structured, four-session group-based program guided by experienced pharmacists, focusing on medication adherence and diabetes management. The control group will follow the standard Diabetes Mellitus Adherence Clinic program. The primary outcomes of this study encompass enhancements in knowledge regarding diabetes medication management and adherence, followed by subsequent changes in HbA1c levels. Conclusions The successful implementation of the PICC program holds promise for enhancing health outcomes in the T2DM population, potentially leading to more effective diabetes management initiatives and better health practices in the community. Trial registration clinicaltrialsgov identifier NCT05106231.
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Affiliation(s)
- Kamarudin Ahmad
- Miri Hospital and Clinical Research Center Miri, Miri, Sarawak, Malaysia
| | - Lawrence Anchah
- Pharmacology Unit, Faculty of Medicine and Health Sciences, University Malaysia Sarawak, Malaysia
| | - Chuo Yew Ting
- Pharmacy Practice and Development, Pharmacy Service Division, Sarawak State Health Department, Malaysia
| | - Su Ee Lim
- Pharmacy Practice and Development, Pharmacy Service Division, Sarawak State Health Department, Malaysia
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Teo V, Weinman J, Yap KZ. Systematic Review Examining the Behavior Change Techniques in Medication Adherence Intervention Studies Among People With Type 2 Diabetes. Ann Behav Med 2024; 58:229-241. [PMID: 38334280 PMCID: PMC10928844 DOI: 10.1093/abm/kaae001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2024] Open
Abstract
BACKGROUND Although previous systematic reviews have studied medication adherence interventions among people with Type 2 diabetes (PwT2D), no intervention has been found to improve medication adherence consistently. Furthermore, inconsistent and poor reporting of intervention description has made understanding, replication, and evaluation of intervention challenging. PURPOSE We aimed to identify the behavior change techniques (BCTs) and characteristics of successful medication adherence interventions among PwT2D. METHODS A systematic search was conducted on Medline, Embase, CINAHL, PsycINFO, Cochrane Central Register of Controlled Trials, Web of Science, and Scopus. Studies were included if they were randomized controlled trials with BCT-codable interventions designed to influence adherence to anti-diabetic medication for PwT2D aged 18 years old and above and have medication adherence measure as an outcome. RESULTS Fifty-five studies were included. Successful interventions tend to target medication adherence only, involve pharmacists as the interventionist, contain "Credible source" (BCT 9.1), "Instruction on how to perform the behaviour" (BCT 4.1), "Social support (practical)" (BCT 3.2), "Action planning" (BCT 1.4), and/ or "Information about health consequences" (BCT 5.1). Very few interventions described its context, used theory, examined adherence outcomes during the follow-up period after an intervention has ended, or were tailored to address specific barriers of medication adherence. CONCLUSION We identified specific BCTs and characteristics that are commonly reported in successful medication adherence interventions, which can facilitate the development of future interventions. Our review highlighted the need to consider and clearly describe different dimensions of context, theory, fidelity, and tailoring in an intervention.
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Affiliation(s)
- Vivien Teo
- Institute of Pharmaceutical Sciences, King’s College London (KCL), London, UK
- Department of Pharmacy, National University of Singapore (NUS), Singapore
| | - John Weinman
- Institute of Pharmaceutical Sciences, King’s College London (KCL), London, UK
| | - Kai Zhen Yap
- Department of Pharmacy, National University of Singapore (NUS), Singapore
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Zhang L, Lin H, Wu W, Zhuang J, Huang L, Wang Y, Liu J, Hu C, Wei X. A meta-analysis of the impact of pharmacist interventions on clinical outcomes in patients with type-2 diabetes. PATIENT EDUCATION AND COUNSELING 2024; 120:108091. [PMID: 38071931 DOI: 10.1016/j.pec.2023.108091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 11/12/2023] [Accepted: 11/25/2023] [Indexed: 01/29/2024]
Abstract
OBJECTIVE To evaluate the effects of pharmacist interventions in type-2 diabetes patients by collecting and evaluating literature. METHODS A systematic search was conducted across six databases, including CNKI, Wanfang Data, VIP, PubMed, Web of Science, and Cochrane Library, from January 2001 to January 2023. Randomized controlled trials evaluating the clinical outcomes of pharmacist interventions on type-2 diabetes patients were searched, and data were extracted and analysed by RevMan version 5.4 software. RESULTS A total of 35 studies involving 4827 patients were included. Meta-analysis demonstrated that pharmacist interventions had an influence on improving patients' HbA1c (MD=-0.70), LDL-C (MD=-5.51), SBP (MD=-4.58), DBP (MD=-1.90], BMI (MD=-0.47) and FBG (MD=-19.82), but there was no evidence from the study that pharmacist interventions could significantly improve HDL-C (MD=-0.61), TC (MD=-5.12) or TG (MD=-3.14). In addition, medication adherence was significantly improved. CONCLUSION Pharmacist interventions significantly improved HbA1c, BP, and LDL-C control levels, BMI, and medication adherence in type-2 diabetes patients, but there was no evidence from this study that pharmacist interventions significantly improved HDL-C, TC, or TG. PRACTICE IMPLICATIONS Effective pharmacist interventions are important to improve type-2 diabetes patients' clinical outcomes.
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Affiliation(s)
- LiRong Zhang
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian Medical University, China
| | - Huiting Lin
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian Medical University, China
| | - Wenhua Wu
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian Medical University, China
| | - Jie Zhuang
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China
| | - Longpeng Huang
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian University of Traditional Chinese Medicine, China
| | - Yiming Wang
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian University of Traditional Chinese Medicine, China
| | - Jia Liu
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian Medical University, China
| | - Congting Hu
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian Medical University, China
| | - XiaoXia Wei
- Department of Pharmacy, Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, China; School of Pharmacy, Fujian Medical University, China.
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Alenazi F, Peddle M, Bressington D, Mahzari M, Gray R. Adherence therapy for adults with type 2 diabetes: a feasibility study of a randomized controlled trial. Pilot Feasibility Stud 2023; 9:71. [PMID: 37106431 PMCID: PMC10134646 DOI: 10.1186/s40814-023-01294-2] [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: 05/26/2022] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
BACKGROUND Adherence Therapy is a candidate intervention to promote consistent medication taking in people with type 2 diabetes. The aim of this study was to establish the feasibility of conducting a randomized controlled trial of adherence therapy in people with type 2 diabetes who were non-adherent with medication. METHODS The design is an open-label, single-center, randomized controlled feasibility trial. Participants were randomly allocated to receive either eight sessions of telephone-delivered adherence therapy or treatment as usual. Recruitment occurred during the COVID-19 pandemic. Outcome measures-adherence, beliefs about medication, and average blood glucose (sugar) levels (HbA1c)-were administered at baseline and after 8 weeks (TAU group) or at the completion of the treatment (AT group). Feasibility outcomes included the number of people approached to participate in the trial and the numbers that consented, completed study measures, finished treatment with adherence therapy, and dropped out of the trial. Fieldwork for this trial was conducted in the National Guard Hospital, a tertiary care provider, in the Kingdom of Saudi Arabia. RESULTS Seventy-eight people were screened, of which 47 met eligibility criteria and were invited to take part in the trial. Thirty-four people were excluded for various reasons. The remaining thirteen who consented to participate were enrolled in the trial and were randomized (AT, n = 7) (TAU, n = 6). Five (71%) of the seven participants in the adherence therapy arm completed treatment. Baseline measures were completed by all participants. Week 8 (post-treatment) measures were completed by eight (62%) participants. Dropout may have been linked to a poor understanding of what was involved in taking part in the trial. CONCLUSIONS It may be feasible to conduct a full RCT of adherence therapy, but careful consideration should be given to developing effective recruitment strategies, consent procedures, rigorous field testing, and clear support materials. TRIAL REGISTRATION The trial was prospectively registered with the Australian New Zealand Clinical Trials Registry (ANZCTR), ACTRN12619000827134, on the 7th of June 2019.
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Affiliation(s)
- Fatimah Alenazi
- School of Nursing and Midwifery, La Trobe University, Melbourne, Victoria, 3086, Australia.
- Department of Public Health, College of Public Health and Health Informatics, Qassim University, AlBukayriyah, Kingdom of Saudi Arabia.
| | - Monica Peddle
- School of Nursing and Midwifery, Deakin University, Melbourne, Australia
| | - Daniel Bressington
- Faculty of Nursing, Chiang Mai University, 110/406 Inthawaroros Road, Sri Phum District, Chiang Mai, 50200, Thailand
- Faculty of Health, Charles Darwin University, Ellengowan Drive, Darwin, Northern Territory, 0810, Australia
| | - Moeber Mahzari
- College of Medicine, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Kingdom of Saudi Arabia
- Department of Medicine, Division of Endocrinology, Ministry of National Guard, Health Affairs, Riyadh, Kingdom of Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh, Kingdom of Saudi Arabia
| | - Richard Gray
- School of Nursing and Midwifery, La Trobe University, Melbourne, Victoria, 3086, Australia
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Nunes LB, Santos JCD, Reis IA, Torres HDC. [Evaluation of the behavioral program in type 2 diabetes mellitus: a randomized clinical trial]. CIENCIA & SAUDE COLETIVA 2023; 28:851-862. [PMID: 36888868 DOI: 10.1590/1413-81232023283.10102022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Accepted: 09/12/2022] [Indexed: 03/08/2023] Open
Abstract
The scope of this article was to evaluate the effect of the behavioral group education program and telephone intervention in modifying psychological attitudes, enhancing empowerment, and self-care practices aimed at improving clinical control in type 2 diabetes mellitus. It involved a randomized cluster clinical trial, carried out with 199 people with diabetes. In order to perform intragroup comparisons (final and initial phases) and between groups with respect to the indices of the psychological attitude, empowerment, self-care and glycated hemoglobin level variables, the Generalizing Estimating Equation (GEE) approach was used. In all analyses, a 5% significance level and 95% confidence interval were used. When compared to the CG, the IG showed a significant reduction in the mean values of glycated hemoglobin (95%CI: -1.49 to -0.45), a statistically significant increase in the change in psychological attitude scores (95%CI: 9.70 to 15.40), on the empowerment scale (95%CI: 0.81 to 2.72) and adherence to self-care practices (95%CI: 1.44 to 2.10) at the end of the study. The behavioral program proved to be capable of modifying psychological attitudes, improving empowerment, self-care practices and clinical control.
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Affiliation(s)
- Laura Barbosa Nunes
- Escola de Enfermagem, Universidade Federal de Minas Gerais. Av. Prof. Alfredo Balena 190, Santa Efigênia. 30130-100 Belo Horizonte MG Brasil.
| | - Jéssica Caroline Dos Santos
- Escola de Enfermagem, Universidade Federal de Minas Gerais. Av. Prof. Alfredo Balena 190, Santa Efigênia. 30130-100 Belo Horizonte MG Brasil.
| | - Ilka Afonso Reis
- Escola de Enfermagem, Universidade Federal de Minas Gerais. Av. Prof. Alfredo Balena 190, Santa Efigênia. 30130-100 Belo Horizonte MG Brasil.
| | - Heloísa de Carvalho Torres
- Escola de Enfermagem, Universidade Federal de Minas Gerais. Av. Prof. Alfredo Balena 190, Santa Efigênia. 30130-100 Belo Horizonte MG Brasil.
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Hsu SH, Tang KP, Lin CH, Chen PC, Wang LH. Applying the theory of planned behavior to investigate type 2 diabetes patients' intention to receive injection therapy. Front Public Health 2023; 11:1066633. [PMID: 36875423 PMCID: PMC9978190 DOI: 10.3389/fpubh.2023.1066633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 02/01/2023] [Indexed: 02/18/2023] Open
Abstract
Objectives This study applied the theory of planned behavior (TPB) in shared decision making (SDM) to understand behavioral intention in patients with type 2 diabetes with regard to injection therapy for blood sugar control. Methods A cross sectional study was conducted. Two hundred and fifty-four patients with type 2 diabetes participated this study and were interviewed by pharmacists in different clinics. A patient decision aid (PDA) entitled "Should I receive injection therapy regarding my type 2 diabetes condition?" was developed for this study and served as interview agenda which comprised 18 items to inquire their willingness to use injection therapy and related considerations during the SDM process. Results The questionnaires were revised using item analysis, exploratory factor analysis, and a criteria of Cronbach's α > 0.7. This resulted in three constructs for all questionnaires that fit the TPB model. Attitude (β = 0.432; P < 0.001) and PBC (β = 0.258; P < 0.001) were directly correlated with intention. TPB explained 35.2% of the variance in intention toward the use of injection therapy. Conclusions Attitude and PBC toward injection therapy positively and significantly influence the patients' intention to use injection therapy. Practical implications These findings identify a key association for understanding behavioral intention in patients with type 2 diabetes with regard to blood sugar control during SDM.
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Affiliation(s)
- Su-Han Hsu
- Department of Pharmacy, Taipei City Hospital Yangming Branch, Taipei, Taiwan
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan
- Department of Pharmacy and Master Program, Tajen University, Pingtung City, Taiwan
| | - Kung-Pei Tang
- Department of Education and Humanities in Medicine, School of Medicine, Taipei Medical University, Taipei, Taiwan
- Department of Early Childhood and Family Education, College of Education, National Taipei University of Education, Taipei, Taiwan
| | - Chia-Hui Lin
- Department of Pharmacy, Taipei City Hospital Yangming Branch, Taipei, Taiwan
- Department of Pharmacy and Master Program, Tajen University, Pingtung City, Taiwan
| | - Pei-Chun Chen
- Department of Pharmacy, Taipei City Hospital Yangming Branch, Taipei, Taiwan
| | - Li-Hsuan Wang
- School of Pharmacy, College of Pharmacy, Taipei Medical University, Taipei, Taiwan
- Department of Pharmacy, Taipei Medical University Hospital, Taipei, Taiwan
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Rivera-Picón C, Benavente-Cuesta MH, Quevedo-Aguado MP, Sánchez-González JL, Rodríguez-Muñoz PM. Factors Associated with Adherence to Treatment in Patients with HIV and Diabetes Mellitus. J Pers Med 2023; 13:269. [PMID: 36836503 PMCID: PMC9967318 DOI: 10.3390/jpm13020269] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 01/29/2023] [Accepted: 01/30/2023] [Indexed: 02/04/2023] Open
Abstract
We aim to identify the factors that influence the therapeutic adherence of subjects with chronic disease. The design followed in this work was empirical, not experimental, and cross-sectional with a correlational objective. The sample consisted of a total of 400 subjects (199 patients with HIV and 201 patients with diabetes mellitus). The instruments applied for data collection were a sociodemographic data questionnaire, the 4-item Morisky Medication Adherence Scale (MMAS-4) and the Coping Strategies Questionnaire. In the group of subjects with HIV, that the use of emotional coping strategies was related to lower adherence to treatment. On the other hand, in the group of subjects with diabetes mellitus, the variable related to compliance with treatment was the duration of illness. Therefore, the predictive factors of adherence to treatment were different in each chronic pathology. In the group of subjects with diabetes mellitus, this variable was related to the duration of the disease. In the group of subjects with HIV, the type of coping strategy used predicted adherence to treatment. As a result of these results, it is possible to develop health programmes to promote, from nursing consultations to adherence to treatment of patients with HIV and diabetes mellitus.
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Affiliation(s)
- Cristina Rivera-Picón
- Faculty of Health Sciences, Nursing, Pontifical University of Salamanca, 37002 Salamanca, Spain
| | | | | | | | - Pedro Manuel Rodríguez-Muñoz
- Faculty of Nursing and Physiotherapy, University of Salamanca, 37008 Salamanca, Spain
- Department of Nursing, Instituto Maimónides de Investigación Biomédica de Córboda, 14005 Córdoba, Spain
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Wu M, Xu X, Zhao R, Bai X, Zhu B, Zhao Z. Effect of Pharmacist-Led Interventions on Medication Adherence and Glycemic Control in Type 2 Diabetic Patients: A Study from the Chinese Population. Patient Prefer Adherence 2023; 17:119-129. [PMID: 36660042 PMCID: PMC9843620 DOI: 10.2147/ppa.s394201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 01/04/2023] [Indexed: 01/12/2023] Open
Abstract
PURPOSE Medication adherence plays an important role in glycemic control in type 2 diabetes mellitus (T2DM) self-management. To analyze the factors influencing medication adherence in T2DM patients and the effect of pharmacist-led interventions, we conducted a study in Beijing, China. PATIENTS AND METHODS T2DM patients with hypoglycemic drugs for at least 6 months were enrolled. A pharmacist-led survey was conducted followed by individualized interventions for those non-adherent patients monthly within 3 months. FPG, HbA1c, and 2hPG were measured as the comprehensive glycemic control. Medication adherence was determined according to the patient's self-reported compliance with prescribed medication during the last 3 months. RESULTS A total of 763 T2DM patients were included. The average age was 63.26±11.89 years, with 363 males. After pharmacist intervention, the patients with good adherence increased from 34.21% to 39.06%, while poor adherence decreased from 32.5% to 24.5% (p < 0.001). The average adherence score was a significant increase (p < 0.001) from 27.846±4.185 to 29.831±7.065. Furthermore, our study demonstrated that pharmacist-led interventions significantly increased glycemic control (FPG from 42.33% to 53.60%, p < 0.001; 2hPG from 41.68% to 48.75%, p = 0.005; HbA1c from 24.12% to 29.23%, p = 0.024). The results found that body mass index (OR 0.643, 95% CI 0.437-0.945), use of medications empirically (occasionally (OR=3.066, 95% CI 2.069-4.543); often (OR=2.984, 95% CI 1.107-8.044)), following the doctor's advice to visit (OR 2.129, 95% CI 1.079-4.202) and lifestyle compliance (OR 2.835, 95% CI 1.094-7.346) were the independent risk factors of non-adherence (p < 0.05), the area under the ROC curve was 0.716. CONCLUSION Self-reported medication adherence and glycemic control in T2DM patients were poor which can be improved by pharmacist-led interventions. Interventions should focus on empirical medication behavior, non-adherence to lifestyle, and failure to follow the doctor's advice. The recall bias with self-reported results needs further objective data to verify.
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Affiliation(s)
- Mingfen Wu
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, People’s Republic of China
| | - Xiaohan Xu
- Department of Pharmacy, Peking University Third Hospital, Beijing, 100191, People’s Republic of China
| | - Rongsheng Zhao
- Department of Pharmacy, Peking University Third Hospital, Beijing, 100191, People’s Republic of China
| | - Xiangrong Bai
- Department of Pharmacy, Xuanwu Hospital Capital Medical University, Beijing, 100053, People’s Republic of China
| | - Bin Zhu
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, People’s Republic of China
| | - Zhigang Zhao
- Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, People’s Republic of China
- Correspondence: Zhigang Zhao; Bin Zhu, Department of Pharmacy, Beijing Tiantan Hospital, Capital Medical University, No. 119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, People’s Republic of China, Tel +8601059978036; +8601059975444, Fax +8601059976856, Email ;
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Bekele BB, Bogale B, Negash S, Tesfaye M, Getachew D, Weldekidan F, Yosef T. Public health interventions on prescription redemptions and secondary medication adherence among type 2 diabetes patients: systematic review and meta-analysis of randomized controlled trials. J Diabetes Metab Disord 2021; 20:1933-1956. [PMID: 34900834 DOI: 10.1007/s40200-021-00878-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 08/10/2021] [Indexed: 11/29/2022]
Abstract
Background Despite the inadequate filling of prescriptions among chronic care patients has been a problem, little is known about the intervention effect on it. Objective The aim of this systematic review and meta-analysis (SRMA) was to investigate the effectiveness of various public health interventions on primary and secondary medication adherence among T2DM patients. Methods Searching was done from the major databases; Cochrane Library, Medline/PubMed, EBSCOhost, and SCOPUS. A hand search was made to find grey works of literature. Articles focused on interventions to enhance primary and secondary medication among type 2 diabetes mellitus patients were included. After screening and checking eligibility, the methodological quality was assessed. Secondary medication adherence was synthesized descriptively due to measurement and definition variations across studies. Finally, a meta-analysis was made using the fixed effects model for primary medication adherence. Results 3992 studies were screened for both primary and secondary medication adherences. Among these, 24 studies were included in the analysis for primary (5) and secondary (19) medication adherence. Pooled relative medication redemption difference was RD = 8% (95% CI: 6-11%) among the intervention groups. Age, intervention, provider setting, and IDF region were determinant factors of primary medication adherence. About two-thirds of the studies revealed that interventions were effective in improving secondary medication adherence. Conclusion Both primary and secondary medications were enhanced by a variety of public health interventions for patients worldwide. However, there is a scarcity of studies on primary medication adherence globally, and in resource-limited settings for the type of adherences. Supplementary Information The online version contains supplementary material available at 10.1007/s40200-021-00878-0.
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Affiliation(s)
- Bayu Begashaw Bekele
- Doctoral School of Health Sciences, University of Debrecen, Debrecen, Hungary.,Department of Epidemiology and Biostatistics, School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan Aman, Ethiopia.,Department of Public Health and Epidemiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Biruk Bogale
- Department of Epidemiology and Biostatistics, School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan Aman, Ethiopia
| | - Samuel Negash
- Department of Epidemiology and Biostatistics, School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan Aman, Ethiopia
| | - Melkamsew Tesfaye
- Department of Epidemiology and Biostatistics, School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan Aman, Ethiopia
| | - Dawit Getachew
- Department of Epidemiology and Biostatistics, School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan Aman, Ethiopia
| | - Fekede Weldekidan
- Department of Public Health, College of Health Science, Ethiopian Defence University, Addis Ababa, Ethiopia
| | - Tewodros Yosef
- Department of Epidemiology and Biostatistics, School of Public Health, College of Medicine and Health Sciences, Mizan-Tepi University, Mizan Aman, Ethiopia
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Fan Y, Long E, Cai L, Cao Q, Wu X, Tong R. Machine Learning Approaches to Predict Risks of Diabetic Complications and Poor Glycemic Control in Nonadherent Type 2 Diabetes. Front Pharmacol 2021; 12:665951. [PMID: 34239440 PMCID: PMC8258097 DOI: 10.3389/fphar.2021.665951] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 06/01/2021] [Indexed: 12/20/2022] Open
Abstract
Purpose: The objective of this study was to evaluate the efficacy of machine learning algorithms in predicting risks of complications and poor glycemic control in nonadherent type 2 diabetes (T2D). Materials and Methods: This study was a real-world study of the complications and blood glucose prognosis of nonadherent T2D patients. Data of inpatients in Sichuan Provincial People's Hospital from January 2010 to December 2015 were collected. The T2D patients who had neither been monitored for glycosylated hemoglobin A nor had changed their hyperglycemia treatment regimens within the last 12 months were the object of this study. Seven types of machine learning algorithms were used to develop 18 prediction models. The predictive performance was mainly assessed using the area under the curve of the testing set. Results: Of 800 T2D patients, 165 (20.6%) met the inclusion criteria, of which 129 (78.2%) had poor glycemic control (defined as glycosylated hemoglobin A ≥7%). The highest area under the curves of the testing set for diabetic nephropathy, diabetic peripheral neuropathy, diabetic angiopathy, diabetic eye disease, and glycosylated hemoglobin A were 0.902 ± 0.040, 0.859 ± 0.050, 0.889 ± 0.059, 0.832 ± 0.086, and 0.825 ± 0.092, respectively. Conclusion: Both univariate analysis and machine learning methods reached the same conclusion. The duration of T2D and the duration of unadjusted hypoglycemic treatment were the key risk factors of diabetic complications, and the number of hypoglycemic drugs was the key risk factor of glycemic control of nonadherent T2D. This was the first study to use machine learning algorithms to explore the potential adverse outcomes of nonadherent T2D. The performances of the final prediction models we developed were acceptable; our prediction performances outperformed most other previous studies in most evaluation measures. Those models have potential clinical applicability in improving T2D care.
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Affiliation(s)
- Yuting Fan
- Personalized Drug Therapy Key Laboratory of Sichuan Province, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Enwu Long
- Personalized Drug Therapy Key Laboratory of Sichuan Province, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
- Department of Pharmacy, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, Chengdu, China
| | - Lulu Cai
- Personalized Drug Therapy Key Laboratory of Sichuan Province, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
- Department of Pharmacy, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, Chengdu, China
| | - Qiyuan Cao
- West China Medical College of Sichuan University, Chengdu, China
| | - Xingwei Wu
- Personalized Drug Therapy Key Laboratory of Sichuan Province, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
- Department of Pharmacy, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, Chengdu, China
| | - Rongsheng Tong
- Personalized Drug Therapy Key Laboratory of Sichuan Province, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
- Department of Pharmacy, Sichuan Academy of Medical Sciences and Sichuan Provincial People’s Hospital, Chengdu, China
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