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Liao YS, Tsai WC, Chiu LT, Kung PT. Educational attainment affects the diagnostic time in type 2 diabetes mellitus and the mortality risk of those enrolled in the diabetes pay-for-performance program. Health Policy 2023; 138:104917. [PMID: 37776765 DOI: 10.1016/j.healthpol.2023.104917] [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: 02/05/2023] [Revised: 09/17/2023] [Accepted: 09/19/2023] [Indexed: 10/02/2023]
Abstract
Most patients are diagnosed as having diabetes only after experiencing diabetes complications. Educational attainment might have a positive relationship with diabetes prognosis. The diabetes pay-for-performance (P4P) program-providing comprehensive, continuous medical care-has improved diabetes prognosis in Taiwan. This retrospective cohort study investigated how educational attainment affects the presence of diabetes complications at diabetes diagnosis and mortality risk in patients with diabetes enrolled in the P4P program. From the National Health Insurance Research Database, we identified patients aged >45 years who had received a new diagnosis of type 2 diabetes during 2002-2015; they were followed up until the end of 2017. We next used logistic regression analysis to explore whether the patients with different educational attainments had varied diabetic complication risks at diabetes diagnosis. The Cox proportional hazard model was employed to examine the association of different educational attainments in people with diabetes with mortality risk after their enrollment in the P4P program. The results indicated that as educational attainment increased, the risk of diabetes complications at type 2 diabetes diagnosis decreased gradually. When type 2 diabetes with different educational attainments joined the P4P program, high school education had the highest effect on reducing mortality risk; however, those with ≤ 6th grade education had the lowest impact.
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Affiliation(s)
- Yi-Shu Liao
- Department of Pathology, Taichung Armed Forces General Hospital, National Defense Medical Center, Taiwan; Department of Public Health, China Medical University, Taiwan
| | - Wen-Chen Tsai
- Department of Health Services Administration, China Medical University, Taiwan
| | - Li-Ting Chiu
- Department of Health Services Administration, China Medical University, Taiwan
| | - Pei-Tseng Kung
- Department of Healthcare Administration, Asia University, Taiwan; Department of Medical Research, China Medical University Hospital, Taiwan.
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Tsai YS, Tsai WC, Chiu LT, Kung PT. Diabetes Pay-for-Performance Program Participation and Dialysis Risk in Relation to Educational Attainment: A Retrospective Cohort Study. Healthcare (Basel) 2023; 11:2913. [PMID: 37998405 PMCID: PMC10671833 DOI: 10.3390/healthcare11222913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Revised: 11/03/2023] [Accepted: 11/05/2023] [Indexed: 11/25/2023] Open
Abstract
Pay-for-performance (P4P) programs for diabetes care enable the provision of comprehensive and continuous health care to diabetic patients. However, patient outcomes may be affected by the patient's educational attainment. The present retrospective cohort study aimed to examine the effects of the educational attainment of diabetic patients on participation in a P4P program in Taiwan and the risk of dialysis. The data were obtained from the National Health Insurance Research Database of Taiwan. Patients newly diagnosed with type 2 diabetes mellitus (T2DM) aged 45 years from 2002 to 2015 were enrolled and observed until the end of 2017. The effects of their educational attainment on their participation in a P4P program were examined using the Cox proportional hazards model, while the impact on their risk for dialysis was investigated using the Cox proportional hazards model. The probability of participation in the P4P program was significantly higher in subjects with a junior high school education or above than in those who were illiterate or had only attained an elementary school education. Subjects with higher educational attainment exhibited a lower risk for dialysis. Different educational levels had similar effects on reducing dialysis risk among diabetic participants in the P4P program.
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Affiliation(s)
- Yi-Shiun Tsai
- Department of Orthopedics, Feng Yuan Hospital, Taichung 420210, Taiwan;
- Department of Health Services Administration, College of Public Health, China Medical University, Taichung 406040, Taiwan; (W.-C.T.); (L.-T.C.)
| | - Wen-Chen Tsai
- Department of Health Services Administration, College of Public Health, China Medical University, Taichung 406040, Taiwan; (W.-C.T.); (L.-T.C.)
| | - Li-Ting Chiu
- Department of Health Services Administration, College of Public Health, China Medical University, Taichung 406040, Taiwan; (W.-C.T.); (L.-T.C.)
| | - Pei-Tseng Kung
- Department of Healthcare Administration, Asia University, Taichung 413305, Taiwan
- Department of Medical Research, China Medical University Hospital, Taichung 404327, Taiwan
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Melak AD, Wondimsigegn D, Kifle ZD. Knowledge, Prevention Practice and Associated Factors of Stroke Among Hypertensive and Diabetic Patients - A Systematic Review. Risk Manag Healthc Policy 2021; 14:3295-3310. [PMID: 34408515 PMCID: PMC8364969 DOI: 10.2147/rmhp.s324960] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 08/03/2021] [Indexed: 01/28/2023] Open
Abstract
INTRODUCTION Because of the inadequate level of public awareness of the disease, the incidence of stroke has been sharply rising. Eventually, due to the prehospital delay, many stroke cases could not be eligible for thrombolysis thereby poor rehabilitative outcome has been tremendously increased. Thus, this study aimed to review the level of knowledge, prevention practice, and associated factors of stroke among hypertensive and diabetic patients. METHODS A systematic review of primarily published articles (2010-2020) related to knowledge and prevention practices of stroke was performed by searching online electronic databases like PubMed, Google Scholar, Refseek, Science direct, ResearchGate, and manual Google search by using the keywords and MeSH terms. Studies conducted on knowledge and prevention practices amongst hypertensive and/or diabetic patients were included. RESULTS Out of 531 searched studies, 42 articles were identified to be reviewed. The reported overall knowledge of stroke was ranging from 4.4% to 79%. Knowledge to the signs/symptoms of stroke was 23.6% to 87%. However, 15% to 77% of subjects were also reported that they did not know any sign of stroke. The range of risk factor knowledge was 10.5% to 86.6%. The reported level of stroke prevention practice was 2.4% to 72% but physical activity and weight reduction practice were relatively low. Inadequate level of knowledge and prevention practice of stroke was related to elderly, female gender, uneducated, unmarried, rural residents, economically low, comorbidity and unemployed individuals. CONCLUSION The current finding revealed that the level of knowledge and prevention practice of stroke was inadequate. Hence, the finding highlights health educational programs should be planned as an important avenue to enhance stroke awareness among the high-risk populations.
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Affiliation(s)
- Abreham Degu Melak
- University of Gondar, College of Medicine and Health Science, School of Pharmacy, Department of Pharmacology, Gondar, Ethiopia
| | - Dawit Wondimsigegn
- University of Gondar, College of Medicine and Health Science, School of Pharmacy, Department of Pharmaceutics and Social Pharmacy, Gondar, Ethiopia
| | - Zemene Demelash Kifle
- University of Gondar, College of Medicine and Health Science, School of Pharmacy, Department of Pharmacology, Gondar, Ethiopia
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Weng SW, Chang CC, Chen TL, Yeh CC, Hu CJ, Lane HL, Liao CC, Shih CC. Risk of diabetes in stroke patients who used Bu Yang Huan Wu Tang: A nationwide propensity-score matched study. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2021; 80:153376. [PMID: 33086171 DOI: 10.1016/j.phymed.2020.153376] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 09/25/2020] [Accepted: 10/11/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND The utilization of traditional Chinese medicine is a common therapeutic approach for stroke patients in Chinese population, but little is known about the effect of Bu Yang Huan Wu Tang (BYHWT) on post-stroke diabetes. PURPOSE We aimed to evaluate the risk of diabetes in stroke patients who used BYHWT. STUDY DESIGN A retrospective cohort study based on a real-world database was conducted. METHODS Newly diagnosed stroke patients receiving inpatient care from 2000 to 2004 were identified using a large-scale insurance database in Taiwan. Propensity score matching was used to select eligible stroke patients who did (n = 9849) and did not (n = 9849) receive BYHWT. These two groups were followed up until the end of 2009 to track incident diabetes. Cox proportional hazard models were used to calculate the adjusted hazard rations (HRs) and 95% confidence intervals (CIs) for post-stroke diabetes associated with BYHWT during the follow-up period. RESULTS Stroke patients who used BYHWT had a reduced incidence of diabetes (14.1% vs. 19.0%, p < 0.0001) and reduced risk of diabetes (HR 0.77; 95% CI 0.72 to 0.83) compared with the control group. The association between BYHWT and reduced risk of post-stroke diabetes was significant across sexe, age group, and stroke subtype. Additionally, the use of BYHWT was associated with a reduced risk of post-stroke diabetes even after excluding the initial three months of diabetes cases in the sensitivity analysis. CONCLUSIONS Stroke patients who received BYHWT therapy had a reduced risk of diabetes, and a positive effect was observed in various subgroups. However, future clinical trials will be necessary to validate the present findings and identify the biochemical mechanism involved.
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Affiliation(s)
- Shu-Wen Weng
- Department of Chinese Medicine, Taichung Hospital, Ministry of Health and Welfare, Taichung, Taiwan
| | - Chuen-Chau Chang
- Department of Anesthesiology, Taipei Medical University Hospital, Taipei, Taiwan Hospital, Taipei, Taiwan; Department of Anesthesiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Anesthesiology and Health Policy Research Center, Taipei Medical University Hospital, Taipei, Taiwan
| | - Ta-Liang Chen
- Department of Anesthesiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Anesthesiology and Health Policy Research Center, Taipei Medical University Hospital, Taipei, Taiwan; Department of Anesthesiology, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Chun-Chieh Yeh
- Department of Surgery, China Medical University Hospital, Taichung, Taiwan; Department of Surgery, University of Illinois, Chicago, IL, United States
| | - Chaur-Jong Hu
- Department of Neurology, Shuang Ho Hospital, Taipei Medical University, New Taipei City, Taiwan
| | - Hsin-Long Lane
- School of Chinese Medicine for Post-Baccalaureate, I-Shou University, Kaohsiung, Taiwan
| | - Chien-Chang Liao
- Department of Anesthesiology, Taipei Medical University Hospital, Taipei, Taiwan Hospital, Taipei, Taiwan; Department of Anesthesiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Anesthesiology and Health Policy Research Center, Taipei Medical University Hospital, Taipei, Taiwan; Research Center of Big Data and Meta-Analysis, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan; School of Chinese Medicine, College of Chinese Medicine, China Medical University, Taichung, Taiwan
| | - Chun-Chuan Shih
- School of Chinese Medicine for Post-Baccalaureate, I-Shou University, Kaohsiung, Taiwan; Program for the Clinical Drug Discovery from Botanical Herbs, Taipei Medical University, Taipei, Taiwan
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Does the Encounter Type Matter When Defining Diabetes Complications in Electronic Health Records? Med Care 2020; 58 Suppl 6 Suppl 1:S53-S59. [PMID: 32011424 DOI: 10.1097/mlr.0000000000001297] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
BACKGROUND Electronic health records (EHRs) and claims records are widely used in defining type 2 diabetes mellitus (T2DM) complications across different types of health care encounters. OBJECTIVE This study investigates whether using different EHR encounter types to define diabetes complications may lead to different results when examining associations between diabetes complications and their risk factors in patients with T2DM. RESEARCH DESIGN The study cohort of 64,855 adult patients with T2DM was created from EHR data from the Research Action for Health Network (REACHnet), using the Surveillance Prevention, and Management of Diabetes Mellitus (SUPREME-DM) definitions. Incidence of coronary heart disease (CHD) and stroke events were identified using International Classification of Diseases (ICD)-9/10 codes and grouped by encounter types: (1) inpatient (IP) or emergency department (ED) type, or (2) any health care encounter type. Cox proportional hazards regression was used to estimate associations between diabetes complications (ie, CHD and stroke) and risk factors (ie, low-density lipoprotein cholesterol and hemoglobin A1c). RESULTS The incidence rates of CHD and stroke in all health care settings were more than twice the incidence rates of CHD and stroke in IP/ED settings. The age-adjusted and multivariable-adjusted hazard ratios for incident CHD and stroke across different levels of low-density lipoprotein cholesterol and hemoglobin A1c were similar between IP/ED and all settings. CONCLUSION While there are large variations in incidence rates of CHD and stroke as absolute risks, the associations between both CHD and stroke and their respective risk factors measured by hazard ratios as relative risks are similar, regardless of alternative definitions.
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Lee CW, Wu SH, Chiu WC, Tsai ST, Lan TY. The medications and health care utilization of patients newly diagnosed with type 2 diabetes mellitus: A nationwide population-based cohort study. J Formos Med Assoc 2020; 120:130-136. [PMID: 32249109 DOI: 10.1016/j.jfma.2020.03.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 02/06/2020] [Accepted: 03/03/2020] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND/PURPOSE The prevalence of young-onset diabetes (YOD) is increasing in Asia, but little is known about the metabolic control, associated complications, or medical behavior in this population. Our aim was to assess the prevalence of young-onset and late-onset type 2 diabetes mellitus (T2DM) and their associated risk factors and medical behaviors in Taiwan. METHODS Data were collected from the National Health Insurance Research Database of Taiwan on 11,244 patients from 2008 to 2013. We classified patients with young-onset diabetes if they were diagnosed before 40 years of age and late-onset diabetes (LOD) if diagnosed at 40 years of age or older. We analyzed the prevalence, medication, and medical behaviors between these groups. RESULTS We enrolled 2556 newly diagnosed T2DM patients in 2012. Demographics and comorbidities were recorded from YOD (n = 311) and LOD (n = 2245) patients. Most newly diagnosed patients started with monotherapy and almost half of them with sulfonylurea. The prevalence of YOD in Taiwan is up to 12%. In terms of treatment, 42% of T2DM patients are treated in clinics, 58% in hospital, and 25.2% by an endocrinologist. CONCLUSION Our study highlights the rising trend of YOD in Taiwan. National endeavors are urgently needed for early diagnosis, effective management, and primary prevention of diabetes.
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Affiliation(s)
- Chun-Wei Lee
- Cardiovascular Division, Department of Internal Medicine, MacKay Memorial Hospital, MacKay Medical College, New Taipei City, Taiwan; MacKay Junior College of Medicine, Nursing and Management, Taipei, Taiwan
| | - Shu-Hao Wu
- Cardiovascular Division, Department of Internal Medicine, MacKay Memorial Hospital, MacKay Medical College, New Taipei City, Taiwan
| | - Wen-Chi Chiu
- Family Medicine Department, Taipei Veterans General Hospital, Taipei, Taiwan; Institute of Hospital and Health Care Administration, National Yang-Ming University, Taipei, Taiwan.
| | - Shih-Tzer Tsai
- Department of Internal Medicine, Cheng Hsin General Hospital, Taipei, Taiwan.
| | - Tzuo-Yun Lan
- Institute of Hospital and Health Care Administration, National Yang-Ming University, Taipei, Taiwan
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