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Karugu CH, Agyemang C, Ilboudo PG, Boachie MK, Mburu L, Wanjohi M, Sanya RE, Moolla A, Ojiambo V, Kruger P, Vandevijvere S, Asiki G. The economic burden of type 2 diabetes on the public healthcare system in Kenya: a cost of illness study. BMC Health Serv Res 2024; 24:1228. [PMID: 39402597 PMCID: PMC11472539 DOI: 10.1186/s12913-024-11700-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 10/03/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND The burden of chronic non-communicable diseases (NCDs) is a growing public health concern. The availability of cost-of-illness data, particularly public healthcare costs for NCDs, is limited in Sub-Saharan Africa (SSA), yet such data evidence is needed for policy action. OBJECTIVE The objective of this study was to estimate the economic burden of type 2 diabetes (T2D) on Kenya's public healthcare system in 2021 and project costs for 2045. METHODS This was a cost-of-illness study using the prevalence-based bottom-up costing approach to estimate the economic burden of T2D in the year 2021. We further conducted projections on the estimated costs for the year 2045. The costs were estimated corresponding to the care, treatment, and management of diabetes and some diabetes complications based on the primary data collected from six healthcare facilities in Nairobi and secondary costing data from previous costing studies in low and middle-income countries (LMICs). The data capture and costing analysis were done in Microsoft Excel 16, and sensitivity analysis was conducted on all the parameters to estimate the cost changes. RESULTS The total cost of managing T2D for the healthcare system in Kenya was estimated to be US$ 635 million (KES 74,521 million) in 2021. This was an increase of US$ 2 million (KES 197 million) considering the screening costs of undiagnosed T2D in the country. The major cost driver representing 59% of the overall costs was attributed to T2D complications, with nephropathy having the highest estimated costs of care and management (US$ 332 million (KES 36, 457 million). The total cost for T2D was projected to rise to US$ 1.6 billion (KES 177 billion) in 2045. CONCLUSION This study shows that T2D imposes a huge burden on Kenya's healthcare system. There is a need for government and societal action to develop and implement policies that prevent T2D, and appropriately plan care for those diagnosed with T2D.
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Affiliation(s)
- Caroline H Karugu
- Chronic Diseases Management Unit, African Population Health Research Center, Nairobi, Kenya.
- Department of Public and Occupational Health, Amsterdam Medical Centre, Amsterdam, The Netherlands.
| | - Charles Agyemang
- Department of Public and Occupational Health, Amsterdam Medical Centre, Amsterdam, The Netherlands
| | | | - Micheal Kofi Boachie
- Discipline of Public Health Medicine, School of Nursing and Public Health, University of KwaZulu- Natal, Durban, South Africa
- SAMRC/Wits Centre for Health Economics and Decision Science, PRICELESS SA, Johannesburg, 2193, South Africa
| | - Lilian Mburu
- Chronic Diseases Management Unit, African Population Health Research Center, Nairobi, Kenya
| | - Milka Wanjohi
- Chronic Diseases Management Unit, African Population Health Research Center, Nairobi, Kenya
| | - Richard E Sanya
- Chronic Diseases Management Unit, African Population Health Research Center, Nairobi, Kenya
| | - Aisha Moolla
- SAMRC/Wits Centre for Health Economics and Decision Science, PRICELESS SA, Johannesburg, 2193, South Africa
| | - Veronica Ojiambo
- Chronic Diseases Management Unit, African Population Health Research Center, Nairobi, Kenya
| | - Petronell Kruger
- SAMRC/Wits Centre for Health Economics and Decision Science, PRICELESS SA, Johannesburg, 2193, South Africa
| | | | - Gershim Asiki
- Chronic Diseases Management Unit, African Population Health Research Center, Nairobi, Kenya
- Department of Women's and Children's Health, Karolinska Institute, Stockholm, Sweden
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Ang G, Tan CS, Teerawattananon Y, Müller-Riemenschneider F, Chen C. A Nationwide Physical Activity Intervention for 654,500 Adults in Singapore: Cost-Utility Analysis. JMIR Public Health Surveill 2024; 10:e46178. [PMID: 39365682 PMCID: PMC11468974 DOI: 10.2196/46178] [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: 02/01/2023] [Revised: 03/16/2024] [Accepted: 05/16/2024] [Indexed: 10/06/2024] Open
Abstract
Background Increasing physical inactivity is a primary risk factor for diabetes and hypertension, contributing to rising health care expenditure and productivity losses. As Singapore's aging population grows, there is an increased disease burden on Singapore's health systems. Large-scale physical activity interventions could potentially reduce the disease burden but face challenges with the uncertainty of long-term health impact and high implementation costs, hindering their adoption. Objective We examined the cost-effectiveness of the Singapore National Steps Challenge (NSC), an annual nationwide mobile health (mHealth) intervention to increase physical activity, from both the health care provider perspective, which only considers the direct costs, and the societal perspective, which considers both the direct and indirect costs. Methods We used a Markov model to assess the long-term impact of increased physical activity from the NSC on adults aged 17 years and older. A Monte Carlo simulation with 1000 samples was conducted to compare two situations: the NSC conducted yearly for 10 years against a no-intervention situation with no NSC. The model projected inpatient and outpatient costs and mortality arising from diabetes and hypertension, as well as their complications. Health outcomes were expressed in terms of the quality-adjusted life-years (QALYs) gained. All future costs and QALYs were discounted at 3% per annum. Sensitivity analyses were done to test the robustness of our model results. Results We estimated that conducting the NSC yearly for 10 years with a mean cohort size of 654,500 participants was projected to prevent 6200 diabetes cases (95% credible interval 3700 to 9100), 10,500 hypertension cases (95% credible interval 6550 to 15,200), and 4930 deaths (95% credible interval 3260 to 6930). This led to a reduction in health care costs of SGD (Singapore dollar) 448 million (95% credible interval SGD 132 million to SGD 1.09 billion; SGD 1=US $0.73 for the year 2019). There would be 78,800 (95% credible interval 55,700 to 102,000) QALYs gained. Using a willingness-to-pay threshold of SGD 10,000 per QALY gained, the NSC would be cost-saving. When indirect costs were included, the NSC was estimated to reduce societal costs by SGD 1.41 billion (95% credible interval SGD 353 million to SGD 3.80 billion). The model was most sensitive to changes in the inpatient cost of treatment for diabetes complications, time horizon, and program compliance. Conclusions In this modeling study, increasing physical activity by conducting a yearly nationwide physical activity intervention was cost-saving, preventing diabetes and hypertension and reducing mortality from these diseases. Our results provide important information for decision-making in countries that may consider introducing similar large-scale physical activity programs.
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Affiliation(s)
- Gregory Ang
- Department of Statistics and Data Science, National University of Singapore, Singapore, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yot Teerawattananon
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Health Intervention and Technology Assessment Program, Ministry of Public Health, Nonthaburi, Thailand
| | - Falk Müller-Riemenschneider
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Digital Health Center, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Cynthia Chen
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA, United States
- Department of Non-Communicable Disease Epidemiology, The London School of Hygiene & Tropical Medicine, London, United Kingdom
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Verma S, Leiter LA, Mangla KK, Nielsen NF, Hansen Y, Bonaca MP. Epidemiology and Burden of Peripheral Artery Disease in People With Type 2 Diabetes: A Systematic Literature Review. Diabetes Ther 2024; 15:1893-1961. [PMID: 39023686 PMCID: PMC11330435 DOI: 10.1007/s13300-024-01606-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Accepted: 05/31/2024] [Indexed: 07/20/2024] Open
Abstract
Type 2 diabetes (T2D) and lower-extremity peripheral artery disease (PAD) are growing global health problems associated with considerable cardiovascular (CV) and limb-related morbidity and mortality, poor quality of life and high healthcare resource use and costs. Diabetes is a well-known risk factor for PAD, and the occurrence of PAD in people with T2D further increases the risk of long-term complications. As the available evidence is primarily focused on the overall PAD population, we undertook a systematic review to describe the burden of comorbid PAD in people with T2D. The MEDLINE, Embase and Cochrane Library databases were searched for studies including people with T2D and comorbid PAD published from 2012 to November 2021, with no restriction on PAD definition, study design or country. Hand searching of conference proceedings, reference lists of included publications and relevant identified reviews and global burden of disease reports complemented the searches. We identified 86 eligible studies, mostly observational and conducted in Asia and Europe, presenting data on the epidemiology (n = 62) and on the clinical (n = 29), humanistic (n = 12) and economic burden (n = 12) of PAD in people with T2D. The most common definition of PAD relied on ankle-brachial index values ≤ 0.9 (alone or with other parameters). Incidence and prevalence varied substantially across studies; nonetheless, four large multinational randomised controlled trials found that 12.5%-22% of people with T2D had comorbid PAD. The presence of PAD in people with T2D was a major cause of lower-limb and CV complications and of all-cause and CV mortality. Overall, PAD was associated with poor quality of life, and with substantial healthcare resource use and costs. To our knowledge, this systematic review provides the most comprehensive overview of the evidence on the burden of PAD in people with T2D to date. In this population, there is an urgent unmet need for disease-modifying agents to improve outcomes.
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Affiliation(s)
- Subodh Verma
- Division of Cardiac Surgery, Li Ka Shing Knowledge Institute of St. Michael's Hospital, Unity Health Toronto, University of Toronto, Toronto, ON, Canada.
| | - Lawrence A Leiter
- Division of Endocrinology and Metabolism, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Unity Health Toronto, University of Toronto, Toronto, ON, Canada
| | | | | | | | - Marc P Bonaca
- CPC Clinical Research, Cardiology and Vascular Medicine, University of Colorado, Aurora, CO, USA
- University of Colorado School of Medicine, Aurora, CO, USA
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Tan V, Lim J, Akksilp K, Chow WL, Ma S, Chen C. The societal cost of modifiable risk factors in Singapore. BMC Public Health 2023; 23:1285. [PMID: 37403019 PMCID: PMC10318651 DOI: 10.1186/s12889-023-16198-2] [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: 04/25/2023] [Accepted: 06/27/2023] [Indexed: 07/06/2023] Open
Abstract
BACKGROUND Singapore is one of the most rapidly ageing populations in the world. Nearly half of all disease burdens in Singapore are attributable to modifiable risk factors. This indicates that many illnesses are preventable by modifying behaviours such as increasing physical activity levels or maintaining a healthy diet. Prior cost-of-illness studies have estimated the cost of selected modifiable risk factors. However, no local study has compared costs between groups of modifiable risks. This study aims to estimate the societal cost attributable to a comprehensive list of modifiable risks in Singapore. METHODS Our study builds on the comparative risk assessment framework from the Global Burden of Disease (GBD) 2019 study. A top-down prevalence-based cost-of-illness approach was undertaken to estimate the societal cost of modifiable risks in 2019. These include healthcare costs from inpatient hospitalisation and productivity losses from absenteeism and premature mortality. RESULTS Metabolic risks had the highest total cost of US$1.62 billion (95% uncertainty interval [UI] US$1.51-1.84 billion), followed by lifestyle risks of US$1.40 billion (95% UI US$1.36-1.66 billion) and substance risks of US$1.15 billion (95% UI US$1.10-1.24 billion). Across the risk factors, the costs were driven by productivity losses, heavily skewed towards the older working-age group and among males. Most of the costs were driven by cardiovascular diseases. CONCLUSION This study provides evidence of the high societal cost of modifiable risks and highlights the importance of developing holistic public health promotion programmes. As modifiable risks often do not occur in isolation, implementing effective population-based programmes targeting multiple modifiable risks has a strong potential to manage the cost of the rising disease burden in Singapore.
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Affiliation(s)
- Vanessa Tan
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, #09-01T, Singapore, 117549, Singapore
| | - Julian Lim
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, #09-01T, Singapore, 117549, Singapore
| | - Katika Akksilp
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, #09-01T, Singapore, 117549, Singapore
| | - Wai Leng Chow
- Epidemiology & Disease Control Division, Ministry of Health, Singapore, Singapore
| | - Stefan Ma
- Epidemiology & Disease Control Division, Ministry of Health, Singapore, Singapore
| | - Cynthia Chen
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, #09-01T, Singapore, 117549, Singapore.
- Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, USA.
- Department of Non-Communicable Disease Epidemiology, The London School of Hygiene & Tropical Medicine, London, UK.
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Ong CY, Lee WCD, Low SG, Low LL, Vasanwala FF. Attitudes and perceptions of people with diabetes mellitus on patient self-management in diabetes mellitus: a Singapore hospital's perspective. Singapore Med J 2023; 64:467-474. [PMID: 35083371 PMCID: PMC10395802 DOI: 10.11622/smedj.2022006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 11/11/2020] [Indexed: 11/18/2022]
Affiliation(s)
- Chong Yau Ong
- Department of Medicine, Newcastle University Medicine Malaysia, Johor, Malaysia
| | | | - Sher Guan Low
- Post-Acute & Continuing Care, SingHealth Community Hospitals, Singapore
| | - Lian Leng Low
- Post-Acute & Continuing Care, SingHealth Community Hospitals, Singapore
- Department of Family Medicine Continuing Care, Singapore General Hospital, Singapore
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Lin Htun H, Lian W, Pin Phua H, Yidong Lim M, Peng Lim Quek T, Ek Kwang Chew Conceptualisation D, Lim WY. Glycated haemoglobin trajectories and one-year risk of potentially avoidable hospitalisations among adult type 2 diabetes patients seeking care at specialist outpatient clinics of a tertiary hospital: a cohort study. Diabetes Res Clin Pract 2023:110737. [PMID: 37285967 DOI: 10.1016/j.diabres.2023.110737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 05/15/2023] [Accepted: 05/28/2023] [Indexed: 06/09/2023]
Abstract
AIM To evaluate the association between trajectories of glycated haemoglobin (HbA1c) and potentially avoidable hospitalisations (PAH). METHODS We performed a cohort study in a tertiary hospital in Singapore among adult type 2 diabetes patients with ≥3HbA1c tests over two years. Then, we followed up for one year after the last HbA1c reading. Glycaemic control was analysed by (1)HbA1c trajectories through group-based trajectory modelling, and (2)mean HbA1c. PAH was defined using the Agency of Healthcare Research and Quality criteria, categorising as overall, acute, chronic, diabetes-composites. RESULTS A total of 14923 patients (mean age:62.9±12.8 years;55.2% men)were included. Four HbA1c trajectories were observed; low-stable(n=9854,66.0%), moderate-stable(n=3125,20.9%), high-decrease(n=1017,6.8%) and high-persistent(n=927,6.2%). Compared to the low-stable trajectory, one-year risk ratio(RR) and 95%CI, respectively for moderate-stable, high-decrease and high-persistent trajectories were as follows:(1)overall PAH:1.15(1.00-1.31),1.53(1.31-1.80),1.96(1.58-2.43);(2)diabetes PAH:1.30(1.04-1.64),1.98(1.55-2.53),2.24(1.59-3.15);(3)acute PAH:1.14(0.90-1.44),1.29(0.95-1.77),1.75(1.17-2.62); and (4)chronic PAH:1.21(1.02-1.43),1.62(1.34-1.97),2.14(1.67-2.75). Mean HbA1c was significantly associated with overall and chronic-composites of PAH whilst evidence of a non-linear relationship with diabetes-composite of PAH was noted. CONCLUSION Patients with high-decrease trajectory had a risk lower than those with persistently-high HbA1c, highlighting that a greater risk of hospitalisation conferred by poor glycaemic control is potentially reversible. Determining HbA1c trajectories could help to identify the high-risk individuals for targeted and intensive management to improve care and reduce hospitalisations.
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Affiliation(s)
- Htet Lin Htun
- Department of Preventive and Population Medicine, Office of Clinical Epidemiology, Analytics, and Knowledge (OCEAN), Tan Tock Seng Hospital, Singapore
| | - Weixiang Lian
- Department of Preventive and Population Medicine, Office of Clinical Epidemiology, Analytics, and Knowledge (OCEAN), Tan Tock Seng Hospital, Singapore
| | - Hwee Pin Phua
- Department of Preventive and Population Medicine, Office of Clinical Epidemiology, Analytics, and Knowledge (OCEAN), Tan Tock Seng Hospital, Singapore
| | - Moses Yidong Lim
- Department of Preventive and Population Medicine, Office of Clinical Epidemiology, Analytics, and Knowledge (OCEAN), Tan Tock Seng Hospital, Singapore
| | | | | | - Wei-Yen Lim
- Department of Preventive and Population Medicine, Office of Clinical Epidemiology, Analytics, and Knowledge (OCEAN), Tan Tock Seng Hospital, Singapore.
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Pan Q, Fei S, Zhang L, Chen H, Luo J, Wang W, Xiao F, Guo L. How does diabetic peripheral neuropathy impact patients' burden of illness and the economy? A retrospective study in Beijing, China. Front Public Health 2023; 11:1164536. [PMID: 37250086 PMCID: PMC10213523 DOI: 10.3389/fpubh.2023.1164536] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 04/12/2023] [Indexed: 05/31/2023] Open
Abstract
Objective Diabetic peripheral neuropathy (DPN) causes significant illness in patients and has a negative impact on the economy. The objective of this study is to evaluate the cost and quantity of anti-diabetic drugs needed by patients with or without DPN, as well as their variation trends in Beijing between 2016 and 2018. Methods This observational cross-sectional study used data on diabetic patients with outpatient medication records obtained from Beijing Medical Insurance from 2016 to 2018. The medications, comorbidities, diabetes-related complications, treatment strategies, and costs of drug treatment were compared between DPN patients and non-DPN patients. Results Of the 28,53,036 diabetic patients included in the study, 3,75,216 (13.15%) had DPN and 1,87,710 (50.03%) of the DPN patients were women. Compared with non-DPN patients, DPN patients used more mediations (4.7 ± 2.47 vs. 3.77 ± 2.32, p < 0.0001, in 2018) to treat related complications and comorbidities (2.03 ± 1.2 vs. 1.71 ± 1.05; 2.68 ± 1.93 vs. 2.06 ± 1.86, p < 0.0001, respectively, in 2018). The total annual costs of drug treatment were higher in DPN patients than in non-DPN patients (¥12583.25 ± 10671.48 vs. ¥9810.91 ± 9234.14, p < 0.0001, in 2018). The usage of DDP4i increased from 2.55 to 6.63% in non-DPN patients and from 4.45 to 10.09% in DPN patients from 2017 to 2018. Conclusions The number of comorbidities, diabetic complications, medications, and annual drug treatment costs were greater in DPN patients than in non-DPN patients.
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Affiliation(s)
- Qi Pan
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Sijia Fei
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
- Graduate School of Peking Union Medical College, Beijing, China
| | - Lina Zhang
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Huan Chen
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
- Graduate School of Peking Union Medical College, Beijing, China
| | - Jingyi Luo
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Weihao Wang
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Fei Xiao
- The Key Laboratory of Geriatrics, Beijing Institution of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
| | - Lixin Guo
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China
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Jalilian H, Heydari S, Imani A, Salimi M, Mir N, Najafipour F. Economic burden of type 2 diabetes in Iran: A cost-of-illness study. Health Sci Rep 2023; 6:e1120. [PMID: 36824619 PMCID: PMC9941092 DOI: 10.1002/hsr2.1120] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 02/07/2023] [Accepted: 02/08/2023] [Indexed: 02/23/2023] Open
Abstract
Background and Aims Type 2 diabetes mellitus (T2DM) is a prevalent public health problem worldwide, and the economic burden of the disease poses one of the main challenges for health systems in low- and middle-income countries. This study aimed to estimate the economic burden of T2DM in Iran, in 2018. Methods This was a cost-of-illness study. Three hundred and seventy-five patients with T2DM who were referred to Imam Reza and Sina's educational and therapeutic centers and Asad Abadi clinic in Tabriz, Iran, in 2018 were included. A researcher-constructed checklist was used for data collection. Data were analyzed using EXCEL and SPSS software version 22. Results Total economic burden of diabetes was estimated at 152,443,862,480.3 (purchasing power parity [PPP], Current International $) (approximately 7.69% of GDP, PPP, Current International $). The mean total direct and indirect costs were 11,278.68 (PPP) (62.35% of mean total cost) and 6808.88 (PPP, Current International $) (37.64% of the total cost), respectively. The mean total direct medical cost and the direct nonmedical cost were 10,819.43 (PPP, Current International $) (59.81% of mean total cost) and 459.24 (PPP, Current International $) (2.53% of mean total cost) per patient, respectively. Besides, the mean direct medical cost was 6.18 times the total per capita expenditure on health, and the total direct medical cost was 8.9% times the total expenditure on health. Conclusion Diabetes imposes a substantial economic burden on patients, health systems, and the whole economy. Besides, since the cost of the disease in patients treated with insulin and those with diabetes complications is significantly higher, the reinforcement of self-care measures and focusing on modifying lifestyle (dietary modification and physical activity) in patients with T2DM can significantly reduce the costs of the disease.
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Affiliation(s)
- Habib Jalilian
- Department of Health Services Management, School of HealthAhvaz Jundishapur University of Medical SciencesAhvazIran
- Endocrine Research CenterTabriz University of Medical SciencesTabrizIran
| | - Somayeh Heydari
- Endocrine Research CenterTabriz University of Medical SciencesTabrizIran
| | - Ali Imani
- Endocrine Research CenterTabriz University of Medical SciencesTabrizIran
- Health Economics Department, Tabriz Health Service Management Research CenterTabriz University of Medical SciencesTabrizIran
| | - Mozhgan Salimi
- Endocrine Research CenterTabriz University of Medical SciencesTabrizIran
| | - Nazanin Mir
- Health Management and Economics Research CenterIran University of Medical SciencesTehranIran
| | - Farzad Najafipour
- Endocrine Research CenterTabriz University of Medical SciencesTabrizIran
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Butt MD, Ong SC, Wahab MU, Rasool MF, Saleem F, Hashmi A, Sajjad A, Chaudhry FA, Babar ZUD. Cost of Illness Analysis of Type 2 Diabetes Mellitus: The Findings from a Lower-Middle Income Country. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph191912611. [PMID: 36231911 PMCID: PMC9566593 DOI: 10.3390/ijerph191912611] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Revised: 09/27/2022] [Accepted: 09/28/2022] [Indexed: 06/02/2023]
Abstract
BACKGROUND Diabetes is a major chronic illness that negatively influences individuals and society. Therefore, this research aimed to analyze and evaluate the cost associated with diabetes management, specific to the Pakistani Type 2 diabetes population. Research scheme and methods: A survey randomly collected information and data from diabetes patients throughout Pakistan out-patient clinics. Direct and indirect costs were evaluated, and data were analyzed with descriptive and inferential statistics. RESULTS An overall of 1839 diabetes patients participated in the study. The results have shown that direct and indirect costs are positively associated with the participants' socio-demographic characteristics, except for household income and educational status. The annual total cost of diabetes care was USD 740.1, amongst which the share of the direct cost was USD 646.7, and the indirect cost was USD 93.65. Most direct costs comprised medicine (USD 274.5) and hospitalization (USD 319.7). In contrast, the productivity loss of the patients had the highest contribution to the indirect cost (USD 81.36). CONCLUSION This study showed that direct costs significantly contributed to diabetes's overall cost in Pakistan and overall diabetes management estimated to be 1.67% (USD 24.42 billion) of the country's total gross domestic product. The expense of medications and hospitalization mostly drove the direct cost. Additionally, patients' loss of productivity contributed significantly to the indirect cost. It is high time for healthcare policymakers to address this huge healthcare burden. It is time to develop a thorough diabetes management plan to be implemented nationwide.
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Affiliation(s)
- Muhammad Daoud Butt
- School of Pharmaceutical Sciences, Universiti Sains Malaysia, Penang 11800, Malaysia
| | - Siew Chin Ong
- School of Pharmaceutical Sciences, Universiti Sains Malaysia, Penang 11800, Malaysia
| | - Muhammad Umar Wahab
- Consultant Diabetologist, Umar Diabetes and Foot Care Centre, Umar Diabetes Foundation, Office 1, Executive Complex, G8 Markaz, Islamabad 46000, Pakistan
| | - Muhammad Fawad Rasool
- Department of Pharmacy Practice, Faculty of Pharmacy, Bahauddin Zakariya University, Multan 60800, Pakistan
| | - Fahad Saleem
- Department of Pharmacy Practice, Faculty of Pharmacy & Health Sciences, University of Baluchistan, Quetta 87300, Pakistan
| | - Adnan Hashmi
- Department of Pharmacy Practice, Faculty of Pharmacy, Bahauddin Zakariya University, Multan 60800, Pakistan
| | - Ahsan Sajjad
- Consultant Diabetologist, Umar Diabetes and Foot Care Centre, Umar Diabetes Foundation, Office 1, Executive Complex, G8 Markaz, Islamabad 46000, Pakistan
- Ibn Sina Community Clinic South Wilcrest Drive, Houston, TX 77099, USA
| | | | - Zaheer-Ud-Din Babar
- Department of Pharmacy, University of Huddersfield, Huddersfield HD1 3DH, UK
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Roystonn K, Lau JH, AshaRani PV, Siva Kumar FD, Wang P, Sum CF, Lee ES, Chong SA, Subramaniam M. Recognition of diabetes and sociodemographic predictors: results of a cross-sectional nationwide population-based survey in Singapore. BMJ Open 2022; 12:e050425. [PMID: 35232779 PMCID: PMC8889315 DOI: 10.1136/bmjopen-2021-050425] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
OBJECTIVE To assess recognition of diabetes among a nationally representative multiethnic sample of Singapore's general public. Also, to explore the sociodemographic predictors associated with the ability to correctly recognise diabetes. DESIGN AND SETTING This was a cross-sectional vignette-based survey. Respondents were instructed to read the vignette, then answer the open-ended question, 'What do you think the person in the vignette is suffering from?' PARTICIPANTS A sample of 2895 household residents aged 18 years and above, of which 436 were persons with diabetes. RESULTS 82.7% could correctly recognise diabetes in the vignette. Overall, recognition was significantly higher among respondents aged 35-49 years (OR 1.85, 95% CI 1.15 to 2.98), 50-64 years (OR 2.06, 95% CI 1.19 to 3.56), ethnic Malays (OR 1.39, 95% CI 1.02 to 1.89) and persons with diabetes (OR 2.64, 95% CI 1.38 to 5.08). By contrast, male (OR 0.64, 95% CI 0.46 to 0.90), ethnic Others (OR 0.59, 95% CI 0.37 to 0.93) and the unemployed (OR 0.48, 95% CI 0.25 to 0.92) were significantly associated with poor recognition of diabetes. CONCLUSION Overall public recognition of diabetes was high, but the significant gaps in knowledge in certain demographic groups were of concern. Public health interventions aimed at preventing and controlling diabetes should continue to target all members of the population with accurate and appropriate information. Ongoing efforts of diabetes awareness and screening programmes need to be improved, particularly for young adults, males and the unemployed.
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Affiliation(s)
| | - Jue Hua Lau
- Research Division, Institute of Mental Health, Singapore
| | - P V AshaRani
- Research Division, Institute of Mental Health, Singapore
| | | | - Peizhi Wang
- Research Division, Institute of Mental Health, Singapore
| | - Chee Fang Sum
- Admiralty Medical Centre, Khoo Teck Puat Hospital, Singapore
| | - Eng Sing Lee
- Clinical Research Unit, National Healthcare Group, Singapore
| | - Siow Ann Chong
- Research Division, Institute of Mental Health, Singapore
| | - Mythily Subramaniam
- Research Division, Institute of Mental Health, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
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11
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Aravindakshan R, Abraham SB, Aiyappan R. Medication Adherence to Oral Hypoglycemic Drugs among Individuals with Type 2 Diabetes Mellitus - A Community Study. Indian J Community Med 2021; 46:503-507. [PMID: 34759497 PMCID: PMC8575238 DOI: 10.4103/ijcm.ijcm_985_20] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 08/02/2021] [Indexed: 11/04/2022] Open
Abstract
Context Control of diabetes mellitus is a global challenge and nonadherence to diabetic medications is a public health concern. Factors related to patients, medications, and system can contribute to nonadherence. Aims We aimed to determine self-reported adherence to oral hypoglycemics and to understand the determinants of medication adherence in a group of adult diabetics in South Kerala. Methods A cross-sectional survey was conducted among 218 diabetic individuals. An eight-item questionnaire to assess the level of adherence and a structured interview schedule were administered to meet the objectives. Adherence was categorized as poor, moderate and high, based on k-means cluster analysis. Results The proportion of good adherence was 60.09%. Higher age, male gender, nonalcoholic, higher family income, higher frequency of blood glucose monitoring, and controlled blood sugar level were independent predictors of good adherence. Conclusion The proportion of individuals with poor medication adherence is low. Focus must be on determining factors influencing medication nonadherence.
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Affiliation(s)
- Rajeev Aravindakshan
- Department of Community and Family Medicine, All India Institute of Medical Sciences (AIIMS), Mangalagiri, Andhra Pradesh, India
| | - Sherin Billy Abraham
- Unit of Health Sciences, Faculty of Social Sciences, Tampere University, Finland
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12
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Tan LE, Tan WHG, Aziz MIA, Koh MS, Tay TR, Pearce F, Ng K. Assessing the cost-effectiveness of mepolizumab as add-on therapy to standard of care for severe eosinophilic asthma in Singapore. J Asthma 2020; 59:189-199. [PMID: 33058740 DOI: 10.1080/02770903.2020.1837158] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
OBJECTIVE To evaluate the cost-effectiveness of mepolizumab added to standard of care (SOC) compared with SOC alone among patients with severe uncontrolled eosinophilic asthma in the Singapore setting. METHODS A Markov model with three health states (asthma on mepolizumab and SOC, asthma on SOC alone, and death) was developed from a healthcare system perspective over a lifetime horizon. During each 4-week cycle, patients in the non-death health states could experience asthma exacerbations requiring oral corticosteroid burst, emergency department visit, or hospitalization. Asthma-related mortality following an exacerbation or all-cause mortality could also occur at each cycle. The model was populated using local costs while utilities were derived from international literature. Transition probabilities were obtained from a mixture of Singapore-specific and internationally published data. RESULTS The base-case analysis comparing mepolizumab plus SOC with SOC alone resulted in an incremental cost-effectiveness ratio (ICER) of SGD335 486 (USD238 195) per quality-adjusted life-year (QALY) gained. Sensitivity analysis demonstrated that the ICER was most sensitive to the price of mepolizumab, followed by the proportion of exacerbations which required hospital intensive care. Despite restricting mepolizumab use to patients with a higher baseline exacerbation rate (3 in the past year) in a scenario analysis, the ICER remained high at SGD238 876 (USD 169 602) per QALY gained. CONCLUSION At its current price, mepolizumab is not considered a cost-effective use of healthcare resources in Singapore. Substantial price reductions for mepolizumab are required to improve its cost-effectiveness to an acceptable range. These results will be useful to inform national funding decisions.
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Affiliation(s)
- Ling Eng Tan
- Ministry of Health, Agency for Care Effectiveness, Singapore, Singapore
| | | | | | - Mariko Siyue Koh
- Department of Respiratory and Critical Care Medicine, Singapore General Hospital, Singapore, Singapore.,Office of Clinical, Academic and Faculty Affairs, Duke NUS Medical School, Singapore, Singapore
| | - Tunn Ren Tay
- Department of Respiratory and Critical Care Medicine, Changi General Hospital, Singapore, Singapore
| | - Fiona Pearce
- Ministry of Health, Agency for Care Effectiveness, Singapore, Singapore
| | - Kwong Ng
- Ministry of Health, Agency for Care Effectiveness, Singapore, Singapore
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13
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Teo LM, Lim WY, Ke Y, Sia IKL, Gui CH, Abdullah HR. A prospective observational prevalence study of elevated HbA1c among elective surgical patients. Sci Rep 2020; 10:19067. [PMID: 33149252 PMCID: PMC7642441 DOI: 10.1038/s41598-020-76105-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 10/23/2020] [Indexed: 01/14/2023] Open
Abstract
Type 2 Diabetes Mellitus (DM) is a chronic disease with high prevalence worldwide. Using glycated haemoglobin (HbA1c) as a surrogate for potential pre-DM and DM conditions, our primary objective was to determine the HbA1c epidemiology in non-cardiac elective surgical patients in Singapore. Our secondary aim was to identify risk factors associated with elevated HbA1c. We conducted a prospective, observational single-centre study in adult patients. HbA1c screening was performed. Patient demographics and comorbidities were recorded. Patients were divided into those with HbA1C ≤ 6.0% and HbA1C ≥ 6.1%. Regression analyses were performed to identify associated factors. Subgroup analysis was performed comparing patients with HbA1C ≥ 6.1% and HbA1C ≥ 8.0%. Of the 875 patients recruited, 182 (20.8%) had HbA1c ≥ 6.1%, of which 32 (3.7%) had HbA1c ≥ 8%. HbA1C ≥ 6.1% was associated with Indian ethnicity [1.07 (1.01-1.13), p = 0.023], BMI > 27.5 [1.07 (1.02-1.11), p = 0.002], higher preoperative random serum glucose [1.03 (1.02-1.04), p < 0.001], pre-existing diagnosis of DM [1.85 (1.75-1.96), p < 0.001] and prediabetes [1.44 (1.24-1.67), p < 0.001], and peripheral vascular disease [1.30 (1.10-1.54), p = 0.002]. HbA1c ≥ 8% had an additional association with age > 60 years [0.96 (0.93-0.99), p = 0.017]. The prevalence of elevated HbA1c is high among the surgical population. Targeted preoperative HbA1c screening for at-risk elective surgical patients reduces cost, allowing focused use of healthcare resources.
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Affiliation(s)
- L M Teo
- Division of Anaesthesiology and Perioperative Medicine, Sengkang General Hospital, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore.
- Duke-NUS (National University of Singapore) Medical School, 8 College Rd, Singapore, 169857, Singapore.
| | - W Y Lim
- Division of Anaesthesiology and Perioperative Medicine, Sengkang General Hospital, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore
| | - Y Ke
- Singhealth Anaesthesiology Residency Program, Division of Anaesthesiology and Perioperative Medicine, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore
| | - I K L Sia
- National University of Singapore, Yong Loo Lin School of Medicine, 1E Kent Ridge Road, Singapore, 119228, Singapore
| | - C H Gui
- National University of Singapore, Yong Loo Lin School of Medicine, 1E Kent Ridge Road, Singapore, 119228, Singapore
| | - H R Abdullah
- Division of Anaesthesiology and Perioperative Medicine, Sengkang General Hospital, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore.
- Duke-NUS (National University of Singapore) Medical School, 8 College Rd, Singapore, 169857, Singapore.
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14
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Pishdad P, Pishdad R, Pishdad GR, Panahi Y. A time to revisit the two oldest prandial anti-diabetes agents: acarbose and repaglinide. Endocrine 2020; 70:307-313. [PMID: 32621047 DOI: 10.1007/s12020-020-02396-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 06/18/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE Compared with newer prandial anti-diabetes agents, repaglinide and acarbose are unique in being globally available in generic versions, being oral, and being the cheapest of all. The aim of this study was to compare their efficacy when used alone or in combination. METHODS In a randomized, double-blind, prospective study, 358 recently diagnosed type 2 diabetes (T2D) patients, who on a combined therapy with metformin and insulin glargine had a fasting plasma glucose (FGP) of <7.2 mmol/L but a 2-h postprandial plasma glucose (2hPPG) >10 mmol/L, were assigned to three groups of additional treatment with either repaglinide, acarbose, or repaglinide-plus-acarbose for 4 months. RESULTS With intention-to-treat analysis, 63% of repaglinide group, 45.4 percent of acarbose group, and 75.7% of repaglinide-plus-acarbose group reached the primary endpoint of 2hPPG < 10 mmol/L while maintaining FPG < 7.2 mmol/L. Treatment adherence rate was 75.6% with repaglinide, 61.4% with acarbose, and 81.3% with repaglinide-plus-acarbose (p = 0.001). Among the groups, weight was significantly lower in acarbose group (p < 0.05). Twenty-one percent of repaglinide patients, 4.9% of acarbose subjects, and 10.3% of repaglinide-plus-acarbose cases reported at least one episode of hypoglycemia (p < 0.005). HbA1C and basal insulin requirement were significantly lower in repaglinide group (p = 0.004, p = 0.0002). Triglycerides were lowest in acarbose group (p = 0.005). CONCLUSIONS Both acarbose and repaglinide were vastly effective in lowering postprandial hyperglycemia of recently diagnosed T2D. When combined, they were even more efficacious and the disease had a better outcome. Compared with newer peers, these two are particularly useful where and when cost consideration in diabetes treatment is a prime concern.
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Affiliation(s)
- Parisa Pishdad
- Shiraz Medical School, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Reza Pishdad
- Department of Internal Medicine, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Gholam Reza Pishdad
- Endocrine and Metabolism Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
| | - Yunes Panahi
- Chemical Injuries Research Center, Tehran's Baqiyatallah University of Medical Sciences, Tehran, Iran
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15
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Chen HY, Kuo S, Su PF, Wu JS, Ou HT. Health Care Costs Associated With Macrovascular, Microvascular, and Metabolic Complications of Type 2 Diabetes Across Time: Estimates From a Population-Based Cohort of More Than 0.8 Million Individuals With Up to 15 Years of Follow-up. Diabetes Care 2020; 43:1732-1740. [PMID: 32444454 PMCID: PMC7372047 DOI: 10.2337/dc20-0072] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Accepted: 04/20/2020] [Indexed: 02/06/2023]
Abstract
OBJECTIVE Developing country-specific unit-cost catalogs is a key area for advancing economic research to improve medical and policy decisions. However, little is known about how health care costs vary by type 2 diabetes (T2D) complications across time in Asian countries. We sought to quantify the economic burden of various T2D complications in Taiwan. RESEARCH DESIGN AND METHODS A nationwide, population-based, longitudinal study was conducted to analyze 802,429 adults with newly diagnosed T2D identified during 1999-2010 and followed up until death or 31 December 2013. Annual health care costs associated with T2D complications were estimated, with multivariable generalized estimating equation models adjusted for individual characteristics. RESULTS The mean annual health care cost was $281 and $298 (2017 U.S. dollars) for a male and female, respectively, diagnosed with T2D at age <50 years, with diabetes duration of <5 years, and without comorbidities, antidiabetic treatments, and complications. Depression was the costliest comorbidity, increasing costs by 64-82%. Antidiabetic treatments increased costs by 72-126%. For nonfatal complications, costs increased from 36% (retinopathy) to 202% (stroke) in the event year and from 13% (retinopathy or neuropathy) to 49% (heart failure) in subsequent years. Costs for the five leading costly nonfatal subtype complications increased by 201-599% (end-stage renal disease with dialysis), 37-376% (hemorrhagic/ischemic stroke), and 13-279% (upper-/lower-extremity amputation). For fatal complications, costs increased by 1,784-2,001% and 1,285-1,584% for cardiovascular and other-cause deaths, respectively. CONCLUSIONS The cost estimates from this study are crucial for parameterizing diabetes economic simulation models to quantify the economic impact of clinical outcomes and determine cost-effective interventions.
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Affiliation(s)
- Hsuan-Ying Chen
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Shihchen Kuo
- Division of Metabolism, Endocrinology and Diabetes, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI
| | - Pei-Fang Su
- Department of Statistics, College of Management, National Cheng Kung University, Tainan, Taiwan
| | - Jin-Shang Wu
- Department of Family Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Family Medicine, National Cheng Kung University Hospital, Tainan, Taiwan
- Division of Family Medicine, National Cheng Kung University Hospital, Dou-Liu Branch, Douliu, Taiwan
| | - Huang-Tz Ou
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Pharmacy, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Pharmacy, National Cheng Kung University Hospital, Tainan, Taiwan
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16
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Sase Y, Kumagai D, Suzuki T, Yamashina H, Tani Y, Fujiwara K, Tanikawa T, Enomoto H, Aoyama T, Nagai W, Ogasawara K. Characteristics of Type-2 Diabetics Who are Prone to High-Cost Medical Care Expenses by Bayesian Network. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17155271. [PMID: 32707809 PMCID: PMC7432350 DOI: 10.3390/ijerph17155271] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 07/07/2020] [Accepted: 07/18/2020] [Indexed: 01/04/2023]
Abstract
Objective: This study aims to determine the characteristics of Type 2 diabetic patients who are more likely to cause high-cost medical expenses using the Bayesian network model. Methods: The 2011-2015 receipt data of Iwamizawa city, Japan were collected from the National Health Insurance Database. From the record, we identified patients with Type 2 diabetes with the following items: age, gender, area, number of days provided medical services, number of diseases, number of medical examinations, annual healthcare expenditures, and the presence or absence of hospitalization. The Bayesian network model was applied to identify the characteristics of the patients, and four observed values were changed using a model for patients who paid at least 3607 USD a year for medical expenses. The changes in the conditional probability of the annual healthcare expenditures and changes in the percentage of patients with high-cost medical expenses were analyzed. Results: After changing the observed value, the percentage of patients with high-cost medical expense reimbursement increased when the following four conditions were applied: the patient "has ever been hospitalized", "had been provided medical services at least 18 days a year", "had at least 14 diseases listed on medical insurance receipts", and "has not had specific health checkups in five years". Conclusions: To prevent an excessive rise in healthcare expenditures in Type 2 diabetic patients, measures against complications and promoting encouragement for them to undergo specific health checkups are considered as effective.
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Affiliation(s)
- Yuji Sase
- Faculty of Medical Informatics, Hokkaido Information University, Hokkaido 069-8585, Japan;
| | - Daiki Kumagai
- School of Health Sciences, Hokkaido University, Hokkaido 060-0812, Japan;
| | - Teppei Suzuki
- Art & Sports Business, Iwamizawa, Hokkaido University of Education, Hokkaido 068-8642, Japan;
- Faculty of Health Sciences, Hokkaido University, Hokkaido 060-0812, Japan;
| | - Hiroko Yamashina
- Faculty of Health Sciences, Hokkaido University, Hokkaido 060-0812, Japan;
| | - Yuji Tani
- Department of Medical Informatics and Hospital Management, Asahikawa Medical University, Hokkaido 078-8510, Japan;
| | - Kensuke Fujiwara
- Graduate School of Commerce, Otaru University of Commerce, Hokkaido 047-8501, Japan;
| | - Takumi Tanikawa
- Faculty of Health Sciences, Hokkaido University of Science, Hokkaido 006-8585, Japan;
| | - Hisashi Enomoto
- Iwamizawa City, Hokkaido 068-0828, Japan; (H.E.); (T.A.); (W.N.)
| | - Takeshi Aoyama
- Iwamizawa City, Hokkaido 068-0828, Japan; (H.E.); (T.A.); (W.N.)
| | - Wataru Nagai
- Iwamizawa City, Hokkaido 068-0828, Japan; (H.E.); (T.A.); (W.N.)
| | - Katsuhiko Ogasawara
- Faculty of Health Sciences, Hokkaido University, Hokkaido 060-0812, Japan;
- Correspondence: ; Tel.: +81-11-706-3409
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17
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Tan KW, Dickens BSL, Cook AR. Projected burden of type 2 diabetes mellitus-related complications in Singapore until 2050: a Bayesian evidence synthesis. BMJ Open Diabetes Res Care 2020; 8:8/1/e000928. [PMID: 32184203 PMCID: PMC7076230 DOI: 10.1136/bmjdrc-2019-000928] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 01/16/2020] [Accepted: 02/09/2020] [Indexed: 12/13/2022] Open
Abstract
OBJECTIVE We examined the effects of age, gender, and ethnicity on the risk of acute myocardial infarction, stroke, and end-stage renal disease according to type 2 diabetes mellitus status among adults aged 40-79 in Singapore. METHODS A Bayesian inference framework was used to derive age-specific, gender-specific and ethnicity-specific prevalence of type 2 diabetes mellitus from the 2010 Singapore National Health Survey, and age-standardized gender and ethnicity-specific incidence rates of acute myocardial infarction, stroke and end-stage renal disease from the National Registry of Diseases Office. Population forecasts were used in tandem with incidence rates to project the future chronic disease burden until 2050. RESULTS The highest relative risk of acute myocardial infarction was observed in the youngest age group (aged 40-44), with higher relative risk for women (men: 4.3 (2.7-6.4); women: 16.9 (9.3-28.3)). A similar trend was observed for stroke (men: 6.5 (4.2-9.7); women: 10.7 (6.0-17.4)). For end-stage renal disease, the highest relative risk was for men aged 45-50 (11.8 (8.0-16.9)) and women aged 55-60 (16.4 (10.7-24.0)). The annual incidence of acute myocardial infarction is projected to rise from 9300 (in 2019) to 16 400 (in 2050), the number of strokes from 7300 to 12 800, and the number of end-stage renal disease cases from 1700 to 2700. CONCLUSIONS Type 2 diabetes mellitus was associated with an increased risk of complications and is modulated by age and gender. Prevention and early detection of type 2 diabetes mellitus can reduce the increasing burden of secondary complications.
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Affiliation(s)
- Ken Wei Tan
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore
| | - Borame Sue Lee Dickens
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore
| | - Alex R Cook
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore
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Afroz A, Alam K, Ali L, Karim A, Alramadan MJ, Habib SH, Magliano DJ, Billah B. Type 2 diabetes mellitus in Bangladesh: a prevalence based cost-of-illness study. BMC Health Serv Res 2019; 19:601. [PMID: 31455307 PMCID: PMC6712789 DOI: 10.1186/s12913-019-4440-3] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 08/19/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The economic burden of type 2 diabetes has not been adequately investigated in many low- and lower middle-income countries, including Bangladesh. The aim of this study was to estimate the cost-of-illness of type 2 diabetes and to find its determinants in Bangladesh. METHODS A cross-sectional study was conducted in 2017 to recruit 1253 participants with type 2 diabetes from six diabetes hospitals, providing primary to tertiary health care services, located in the northern and central regions of Bangladesh. A structured questionnaire was used for face-to-face interviewing to collect non-clinical data. Patients' medical records were reviewed for clinical data and hospital records were reviewed for hospitalisation data. Cost was calculated from the patient's perspective using a bottom-up methodology. The direct costs for each patient and indirect costs for each patient and their attendants were calculated. The micro-costing approach was used to calculate direct cost and the human capital approach was used to calculate indirect cost. Median regression analysis was performed to identify the determinants of average annual cost. RESULTS Among the participants, 54% were male. The mean (±SD) age was 55.1 ± 12.5 years and duration of diabetes was 10.7 ± 7.7 years. The average annual cost was US$864.7 per patient. Medicine cost accounted for 60.7% of the direct cost followed by a hospitalisation cost of 27.7%. The average annual cost for patients with hospitalisation was 4.2 times higher compared to those without hospitalisation. Being females, use of insulin, longer duration of diabetes, and presence of diabetes complications were significantly related to the average annual cost per patient. CONCLUSIONS The cost of diabetes care is considerably high in Bangladesh, and it is primarily driven by the medicine and hospitalisation costs. Optimisation of diabetes management by positive lifestyle changes is urgently required for prevention of comorbidities and complications, which in turn will reduce the cost.
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Affiliation(s)
- Afsana Afroz
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, 553 St. Kilda Rd., Level 4, Melbourne, VIC 3004 Australia
| | - Khurshid Alam
- School of Population and Global Health, The University of Western Australia, Perth, Australia
| | - Liaquat Ali
- Bangladesh University of Health Sciences (BUHS), Dhaka, Bangladesh
| | - Afsana Karim
- Bangladesh Institute of Research and Rehabilitation in Diabetes Endocrine and Metabolic Disorders (BIRDEM), Dhaka, Bangladesh
| | - Mohammed J. Alramadan
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, 553 St. Kilda Rd., Level 4, Melbourne, VIC 3004 Australia
| | - Samira Humaira Habib
- Bangladesh Institute of Research and Rehabilitation in Diabetes Endocrine and Metabolic Disorders (BIRDEM), Dhaka, Bangladesh
| | - Dianna J. Magliano
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, 553 St. Kilda Rd., Level 4, Melbourne, VIC 3004 Australia
- BakerIDI Heart and Diabetes Institute, Melbourne, Australia
| | - Baki Billah
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, 553 St. Kilda Rd., Level 4, Melbourne, VIC 3004 Australia
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Afroz A, Ali L, Karim MN, Alramadan MJ, Alam K, Magliano DJ, Billah B. Glycaemic Control for People with Type 2 Diabetes Mellitus in Bangladesh - An urgent need for optimization of management plan. Sci Rep 2019; 9:10248. [PMID: 31308457 PMCID: PMC6629620 DOI: 10.1038/s41598-019-46766-9] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Accepted: 06/28/2019] [Indexed: 12/22/2022] Open
Abstract
AIMS The objective of this study was to identify the determinants of glycaemic control among people with type 2 diabetes mellitus in Bangladesh. A cross-sectional study was carried out during March to September 2017, and 1253 adult patients with type 2 diabetes mellitus were recruited from six hospitals. Data were collected from patients via face-to-face interview, and their medical records were reviewed. Multiple logistic regression analysis was performed. Among the participants, 53.2% were male. Mean (±SD) age was 54.1 (±12.1) years and mean (±SD) duration of diabetes was 9.9 (±7.2) years. About 82% participants had inadequate glycaemic control (HbA1c ≥ 7%) and 54.7% had very poor control (HbA1c ≥ 9%). Low education level, rural residence, unhealthy eating habits, insulin use, infrequent follow up check-ups and history of coronary artery diseases found associated with inadequate and very poor controls. Being female and smokeless tobacco consumer appeared to be associated with inadequate control however cognitive impairment was associated with very poor control only. Prevalence of inadequate glycaemic level was very high in Bangladesh. Having understood relatable lifestyle modification factors, demographics and co-morbidities among people with type 2 diabetes, health care providers in conjunction with patients should work together to address the glycaemic control.
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Affiliation(s)
- Afsana Afroz
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia
| | - Liaquat Ali
- Bangladesh University of Health Sciences (BUHS), Dhaka, Bangladesh
| | - Md Nazmul Karim
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia
| | - Mohammed J Alramadan
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia
| | - Khurshid Alam
- School of Population and Global Health, The University of Western Australia, Perth, Australia
| | - Dianna J Magliano
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia
- BakerIDI Heart and Diabetes Institute, Melbourne, Australia
| | - Baki Billah
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Australia.
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Rahman N, Ng SHX, Ramachandran S, Wang DD, Sridharan S, Tan CS, Khoo A, Tan XQ. Drivers of hospital expenditure and length of stay in an academic medical centre: a retrospective cross-sectional study. BMC Health Serv Res 2019; 19:442. [PMID: 31266515 PMCID: PMC6604431 DOI: 10.1186/s12913-019-4248-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Accepted: 06/12/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND As healthcare expenditure and utilization continue to rise, understanding key drivers of hospital expenditure and utilization is crucial in policy development and service planning. This study aims to investigate micro drivers of hospital expenditure and length of stay (LOS) in an Academic Medical Centre. METHODS Data corresponding to 285,767 patients and 207,426 inpatient visits was extracted from electronic medical records of the National University of Hospital in Singapore between 2005 to 2013. Generalized linear models and generalized estimating equations were employed to build patient and inpatient visit models respectively. The patient models provide insight on the factors affecting overall expenditure and LOS, whereas the inpatient visit models provide insight on how expenditure and LOS accumulate longitudinally. RESULTS Although adjusted expenditure and LOS per inpatient visit were largely similar across socio-economic status (SES) groups, patients of lower SES groups accumulated greater expenditure and LOS over time due to more frequent visits. Admission to a ward class with greater government subsidies was associated with higher expenditure and LOS per inpatient visit. Inpatient death was also associated with higher expenditure per inpatient visit. Conditions that drove patient expenditure and LOS were largely similar, with mental illnesses affecting LOS to a larger extent. These observations on condition drivers largely held true at visit-level. CONCLUSIONS The findings highlight the importance of distinguishing the drivers of patient expenditure and inpatient utilization at the patient-level from those at the visit-level. This allows better understanding of the drivers of healthcare utilization and how utilization accumulates longitudinally, important for health policy and service planning.
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Affiliation(s)
- Nabilah Rahman
- Centre for Health Services and Policy Research, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
| | - Sheryl Hui-Xian Ng
- Centre for Health Services and Policy Research, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
| | - Sravan Ramachandran
- Centre for Health Services and Policy Research, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
| | - Debby D. Wang
- Centre for Health Services and Policy Research, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
| | - Srinath Sridharan
- Centre for Health Services and Policy Research, Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
| | - Astrid Khoo
- Regional Health System Planning Office, National University Health System, 1E Kent Ridge Road, Singapore, Singapore
| | - Xin Quan Tan
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, 12 Science Drive 2, Singapore, Singapore
- Regional Health System Planning Office, National University Health System, 1E Kent Ridge Road, Singapore, Singapore
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21
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Wu H, Eggleston KN, Zhong J, Hu R, Wang C, Xie K, Chen Y, Chen X, Yu M. Direct medical cost of diabetes in rural China using electronic insurance claims data and diabetes management data. J Diabetes Investig 2019; 10:531-538. [PMID: 29993198 PMCID: PMC6400160 DOI: 10.1111/jdi.12897] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Revised: 06/12/2018] [Accepted: 07/09/2018] [Indexed: 11/29/2022] Open
Abstract
AIMS/INTRODUCTION To evaluate the annual direct medical cost attributable to type 2 diabetes mellitus according to socioeconomic factors, medical conditions and complications categories. MATERIALS AND METHODS We created uniquely detailed data from merging datasets of the local diabetes management system and the social security system in Tongxiang, China. We calculated the type 2 diabetes mellitus-related total cost and out-of-pocket cost for inpatient admissions and outpatient visits, and compared the cost for patients with or without complications by different healthcare items. RESULTS A total of 16,675 patients were eligible for analysis. The type 2 diabetes mellitus-related cost accounted for 40.6% of the overall cost. The cost per patient was estimated to be a median of 1,067 Chinese Yuan, 7,114 Chinese Yuan and 969 Chinese Yuan for inpatient and outpatient cost, respectively. The median total cost for hospital-based care was 3.69-fold higher than that for primary care. The median cost of patients with complications was 3.46-fold higher than that of those without complications. The median cost for a patient with only macrovascular, only microvascular or both macrovascular and microvascular complications were 3.13-, 3.79- and 10.95-fold higher than that of patients without complications. Pharmaceutical expenditure accounted for 51.8 and 79.7% of the total cost for patients with or without complications, respectively. CONCLUSIONS Although the type 2 diabetes mellitus-related cost per patient was relatively low, it accounted for a great proportion of the overall cost. Complications obviously aggravated the economic burden of type 2 diabetes mellitus. Proper management and the prevention of diabetes and its complications are urgently required to curtail the economic burden.
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Affiliation(s)
- Haibin Wu
- Department of NCDs Control and PreventionZhejiang Provincial Center for Disease Control and PreventionHangzhouChina
| | - Karen N Eggleston
- Shorenstein Asia‐Pacific Research CenterStanford UniversityStanfordCaliforniaUSA
| | - Jieming Zhong
- Department of NCDs Control and PreventionZhejiang Provincial Center for Disease Control and PreventionHangzhouChina
| | - Ruying Hu
- Department of NCDs Control and PreventionZhejiang Provincial Center for Disease Control and PreventionHangzhouChina
| | - Chunmei Wang
- Tongxiang Center for Disease Control and PreventionTongxiangChina
| | - Kaixu Xie
- Tongxiang Center for Disease Control and PreventionTongxiangChina
| | - Yiwei Chen
- Stanford UniversityStanfordCaliforniaUSA
| | - Xiangyu Chen
- Department of NCDs Control and PreventionZhejiang Provincial Center for Disease Control and PreventionHangzhouChina
| | - Min Yu
- Department of NCDs Control and PreventionZhejiang Provincial Center for Disease Control and PreventionHangzhouChina
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22
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Li X, Xu Z, Ji L, Guo L, Liu J, Feng K, Xu Y, Zhu D, Jia W, Ran X, Chen L, Zhao S, Shi B, Zhu J, Shan Z, Zhou Z, Zeng L, Weng J. Direct medical costs for patients with type 2 diabetes in 16 tertiary hospitals in urban China: A multicenter prospective cohort study. J Diabetes Investig 2019; 10:539-551. [PMID: 30079578 PMCID: PMC6400170 DOI: 10.1111/jdi.12905] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Revised: 07/25/2018] [Accepted: 08/01/2018] [Indexed: 02/05/2023] Open
Abstract
AIMS/INTRODUCTION To investigate the direct medical costs for patients with type 2 diabetes in China and to examine the influencing factors. MATERIALS AND METHODS In the present multicenter study, 1,070 patients with type 2 diabetes from 16 tertiary hospitals in 14 major cities of China were enrolled. Patient data and direct medical costs were collected during a follow-up period of 6 months at intervals of 1 month. The log-transformed direct medical costs were fitted by a generalized estimation equation to indicator variables for demographics, metabolic control, treatments, complications and comorbidities. RESULTS Data of 871 participants were included in the analysis. The mean annual total direct medical costs and outpatient medical costs were $1,990.20 and $1,687.20 respectively. The average costs per inpatient per admission were $2,127.10. The share of out-of-pocket for total medical costs, outpatient costs and cost per inpatient per admission were 45.4, 46.3 and 26.0% respectively. Independent determinants of total medical costs were diabetes duration, dyslipidemia and diabetic complications, such as neuropathy and nephropathy, as well as diabetes treatment, such as the use of glucagon-like peptide-1 receptor agonists. Costs showed prominent variation across centers. CONCLUSIONS Diabetes is imposing a growing economic burden in patients with type 2 diabetes in China. Diabetes-related complications and comorbidities have a great impact on the medical costs. As different health policies, economic development and regional health inequalities also have an important influence on the direct medical cost, healthcare reform needs to optimize resource allocation in health service delivery systems, and provide more equitable and affordable healthcare.
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Affiliation(s)
- Xiang Li
- Diabetes CenterDepartment of EndocrinologyThe 306th Hospital of PLABeijingChina
| | - Zhangrong Xu
- Diabetes CenterDepartment of EndocrinologyThe 306th Hospital of PLABeijingChina
| | - Linong Ji
- Department of Endocrine and MetabolismPeking University People's HospitalBeijingChina
| | - Lixin Guo
- Department of EndocrinologyBeijing HospitalBeijingChina
| | - Jing Liu
- Department of EndocrinologyGansu Provincial HospitalLanzhouChina
| | - Kun Feng
- Department of EndocrinologyHeilongjiang Provincial HospitalHarbinChina
| | - Yushan Xu
- Department of EndocrinologyFirst Affiliated Hospital of Kumming Medical UniversityKunmingChina
| | - Dalong Zhu
- Department of EndocrinologyNanjing Drum Tower HospitalThe Affiliated Hospital of Nanjing University Medical SchoolNanjingChina
| | - Weiping Jia
- Department of EndocrinologyShanghai Jiao Tong UniversityAffiliated Sixth People's HospitalShanghaiChina
| | - XinWu Ran
- Department of Endocrinology and MetabolismWest China HospitalSichuan UniversityChengduChina
| | - Limin Chen
- Key Laboratory of Hormones and Development (Ministry of Health)Tianjin Key Laboratory of Metabolic Diseases HospitalTianjin Medical UniversityTianjinChina
| | - Shi Zhao
- Department of EndocrinologyThe Central Hospital of Wuhan Tongji Medical CollegeHuazhong University of Science & TechnologyWuhanChina
| | - Bingying Shi
- Department of EndocrinologyThe First Affiliated Hospital of Xi'anJiao Tong UniversityXi'anChina
| | - Jun Zhu
- Department of EndocrinologyFirst Affiliated Hospital of Xinjiang Medical UniversityUrumqiChina
| | - Zhongyan Shan
- The First Affiliated Hospital of China Medical UniversityShenyangChina
| | - Zhiguang Zhou
- Department of Endocrinology and MetabolismThe Second Xiangya Hospital of Central South UniversityChangshaChina
| | - Longyi Zeng
- Department of Endocrinology and MetabolismThe Third Affiliated Hospital Sun Yat‐Sen UniversityGuangzhouChina
| | - Jianping Weng
- Department of Endocrinology and MetabolismThe Third Affiliated Hospital Sun Yat‐Sen UniversityGuangzhouChina
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Khan J, Alexander A, Agrawal M, Ajazuddin, Dubey SK, Siddique S, Saraf S, Saraf S. Stem Cell-Based Therapies: A New Ray of Hope for Diabetic Patients. Curr Stem Cell Res Ther 2019; 14:146-151. [DOI: 10.2174/1574888x13666181002154110] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2017] [Revised: 05/09/2018] [Accepted: 07/07/2018] [Indexed: 11/22/2022]
Abstract
Diabetes and its complications are a significant health concern throughout the globe. There are physiological differences in the mechanism of type-I and type-II diabetes and the conventional drug therapy as well as insulin administration seem to be insufficient to address the problem at large successfully. Hypoglycemic swings, frequent dose adjustments and resistance to the drug are major problems associated with drug therapy. Cellular approaches through stem cell based therapeutic interventions offer a promising solution to the problem. The need for pancreatic transplants in case of Type- I diabetes can also be by-passed/reduced due to the formation of insulin producing β cells via stem cells. Embryonic Stem Cells (ESCs) and induced Pluripotent Stem Cells (iPSCs), successfully used for generating insulin producing β cells. Although many experiments have shown promising results with stem cells in vitro, their clinical testing still needs more exploration. The review attempts to bring into light the clinical studies favoring the transplantation of stem cells in diabetic patients with an objective of improving insulin secretion and improving degeneration of different tissues in response to diabetes. It also focuses on the problems associated with successful implementation of the technique and possible directions for future research.
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Affiliation(s)
- Junaid Khan
- University Teaching Department (Pharmacy), Sarguja University, Ambikapur (Chhattisgarh) 497001, India
| | - Amit Alexander
- Rungta College of Pharmaceutical Sciences and Research, Bhilai, Chhattisgarh 490024, India
| | - Mukta Agrawal
- Rungta College of Pharmaceutical Sciences and Research, Bhilai, Chhattisgarh 490024, India
| | - Ajazuddin
- Rungta College of Pharmaceutical Sciences and Research, Bhilai, Chhattisgarh 490024, India
| | - Sunil Kumar Dubey
- Department of Pharmacy, Birla Institute of Technology and Science, Pilani (BITS-PILANI), Pilani Campus, Rajasthan, India
| | - Sabahuddin Siddique
- Patel College of Pharmacy, Madhyanchal Professional University, Bhopal, India
| | - Swarnlata Saraf
- University Institute of Pharmacy, Pt. Ravishankar Shukla University, Raipur Chhattisgarh 492010, India
| | - Shailendra Saraf
- University Institute of Pharmacy, Pt. Ravishankar Shukla University, Raipur Chhattisgarh 492010, India
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Ramzan S, Timmins P, Hasan SS, Babar ZUD. Cost analysis of type 2 diabetes mellitus treatment in economically developed countries. Expert Rev Pharmacoecon Outcomes Res 2018; 19:5-14. [DOI: 10.1080/14737167.2018.1513790] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Sara Ramzan
- Department of Pharmacy, University of Huddersfield, Huddersfield, UK
| | - Peter Timmins
- Department of Pharmacy, University of Huddersfield, Huddersfield, UK
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25
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Gillani AH, Aziz MM, Masood I, Saqib A, Yang C, Chang J, Mohamed Ibrahim MI, Fang Y. Direct and indirect cost of diabetes care among patients with type 2 diabetes in private clinics: a multicenter study in Punjab, Pakistan. Expert Rev Pharmacoecon Outcomes Res 2018; 18:647-653. [PMID: 30052085 DOI: 10.1080/14737167.2018.1503953] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
BACKGROUND Diabetes mellitus (DM) has a very high prevalence and poses a huge financial encumbrance on patients. This study aimed to evaluate the cost of diabetes care among patients with type 2 diabetes in private clinics of southern Punjab, Pakistan. RESEARCH DESIGN AND METHODS This was a descriptive, cross-sectional, prevalence-based, cost-of-illness (COI) study conducted in six private clinics of southern Punjab from July to September 2016, using a pretested questionnaire. Study participants were recruited using a random selection method. Continuous variables, including direct and indirect costs, were summarized using descriptive statistics. Inferential statistics were also used to analyze the correlation between the variables and cost. RESULTS The mean annual direct cost per patient with diabetes was estimated to be 332 USD. Medications accounted for the largest share (60.4%) of this cost. Age, locality, high socioeconomic status, and prolonged disease duration were significantly associated with the direct costs of illness (p < 0.05). Moreover, 19% of total earnings among very low-income patients were spent on diabetes care. CONCLUSIONS A substantial proportion of patients' income is spent on diabetes care in Punjab. Our findings support the substantial individual and societal burden caused by diabetes.
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Affiliation(s)
- Ali Hassan Gillani
- a Department of Pharmacy Administration and Clinical Pharmacy , School of pharmacy Xi'an Jiaotong University , Xi'an , China.,b Center for Drug Safety and Policy Research , Xi'an Jiaotong University , Xi'an , China.,c The Global Health Institute , Xi'an Jiaotong University , Xi'an , China.,d Shaanxi Centre for Health Reform and Development Research , Xi'an , China
| | - Muhammad Majid Aziz
- a Department of Pharmacy Administration and Clinical Pharmacy , School of pharmacy Xi'an Jiaotong University , Xi'an , China
| | - Imran Masood
- e Department of Pharmacy , Islamia University of Bahawalpur , Punjab , Pakistan
| | - Anum Saqib
- e Department of Pharmacy , Islamia University of Bahawalpur , Punjab , Pakistan
| | - Caijun Yang
- a Department of Pharmacy Administration and Clinical Pharmacy , School of pharmacy Xi'an Jiaotong University , Xi'an , China.,b Center for Drug Safety and Policy Research , Xi'an Jiaotong University , Xi'an , China.,c The Global Health Institute , Xi'an Jiaotong University , Xi'an , China.,d Shaanxi Centre for Health Reform and Development Research , Xi'an , China
| | - Jie Chang
- a Department of Pharmacy Administration and Clinical Pharmacy , School of pharmacy Xi'an Jiaotong University , Xi'an , China.,b Center for Drug Safety and Policy Research , Xi'an Jiaotong University , Xi'an , China.,c The Global Health Institute , Xi'an Jiaotong University , Xi'an , China.,d Shaanxi Centre for Health Reform and Development Research , Xi'an , China
| | - Mohamed Izham Mohamed Ibrahim
- f Department of Social & Administrative Pharmacy, Clinical Pharmacy and Practice Section , College of Pharmacy Qatar University , Doha , Qatar
| | - Yu Fang
- a Department of Pharmacy Administration and Clinical Pharmacy , School of pharmacy Xi'an Jiaotong University , Xi'an , China.,b Center for Drug Safety and Policy Research , Xi'an Jiaotong University , Xi'an , China.,c The Global Health Institute , Xi'an Jiaotong University , Xi'an , China.,d Shaanxi Centre for Health Reform and Development Research , Xi'an , China
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26
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Wong CKH, Jiao F, Tang EHM, Tong T, Thokala P, Lam CLK. Direct medical costs of diabetes mellitus in the year of mortality and year preceding the year of mortality. Diabetes Obes Metab 2018; 20:1470-1478. [PMID: 29430799 DOI: 10.1111/dom.13253] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2017] [Revised: 01/25/2018] [Accepted: 02/07/2018] [Indexed: 01/04/2023]
Abstract
AIM To report the health resource use and estimate the direct medical costs among patients with diabetes mellitus (DM) in the year of mortality and the year preceding the year of mortality. MATERIALS AND METHODS We analysed data from a population-based, retrospective cohort study including all adults with a DM diagnosis in Hong Kong between 2009 and 2013, and who died between January 1, 2010 and December 31, 2013. The annual direct medical costs in the year of mortality and the year preceding the year of mortality were determined by summing the costs of health services utilized within the respective year. The costs were analysed by gender, the presence of comorbidities, diabetic complications and primary cause of death. RESULTS A total of 10 649 patients met the eligibility criteria for analysis. On average, the direct medical costs in the year of death were 1.947 times higher than those in the year before death. Men and women with DM incurred similar costs in the year preceding the year of mortality and in the mortality year. Patients with any diabetic complications incurred greater costs in the year of mortality and the year before mortality than those without. CONCLUSIONS This analysis provides new evidence on incorporating additional direct medical costs in the mortality year, and refining the structure of total cost estimates for use in costing and cost-effectiveness analyses of interventions for DM.
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Affiliation(s)
- Carlos K H Wong
- Department of Family Medicine and Primary Care, University of Hong Kong, Hong Kong
| | - Fangfang Jiao
- Department of Family Medicine and Primary Care, University of Hong Kong, Hong Kong
| | - Eric H M Tang
- Department of Family Medicine and Primary Care, University of Hong Kong, Hong Kong
| | - Thaison Tong
- Health Economics and Decision Science, School of Health and Related Research, University of Sheffield, Sheffield, UK
| | - Praveen Thokala
- Health Economics and Decision Science, School of Health and Related Research, University of Sheffield, Sheffield, UK
| | - Cindy L K Lam
- Department of Family Medicine and Primary Care, University of Hong Kong, Hong Kong
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27
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Tripathy JP, Prasad BM. Cost of diabetic care in India: An inequitable picture. Diabetes Metab Syndr 2018; 12:251-255. [PMID: 29175198 DOI: 10.1016/j.dsx.2017.11.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2017] [Accepted: 11/22/2017] [Indexed: 11/25/2022]
Abstract
AIM Diabetes is a growing public health problem in India which is soon going to become the 'diabetes capital' of the world. It requires regular care and follow up. We aimed to estimate the household out-of-pocket (OOP) expenditure and catastrophic expenditure due to hospitalization and outpatient care as a result of diabetes. MATERIALS AND METHODS Secondary analysis of nationally representative data for India collected by National Sample Survey Organization in 2014, reporting on health service utilization and health care related OOP expenditure by income quintiles and by type of health facility (public or private). RESULTS The median household OOP expenditure from hospitalization due to diabetes was USD 151, and was 3 times higher among the richest quintile compared to the poorest quintile (p<0.001). There was a significantly higher prevalence (p<0.001) of catastrophic expenditure among the poorest quintile (36%) compared to the richest (14%). Median private sector OOP hospitalization expenditure was four times higher than the public sector (p<0.001). Medicines accounted for 41% and 69% of public sector hospitalization and outpatient care respectively. Concentration indices show gross inequity in hospitalization expenditure, prevalence of catastrophic expenditure and utilization of public health facility. CONCLUSION Households with diabetic patients incur a high risk of catastrophic expenditure, particularly for those in the lowest income quintiles and those seeking care in the private sector. Increased availability and access to essential drugs and strengthening of public facilities will significantly reduce OOP expenditure.
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Affiliation(s)
- Jaya Prasad Tripathy
- International Union Against Tuberculosis and Lung Disease, The Union South-East Asia Regional Office, New Delhi, India.
| | - B M Prasad
- International Union Against Tuberculosis and Lung Disease, The Union South-East Asia Regional Office, New Delhi, India
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28
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Png ME, Yoong J, Tan CS, Chia KS. Excess Hospitalization Expenses Attributable to Type 2 Diabetes Mellitus in Singapore. Value Health Reg Issues 2018; 15:106-111. [DOI: 10.1016/j.vhri.2018.02.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Revised: 12/31/2017] [Accepted: 02/05/2018] [Indexed: 11/15/2022]
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29
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Ang YG, Yap CW, You AX. Lifetime cost for type 2 diabetes mellitus in Singapore. J Diabetes 2018; 10:296-301. [PMID: 28834603 DOI: 10.1111/1753-0407.12604] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2017] [Revised: 07/27/2017] [Accepted: 08/17/2017] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND The mean annual direct medical cost of type 2 diabetes mellitus (T2DM) in Singapore has been found to be SGD 2034 using the prevalence-based approach, but the lifetime direct medical cost of T2DM in Singapore remains largely unknown. The aim of the present study was to determine the lifetime direct medical cost attributable to T2DM and provide estimates of potential savings if T2DM can be prevented or delayed. METHODS The incidence-based approach was used for the cost-of-illness analysis. Yearly medical expenses were obtained from a regional health system database in Singapore to estimate the lifetime medical cost of T2DM patients. Then, the lifetime medical cost of non-T2DM subjects was predicted using a regression model. From the database, gender- and age-specific annual survival rates of T2DM and non-T2DM subjects were obtained and survival-adjusted yearly expenses over the estimated remaining life span were added to obtain lifetime medical costs. The difference between T2DM and non-T2DM subjects was attributed to excess direct medical costs of T2DM. RESULTS The excess lifetime medical expenses for T2DM patients were SGD 132 506, 108 589, 83 326 and 70 110 when the age of T2DM diagnosis was 40, 50, 60, and 65 years, respectively. CONCLUSIONS Even though T2DM patients have a lower life expectancy, T2DM is associated with substantially higher lifetime medical costs. Delaying the onset of T2DM, especially in the young, may lead to lower lifetime medical expenses. If prevention costs can be kept sufficiently low, effective T2DM prevention efforts would likely lead to a reduction in long-term medical costs.
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Affiliation(s)
- Yee G Ang
- Health Services and Outcomes Research, National Healthcare Group, Singapore
| | - Chun W Yap
- Health Services and Outcomes Research, National Healthcare Group, Singapore
| | - Alex X You
- Health Services and Outcomes Research, National Healthcare Group, Singapore
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30
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Chua J, Lim CXY, Wong TY, Sabanayagam C. Diabetic Retinopathy in the Asia-Pacific. Asia Pac J Ophthalmol (Phila) 2018; 7:3-16. [PMID: 29376231 DOI: 10.22608/apo.2017511] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
Diabetic retinopathy (DR), the most common complication of diabetes mellitus, is the leading cause of new cases of blindness in middle-aged and elderly in the Asia-Pacific. It has been estimated that 51% of all those with blindness due to DR globally (n = 424,400) and 56% of those with visual impairment due to DR (2.1 million) come from the Asia-Pacific. Prevalence of DR among those with diabetes ranged from 10% in India to 43% in Indonesia within the Asia-Pacific. Awareness of DR among persons with diabetes ranged from 28% to 84%. Most common modifiable risk factors for DR in the Asia-Pacific were hyperglycemia, blood pressure, dyslipidemia, and obesity. Implementation of systematic screening programs for DR and advancement in telemedicine screening methods have increased patient coverage and cost-effectiveness, though there are still numerous factors impeding screening uptake in the low-middle income regions of the Asia-Pacific. Management and treatment of DR in the Asia-Pacific is mainly limited to traditional laser retinopexy, but it is suboptimal despite new clinical approaches such as use of intravitreal anti.vascular endothelial growth factor and steroids due to limited resources. Further research and data are required to structure a more cost-effective public healthcare program and more awareness-building initiatives to increase the effectiveness of DR screening programs.
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Affiliation(s)
- Jacqueline Chua
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-National University of Singapore Medical School, Singapore
| | - Claire Xin Ying Lim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- University College Dublin, Dublin, Ireland
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-National University of Singapore Medical School, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore
- Centre for Quantitative Medicine, Duke-National University of Singapore Medical School, Singapore
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31
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Burden of diabetes: A refocus. PROCEEDINGS OF SINGAPORE HEALTHCARE 2017. [DOI: 10.1177/2010105817724812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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Asuako B, Moses MO, Eghan BA, Sarpong PA. Fasting plasma glucose and lipid profiles of diabetic patients improve with aerobic exercise training. Ghana Med J 2017; 51:120-127. [PMID: 29622823 PMCID: PMC5870228 DOI: 10.4314/gmj.v51i3.5] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2023] Open
Abstract
OBJECTIVE This study presents the effects of aerobic exercise training on fasting plasma glucose and lipid profiles (FPG/LP) of diabetic patients in Kumasi. DESIGN A randomised experimental with control design. SETTING The study was conducted at the diabetic unit of KATH in Kumasi, Ghana. PARTICIPANTS Twelve diabetic patients [grouped into intervention (IG) and control (CG)] attending the diabetic unit of KATH with diabetes diagnosis durations less than fifty years, ambulant status/age of 20-68years, sedentary and free from complications. INTERVENTIONS Eight weeks aerobic exercise training between August 2015 and March 2016. MAIN OUTCOME MEASURES Body weight (BW), Body mass index (BMI), fasting plasma glucose (FPG), high density lipoprotein cholesterol (HDL-C), low density lipoprotein cholesterol (LDL-C), triglycerides (T) and total cholesterol (TC). RESULTS Body weight (4.85kg, 7.0%), body mass index (4.08kg/m2, 7.3%), FPG (5.28mmol/L, 43.5%), LDL-C (.33mmol/l, 11.9%), TC (.47 mmol/l, 5.3%) and T (.48mmol/l, 29.4%) profiles of the patients in IG declined while HDL-C (.11mmol/l, 7.1%) increased. IG patients improved significantly in FPG [6.27 ± 0.91 < 8.00 ± 0.96; t=-52.00, P = 0.000], BW [58.60 ± 15.34 < 75.35 ± 22.00; t= 3.29, P = 0.040] and BMI [23.45 ±5.03<27.04 ±4.78, t=4.24, P = .050] compared to CG. CONCLUSION Patients in IG, in addition to conventional care, experienced non-significant decline in LDL-C, TC, T, increase in HDL-C and significant reduction in FPG, BW, and BMI over those receiving conventional care only. Exercise Scientists are recommended to handle exercise sessions for healthcare prevention and management routines of diabetic patients. FUNDING Not declared.
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Affiliation(s)
- Benjamin Asuako
- Department of Sports and Exercise Science, Faculty of Allied Health Sciences, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
| | - Monday O Moses
- Department of Sports and Exercise Science, Faculty of Allied Health Sciences, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
| | - Benjamin A Eghan
- Diabetes Clinic Unit, Department of Medicine, Komfo Anokye Teaching Hospital (KATH), Kumasi, Ghana
| | - Peter A Sarpong
- Department of Sports and Exercise Science, Faculty of Allied Health Sciences, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
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Le NTD, Dinh Pham L, Quang Vo T. Type 2 diabetes in Vietnam: a cross-sectional, prevalence-based cost-of-illness study. Diabetes Metab Syndr Obes 2017; 10:363-374. [PMID: 28919795 PMCID: PMC5587014 DOI: 10.2147/dmso.s145152] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [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
BACKGROUND According to the International Diabetes Federation, total global health care expenditures for diabetes tripled between 2003 and 2013 because of increases in the number of people with diabetes as well as in the average expenditures per patient. This study aims to provide accurate and timely information about the economic impacts of type 2 diabetes mellitus (T2DM) in Vietnam. METHOD The cost-of-illness estimates followed a prospective, prevalence-based approach from the societal perspective of T2DM with 392 selected diabetic patients who received treatment from a public hospital in Ho Chi Minh City, Vietnam, during the 2016 fiscal year. RESULTS In this study, the annual cost per patient estimate was US $246.10 (95% CI 228.3, 267.2) for 392 patients, which accounted for about 12% (95% CI 11, 13) of the gross domestic product per capita in 2017. That includes US $127.30, US $34.40 and US $84.40 for direct medical costs, direct nonmedical expenditures, and indirect costs, respectively. The cost of pharmaceuticals accounted for the bulk of total expenditures in our study (27.5% of total costs and 53.2% of direct medical costs). A bootstrap analysis showed that female patients had a higher cost of treatment than men at US $48.90 (95% CI 3.1, 95.0); those who received insulin and oral antidiabetics (OAD) also had a statistically significant higher cost of treatment compared to those receiving OAD, US $445.90 (95% CI 181.2, 690.6). The Gradient Boosting Regression (Ensemble method) and Lasso Regression (Generalized Linear Models) were determined to be the best models to predict the cost of T2DM (R2=65.3, mean square error [MSE]=0.94; and R2=64.75, MSE=0.96, respectively). CONCLUSION The findings of this study serve as a reference for policy decision making in diabetes management as well as adjustment of costs for patients in order to reduce the economic impact of the disease.
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Affiliation(s)
- Nguyen Tu Dang Le
- Department of Pharmacy Administration, Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Vietnam
| | - Luyen Dinh Pham
- Department of Pharmacy Administration, Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Vietnam
| | - Trung Quang Vo
- Department of Pharmacy Administration, Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Vietnam
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Swee DS, Ang LC, Heng WM, Lee DXY, Xin X, Kumaran S, Wong KS, Bee YM, Goh SY, Teh MM. Inpatient glucose management programme in the Asian healthcare setting. Int J Clin Pract 2017; 71. [PMID: 28750475 DOI: 10.1111/ijcp.12985] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2017] [Accepted: 06/13/2017] [Indexed: 01/19/2023] Open
Abstract
AIM To implement an inpatient glucose management (IGM) programme in the general medical wards and evaluate its clinical efficacy. METHOD Consecutive patients admitted to selected medical wards over a 12-month period were included in the IGM programme. All patients with ≥3 capillary blood glucose (CBG) readings (>10.0 mmol/L and/or <4.0 mmol/L) over a 24-hour period were identified electronically. A multidisciplinary team of diabetes care providers would provide specialist input to these patients. The control group comprised of consecutive patients admitted over the preceding 12 months. Outcome glucose measures include mean in-hospital glucose (MHG), mean patient-day glucose (MDG), proportion of CBG readings at predefined cut-offs and length of stay (LOS). RESULTS Both the MHG and MDG were significantly lower following intervention (10.0±2.4 mmol/L vs 11.2±2.6 mmol/L, P<.001; 10.0±2.3 mmol/L vs 11.2±2.6 mmol/L, P<.001, respectively). Prevalence of hyperglycaemic events, defined by CBG >10.0 mmol/L, was significantly lower at 36.5% versus 51.6% (P<.001). Hypoglycaemic events of CBG <4.0 mmol/L remained infrequent at <1.0% before and after IGM programme. A greater proportion of glucose readings was controlled within the target range of 4.0-10.0 mmol/L (62.6% vs 47.6%, P<.001). With the IGM programme in place, more patients received scheduled CBG monitoring, and a significant shortening of mean LOS by 3.2 days was observed (P=.02). CONCLUSIONS The IGM programme was effective in improving inpatient glycaemic monitoring and control in the general medical wards, with a significant reduction in LOS observed. These demonstrated the programme's potential to enhance quality and efficiency of patient care.
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Affiliation(s)
- Du Soon Swee
- Department of Endocrinology, Singapore General Hospital, Singapore
| | - Li Chang Ang
- Medicine Academic Clinical Programme, Singapore General Hospital, Singapore
| | - Wee May Heng
- Division of Medicine, Singapore General Hospital, Singapore
| | | | - Xiaohui Xin
- Medicine Academic Clinical Programme, Singapore General Hospital, Singapore
| | - Shalini Kumaran
- Department of Internal Medicine, Singapore General Hospital, Singapore
| | - Kok Seng Wong
- Department of Internal Medicine, Singapore General Hospital, Singapore
| | - Yong Mong Bee
- Department of Endocrinology, Singapore General Hospital, Singapore
| | - Su-Yen Goh
- Department of Endocrinology, Singapore General Hospital, Singapore
| | - Ming Ming Teh
- Department of Endocrinology, Singapore General Hospital, Singapore
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Zhang X, Low S, Kumari N, Wang J, Ang K, Yeo D, Yip CC, Tavintharan S, Sum CF, Lim SC. Direct medical cost associated with diabetic retinopathy severity in type 2 diabetes in Singapore. PLoS One 2017; 12:e0180949. [PMID: 28700742 PMCID: PMC5507311 DOI: 10.1371/journal.pone.0180949] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2017] [Accepted: 06/13/2017] [Indexed: 11/19/2022] Open
Abstract
Diabetic retinopathy (DR) is a leading cause of vision-loss globally among type 2 diabetes (T2DM) patients. Information on the economic burden of DR in Singapore is limited. We aim to identify the total annual direct medical costs of DR at different stages, and to examine factors influencing the costs. Four hundreds and seventy T2DM patients who attended the Diabetes Centre in a secondary hospital in Singapore in 2011-2014 were included. Digital color fundus photographs were assessed for DR in a masked fashion. Retinopathy severity was further categorized into non-proliferative DR (NPDR), including mild, moderate and severe NPDR, and proliferative DR (PDR). Medical costs were assessed using hospital administrative data. DR was diagnosed in 172 (39.5%) patients, including 51 mild, 62 moderate and 18 severe NPDR, and 41 PDR. The median cost in DR [2012.0 (1111.2-4192.3)] was significantly higher than that in non-DR patients [1158.1 (724.1-1838.9)] (p<0.001). The corresponding costs for mild, moderate, severe NPDR and PDR were [1167.1 (895.4-2012.0)], [2212.0 (1215.5-3825.5)], [2717.5 (1444.0-6310.7)], and [3594.8.1 (1978.4-8427.7)], respectively. After adjustment, the corresponding cost ratios for mild, moderate, severe NPDR, and PDR relative to non-DR were 1.1 (p = 0.827), 1.8 (p = 0.003), 2.0 (p = 0.031) and 2.3 (p<0.001), respectively. The other factors affecting the total cost include smoking (ratio = 1.7, p = 0.019), neuropathy (ratio = 1.9, p = 0.001) and chronic kidney disease (CKD) (ratio = 1.4, p = 0.019). The presence and severity of DR was associated with increased direct medical costs in T2DM. Our results suggest that preventing progression of DR may reduce the economic burden of DR.
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Affiliation(s)
- Xiao Zhang
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Serena Low
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Neelam Kumari
- Department of ophthalmology and Visual Sciences, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Jiexun Wang
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Keven Ang
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Darren Yeo
- Clinical Research Unit, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Chee Chew Yip
- Department of ophthalmology and Visual Sciences, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Subramaniam Tavintharan
- Department of Medicine, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
- Diabetes Centre, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Chee Fang Sum
- Department of Medicine, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
- Diabetes Centre, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
| | - Su Chi Lim
- Department of Medicine, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
- Diabetes Centre, Khoo Teck Puat Hospital, Singapore, Republic of Singapore
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Goh SY, Hussein Z, Rudijanto A. Review of insulin-associated hypoglycemia and its impact on the management of diabetes in Southeast Asian countries. J Diabetes Investig 2017; 8:635-645. [PMID: 28236664 PMCID: PMC5584309 DOI: 10.1111/jdi.12647] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Revised: 01/13/2017] [Accepted: 02/21/2017] [Indexed: 02/06/2023] Open
Abstract
Although the incidence of diabetes is rising in Southeast Asia, there is limited information regarding the incidence and manifestation of insulin-associated hypoglycemia. The aim of the present review was to discuss what is currently known regarding insulin-associated hypoglycemia in Southeast Asia, including its known incidence and impact in the region, and how the Southeast Asian population with diabetes differs from other populations. We found a paucity of data regarding the incidence of hypoglycemia in Southeast Asia, which has contributed to the adoption of Western guidelines. This might not be appropriate, as Southeast Asians have a range of etiological, educational and cultural differences from Western populations with diabetes that might place them at greater risk of hypoglycemia if not managed optimally. For example, Southeast Asians with type 2 diabetes tend to be younger, with lower body mass indexes than their Western counterparts, and the management of type 2 diabetes with premixed insulin preparations is more common in Southeast Asia. Both of these factors might result in higher rates of hypoglycemia. In addition, Southeast Asians are often poorly educated about hypoglycemia and its management, including during Ramadan fasting. We conclude there is a need for more information about Southeast Asian populations with diabetes to assist with the construction of more appropriate national and regional guidelines for the management of hypoglycemia, more closely aligned to patient demographics, behaviors and treatment practices. Such bespoke guidelines might result in a greater degree of implementation and adherence within clinical practice in Southeast Asian nations.
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Affiliation(s)
- Su-Yen Goh
- Department of Endocrinology, Singapore General Hospital, Singapore
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Wong LY, Toh MPHS, Tham LWC. Projection of prediabetes and diabetes population size in Singapore using a dynamic Markov model. J Diabetes 2017; 9:65-75. [PMID: 26849033 DOI: 10.1111/1753-0407.12384] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2015] [Revised: 01/13/2016] [Accepted: 01/26/2016] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND The aim of the present study was to forecast the prevalence and number of adult Singapore residents with prediabetes and diabetes in 2035. METHODS A dynamic Markov model with nine mutually exclusive states was developed based on the clinical course of diabetes using time-dependent rates and probabilities. A 1-year cycle over a 25-year time horizon from 2010 to 2035 was used in the model. With publicly available data and a chronic disease register, the model forecast annual disease burden by simulating transition of cohorts across different health states using prevalence rates, incidence rates, mortality rates, disease transition, disease detection, and complication rates. An aging index was used in the model in anticipation of population aging to minimize risks of underestimating disease burden. RESULTS From 2010 to 2035, the number of Singapore residents with prediabetes and diabetes is projected to more than double, from 434 685 to 903 596 and from 373 104 to 823 802, respectively. The prevalence of prediabetes and diabetes will rise steadily from 15.5 % to 24.9 % and from 13.3 % to 22.7 %, respectively. By 2035, a further estimate of 733 174 and 100 250 patients with prediabetes and uncomplicated diabetes, respectively, will remain undiagnosed. The prevalence of detected and undetected complications is forecast to rise from 60.0 % in 2010 to 70.2 % by 2035. CONCLUSION By 2035, the prevalence of prediabetes and diabetes among Singapore residents aged 21+ years is expected to be one in four and one in five, respectively. There is an impetus to adopt more aggressive interventions to contain disease progression.
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Affiliation(s)
- Lai Yin Wong
- Information Management, Regional Health, National Healthcare Group, Singapore
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Pagano E, De Rosa M, Rossi E, Cinconze E, Marchesini G, Miccoli R, Vaccaro O, Bonora E, Bruno G. The relative burden of diabetes complications on healthcare costs: The population-based CINECA-SID ARNO Diabetes Observatory. Nutr Metab Cardiovasc Dis 2016; 26:944-950. [PMID: 27289165 DOI: 10.1016/j.numecd.2016.05.002] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2015] [Revised: 05/02/2016] [Accepted: 05/09/2016] [Indexed: 10/21/2022]
Abstract
BACKGROUND AND AIMS In the present population-based study, we aimed to describe the per patient annual healthcare cost of people with diabetes in 2007-2012, to assess the relative burden of diabetes complications and other potential determinants on healthcare costs in the 2012 cohort, and to describe and analyse the determinants of the cost of incident cases diagnosed in 2012. METHODS AND RESULTS We analysed data from a retrospective cohort of residents in four Italian areas that were served by Local Health Units participating in the ARNO Observatory. Per patient annual healthcare costs (Euros) were estimated as the sum of all the resources supplied during that year (drugs, outpatient care, and hospitalisations). The mean per patient annual healthcare cost increased from €2752 in 2007 to €3191 in 2010, before decreasing to €2791 in 2012. The largest component of these costs was represented by hospitalisations (around €1550, on average; 51.7% of total cost), followed by outpatient care (€422; 14.6%) and drugs (€973; 33.7%). In 2012, the most relevant cost determinants were chronic diabetes complications, with an additional cost due to nephropathy/end stage renal disease (€4683), amputations (€5042), lower extremity revascularization (€4808), and cerebrovascular diseases (€3861). Costs associated with incidence cases were higher than those associated with prevalent. CONCLUSION The present study provides evidence on the excess of healthcare costs due to diabetes complications in both prevalent and incident cases.
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Affiliation(s)
- E Pagano
- Unit of Cancer Epidemiology, "Città della Salute e della Scienza" Hospital-University of Turin and CPO Piemonte, Turin, Italy.
| | - M De Rosa
- CINECA Interuniversity Consortium, Health Department, Bologna, Italy
| | - E Rossi
- CINECA Interuniversity Consortium, Health Department, Bologna, Italy
| | - E Cinconze
- CINECA Interuniversity Consortium, Health Department, Bologna, Italy
| | - G Marchesini
- Unit of Metabolic Diseases and Clinical Dietetics, Alma Mater Studiorum University, Bologna, Italy
| | - R Miccoli
- Department of Endocrinology and Metabolism, Section of Metabolic Diseases and Diabetes, University of Pisa, Italy
| | - O Vaccaro
- Department of Clinical Medicine and Surgery, University of Napoli Federico II, Napoli, Italy
| | - E Bonora
- Endocrinology, Diabetes and Metabolism, Department of Medicine, University and Hospital Trust of Verona, Italy
| | - G Bruno
- Department of Medical Sciences, University of Turin, Italy
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Png ME, Yoong J, Phan TP, Wee HL. Current and future economic burden of diabetes among working-age adults in Asia: conservative estimates for Singapore from 2010-2050. BMC Public Health 2016; 16:153. [PMID: 26880337 PMCID: PMC4754926 DOI: 10.1186/s12889-016-2827-1] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Accepted: 02/04/2016] [Indexed: 01/07/2023] Open
Abstract
Background Diabetes not only imposes a huge health burden but also a large economic burden worldwide. In the working-age population, cost of lost productivity can far exceed diabetes-related medical cost. In this study, we aimed to estimate the current and future indirect and excess direct costs of diagnosed type 2 diabetes among the working-age population in Singapore. Methods A previously-published epidemiological model of diabetes was adapted to forecast prevalence among working-age patients with diagnosed type 2 diabetes in the absence of interventions. The current methodology of the American Diabetes Association was adopted to estimate the costs of diabetes for this population. Diabetes-related excess direct medical costs were obtained from a local cost study while indirect costs were calculated using the human capital approach applied to local labor force statistics. These cost were estimated conservatively from a societal perspective on a per patient basis and projected to the overall Singapore population from 2010 to 2050. Results In 2010, total economic costs per working-age patient were estimated to be US$5,646 (US$4,432-US$10,612), of which 42 % were excess direct medical costs and 58 % indirect productivity-related losses. Total cost is projected to rise to US$7,791 (US$5,741-US$12,756) in 2050, with the share of indirect costs rising to 65 %. Simultaneous increases in prevalence imply that the total economic costs of diabetes for the entire working-age population will increase by 2.4 fold from US$787 million in 2010 to US$1,867 million in 2050. Conclusions By current projections, diabetes in Singapore represents a growing economic burden. Among the working-age population, the impact of productivity loss will become increasingly significant. Prevention efforts to reduce overall prevalence should also engage stakeholders outside the health sector who ultimately bear the indirect burden of disease.
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Affiliation(s)
- May Ee Png
- National University of Singapore, Saw Swee Hock School of Public Health, Singapore, Singapore
| | - Joanne Yoong
- National University of Singapore, Saw Swee Hock School of Public Health, Singapore, Singapore. .,University of Southern California, Center for Economic and Social Research, Los Angeles, USA.
| | - Thao Phuong Phan
- National University of Singapore, Saw Swee Hock School of Public Health, Singapore, Singapore
| | - Hwee Lin Wee
- Department of Pharmacy, National University of Singapore, Singapore, Singapore
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Jakubczyk M, Rdzanek E, Niewada M, Czech M. Economic resources consumption structure in severe hypoglycemia episodes: a systematic review and meta-analysis. Expert Rev Pharmacoecon Outcomes Res 2015; 15:813-22. [PMID: 26289736 DOI: 10.1586/14737167.2015.1076338] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Diabetes mellitus (DM) is associated with severe hypoglycemia events (SHEs) that vary in severity and resource consumption. Here we perform a systematic review in Medline of studies evaluating SHE-related health resource use. Eligible studies investigated patients with DM and included ≥10 SHEs. We also assessed studies identified in another systematic review, and through references from the included studies. We identified 14 relevant studies and used data from 11 (encompassing 6075 patients). Study results were interpreted to fit our definitions, which sometimes required assumptions. SHE type structure was synthesized using Bayesian modeling. Estimating Type 1 & 2 DM separately revealed only small differences; therefore, we used joint results. Of the analyzed SHEs, 9.97% were hospital-treated, 22.3% medical professional-treated, and 67.73% family-treated. These meta-analysis results help in understanding the structure of resource consumption following SHE and can be used in economic studies.
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Affiliation(s)
- Michał Jakubczyk
- a 1 Decision Analysis and Support Unit, Warsaw School of Economics, Al. Niepodległości 162, Warsaw, Poland
| | - Elżbieta Rdzanek
- b 2 HealthQuest spółka z ograniczoną odpowiedzialnością Sp. K, 02-554 Warsaw, Poland
| | - Maciej Niewada
- c 3 Department of Experimental and Clinical Pharmacology, Medical University of Warsaw, Warsaw, Poland
| | - Marcin Czech
- d 4 Novo Nordisk Pharma sp. z o.o., Warsaw, Poland.,e 5 Department of Pharmacoeconomics, Medical University of Warsaw, Warsaw, Poland
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