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Koh V, Xuan LW, Zhe TK, Singh N, B Matchar D, Chan A. Performance of digital technologies in assessing fall risks among older adults with cognitive impairment: a systematic review. GeroScience 2024; 46:2951-2975. [PMID: 38436792 PMCID: PMC11009180 DOI: 10.1007/s11357-024-01098-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 02/09/2024] [Indexed: 03/05/2024] Open
Abstract
Older adults with cognitive impairment (CI) are twice as likely to fall compared to the general older adult population. Traditional fall risk assessments may not be suitable for older adults with CI due to their reliance on attention and recall. Hence, there is an interest in using objective technology-based fall risk assessment tools to assess falls within this population. This systematic review aims to evaluate the features and performance of technology-based fall risk assessment tools for older adults with CI. A systematic search was conducted across several databases such as PubMed and IEEE Xplore, resulting in the inclusion of 22 studies. Most studies focused on participants with dementia. The technologies included sensors, mobile applications, motion capture, and virtual reality. Fall risk assessments were conducted in the community, laboratory, and institutional settings; with studies incorporating continuous monitoring of older adults in everyday environments. Studies used a combination of technology-based inputs of gait parameters, socio-demographic indicators, and clinical assessments. However, many missed the opportunity to include cognitive performance inputs as predictors to fall risk. The findings of this review support the use of technology-based fall risk assessment tools for older adults with CI. Further advancements incorporating cognitive measures and additional longitudinal studies are needed to improve the effectiveness and clinical applications of these assessment tools. Additional work is also required to compare the performance of existing methods for fall risk assessment, technology-based fall risk assessments, and the combination of these approaches.
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Affiliation(s)
- Vanessa Koh
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore.
- Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Lai Wei Xuan
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
| | - Tan Kai Zhe
- Future Health Technologies Programme, Singapore-ETH Centre, Singapore, Singapore
| | - Navrag Singh
- Future Health Technologies Programme, Singapore-ETH Centre, Singapore, Singapore
- Laboratory for Movement Biomechanics, Institute for Biomechanics, ETH Zurich, Zurich, Switzerland
| | - David B Matchar
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
- Future Health Technologies Programme, Singapore-ETH Centre, Singapore, Singapore
- Department of Medicine (General Internal Medicine), Duke University Medical Center, Durham, NC, USA
| | - Angelique Chan
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
- Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
- Future Health Technologies Programme, Singapore-ETH Centre, Singapore, Singapore
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Koh V, Matchar DB, Chan A. Physical strength and mental health mediate the association between pain and falls (recurrent and/or injurious) among community-dwelling older adults in Singapore. Arch Gerontol Geriatr 2023; 112:105015. [PMID: 37060804 DOI: 10.1016/j.archger.2023.105015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 03/11/2023] [Accepted: 04/02/2023] [Indexed: 04/05/2023]
Abstract
OBJECTIVE This study aims to understand if poor physical strength and depression mediate the association between pain and recurrent and/or injurious falls in a community of older adults. METHODS Data was obtained from a nationally representative longitudinal cohort study conducted in Singapore, PHASE (Wave I and II), which collected information from community-dwelling older adults above 60 years old. A hurdle negative binomial regression and binomial logistic regression were used to assess the association between pain and recurrent falls, and pain and injurious falls respectively. A subsequent mediation analysis was conducted. RESULTS Almost half of the participants (N = 1144, 39.7%) reported having either mild, moderate, or severe pain at baseline, 166 (5.4%) participants experienced injurious falls and 144 (4.7%) participants experienced recurrent falls at Wave II. After adjusting for covariates, the presence of pain significantly influenced recurrent (OR 2.8; 95% CI: 1.8, 4.4) and injurious falls (OR: 1.8; 95% CI: 1.3, 2.5). Mediation analyses demonstrated that poor physical strength and depression had a significant mediation effect between all pain characteristics on recurrent falls. Poor physical strength partially mediates the effects of pain and injurious falls as well. However, the mediating effect of poor physical strength and depression was not observed between other pain characteristics and injurious falls. CONCLUSIONS The findings highlighted differences in the underlying mechanisms between pain characteristics affecting recurrent and injurious falls. These insights will be useful for identifying patients most at risk for recurrent or injurious falls, and for tailoring future community-based fall intervention programmes.
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Affiliation(s)
- Vanessa Koh
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore 169857, Singapore; Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, Singapore 169857, Singapore.
| | - David B Matchar
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore 169857, Singapore; Department of Medicine (General Internal Medicine), Duke University Medical Center, 3116 N Duke St, Durham, NC 27704, USA
| | - Angelique Chan
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore 169857, Singapore; Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, Singapore 169857, Singapore
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Koh VJW, Matchar DB, Chan AWM, Lee JML, Lai WX, Rosario D, George A, Ho V, Ismail NHB, Lien CTC, Merchant RA, Tan SM, Wong CH, Xu T. Reducing Falls Among Community-Dwelling Older Adults From Clinicians' Perspectives: A Systems Modeling Approach. Innov Aging 2023; 7:igad077. [PMID: 37694132 PMCID: PMC10484166 DOI: 10.1093/geroni/igad077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Indexed: 09/12/2023] Open
Abstract
Background and Objectives Falls among older adults are a significant health problem globally. Studies of multicomponent fall prevention programs in randomized controlled trials demonstrate effectiveness in reducing falls; however, the translation of research into the community remains challenging. Although there is an increasing interest to understand the factors contributing to implementation barriers, the dynamic relationships between factors are less well examined. Furthermore, evidence on implementation barriers from Asia is lacking as most of these studies originate from the West. As such, this study aims to engage stakeholders in uncovering the factors that facilitate or inhibit implementing community-based fall prevention programs in Singapore, with a focus on the interrelationship between those factors. Research Design and Methods Health care professionals familiar with fall prevention programs were invited to discuss the enablers and challenges to the implementation. This effort was facilitated using a systems modeling methodology of Group Model Building (GMB) to share ideas and create a common conceptual model of the challenges. The GMB employs various engagement techniques to draw on the experiences and perceptions of all stakeholders involved. Results This process led to the development of a Causal Loop Diagram (CLD), a qualitative conceptual model of the dynamic relationships between the barriers and facilitators of implementing fall prevention programs. Results from the CLD show that implementation is influenced by two main drivers: health care provider factors that influenced referrals, and patient factors that influenced referral acceptance and long-term adherence. Key leverage points for potential interventions were identified as well. Discussion and Implications The overall recommendation emphasized closer coordination and collaboration across providers to ensure sustainable and effective community-based fall prevention programs. This has to be supported by a national effort, involving a multidisciplinary stakeholder advisory group. These findings generated would be promising to guide future approaches to fall prevention.
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Affiliation(s)
- Vanessa Jean Wen Koh
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
- Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, Singapore, Singapore
| | - David B Matchar
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
- Department of Medicine (General Internal Medicine), Duke University Medical Center, Durham, North Carolina, USA
| | - Angelique Wei-Ming Chan
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
- Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, Singapore, Singapore
| | - June May-Ling Lee
- Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, Singapore, Singapore
| | - Wei Xuan Lai
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
| | - Dulcie Rosario
- Centre for Ageing Research and Education (CARE), Duke-NUS Medical School, Singapore, Singapore
| | - Anne George
- Rehabilitation Services, Changi General Hospital, Singapore, Singapore
| | - Vanda Ho
- Department of Geriatric Medicine, National University Hospital, Singapore, Singapore
| | | | | | - Reshma A Merchant
- Division of Geriatric Medicine, Department of Medicine, National University Hospital, Singapore, Singapore
| | | | - Chek Hooi Wong
- Programme in Health Services and Systems Research (HSSR), Duke-NUS Medical School, Singapore, Singapore
| | - Tianma Xu
- Health and Social Sciences Cluster, Singapore Institute of Technology, Singapore, Singapore
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Woon TK, Zhou K, Tan BS, Matchar DB. High-Suspicion Subcentimeter Thyroid Nodules: Cost Effectiveness of Active Surveillance versus Fine Needle Aspiration. J Vasc Interv Radiol 2023; 34:173-181. [PMID: 36400119 DOI: 10.1016/j.jvir.2022.11.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 10/23/2022] [Accepted: 11/08/2022] [Indexed: 11/17/2022] Open
Abstract
PURPOSE To compare the cost-benefit of active surveillance (AS) against immediate fine needle aspiration (FNA) of sonographically suspicious subcentimeter thyroid nodules. MATERIALS AND METHODS A Markov model was constructed to compare the cost-benefit of 3 strategies from the point of discovery until death: (a) Surveillance of all nodules, (b) Surveillance of nodules with positive cytology, and (c) Surgery of nodules with positive cytology. The reference case was a 40-year-old woman with a sonographically suspicious subcentimeter thyroid nodule. Transition probabilities, costs, and health state utilities were derived from the literature. Sensitivity analyses were performed to evaluate model uncertainty. Willingness-to-pay threshold was set at $100,000/quality-adjusted life year. RESULTS Surveillance of nodules with positive cytology dominated in the reference scenario and was cost-beneficial over Surveillance of all nodules, independent of the utility of AS. Surveillance of all nodules was cost-beneficial only at a life expectancy of <2.6 years or surveillance duration of <4 years. CONCLUSIONS While current guidelines recommend AS of sonographically suspicious subcentimeter nodules, the results of this study suggest that immediate FNA (Surveillance of nodules with positive cytology) is more cost-beneficial than AS (Surveillance of all nodules). Patients with positive cytology on FNA may subsequently opt for AS (Surveillance of nodules with positive cytology) or surgery (Surgery of nodules with positive cytology) according to their level of comfort (ie, utility) with AS.
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Affiliation(s)
- Tian Kai Woon
- Diagnostic Radiology, Singapore Health Services (SingHealth), Singapore.
| | - Ke Zhou
- Health Services and Systems Research, Duke-NUS Medical School, Singapore
| | - Bien Soo Tan
- Department of Vascular and Interventional Radiology, Singapore General Hospital, Singapore
| | - David B Matchar
- Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Medicine (General Internal Medicine), Duke University, Durham, North Carolina
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Sivapragasam N, Matchar DB, Chhoun P, Kol H, Loun C, Islam AM, Ansah J, Yi S. Developing a toolkit for implementing evidence-based guidelines to manage hypertension and diabetes in Cambodia: a descriptive case study. Health Res Policy Syst 2022; 20:109. [PMID: 36443781 PMCID: PMC9706829 DOI: 10.1186/s12961-022-00912-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 09/16/2022] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND In Cambodia, economic development accompanied by health reforms has led to a rapidly ageing population and an increasing incidence and prevalence of noncommunicable diseases. National strategic plans recognize primary care health centres as the focal points of care for treating and managing chronic conditions, particularly hypertension and type 2 diabetes. However, health centres have limited experience in providing such services. This case study describes the process of developing a toolkit to facilitate the use of evidence-based guidelines to manage hypertension and type 2 diabetes at the health-centre level. METHODS We developed and revised a preliminary toolkit based on the feedback received from key stakeholders. We gathered feedback through an iterative process of group and one-to-one consultations with representatives of the Ministry of Health, provincial health department, health centres and nongovernmental organizations between April 2019 and March 2021. RESULTS A toolkit was developed and organized according to the core tasks required to treat and manage hypertension and type 2 diabetes patients. The main tools included patient identification and treatment cards, risk screening forms, a treatment flowchart, referral forms, and patient education material on risk factors and lifestyle recommendations on diet, exercise, and smoking cessation. The toolkit supplements existing guidelines by incorporating context-specific features, including drug availability and the types of medication and dosage guidelines recommended by the Ministry of Health. Referral forms can be extended to incorporate engagement with community health workers and patient education material adapted to the local context. All tools were translated into Khmer and can be modified as needed based on available resources and arrangements with other institutions. CONCLUSIONS Our study demonstrates how a toolkit can be developed through iterative engagement with relevant stakeholders individually and in groups to support the implementation of evidence-based guidelines. Such toolkits can help strengthen the function and capacity of the primary care system to provide care for noncommunicable diseases, serving as the first step towards developing a more comprehensive and sustainable health system in the context of population ageing and caring for patients with chronic diseases.
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Affiliation(s)
- Nirmali Sivapragasam
- grid.428397.30000 0004 0385 0924Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
| | - David B. Matchar
- grid.428397.30000 0004 0385 0924Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore ,grid.26009.3d0000 0004 1936 7961Duke University Medical Center, Duke University, Durham, NC United States of America
| | - Pheak Chhoun
- grid.513124.00000 0005 0265 4996KHANA Center for Population Health Research, Phnom Penh, Cambodia
| | - Hero Kol
- grid.415732.6Department of Preventive Medicine, Ministry of Health, Phnom Penh, Cambodia
| | - Chhun Loun
- grid.415732.6Department of Preventive Medicine, Ministry of Health, Phnom Penh, Cambodia
| | - Amina Mahmood Islam
- grid.428397.30000 0004 0385 0924Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
| | - John Ansah
- grid.428397.30000 0004 0385 0924Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore ,grid.67105.350000 0001 2164 3847Case Western Reserve University, Cleveland, OH United States of America
| | - Siyan Yi
- grid.513124.00000 0005 0265 4996KHANA Center for Population Health Research, Phnom Penh, Cambodia ,grid.265117.60000 0004 0623 6962Center for Global Health Research, Touro University California, Vallejo, CA United States of America ,grid.4280.e0000 0001 2180 6431Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
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Chew DS, Zhou K, Pokorney SD, Matchar DB, Vemulapalli S, Allen LA, Jackson KP, Samad Z, Patel MR, Freeman JV, Piccini JP. Left Atrial Appendage Occlusion Versus Oral Anticoagulation in Atrial Fibrillation : A Decision Analysis. Ann Intern Med 2022; 175:1230-1239. [PMID: 35969865 DOI: 10.7326/m21-4653] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND Left atrial appendage occlusion (LAAO) is a potential alternative to oral anticoagulants in selected patients with atrial fibrillation (AF). Compared with anticoagulants, LAAO decreases major bleeding risk, but there is uncertainty regarding the risk for ischemic stroke compared with anticoagulation. OBJECTIVE To determine the optimal strategy for stroke prevention conditional on a patient's individual risks for ischemic stroke and bleeding. DESIGN Decision analysis with a Markov model. DATA SOURCES Evidence from the published literature informed model inputs. TARGET POPULATION Women and men with nonvalvular AF and without prior stroke. TIME HORIZON Lifetime. PERSPECTIVE Clinical. INTERVENTION LAAO versus warfarin or direct oral anticoagulants (DOACs). OUTCOME MEASURES The primary end point was clinical benefit measured in quality-adjusted life-years. RESULTS OF BASE-CASE ANALYSIS The baseline risks for stroke and bleeding determined whether LAAO was preferred over anticoagulants in patients with AF. The combined risks favored LAAO for higher bleeding risk, but that benefit became less certain at higher stroke risks. For example, at a HAS-BLED score of 5, LAAO was favored in more than 80% of model simulations for CHA2DS2-VASc scores between 2 and 5. The probability of LAAO benefit in QALYs (>80%) at lower bleeding risks (HAS-BLED score of 0 to 1) was limited to patients with lower stroke risks (CHA2DS2-VASc score of 2). Because DOACs carry lower bleeding risks than warfarin, the net benefit of LAAO is less certain than that of DOACs. RESULTS OF SENSITIVITY ANALYSIS Results were consistent using the ORBIT bleeding score instead of the HAS-BLED score, as well as alternative sources for LAAO clinical effectiveness data. LIMITATION Clinical effectiveness data were drawn primarily from studies on the Watchman device. CONCLUSION Although LAAO could be an alternative to anticoagulants for stroke prevention in patients with AF and high bleeding risk, the overall benefit from LAAO depends on the combination of stroke and bleeding risks in individual patients. These results suggest the need for a sufficiently low stroke risk for LAAO to be beneficial. The authors believe that these results could improve shared decision making when selecting patients for LAAO. PRIMARY FUNDING SOURCE None.
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Affiliation(s)
- Derek S Chew
- Duke Clinical Research Institute, Duke University, Durham, North Carolina, and Libin Cardiovascular Institute, University of Calgary, Calgary, Alberta, Canada (D.S.C.)
| | - Ke Zhou
- Duke-National University of Singapore Medical School, Singapore (K.Z.)
| | - Sean D Pokorney
- Duke Clinical Research Institute, Duke University, and Division of Cardiology, Duke University Medical Center, Durham, North Carolina (S.D.P., S.V., M.R.P., J.P.P.)
| | - David B Matchar
- Duke-National University of Singapore Medical School, Singapore, and Division of General Internal Medicine, Duke University Medical Center, Durham, North Carolina (D.B.M.)
| | - Sreekanth Vemulapalli
- Duke Clinical Research Institute, Duke University, and Division of Cardiology, Duke University Medical Center, Durham, North Carolina (S.D.P., S.V., M.R.P., J.P.P.)
| | - Larry A Allen
- University of Colorado School of Medicine, Aurora, Colorado (L.A.A.)
| | - Kevin P Jackson
- Division of Cardiology, Duke University Medical Center, Durham, North Carolina (K.P.J.)
| | - Zainab Samad
- Division of Cardiology, Duke University Medical Center, Durham, North Carolina, and Department of Medicine, Aga Khan University, Karachi, Pakistan (Z.S.)
| | - Manesh R Patel
- Duke Clinical Research Institute, Duke University, and Division of Cardiology, Duke University Medical Center, Durham, North Carolina (S.D.P., S.V., M.R.P., J.P.P.)
| | - James V Freeman
- Yale University School of Medicine, New Haven, Connecticut (J.V.F.)
| | - Jonathan P Piccini
- Duke Clinical Research Institute, Duke University, and Division of Cardiology, Duke University Medical Center, Durham, North Carolina (S.D.P., S.V., M.R.P., J.P.P.)
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Sivapragasam N, Matchar DB, Zhuang KD, Patel A, Pua U, Win HH, Chandramohan S, Venkatanarasimha N, Chua JME, Tan GWL, Irani FG, Leong S, Tay KH, Chong TT, Tan BS. Cost-Effectiveness of Drug-Coated Balloon Angioplasty Versus Conventional Balloon Angioplasty for Treating Below-the-Knee Arteries in Chronic Limb-Threatening Ischemia: The SINGA-PACLI Trial. Cardiovasc Intervent Radiol 2022; 45:1663-1669. [PMID: 35237860 DOI: 10.1007/s00270-022-03073-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Accepted: 01/27/2022] [Indexed: 11/27/2022]
Abstract
PURPOSE Drug-coated balloon angioplasty (DCBA) has been studied as a potentially superior option compared to conventional percutaneous transluminal angioplasty (PTA) in treating below-the-knee (BTK) arteries in chronic limb-threatening ischemia (CLTI). The aim of this study is to examine the cost-effectiveness of DCBA versus PTA in BTK arteries based on a randomized controlled trial. MATERIAL AND METHODS A prospective economic study was embedded in a randomized controlled trial of 138 patients with CLTI. Resource use and health outcomes were assessed at baseline, and at 3, 6 and 12 months post-intervention. Costs were calculated from a societal perspective and health outcomes measured using quality-adjusted life years with probabilistic sensitivity analysis performed to account for subject heterogeneity. RESULTS Compared with participants randomized to receive PTA, participants randomized to DCBA gained an average baseline-adjusted quality-adjusted life years (QALYs) of .012 while average total costs were USD$1854 higher; this translates to an incremental cost-effectiveness ratio (ICER) of US$154,500 additional cost per QALY gained. However, the estimate of ICER had substantial variance with only 48% of bootstrap ICERs meeting a benchmark threshold of US$57,705 (the average gross domestic product (GDP) per capita of Singapore). CONCLUSION The use of DCBA in BTK arteries in CLTI patients was not cost-effective compared with PTA. LEVEL OF EVIDENCE 2, Randomized trial.
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Affiliation(s)
- Nirmali Sivapragasam
- Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - David B Matchar
- Programme in Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Kun Da Zhuang
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Ankur Patel
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Uei Pua
- Department of Diagnostic Radiology, Tan Tock Seng Hospital, 11 Jln Tan Tock Seng, Singapore, 308433, Singapore
| | - Hlaing Hlaing Win
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Sivanathan Chandramohan
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Nanda Venkatanarasimha
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Jasmine M E Chua
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Glenn Wei Leong Tan
- Department of General Surgery, Tan Tock Seng Hospital, 11 Jln Tan Tock Seng, Singapore, 308433, Singapore
| | - Farah G Irani
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Sum Leong
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Kiang Hiong Tay
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
| | - Tze Tec Chong
- Department of Vascular Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore
| | - Bien Soo Tan
- Department of Vascular and Interventional Radiology, Division of Radiological Sciences, Singapore General Hospital, Radiological Sciences Academic Clinical Programme, Singhealth-Duke-NUS Academic Medical Centre, Outram Road, Singapore, 169608, Singapore
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Cai Y, Kwek S, Tang SS, Saffari SE, Lum E, Yoon S, Ansah JP, Matchar DB, Kwa AL, Ang KA, Thumboo J, Ong ME, Graves N. Impact of the COVID-19 pandemic on a tertiary care public hospital in Singapore: Resources and economic costs. J Hosp Infect 2021; 121:1-8. [PMID: 34902499 PMCID: PMC8664721 DOI: 10.1016/j.jhin.2021.12.007] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 11/28/2021] [Accepted: 12/05/2021] [Indexed: 01/14/2023]
Abstract
BACKGROUND The COVID-19 pandemic has prompted hospitals to respond with stringent measures. Accurate estimates of costs and resources used in outbreaks can guide evaluations of responses. We report the financial expenditure associated with COVID-19, the bed-days used for COVID-19 patients and hospital services displaced due to COVID-19 in a Singapore tertiary hospital. METHODS We conducted a retrospective cost analysis from January to December 2020 in the largest public hospital in Singapore. Costs were estimated from the hospital perspective. We examined financial expenditures made in direct response to COVID-19; hospital admissions data related to COVID-19 inpatients; and the number of outpatient and emergency department visits, non-emergency surgeries, inpatient days in 2020, compared to preceding years of 2018 and 2019. Bayesian time-series was used to estimate the magnitude of displaced services. RESULTS USD$41.96 million was incurred in the hospital for COVID-19 related expenses. Facilities setup and capital assets counted for 51.6% of the expenditure; patient-care supplies comprised 35.1%. Out of the 19,611 inpatients tested for COVID-19 in 2020, 727 (3.7%) had COVID-19. The total inpatient- and ICU-days for COVID-19 patients in 2020 were 8,009 and 8 days respectively. A decline in all hospital services were observed from February following a raised disease outbreak alert level; most services quickly resumed when the lockdown was lifted in June. CONCLUSION COVID-19 has led to increase in healthcare expenses and displacement in hospital services. Our findings are useful for informing economic evaluations of COVID-19 response and provide some information about the expected costs of future outbreaks.
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Affiliation(s)
- Yiying Cai
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore
| | - Samuel Kwek
- MD Programme, Duke-NUS Medical School, Singapore
| | - Sarah Sl Tang
- Department of Pharmacy, Singapore General Hospital, Singapore
| | | | - Elaine Lum
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore
| | - Sungwon Yoon
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore
| | - John P Ansah
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore
| | - David B Matchar
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore
| | - Andrea L Kwa
- Department of Pharmacy, Singapore General Hospital, Singapore; SingHealth Duke-NUS Medicine Academic Clinical Programme, Singapore; Emerging Infectious Diseases, Duke-NUS Medical School, Singapore
| | - Kwok Ann Ang
- Finance Department, Singapore General Hospital, Singapore
| | - Julian Thumboo
- Department of Rheumatology and Immunology, Singapore General Hospital, Singapore
| | - Marcus Eh Ong
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore; Department of Emergency Medicine, Singapore General Hospital, Singapore
| | - Nicholas Graves
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore.
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9
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Yan X, Matchar DB, Sivapragasam N, Ansah JP, Goel A, Chakraborty B. Sequential Multiple Assignment Randomized Trial (SMART) to identify optimal sequences of telemedicine interventions for improving initiation of insulin therapy: A simulation study. BMC Med Res Methodol 2021; 21:200. [PMID: 34592951 PMCID: PMC8481760 DOI: 10.1186/s12874-021-01395-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 09/08/2021] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND To examine the value of a Sequential Multiple Assignment Randomized Trial (SMART) design compared to a conventional randomized control trial (RCT) for telemedicine strategies to support titration of insulin therapy for Type 2 Diabetes Mellitus (T2DM) patients new to insulin. METHODS Microsimulation models were created in R using a synthetic sample based on primary data from 63 subjects enrolled in a pilot study of a smartphone application (App), Diabetes Pal compared to a nurse-based telemedicine strategy (Nurse). For comparability, the SMART and an RCT design were constructed to allow comparison of four (embedded) adaptive interventions (AIs). RESULTS In the base case scenario, the SMART has similar overall mean expected HbA1c and cost per subject compared with RCT, for sample size of n = 100 over 10,000 simulations. SMART has lower (better) standard deviations of the mean expected HbA1c per AI, and higher efficiency of choosing the correct AI across various sample sizes. The differences between SMART and RCT become apparent as sample size decreases. For both trial designs, the threshold value at which a subject was deemed to have been responsive at an intermediate point in the trial had an optimal choice (i.e., the sensitivity curve had a U-shape). SMART design dominates the RCT, in the overall mean HbA1c (lower value) when the threshold value is close to optimal. CONCLUSIONS SMART is suited to evaluating the efficacy of different sequences of treatment options, in addition to the advantage of providing information on optimal treatment sequences.
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Affiliation(s)
- Xiaoxi Yan
- Centre for Quantitative Medicine. Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
| | - David B. Matchar
- Health Services and Systems Research Department, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
- Department of Medicine, Duke University Medical Center, Durham, North Carolina USA
| | - Nirmali Sivapragasam
- Health Services and Systems Research Department, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
| | - John P. Ansah
- Health Services and Systems Research Department, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
| | - Aastha Goel
- Health Services and Systems Research Department, Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
| | - Bibhas Chakraborty
- Centre for Quantitative Medicine. Duke-NUS Medical School, 8 College Road, Singapore, 169857 Singapore
- Department of Statistics and Applied Probability, Faculty of Science, National University of Singapore, Singapore, 117546 Singapore
- Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina USA
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10
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Tan CC, Lam CSP, Matchar DB, Zee YK, Wong JEL. Singapore's health-care system: key features, challenges, and shifts. Lancet 2021; 398:1091-1104. [PMID: 34481560 DOI: 10.1016/s0140-6736(21)00252-x] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Revised: 10/16/2020] [Accepted: 01/19/2021] [Indexed: 01/13/2023]
Abstract
Since Singapore became an independent nation in 1965, the development of its health-care system has been underpinned by an emphasis on personal responsibility for health, and active government intervention to ensure access and affordability through targeted subsidies and to reduce unnecessary costs. Singapore is achieving good health outcomes, with a total health expenditure of 4·47% of gross domestic product in 2016. However, the health-care system is contending with increased stress, as reflected in so-called pain points that have led to public concern, including shortages in acute hospital beds and intermediate and long-term care (ILTC) services, and high out-of-pocket payments. The main drivers of these challenges are the rising prevalence of non-communicable diseases and rapid population ageing, limitations in the delivery and organisation of primary care and ILTC, and financial incentives that might inadvertently impede care integration. To address these challenges, Singapore's Ministry of Health implemented a comprehensive set of reforms in 2012 under its Healthcare 2020 Masterplan. These reforms substantially increased the capacity of public hospital beds and ILTC services in the community, expanded subsidies for primary care and long-term care, and introduced a series of financing health-care reforms to strengthen financial protection and coverage. However, it became clear that these measures alone would not address the underlying drivers of system stress in the long term. Instead, the system requires, and is making, much more fundamental changes to its approach. In 2016, the Ministry of Health encapsulated the required shifts in terms of the so-called Three Beyonds-namely, beyond health care to health, beyond hospital to community, and beyond quality to value.
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Affiliation(s)
- Chorh Chuan Tan
- Office for Healthcare Transformation, Ministry of Health, Singapore; Department of Medicine, National University of Singapore, Singapore.
| | - Carolyn S P Lam
- National Heart Centre Singapore, Singapore; Duke-NUS Cardiovascular Academic Clinical Program, Duke-NUS Medical School, Singapore; Department of Cardiology, University Medical Center Groningen, Groningen, Netherlands
| | - David B Matchar
- Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Medicine, Duke University, Durham, NC, USA
| | | | - John E L Wong
- Department of Medicine, National University of Singapore, Singapore; Department of Hematology-Medical Oncology, National University Health System, Singapore
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11
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Ansah JP, Chiu CT, Wei-Yan AC, Min TLS, Matchar DB. Trends in functional disability and cognitive impairment among the older adult in China up to 2060: estimates from a dynamic multi-state population model. BMC Geriatr 2021; 21:380. [PMID: 34157986 PMCID: PMC8218480 DOI: 10.1186/s12877-021-02309-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Accepted: 04/07/2021] [Indexed: 12/02/2022] Open
Abstract
Background Available evidence suggests that cognitive impairment (CI), which leads to deficits in episodic memory, executive functions, visual attention, and language, is associated with difficulties in the capacity to perform activities of daily living. Hence any forecast of the future prevalence of functional disability should account for the likely impact of cognitive impairment on the onset of functional disability. Thus, this research aims to address this gap in literature by projecting the number of older adults in China with functional disability and cognitive impairment while accounting for the impact of cognitive impairment on the onset of functional disability. Methods We developed and validated a dynamic multi-state population model which simulates the population of China and tracks the transition of Chinese older adults (65 years and older) from 2010 to 2060, to and from six health states—(i) active older adults without cognitive impairment, (ii) active older adults with cognitive impairment, (iii) older adults with 1 to 2 ADL limitations, (iv) older adults with cognitive impairment and 1 to 2 ADL limitations, (v) older adults with 3 or more ADL limitations, and (vi) older adults with cognitive impairment and 3 or more ADL limitations. Results From 2015 to 2060, the number of older adults 65 years and older in China is projected to increase, of which the number with impairment (herein referred to as individuals with cognitive impairment and/or activity of daily living limitations) is projected to increase more than fourfold from 17·9 million (17·8–18·0) million in 2015 to 96·2 (95·3–97·1) million by 2060. Among the older adults with impairment, those with ADL limitations only is projected to increase from 3·7 million (3·6–3·7 million) in 2015 to 23·9 million (23·4–24·6 million) by 2060, with an estimated annual increase of 12·2% (12·1–12·3); while that for cognitive impairment only is estimated to increase from 11·4 million (11·3–11·5 million) in 2015 to 47·8 million (47·5–48·2 million) by 2060—this representing an annual growth of 7·07% (7·05–7·09). Conclusion Our findings suggest there will be an increase in demand for intermediate and long-term care services among the older adults with functional disability and cognitive impairment. Supplementary Information The online version contains supplementary material available at 10.1186/s12877-021-02309-4.
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Affiliation(s)
| | - Chi-Tsun Chiu
- Institute of European and American Studies Academia Sinica, Taipei, Taiwan
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12
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Tyagi S, Koh GCH, Luo N, Tan KB, Hoenig H, Matchar DB, Yoong J, Chan A, Lee KE, Venketasubramanian N, Menon E, Chan KM, De Silva DA, Yap P, Tan BY, Chew E, Young SH, Ng YS, Tu TM, Ang YH, Kong KH, Singh R, Merchant RA, Chang HM, Yeo TT, Ning C, Cheong A, Ng YL, Tan CS. Role of caregiver factors in outpatient medical follow-up post-stroke: observational study in Singapore. BMC Fam Pract 2021; 22:74. [PMID: 33853544 PMCID: PMC8048235 DOI: 10.1186/s12875-021-01405-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Accepted: 02/22/2021] [Indexed: 11/10/2022]
Abstract
Background Outpatient medical follow-up post-stroke is not only crucial for secondary prevention but is also associated with a reduced risk of rehospitalization. However, being voluntary and non-urgent, it is potentially determined by both healthcare needs and the socio-demographic context of stroke survivor-caregiver dyads. Therefore, we aimed to examine the role of caregiver factors in outpatient medical follow-up (primary care (PC) and specialist outpatient care (SOC)) post-stroke. Method Stroke survivors and caregivers from the Singapore Stroke Study, a prospective, yearlong, observational study, contributed to the study sample. Participants were interviewed 3-monthly for data collection. Counts of PC and SOC visits were extracted from the National Claims Database. Poisson modelling was used to explore the association of caregiver (and patient) factors with PC/SOC visits over 0–3 months (early) and 4–12 months (late) post-stroke. Results For the current analysis, 256 stroke survivors and caregivers were included. While caregiver-reported memory problems of a stroke survivor (IRR: 0.954; 95% CI: 0.919, 0.990) and caregiver burden (IRR: 0.976; 95% CI: 0.959, 0.993) were significantly associated with lower early post-stroke PC visits, co-residing caregiver (IRR: 1.576; 95% CI: 1.040, 2.389) and negative care management strategies (IRR: 1.033; 95% CI: 1.005, 1.061) were significantly associated with higher late post-stroke SOC visits. Conclusion We demonstrated that the association of caregiver factors with outpatient medical follow-up varied by the type of service (i.e., PC versus SOC) and temporally. Our results support family-centred care provision by family physicians viewing caregivers not only as facilitators of care in the community but also as active members of the care team and as clients requiring care and regular assessments. Supplementary Information The online version contains supplementary material available at 10.1186/s12875-021-01405-z.
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Affiliation(s)
- Shilpa Tyagi
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Gerald Choon-Huat Koh
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
| | - Nan Luo
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Kelvin Bryan Tan
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Helen Hoenig
- Physical Medicine and Rehabilitation Service, Durham VA Medical Centre, Durham, NC, USA
| | - David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
| | - Joanne Yoong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Angelique Chan
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
| | - Kim En Lee
- Lee Kim En Neurology Pte Ltd, Singapore, Singapore
| | | | - Edward Menon
- St. Andrew's Community Hospital, Singapore, Singapore
| | | | - Deidre Anne De Silva
- National Neuroscience Institute, Singapore General Hospital Campus, Singapore, Singapore
| | - Philip Yap
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | | | - Effie Chew
- Department of Rehabilitation Medicine, National University Hospital, Singapore, Singapore
| | - Sherry H Young
- Department of Rehabilitation Medicine, Changi General Hospital, Singapore, Singapore
| | - Yee Sien Ng
- Department of Rehabilitation Medicine, Singapore General Hospital, Singapore, Singapore
| | - Tian Ming Tu
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Yan Hoon Ang
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | - Keng He Kong
- Department of Rehabilitation Medicine, Tan Tock Seng Hospital, Singapore, Singapore
| | - Rajinder Singh
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Reshma A Merchant
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Hui Meng Chang
- National Neuroscience Institute, Singapore General Hospital Campus, Singapore, Singapore
| | - Tseng Tsai Yeo
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Chou Ning
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Angela Cheong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Yu Li Ng
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
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13
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Chong WFW, Ng LH, Ho RMH, Koh GCH, Hoenig H, Matchar DB, Yap P, Venketasubramanian N, Tan KB, Ning C, Menon E, Chang HM, De Silva DA, Lee KE, Tan BY, Young SHY, Ng YS, Tu TM, Ang YH, Yeo TT, Merchant RA, Kong KH, Singh R, Ng YL, Cheong A. Stroke Rehabilitation Use and Caregiver Psychosocial Health Profiles in Singapore: A Latent Profile Transition Analysis. J Am Med Dir Assoc 2021; 22:2350-2357.e2. [PMID: 33812841 DOI: 10.1016/j.jamda.2021.02.036] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 02/12/2021] [Accepted: 02/21/2021] [Indexed: 11/25/2022]
Abstract
OBJECTIVES To identify and describe caregiver profiles based on their psychosocial health characteristics over a 12-month period and transitions among these profiles, to determine if stroke rehabilitation use at 12 months post-stroke differed by caregiver profile transition patterns, and to investigate if caregiver profiles at 3 months post-stroke moderate the association of stroke rehabilitation use at 3 months and 12 months post-stroke after accounting for covariates. DESIGN Latent profile transition analysis of caregiver psychosocial health with stroke rehabilitation use at 12 month post-stroke as outcome. SETTING AND PARTICIPANTS A total of 149 stroke patient-caregiver dyads from the Singapore Stroke Study. METHODS Cross-sectional latent profile analyses were conducted on caregiver psychosocial health indicators of burden, depression, health status, quality of relationship with patient, and social support. Changes in latent profile classification over 3 time points (baseline, 3 months, and 12 months post-stroke) were analyzed using latent transition analysis. A transition model with stroke rehabilitation use at 12 months post-stroke as the outcome was tested after accounting for covariates. RESULTS Two distinct caregiver psychosocial health latent profiles were found across time: nondistressed and distressed. Most caregivers were classified as nondistressed and remained nondistressed over time. Distressed caregivers at baseline were 76% likely to become nondistressed at 12 month post-stroke. Regardless of profile transition patterns, nondistressed caregivers at 12 months post-stroke tended to have cared for stroke rehabilitation nonusers at 12 months post-stroke. Patient depression explained profile classification at 3 months and 12 months post-stroke. After accounting for covariates, rehabilitation users at 3 months post-stroke tended to continue using rehabilitation at 12 months post-stroke only when they had nondistressed caregivers at 3 months post-stroke. CONCLUSIONS AND IMPLICATIONS Whether caregiver adaptation explains the associations between the latent profile transition patterns and rehabilitation use at 12 months post-stroke should be examined. Early psychosocial health assessment and sustained support should be made available to stroke caregivers to enhance their well-being and subsequent patient rehabilitation participation.
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Affiliation(s)
- Wayne F W Chong
- School of Social Sciences, Nanyang Technological University, Singapore, Singapore, Singapore; GeroPsych Consultants Pte Ltd, Singapore, Singapore, Singapore.
| | - Leong Hwee Ng
- GeroPsych Consultants Pte Ltd, Singapore, Singapore, Singapore
| | - Ringo M-H Ho
- School of Social Sciences, Nanyang Technological University, Singapore, Singapore, Singapore
| | - Gerald C H Koh
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore, Singapore; Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, Singapore; Office of Healthcare Transformation, Ministry of Health, Singapore, Singapore, Singapore
| | - Helen Hoenig
- Physical Medicine and Rehabilitation Science, Durham Veterans Administration Medical Center, Durham, NC, USA; Division of Geriatrics, Department of Medicine, Duke University Medical Center, Durham, NC, USA
| | - David B Matchar
- Department of Medicine (General Internal Medicine), Duke University Medical Center, Durham, NC, USA; Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, Singapore; Department of Internal Medicine, Singapore General Hospital, Singapore, Singapore, Singapore
| | - Philip Yap
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore, Singapore
| | | | - Kelvin B Tan
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, Singapore; InfoComm, Technology and Data Group, Ministry of Health, Singapore, Singapore, Singapore
| | - Chou Ning
- CHOU Neuroscience Clinic, Farrer Park Hospital, Singapore, Singapore, Singapore; Chou Neurosurgery Pte Ltd, Gleneagles Hospital, Singapore, Singapore, Singapore
| | - Edward Menon
- Medical Services, St Andrew's Community Hospital, Singapore, Singapore, Singapore
| | - Hui Meng Chang
- Department of Neurology, National Neuroscience Institute, Singapore, Singapore, Singapore
| | - Deidre A De Silva
- Department of Neurology, National Neuroscience Institute, Singapore, Singapore, Singapore
| | - Kim En Lee
- Lee Kim En Neurology Pte Ltd, Singapore, Singapore, Singapore
| | | | - Sherry H Y Young
- Department of Rehabilitation Medicine, Changi General Hospital, Singapore, Singapore, Singapore
| | - Yee Sien Ng
- Department of Rehabilitation Medicine, Singapore General Hospital, Singapore, Singapore, Singapore
| | - Tian Ming Tu
- Department of Neurology, National Neuroscience Institute, Singapore, Singapore, Singapore
| | - Yan Hoon Ang
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore, Singapore
| | - Tseng Tsai Yeo
- Division of Neurosurgery, University Surgical Cluster, National University of Singapore, Singapore, Singapore, Singapore
| | - Reshma A Merchant
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore, Singapore; Department of Medicine (Division of Geriatric Medicine), National University Hospital, Singapore, Singapore, Singapore
| | - Keng He Kong
- Department of Rehabilitation Medicine, Tan Tock Seng Hospital, Singapore, Singapore, Singapore
| | - Rajinder Singh
- Department of Neurology, National Neuroscience Institute, Singapore, Singapore, Singapore
| | - Yu Li Ng
- Manpower Planning and Strategy, Ministry of Health, Singapore, Singapore, Singapore
| | - Angela Cheong
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, Singapore
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14
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Young SHY, Sim R, YU C, YAN X, De Silva DA, CHAKRABORTY B, Matchar DB. Abstract P227: Incentives for Uptake and Adherence With Outpatient Stroke Rehabilitation: A Three Arm Randomized Controlled Trial. Stroke 2021. [DOI: 10.1161/str.52.suppl_1.p227] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
While rehabilitation has been demonstrated to be effective in improving outcomes of stroke, uptake of outpatient rehabilitation services (ORS) in Singapore remains relatively low. This study aims to determine if rehabilitation uptake and adherence can be increased by providing coordinated transportation (increased convenience) and eliminating out-of-pocket costs (reduced expense).
Hypothesis:
It was hypothesized that the uptake rate of ORS over 3 months, number of sessions attended, and time to discontinuation would be greater for participants in the intervention arms of which barriers of transportation and out-of-pocket costs are addressed, as compared to participants in the control arm.
Methods:
A total of 266 participants were recruited from the stroke and acute rehabilitation units of two tertiary hospitals in Singapore, and randomized to one of three study arms: the control arm, denoted
Education
(
E
), inclusive of a stroke rehabilitation educational program; the first intervention arm, denoted
Transportation Incentives
(
T
), inclusive of free transportation services for the first 3 months post-discharge; or the second intervention arm, denoted,
Transportation & Sessions Incentives
(
T&S
), inclusive of up to 3 months of both free transportation and no out-of-pocket costs for participants’ stroke ORS.
Results:
The uptake rate of ORS was 73.0% for
E
(CI, 63.8%-82.3%), 81.8% for
T
(CI, 73.8%-89.8%), and 84.3% for
T&S
(CI, 76.7%-91.8%). The differences of
T
and
T&S
versus the control arm (
E
) were not statistically significant (p = 0.22 and p = 0.10, respectively). However, the average number of rehabilitation sessions attended were significantly higher in both the intervention arms: 5.50 (SD, 7.65) for
T
and 7.51 (SD, 9.52) for
T&S
versus 3.26 (SD, 4.22) for the control arm (
E
) (p-value for
T
vs
E
= 0.017; p-value for
T&S
vs
E
= 0.000.) Kaplan-Meier analysis indicated that persistence was higher for
T&S
compared to
E
(p=0.029).
Conclusions:
This study has demonstrated that incentives can improve utilization of ORS. Such incentives should be considered in finance policy, such as care bundling, for stroke or similar common conditions.
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Affiliation(s)
| | - Rita Sim
- DUKE NUS MEDICAL SCHOOL, Singapore, Singapore
| | | | - Xiaoxi YAN
- DUKE NUS MEDICAL SCHOOL, Singapore, Singapore
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15
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Virani SS, Alonso A, Aparicio HJ, Benjamin EJ, Bittencourt MS, Callaway CW, Carson AP, Chamberlain AM, Cheng S, Delling FN, Elkind MSV, Evenson KR, Ferguson JF, Gupta DK, Khan SS, Kissela BM, Knutson KL, Lee CD, Lewis TT, Liu J, Loop MS, Lutsey PL, Ma J, Mackey J, Martin SS, Matchar DB, Mussolino ME, Navaneethan SD, Perak AM, Roth GA, Samad Z, Satou GM, Schroeder EB, Shah SH, Shay CM, Stokes A, VanWagner LB, Wang NY, Tsao CW. Heart Disease and Stroke Statistics-2021 Update: A Report From the American Heart Association. Circulation 2021; 143:e254-e743. [PMID: 33501848 DOI: 10.1161/cir.0000000000000950] [Citation(s) in RCA: 2860] [Impact Index Per Article: 953.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND The American Heart Association, in conjunction with the National Institutes of Health, annually reports the most up-to-date statistics related to heart disease, stroke, and cardiovascular risk factors, including core health behaviors (smoking, physical activity, diet, and weight) and health factors (cholesterol, blood pressure, and glucose control) that contribute to cardiovascular health. The Statistical Update presents the latest data on a range of major clinical heart and circulatory disease conditions (including stroke, congenital heart disease, rhythm disorders, subclinical atherosclerosis, coronary heart disease, heart failure, valvular disease, venous disease, and peripheral artery disease) and the associated outcomes (including quality of care, procedures, and economic costs). METHODS The American Heart Association, through its Statistics Committee, continuously monitors and evaluates sources of data on heart disease and stroke in the United States to provide the most current information available in the annual Statistical Update. The 2021 Statistical Update is the product of a full year's worth of effort by dedicated volunteer clinicians and scientists, committed government professionals, and American Heart Association staff members. This year's edition includes data on the monitoring and benefits of cardiovascular health in the population, an enhanced focus on social determinants of health, adverse pregnancy outcomes, vascular contributions to brain health, the global burden of cardiovascular disease, and further evidence-based approaches to changing behaviors related to cardiovascular disease. RESULTS Each of the 27 chapters in the Statistical Update focuses on a different topic related to heart disease and stroke statistics. CONCLUSIONS The Statistical Update represents a critical resource for the lay public, policy makers, media professionals, clinicians, health care administrators, researchers, health advocates, and others seeking the best available data on these factors and conditions.
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16
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Hinson HE, Hamilton RH, Matchar DB. Making public and patient involvement in clinical trials more than aspirational. Neurol Clin Pract 2020; 10:188-189. [PMID: 32644057 PMCID: PMC7292565 DOI: 10.1212/cpj.0000000000000786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Holly E Hinson
- Oregon Health Sciences (HEH); University of Pennsylvania (RHH); and Duke University (DBM)
| | - Roy H Hamilton
- Oregon Health Sciences (HEH); University of Pennsylvania (RHH); and Duke University (DBM)
| | - David B Matchar
- Oregon Health Sciences (HEH); University of Pennsylvania (RHH); and Duke University (DBM)
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17
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Lim KK, Matchar DB, Tan CS, Yeo W, Østbye T, Howe TS, Koh JS. The Association Between Psychological Resilience and Physical Function Among Older Adults With Hip Fracture Surgery. J Am Med Dir Assoc 2020; 21:260-266.e2. [DOI: 10.1016/j.jamda.2019.07.005] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 06/24/2019] [Accepted: 07/04/2019] [Indexed: 01/25/2023]
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18
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Wei WE, De Silva DA, Chang HM, Yao J, Matchar DB, Young SHY, See SJ, Lim GH, Wong TH, Venketasubramanian N. Post-stroke patients with moderate function have the greatest risk of falls: a National Cohort Study. BMC Geriatr 2019; 19:373. [PMID: 31878876 PMCID: PMC6933903 DOI: 10.1186/s12877-019-1377-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Accepted: 12/08/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Stroke patients have increased risks of falls. We examined national registry data to evaluate the association between post-stroke functional level and the risk of low falls among post-stroke patients. METHODS This retrospective cohort study analyzed data from national registries to examine the risk factors for post-stroke falls. Data for patients who suffered ischemic strokes and survived the index hospital admission was obtained from the Singapore National Stroke Registry and matched to the National Trauma Registry, from 2011 to 2015. The primary outcome measure was a low fall (fall height ≤ 0.5 m). Competing risk analysis was performed to examine the association between functional level (by modified Rankin score [mRS] at discharge) and the risk of subsequent low falls. RESULTS In all, 2255 patients who suffered ischemic strokes had recorded mRS. The mean age was 66.6 years and 58.5% were men. By the end of 2015, 54 (2.39%) had a low fall while 93 (4.12%) died. After adjusting for potential confounders, mRS was associated with fall risk with an inverted U-shaped relationship. Compared to patients with a score of zero, the sub-distribution hazard ratio (SHR) increased to a maximum of 3.42 (95%CI:1.21-9.65, p = 0.020) for patients with a score of 2. The SHR then declined to 2.45 (95%CI:0.85-7.12, p = 0.098), 2.86 (95%CI:0.95-8.61, p = 0.062) and 1.93 (95%CI:0.44-8.52, p = 0.38) for patients with scores of 3, 4 and 5 respectively. CONCLUSIONS An inverted U-shaped relationship between functional status and fall risk was observed. This is consistent with the complex interplay between decreasing mobility (hence decreased opportunity to fall) and increasing susceptibility to falls. Fall prevention intervention could be targeted accordingly. (263 words).
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Affiliation(s)
- Wycliffe E Wei
- Health Services Research Unit, Singapore General Hospital, Level 4, 226 Outram Road, Singapore, 169039, Singapore
| | - Deirdre A De Silva
- Department of Neurology (Singapore General Hospital Campus), National Neuroscience Institute, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore.,Duke-NUS Medical School, Singapore, 8 College Road, Singapore, 169857, Singapore
| | - Hui Meng Chang
- Department of Neurology (Singapore General Hospital Campus), National Neuroscience Institute, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore
| | - Jiali Yao
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - David B Matchar
- Health Services & Systems Research, Duke-National University of Singapore Medical School, Singapore, 8 College Road, Singapore, 169857, Singapore.,Center for Clinical Health Policy, Duke University Medical Center, Durham, North Carolina, USA.,Duke University Medical Center, Durham, North Carolina, 27710, USA
| | - Sherry H Y Young
- Department of Rehabilitation Medicine, Changi General Hospital, 2 Simei Street 3, Singapore, 529889, Singapore
| | - Siew Ju See
- Department of Neurology (Singapore General Hospital Campus), National Neuroscience Institute, Singapore General Hospital, Outram Road, Singapore, 169608, Singapore.,Duke-NUS Medical School, Singapore, 8 College Road, Singapore, 169857, Singapore
| | - Gek Hsiang Lim
- Health Promotion Board, 3 Second Hospital Avenue, Singapore, 168937, Singapore
| | - Ting Hway Wong
- Duke-NUS Medical School, Singapore, 8 College Road, Singapore, 169857, Singapore. .,Department of General Surgery, Singapore General Hospital, General Hospital, Outram Road, Singapore, 169608, Singapore.
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19
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Tyagi S, Koh GCH, Luo N, Tan KB, Hoenig H, Matchar DB, Yoong J, Chan A, Lee KE, Venketasubramanian N, Menon E, Chan KM, De Silva DA, Yap P, Tan BY, Chew E, Young SH, Ng YS, Tu TM, Ang YH, Kong KH, Singh R, Merchant RA, Chang HM, Yeo TT, Ning C, Cheong A, Ng YL, Tan CS. Dyadic approach to post-stroke hospitalizations: role of caregiver and patient characteristics. BMC Neurol 2019; 19:267. [PMID: 31684922 PMCID: PMC6829975 DOI: 10.1186/s12883-019-1510-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2019] [Accepted: 10/22/2019] [Indexed: 01/06/2023] Open
Abstract
Aim To study the association of caregiver factors and stroke patient factors with rehospitalizations over the first 3 months and subsequent 3–12 months post-stroke in Singapore. Methods Patients with stroke and their caregivers were recruited in the Singapore Stroke Study, a prospective yearlong cohort. While caregiver and patient variables were taken from this study, hospitalization data were extracted from the national claims database. We used Poisson modelling to perform bivariate and multivariable analysis with counts of hospitalization as the outcome. Results Two hundred and fifty-six patient with stroke and caregiver dyads (N = 512) were analysed, with patients having spouse (60%), child (29%), sibling (4%) and other (7%) as their caregivers. Among all participants, 89% of index strokes were ischemic, 57% were mild in severity and more than half (59%) of the patients had moderate or severe disability post-stroke as measured on the Modified Rankin Scale. Having social support in the form of a foreign domestic worker for general help of caregiver reduced the hospitalization rate over 3 months post-stroke by 66% (IRR: 0.342; 95% CI: 0.180, 0.651). Compared to having a spousal caregiver, those with a child caregiver had an almost three times greater rate of hospitalizations over 3–12 months post-stroke (IRR: 2.896; 95% CI: 1.399, 5.992). Higher reported caregiving burden at the 3-month point was associated with the higher subsequent rate of hospitalization. Conclusion Recommendations include the adoption of a dyadic or holistic approach to post-stroke care provision by healthcare practitioners, giving due importance to both patients with stroke and their caregivers, integrating caregivers in the healthcare system to extend the care continuum to include informal care in the community and provision of timely support for caregivers.
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Affiliation(s)
- Shilpa Tyagi
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Gerald C H Koh
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
| | - Nan Luo
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Kelvin B Tan
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Helen Hoenig
- Physical Medicine and Rehabilitation Service, Durham VA Medical Centre, Durham, USA
| | - David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Joanne Yoong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Angelique Chan
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Kim En Lee
- Lee Kim En Neurology Pte Ltd, Singapore, Singapore
| | | | - Edward Menon
- St. Andrew's Community Hospital, Singapore, Singapore
| | | | - Deidre Anne De Silva
- National Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore
| | - Philip Yap
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | | | - Effie Chew
- Department of Rehabilitation Medicine, National University Hospital, Singapore, Singapore
| | - Sherry H Young
- Department of Rehabilitation Medicine, Changi General Hospital, Singapore, Singapore
| | - Yee Sien Ng
- Department of Rehabilitation Medicine, Singapore General Hospital, Singapore, Singapore
| | - Tian Ming Tu
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Yan Hoon Ang
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | - Keng He Kong
- Department of Rehabilitation Medicine, Tan Tock Seng Hospital, Singapore, Singapore
| | - Rajinder Singh
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Reshma A Merchant
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Hui Meng Chang
- National Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore
| | - Tseng Tsai Yeo
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Chou Ning
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Angela Cheong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Yu Li Ng
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
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20
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Chan A, Saito Y, Matchar DB, Østbye T, Malhotra C, Ang S, Ma S, Malhotra R. Cohort Profile: Panel on Health and Ageing of Singaporean Elderly (PHASE). Int J Epidemiol 2019; 48:1750-1751f. [DOI: 10.1093/ije/dyz172] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/20/2019] [Indexed: 12/28/2022] Open
Affiliation(s)
- Angelique Chan
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
- Centre for Ageing Research and Education, Duke-NUS Medical School, Singapore, Singapore
| | - Yasuhiko Saito
- College of Economics and Population Research Institute, Nihon University, Tokyo, Japan
| | - David B Matchar
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
- Internal Medicine (General Internal Medicine), Duke University, Durham, NC, USA
| | - Truls Østbye
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
- Centre for Ageing Research and Education, Duke-NUS Medical School, Singapore, Singapore
- Family Medicine and Community Health, Duke University, Durham, NC, USA
| | - Chetna Malhotra
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
- Lien Centre for Palliative Care, Duke-NUS Medical School, Singapore, Singapore
| | - Shannon Ang
- Department of Sociology, University of Michigan, Ann Arbor, MI, USA
- Sociology, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - Stefan Ma
- Epidemiology & Disease Control Division, Singapore Ministry of Health, Singapore
| | - Rahul Malhotra
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
- Centre for Ageing Research and Education, Duke-NUS Medical School, Singapore, Singapore
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21
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Lim KK, Matchar DB, Chong JL, Yeo W, Howe TS, Koh JSB. Pre-discharge prognostic factors of physical function among older adults with hip fracture surgery: a systematic review. Osteoporos Int 2019; 30:929-938. [PMID: 30643925 DOI: 10.1007/s00198-018-04831-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Accepted: 12/21/2018] [Indexed: 12/21/2022]
Abstract
INTRODUCTION To identify, organize, and assess the evidence level of pre-discharge prognostic factors of physical function beyond discharge after hip fracture surgery. METHODS We performed a systematic search of four databases (PubMed, Embase, CINAHL, PsycINFO) for longitudinal studies of prognostic factors of physical function at ≥ 1 month among older adults ≥ 50 years old with surgically treated hip fracture, complemented with hand-searching. Two reviewers independently screened papers for inclusion and assessed the quality of all the included papers using the Quality in Prognosis Studies (QUIPS) tool. We assigned the evidence level for each prognostic factor based on consistency in findings and study quality. RESULTS From 98 papers that met our inclusion criteria, we identified 107 pre-discharge prognostic factors and organized them into the following seven categories: demographic, physical, cognitive, psychosocial, socioeconomic, injury-related, and process of care. Potentially modifiable factors with strong or moderate evidence of an association included total length of stay, physical function at discharge, and grip strength. Factors with strong or moderate evidence of no association included gender, fracture type, and time to surgery. Factors with limited, conflicting, or inconclusive evidence included body-mass index, psychological resilience, depression, and anxiety. CONCLUSIONS Our findings highlight potentially modifiable prognostic factors that could be targeted and non-modifiable prognostic factors that could be used to identify patients who may benefit from more intensive intervention or to advise patients on their expectations on recovery. Examining the efficacies of existing interventions targeting these prognostic factors would inform future studies and whether any of such interventions could be incorporated into clinical practice.
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Affiliation(s)
- K K Lim
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore, Republic of Singapore.
| | - D B Matchar
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore, Republic of Singapore
- Department of Medicine (General Internal Medicine), Duke University Medical Center, Durham, NC, USA
| | - J L Chong
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore, Republic of Singapore
| | - W Yeo
- Orthopaedic Diagnostic Centre, Department of Orthopaedic Surgery, Singapore General Hospital, Singapore, Republic of Singapore
| | - T S Howe
- Department of Orthopaedic Surgery, Singapore General Hospital, Singapore, Republic of Singapore
- Duke-NUS Medical School, Singapore, Republic of Singapore
| | - J S B Koh
- Department of Orthopaedic Surgery, Singapore General Hospital, Singapore, Republic of Singapore
- Duke-NUS Medical School, Singapore, Republic of Singapore
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22
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Wei WE, Wong CH, Matchar DB, Earnest A, Wah W, Ong MEH, Wong TH. Effect of Housing Type and Neighborhood Socioeconomic Indicators on Survival After Low Falls in Older Adults. J Am Med Dir Assoc 2019; 20:646-649. [PMID: 30797693 DOI: 10.1016/j.jamda.2018.12.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Revised: 12/17/2018] [Accepted: 12/19/2018] [Indexed: 10/27/2022]
Affiliation(s)
- Wycliffe E Wei
- Health Services Research Unit, Singapore General Hospital, Singapore
| | - Chek Hooi Wong
- Geriatric Education and Research Institute, Singapore; Department of Geriatric Medicine, Khoo Teck Puat Hospital, Singapore
| | - David B Matchar
- Health Services & Systems Research, Duke-National University of Singapore Medical School, Singapore; Center for Clinical Health Policy, Duke University Medical Center, Durham, NC
| | - Arul Earnest
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Clayton, VIC, Australia
| | - Win Wah
- Unit for Prehospital Emergency Care, Singapore General Hospital, Singapore
| | - Marcus Eng Hock Ong
- Health Services & Systems Research, Duke-National University of Singapore Medical School, Singapore; Department of Emergency Medicine, Singapore General Hospital, Singapore
| | - Ting Hway Wong
- Department of General Surgery, Singapore General Hospital, Singapore; Duke-National University of Singapore Medical School, Singapore
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23
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Pua YH, Matchar DB. Physical Performance Predictor Measures in Older Adults With Falls-Related Emergency Department Visits. J Am Med Dir Assoc 2019; 20:780-784. [PMID: 30711461 DOI: 10.1016/j.jamda.2018.12.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 12/06/2018] [Accepted: 12/09/2018] [Indexed: 12/23/2022]
Abstract
OBJECTIVES Identifying strong predictors for falls and mobility limitations in older adults with a falls-related emergency department visit is crucial. This study aimed to compare, in this clinical population, the incremental predictive value of the Short Physical Performance Battery (SPPB) component tests for incident falls, injurious falls, and mobility limitations. DESIGN AND MEASURES Prospective cohort study. SETTING AND PARTICIPANTS A total of 323 community-dwelling older adults with a falls-related emergency department visit participated. Baseline physical performance was measured by the SPPB standing balance test, sit-to-stand test, and habitual gait speed test. Six-month prospective fall rate and self-reported mobility limitations at 6 months post baseline assessment were also measured. An injurious fall was defined as a fall for which the participant sought medical attention or that restricted his or her daily activities for at least 48 hours. RESULTS In multivariable proportional odds analyses adjusted for demographics and clinical covariates, higher levels of full-tandem balance and sit-to-stand performance were significantly associated with fewer incident falls (P = .04 and .02, respectively) and lower odds of mobility limitations (P = .05 and .03, respectively) and marginally associated with lower odds of injurious falls (P = .06 and .07, respectively). Habitual gait speed was the weakest predictor of falls but the strongest predictor (odds ratio 0.24, 95% confidence interval 0.08-0.70; P < .001) of mobility limitations. CONCLUSIONS/IMPLICATIONS In high-fall-risk older adults, the SPPB balance and sit-to-stand tests predicted falls whereas the SPPB gait speed test was adept at predicting mobility limitations. No one test is best across all situations, so the choice of test will depend on the goal of the assessment.
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Affiliation(s)
- Yong-Hao Pua
- Department of Physiotherapy, Singapore General Hospital, Singapore.
| | - David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore; Department of Internal Medicine (General Internal Medicine), Duke University Medical Center, Durham, NC
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24
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Ansah JP, Islam AM, Koh V, Ly V, Kol H, Matchar DB, Loun C, Loun M. Systems modelling as an approach for understanding and building consensus on non-communicable diseases (NCD) management in Cambodia. BMC Health Serv Res 2019; 19:2. [PMID: 30606199 PMCID: PMC6318956 DOI: 10.1186/s12913-018-3830-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2017] [Accepted: 12/17/2018] [Indexed: 11/10/2022] Open
Abstract
Background This paper aims to demonstrate how systems modeling methodology of Group Model Building (GMD) can be applied for exploring and reaching consensus on non-communicable disease (NCD) management. This exercise was undertaken as a first step for developing a quantitative simulation model for generating credible estimates to make an investment case for the prevention and management of NCDs. Methods Stakeholder engagement was facilitated through the use of a Group Model Building (GMB) approach. This approach combines various techniques in order to gain a whole system perspective. Results A conceptual qualitative model framework that connects prevention—via risk factors reduction—screening and treatment of non-communicable diseases (NCDs) was developed with stakeholders that draws on stakeholders personal experiences, beliefs, and perceptions through a moderated interactions to gain in-depth understanding of NCDs management. Conclusion Managing NCDs in Cambodia will require concerted effort to tackle NCD risk factors, identifying individuals with NCDs through screening and providing adequate and affordable consistent care to improve health and outcomes of NCDs.
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Affiliation(s)
- John P Ansah
- Health Services and Systems Research, Duke-NUS Medical School Singapore, 8 College Road, Singapore, 169857, Singapore.
| | - Amina Mahmood Islam
- Health Services and Systems Research, Duke-NUS Medical School Singapore, 8 College Road, Singapore, 169857, Singapore
| | - Victoria Koh
- Health Services and Systems Research, Duke-NUS Medical School Singapore, 8 College Road, Singapore, 169857, Singapore
| | - Vanthy Ly
- Centers for Disease Control and Prevention (CDC), Phnom Penh, Cambodia
| | - Hero Kol
- Ministry of Health Cambodia, Phnom Penh, Cambodia
| | - David B Matchar
- Health Services and Systems Research, Duke-NUS Medical School Singapore, 8 College Road, Singapore, 169857, Singapore.,Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Chhun Loun
- Ministry of Health Cambodia, Phnom Penh, Cambodia
| | - Mondol Loun
- Ministry of Health Cambodia, Phnom Penh, Cambodia
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25
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Matchar DB, Eom K, Duncan PW, Lee M, Sim R, Sivapragasam NR, Lien CT, Ong MEH. A Cost-Effectiveness Analysis of a Randomized Control Trial of a Tailored, Multifactorial Program to Prevent Falls Among the Community-Dwelling Elderly. Arch Phys Med Rehabil 2019; 100:1-8. [DOI: 10.1016/j.apmr.2018.07.434] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Revised: 06/05/2018] [Accepted: 07/17/2018] [Indexed: 01/09/2023]
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26
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Chew SY, Koh MS, Loo CM, Thumboo J, Shantakumar S, Matchar DB. Making Clinical Practice Guidelines Pragmatic: How Big Data and Real World Evidence Can Close the Gap. Ann Acad Med Singap 2018; 47:523-527. [PMID: 30636269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Clinical practice guidelines (CPGs) have become ubiquitous in every field of medicine today but there has been limited success in implementation and improvement in health outcomes. Guidelines are largely based on the results of traditional randomised controlled trials (RCTs) which adopt a highly selective process to maximise the intervention's chance of demonstrating efficacy thus having high internal validity but lacking external validity. Therefore, guidelines based on these RCTs often suffer from a gap between trial efficacy and real world effectiveness and is one of the common reasons contributing to poor guideline adherence by physicians. "Real World Evidence" (RWE) can complement RCTs in CPG development. RWE-in the form of data from integrated electronic health records-represents the vast and varied collective experience of frontline doctors and patients. RWE has the potential to fill the gap in current guidelines by balancing information about whether a test or treatment works (efficacy) with data on how it works in real world practice (effectiveness). RWE can also advance the agenda of precision medicine in everyday practice by engaging frontline stakeholders in pragmatic biomarker studies. This will enable guideline developers to more precisely determine not only whether a clinical test or treatment is recommended, but for whom and when. Singapore is well positioned to ride the big data and RWE wave as we have the advantages of high digital interconnectivity, an integrated National Electronic Health Record (NEHR), and governmental support in the form of the Smart Nation initiative.
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Affiliation(s)
- Si Yuan Chew
- Department of Respiratory and Critical Care Medicine, Singapore General Hospital, Singapore
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27
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Tyagi S, Koh GCH, Nan L, Tan KB, Hoenig H, Matchar DB, Yoong J, Finkelstein EA, Lee KE, Venketasubramanian N, Menon E, Chan KM, De Silva DA, Yap P, Tan BY, Chew E, Young SH, Ng YS, Tu TM, Ang YH, Kong KH, Singh R, Merchant RA, Chang HM, Yeo TT, Ning C, Cheong A, Ng YL, Tan CS. Healthcare utilization and cost trajectories post-stroke: role of caregiver and stroke factors. BMC Health Serv Res 2018; 18:881. [PMID: 30466417 PMCID: PMC6251229 DOI: 10.1186/s12913-018-3696-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Accepted: 11/08/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND It is essential to study post-stroke healthcare utilization trajectories from a stroke patient caregiver dyadic perspective to improve healthcare delivery, practices and eventually improve long-term outcomes for stroke patients. However, literature addressing this area is currently limited. Addressing this gap, our study described the trajectory of healthcare service utilization by stroke patients and associated costs over 1-year post-stroke and examined the association with caregiver identity and clinical stroke factors. METHODS Patient and caregiver variables were obtained from a prospective cohort, while healthcare data was obtained from the national claims database. Generalized estimating equation approach was used to get the population average estimates of healthcare utilization and cost trend across 4 quarters post-stroke. RESULTS Five hundred ninety-two stroke patient and caregiver dyads were available for current analysis. The highest utilization occurred in the first quarter post-stroke across all service types and decreased with time. The incidence rate ratio (IRR) of hospitalization decreased by 51, 40, 11 and 1% for patients having spouse, sibling, child and others as caregivers respectively when compared with not having a caregiver (p = 0.017). Disability level modified the specialist outpatient clinic usage trajectory with increasing difference between mildly and severely disabled sub-groups across quarters. Stroke type and severity modified the primary care cost trajectory with expected cost estimates differing across second to fourth quarters for moderately-severe ischemic (IRR: 1.67, 1.74, 1.64; p = 0.003), moderately-severe non-ischemic (IRR: 1.61, 3.15, 2.44; p = 0.001) and severe non-ischemic (IRR: 2.18, 4.92, 4.77; p = 0.032) subgroups respectively, compared to first quarter. CONCLUSION Highlighting the quarterly variations, we reported distinct utilization trajectories across subgroups based on clinical characteristics. Caregiver availability reducing hospitalization supports revisiting caregiver's role as potential hidden workforce, incentivizing their efforts by designing socially inclusive bundled payment models for post-acute stroke care and adopting family-centered clinical care practices.
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Affiliation(s)
- Shilpa Tyagi
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549 Singapore
| | - Gerald Choon-Huat Koh
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549 Singapore
| | - Luo Nan
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549 Singapore
| | - Kelvin Bryan Tan
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Helen Hoenig
- Physical Medicine and Rehabilitation Service, Durham VA Medical Centre, Durham, USA
| | - David B. Matchar
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Joanne Yoong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549 Singapore
| | - Eric A. Finkelstein
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Kim En Lee
- Lee Kim En Neurology Pte Ltd, Singapore, Singapore
| | | | - Edward Menon
- St. Andrew’s Community Hospital, Singapore, Singapore
| | | | - Deidre Anne De Silva
- National Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore
| | - Philip Yap
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | | | - Effie Chew
- Department of Rehabilitation Medicine, National University Hospital, Singapore, Singapore
| | - Sherry H. Young
- Department of Rehabilitation Medicine, Changi General Hospital, Singapore, Singapore
| | - Yee Sien Ng
- Department of Rehabilitation Medicine, Singapore General Hospital, Singapore, Singapore
| | - Tian Ming Tu
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Yan Hoon Ang
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | - Keng Hee Kong
- Department of Rehabilitation Medicine, Tan Tock Seng Hospital, Singapore, Singapore
| | - Rajinder Singh
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Reshma A. Merchant
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Hui Meng Chang
- National Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore
| | - Tseng Tsai Yeo
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Chou Ning
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Angela Cheong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549 Singapore
| | - Yu Li Ng
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549 Singapore
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Tyagi S, Koh GCH, Luo N, Tan KB, Hoenig H, Matchar DB, Yoong J, Finkelstein EA, Lee KE, Venketasubramanian N, Menon E, Chan KM, De Silva DA, Yap P, Tan BY, Chew E, Young SH, Ng YS, Tu TM, Ang YH, Kong KH, Singh R, Merchant RA, Chang HM, Yeo TT, Ning C, Cheong A, Ng YL, Tan CS. Can caregivers report their care recipients' post-stroke hospitalizations and outpatient visits accurately? Findings of an Asian prospective stroke cohort. BMC Health Serv Res 2018; 18:817. [PMID: 30359277 PMCID: PMC6203286 DOI: 10.1186/s12913-018-3634-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2018] [Accepted: 10/16/2018] [Indexed: 12/22/2022] Open
Abstract
Background Health services research aimed at understanding service use and improving resource allocation often relies on collecting subjectively reported or proxy-reported healthcare service utilization (HSU) data. It is important to know the discrepancies in such self or proxy reports, as they have significant financial and policy implications. In high-dependency populations, such as stroke survivors, with varying levels of cognitive impairment and dysphasia, caregivers are often potential sources of stroke survivors’ HSU information. Most of the work conducted on agreement analysis to date has focused on validating different sources of self-reported data, with few studies exploring the validity of caregiver-reported data. Addressing this gap, our study aimed to quantify the agreement across the caregiver-reported and national claims-based HSU of stroke patients. Methods A prospective study comprising multi-ethnic stroke patient and caregiver dyads (N = 485) in Singapore was the basis of the current analysis, which used linked national claims records. Caregiver-reported health services data were collected via face-to-face and telephone interviews, and similar health services data were extracted from the national claims records. The main outcome variable was the modified intraclass correlation coefficient (ICC), which provided the level of agreement across both data sources. We further identified the amount of over- or under-reporting by caregivers across different service types. Results We observed variations in agreement for different health services, with agreement across caregiver reports and national claims records being the highest for outpatient visits (specialist and primary care), followed by hospitalizations and emergency department visits. Interestingly, caregivers over-reported hospitalizations by approximately 49% and under-reported specialist and primary care visits by approximately 20 to 30%. Conclusions The accuracy of the caregiver-reported HSU of stroke patients varies across different service types. Relatively more objective data sources, such as national claims records, should be considered as a first choice for quantifying health care usage before considering caregiver-reported usage. Caregiver-reported outpatient service use was relatively more accurate than inpatient service use over shorter recall periods. Therefore, in situations where objective data sources are limited, caregiver-reported outpatient information can be considered for low volumes of healthcare consumption, using an appropriate correction to account for potential under-reporting. Electronic supplementary material The online version of this article (10.1186/s12913-018-3634-4) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Shilpa Tyagi
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Gerald Choon-Huat Koh
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore.
| | - Nan Luo
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Kelvin Bryan Tan
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Helen Hoenig
- Physical Medicine and Rehabilitation Service, Durham VA Medical Centre, Durham, USA
| | - David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Joanne Yoong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Eric A Finkelstein
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Kim En Lee
- Lee Kim En Neurology Pte Ltd, Singapore, Singapore
| | | | - Edward Menon
- St. Andrew's Community Hospital, Singapore, Singapore
| | | | - Deidre Anne De Silva
- National Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore
| | - Philip Yap
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | | | - Effie Chew
- Department of Rehabilitation Medicine, National University Hospital, Singapore, Singapore
| | - Sherry H Young
- Department of Rehabilitation Medicine, Changi General Hospital, Singapore, Singapore
| | - Yee Sien Ng
- Department of Rehabilitation Medicine, Singapore General Hospital, Singapore, Singapore
| | - Tian Ming Tu
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Yan Hoon Ang
- Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore
| | - Keng He Kong
- Department of Rehabilitation Medicine, Tan Tock Seng Hospital, Singapore, Singapore
| | - Rajinder Singh
- Department of Neurology, National Neuroscience Institute, Neurology, Tan Tock Seng Hospital, Singapore, Singapore
| | - Reshma A Merchant
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Hui Meng Chang
- National Neuroscience Institute, Singapore General Hospital campus, Singapore, Singapore
| | - Tseng Tsai Yeo
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Chou Ning
- Department of Neurosurgery, National University Hospital, Singapore, Singapore
| | - Angela Cheong
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
| | - Yu Li Ng
- Policy Research & Economics Office, Ministry of Health, Singapore, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore, 12 Science Drive 2, #10-01, Singapore, 117549, Singapore
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Matchar DB, Ansah JP, Koh V, Whitson HE. Trajectories of functional ability over the life course: a conceptual model of the interaction of stressor-induced functional loss and resilience. Syst Dyn Rev 2018; 34:481-502. [PMID: 33041497 PMCID: PMC7544242 DOI: 10.1002/sdr.1611] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2017] [Accepted: 10/31/2018] [Indexed: 06/11/2023]
Abstract
Understanding the factors that influence functional ability over the life course is integral to identifying clinical and public health policies to facilitate successful aging. The World Health Organization has advocated a conceptual framework to clarify the policy discussion. We have sought to translate this general framework into an explicit system dynamics model of the interaction of physiological loss, stressors and endogenous responses to produce a familiar variety of trajectories of functional ability over the life courses. Simulation experiments were implemented for both a 30-month duration with only one major stressor; and for the life course with an initial major stressor and subsequent stressors determined by the level of functional ability. For both contexts, variations in the few parameters in the scenarios led to a realistic range of trajectories of function over time.
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Affiliation(s)
- David B. Matchar
- Health Services and Systems Research Program, Duke–NUS Graduate Medical School, 169857, Singapore
- Department of Medicine, Duke University School of Medicine, Durham, North Carolina, 27707, U.S.A
| | - John P. Ansah
- Health Services and Systems Research Program, Duke–NUS Graduate Medical School, 169857, Singapore
| | - Victoria Koh
- Health Services and Systems Research Program, Duke–NUS Graduate Medical School, 169857, Singapore
| | - Heather E. Whitson
- Department of Medicine, Duke University School of Medicine, Durham, North Carolina, 27707, U.S.A
- Geriatrics Research, Education and Clinical Center, Durham Veterans Affairs Medical Center, Durham, North Carolina, 27705, U.S.A
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Benjamin EJ, Virani SS, Callaway CW, Chamberlain AM, Chang AR, Cheng S, Chiuve SE, Cushman M, Delling FN, Deo R, de Ferranti SD, Ferguson JF, Fornage M, Gillespie C, Isasi CR, Jiménez MC, Jordan LC, Judd SE, Lackland D, Lichtman JH, Lisabeth L, Liu S, Longenecker CT, Lutsey PL, Mackey JS, Matchar DB, Matsushita K, Mussolino ME, Nasir K, O'Flaherty M, Palaniappan LP, Pandey A, Pandey DK, Reeves MJ, Ritchey MD, Rodriguez CJ, Roth GA, Rosamond WD, Sampson UKA, Satou GM, Shah SH, Spartano NL, Tirschwell DL, Tsao CW, Voeks JH, Willey JZ, Wilkins JT, Wu JH, Alger HM, Wong SS, Muntner P. Heart Disease and Stroke Statistics-2018 Update: A Report From the American Heart Association. Circulation 2018; 137:e67-e492. [PMID: 29386200 DOI: 10.1161/cir.0000000000000558] [Citation(s) in RCA: 4390] [Impact Index Per Article: 731.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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31
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Tan FC, Yap J, Allen JC, Tan O, Tan SY, Matchar DB, Chua TS. Triaging Primary Care Patients Referred for Chest Pain to Specialist Cardiology Centres: Efficacy of an Optimised Protocol. Ann Acad Med Singap 2018; 47:56-62. [PMID: 29549371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
INTRODUCTION Patients referred for chest pain from primary care have increased, along with demand for outpatient cardiology consultations. We evaluated 'Triage Protocol' that implements standardised diagnostic testing prior to patients' first cardiology consultation. MATERIALS AND METHODS Under the 'Triage Protocol', patients referred for chest pain were pretriaged using a standardised algorithm and subsequently referred for relevant functional diagnostic cardiology tests before their initial cardiology consultation. At the initial cardiology consultation scheduled by the primary care provider, test results were reviewed. A total of 522 triage patients (mean age 55 ± 13, male 53%) were frequency-matched by age, gender and risk cohort to 289 control patients (mean age: 56 ± 11, male: 52%). Pretest risk of coronary artery disease was defined according to a Modified Duke Clinical Score (MDCS) as low (<10), intermediate (10-20) and high (>20). The primary outcome was time from referral to diagnosis (days). Secondary outcomes were total visits, discharge rate at first consultation, patient cost and adverse cardiac outcomes. RESULTS The 'Triage Protocol' resulted in shorter times from referral to diagnosis (46 vs 131 days; P <0.0001) and fewer total visits (2.4 vs 3.0; P <0.0001). However, triage patients in low-risk groups experienced higher costs due to increased testing (S$421 vs S$357, P = 0.003). Adverse cardiac event rates under the 'Triage Protocol' indicated no compromise to patient safety (triage vs control: 0.57% vs 0.35%; P = 1.000). CONCLUSION By implementing diagnostic cardiac testing prior to patients' first specialist consultation, the 'Triage Protocol' expedited diagnosis and reduced subsequent visits across all risk groups in ambulatory chest pain patients.
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Affiliation(s)
- Francine Cl Tan
- Department of Cardiology, National Heart Centre Singapore, Singapore
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Ansah JP, Koh V, de Korne DF, Bayer S, Pan C, Thiyagarajan J, Matchar DB, Lamoureux E, Quek D. Projection of Eye Disease Burden in Singapore. Ann Acad Med Singap 2018; 47:13-28. [PMID: 29493707 DOI: 10.47102/annals-acadmedsg.v47n1p13] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
INTRODUCTION Singapore's ageing population is likely to see an increase in chronic eye conditions in the future. This study aimed to estimate the burden of eye diseases among resident Singaporeans stratified for age and ethnicity by 2040. MATERIALS AND METHODS Prevalence data on myopia, epiretinal membrane (ERM), retinal vein occlusion (RVO), age macular degeneration (AMD), diabetic retinopathy (DR), cataract, glaucoma and refractive error (RE) by age cohorts and educational attainment from the Singapore Epidemiology of Eye Diseases (SEED) study were applied to population estimates from the Singapore population model. RESULTS All eye conditions are projected to increase by 2040. Myopia and RE will remain the most prevalent condition, at 2.393 million (2.32 to 2.41 million) cases, representing a 58% increase from 2015. It is followed by cataract and ERM, with 1.33 million (1.31 to 1.35 million), representing an 81% increase, and 0.54 million (0.53 to 0.549 million) cases representing a 97% increase, respectively. Eye conditions that will see the greatest increase from 2015 to 2040 in the Chinese are: DR (112%), glaucoma (100%) and ERM (91.4%). For Malays, DR (154%), ERM (136%), and cataract (122%) cases are expected to increase the most while for Indians, ERM (112%), AMD (101%), and cataract (87%) are estimated to increase the most in the same period. CONCLUSION Results indicate that the burden for all eye diseases is expected to increase significantly into the future, but at different rates. These projections can facilitate the planning efforts of both policymakers and healthcare providers in the development and provision of infrastructure and resources to adequately meet the eye care needs of the population. By stratifying for age and ethnicity, high risk groups may be identified and targeted interventions may be implemented.
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Affiliation(s)
- John P Ansah
- Health Services and Systems Research, Duke-NUS Medical School, Singapore
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Chong JL, Matchar DB. Benefits of Population Segmentation Analysis for Developing Health Policy to Promote Patient-Centred Care. Ann Acad Med Singap 2017; 46:287-289. [PMID: 28821893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Affiliation(s)
- Jia Loon Chong
- Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore
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Matchar DB, Duncan PW, Lien CT, Ong MEH, Lee M, Gao F, Sim R, Eom K. Randomized Controlled Trial of Screening, Risk Modification, and Physical Therapy to Prevent Falls Among the Elderly Recently Discharged From the Emergency Department to the Community: The Steps to Avoid Falls in the Elderly Study. Arch Phys Med Rehabil 2017; 98:1086-1096. [PMID: 28202383 DOI: 10.1016/j.apmr.2017.01.014] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Revised: 12/18/2016] [Accepted: 01/09/2017] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To evaluate the effectiveness of a multifactorial, tailored program of physical therapy to reduce the occurrence of falls among a heterogeneous group of high-risk elderly Singaporeans recently discharged from the emergency department (ED). DESIGN Randomized controlled trial. SETTING Communities. PARTICIPANTS Adults (N=354) aged ≥65 years who were seen in the ED for a fall or fall-related injuries and discharged home. INTERVENTIONS The intervention primarily consisted of a tailored program of physical therapy focused on progressive training in strength, balance, and gait for a period of 3 months. Participants in the intervention group also received screening and follow-up for vision, polypharmacy, and environmental hazards. Participants in the control group received usual care prescribed by a physician and educational materials on falls prevention. MAIN OUTCOME MEASURES The primary outcome measure was experiencing at least 1 fall during the 9-month study period (a 3-mo active intervention phase and a 6-mo maintenance phase). Secondary outcome measures were the occurrence of at least 1 injurious fall during the study period and a change in the Short Physical Performance Battery (SPPB) score. Participants were assessed both after 3 and 9 months. RESULTS During the 9-month study period, 37.8% of the control group and 30.5% of the intervention group fell at least once, which was not statistically significantly different (odds ratio [OR]=.72; 95% confidence interval [CI], .46-1.12; P=.146). The intervention group had statistically significantly fewer individuals with injurious falls (OR=.56; 95% CI, .32-.98; P=.041) and less deterioration in physical performance, reflected by a mean difference of 0.6 in SPPB scores (P=.029). Multivariate analyses indicated a strong interaction effect between the intervention and the presence of 2 or more major comorbidities; after accounting for this effect, the intervention program reduced the number of people experiencing at least 1 fall (OR=.34; 95% CI, .17-.67; P=.002). CONCLUSIONS We observed that in this heterogeneous population, the proportion of participants experiencing at least 1 fall during the study period was not statistically significantly lower in the intervention group compared with the control group. Secondary analyses strongly suggest that individuals with 2 or more major comorbidities do not benefit from a tailored physical therapy program; however, individuals with less comorbidity may substantially benefit.
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Affiliation(s)
- David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Internal Medicine (General Internal Medicine), Duke University Medical Center, Durham, NC.
| | - Pamela W Duncan
- Department of Neurology and Sticht Center on Aging Gerontology and Geriatric Medicine, Wake Forest School of Medicine, Winston-Salem, NC
| | | | - Marcus Eng Hock Ong
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore; Department of Emergency Medicine, Singapore General Hospital, Singapore
| | - Mina Lee
- Community Programs, St. Andrew's Community Hospital, Singapore
| | - Fei Gao
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore; National Heart Centre Singapore, Singapore
| | - Rita Sim
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore
| | - Kirsten Eom
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore
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Lv YB, Yin ZX, Chei CL, Brasher MS, Zhang J, Kraus VB, Qian F, Shi XM, Matchar DB, Zeng Y. Serum Cholesterol Levels within the High Normal Range Are Associated with Better Cognitive Performance among Chinese Elderly. J Nutr Health Aging 2017. [PMID: 26892577 DOI: 10.1007/s12603-016-0701-6.] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVES The association between cognitive function and cholesterol levels is poorly understood and inconsistent results exist among the elderly. The purpose of this study is to investigate the association of cholesterol level with cognitive performance among Chinese elderly. DESIGN A cross-sectional study was implemented in 2012 and data were analyzed using generalized additive models, linear regression models and logistic regression models. SETTING Community-based setting in eight longevity areas in China. SUBJECTS A total of 2000 elderly aged 65 years and over (mean 85.8±12.0 years) participated in this study. MEASUREMENTS Total cholesterol (TC), triglycerides (TG), low density lipoprotein cholesterol (LDL-C) and high density lipoprotein cholesterol (HDL-C) concentration were determined and cognitive impairment was defined as Mini-Mental State Examination (MMSE) score ≤23. RESULTS There was a significant positive linear association between TC, TG, LDL-C, HDL-C and MMSE score in linear regression models. Each 1 mmol/L increase in TC, TG, LDL-C and HDL-C corresponded to a decreased risk of cognitive impairment in logistic regression models. Compared with the lowest tertile, the highest tertile of TC, LDL-C and HDL-C had a lower risk of cognitive impairment. The adjusted odds ratios and 95% CI were 0.73(0.62-0.84) for TC, 0.81(0.70-0.94) for LDL-C and 0.81(0.70-0.94) for HDL-C. There was no gender difference in the protective effects of high TC and LDL-C levels on cognitive impairment. However, for high HDL-C levels the effect was only observed in women. High TC, LDL-C and HDL-C levels were associated with lower risk of cognitive impairment in the oldest old (aged 80 and older), but not in the younger elderly (aged 65 to 79 years). CONCLUSIONS These findings suggest that cholesterol levels within the high normal range are associated with better cognitive performance in Chinese elderly, specifically in the oldest old. With further validation, low cholesterol may serve a clinical indicator of risk for cognitive impairment in the elderly.
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Affiliation(s)
- Y-B Lv
- Dr. Xiaoming Shi, No. 7 Pan Jia Yuan Nan Li, Chaoyang District, Beijing 100021, China. Telephone: (+86) 1050930101, Fax:(+86)1050930115, E-mail:
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Schoenenberger LK, Bayer S, Ansah JP, Matchar DB, Mohanavalli RL, Lam SS, Ong ME. Emergency department crowding in Singapore: Insights from a systems thinking approach. SAGE Open Med 2016; 4:2050312116671953. [PMID: 27757231 PMCID: PMC5052930 DOI: 10.1177/2050312116671953] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2016] [Accepted: 08/22/2016] [Indexed: 11/20/2022] Open
Abstract
Objectives: Emergency Department crowding is a serious and international health care problem that seems to be resistant to most well intended but often reductionist policy approaches. In this study, we examine Emergency Department crowding in Singapore from a systems thinking perspective using causal loop diagramming to visualize the systemic structure underlying this complex phenomenon. Furthermore, we evaluate the relative impact of three different policies in reducing Emergency Department crowding in Singapore: introduction of geriatric emergency medicine, expansion of emergency medicine training, and implementation of enhanced primary care. Methods: The construction of the qualitative causal loop diagram is based on consultations with Emergency Department experts, direct observation, and a thorough literature review. For the purpose of policy analysis, a novel approach, the path analysis, is applied. Results: The path analysis revealed that both the introduction of geriatric emergency medicine and the expansion of emergency medicine training may be associated with undesirable consequences contributing to Emergency Department crowding. In contrast, enhancing primary care was found to be germane in reducing Emergency Department crowding; in addition, it has apparently no negative side effects, considering the boundary of the model created. Conclusion: Causal loop diagramming was a powerful tool for eliciting the systemic structure of Emergency Department crowding in Singapore. Additionally, the developed model was valuable in testing different policy options.
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Affiliation(s)
| | - Steffen Bayer
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore
| | - John P Ansah
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore
| | - David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore; Department of Medicine, Duke University Medical Center, Durham, NC, USA
| | - Rajagopal L Mohanavalli
- Health Services Research and Biostatistics Unit, Division of Research, Singapore General Hospital, Singapore
| | - Sean Sw Lam
- Health Services Research and Biostatistics Unit, Division of Research, Singapore General Hospital, Singapore
| | - Marcus Eh Ong
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore; Department of Emergency Medicine, Singapore General Hospital, Singapore
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Bee YM, Batcagan-Abueg APM, Chei CL, Do YK, Haaland B, Goh SY, Lee PC, Chiam PPS, Ho ETL, Matchar DB. A Smartphone Application to Deliver a Treat-to-Target Insulin Titration Algorithm in Insulin-Naive Patients With Type 2 Diabetes: A Pilot Randomized Controlled Trial. Diabetes Care 2016; 39:e174-6. [PMID: 27506223 DOI: 10.2337/dc16-0419] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2016] [Accepted: 07/20/2016] [Indexed: 02/03/2023]
Affiliation(s)
- Yong Mong Bee
- Department of Endocrinology, Singapore General Hospital, Singapore, Singapore
| | | | - Choy-Lye Chei
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
| | - Young Kyung Do
- Department of Health Policy and Management, Seoul National University College of Medicine and Institute of Health Policy and Management, Seoul, South Korea
| | - Benjamin Haaland
- H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA
| | - Su-Yen Goh
- Department of Endocrinology, Singapore General Hospital, Singapore, Singapore
| | - Phong Ching Lee
- Department of Endocrinology, Singapore General Hospital, Singapore, Singapore
| | | | - Emily Tse Lin Ho
- Department of Endocrinology, Singapore General Hospital, Singapore, Singapore
| | - David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
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Phibbs CS, Love SR, Jacobson AK, Edson R, Su P, Uyeda L, Matchar DB. At-Home Versus In-Clinic INR Monitoring: A Cost-Utility Analysis from The Home INR Study (THINRS). J Gen Intern Med 2016; 31:1061-7. [PMID: 27234663 PMCID: PMC4978674 DOI: 10.1007/s11606-016-3700-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Revised: 11/16/2015] [Accepted: 03/28/2016] [Indexed: 01/21/2023]
Abstract
BACKGROUND Effective management of patients using warfarin is resource-intensive, requiring frequent in-clinic testing of the international normalized ratio (INR). Patient self-testing (PST) using portable at-home INR monitoring devices has emerged as a convenient alternative. As revealed by The Home INR Study (THINRS), event rates for PST were not significantly different from those for in-clinic high-quality anticoagulation management (HQACM), and a cumulative gain in quality of life was observed for patients undergoing PST. OBJECTIVE To perform a cost-utility analysis of weekly PST versus monthly HQACM and to examine the sensitivity of these results to testing frequency. PATIENTS/INTERVENTIONS In this study, 2922 patients taking warfarin for atrial fibrillation or mechanical heart valve, and who demonstrated PST competence, were randomized to either weekly PST (n = 1465) or monthly in-clinic testing (n = 1457). In a sub-study, 234 additional patients were randomized to PST once every 4 weeks (n = 116) or PST twice weekly (n = 118). The endpoints were quality of life (measured by the Health Utilities Index), health care utilization, and costs over 2 years of follow-up. RESULTS PST and HQACM participants were similar with regard to gender, age, and CHADS2 score. The total cost per patient over 2 years of follow-up was $32,484 for HQACM and $33,460 for weekly PST, representing a difference of $976. The incremental cost per quality-adjusted life year gained with PST once weekly was $5566 (95 % CI, -$11,490 to $25,142). The incremental cost-effectiveness ratio (ICER) was sensitive to testing frequency: weekly PST dominated PST twice weekly and once every 4 weeks. Compared to HQACM, weekly PST was associated with statistically significant and clinically meaningful improvements in quality of life. The ICER for weekly PST versus HQACM was well within accepted standards for cost-effectiveness, and was preferred over more or less frequent PST. These results were robust to sensitivity analyses of key assumptions. CONCLUSION Weekly PST is a cost-effective alternative to monthly HQACM and a preferred testing frequency compared to twice weekly or monthly PST.
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Affiliation(s)
- Ciaran S Phibbs
- Health Economics Resource Center, VA Palo Alto Health Care System, Palo Alto, CA, USA. .,Department of Pediatrics and Center for Primary Care and Outcomes Research, Stanford University School of Medicine, Stanford, CA, USA. .,Health Economist, VA Health Economics Resource Center, 795 Willow Road (152MPD), Menlo Park, CA, 94025, USA.
| | - Sean R Love
- Health Services and Systems Research Program, Duke-National University of Singapore Graduate Medical School, Singapore, Singapore.,Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Alan K Jacobson
- Jerry L. Pettis VA Medical Center, Research and Development Service (151), Loma Linda, CA, USA.,Department of Internal Medicine, Loma Linda University, Loma Linda, CA, USA
| | - Robert Edson
- VA Palo Alto Health Care System, Cooperative Studies Program Coordinating Center (151 K), Palo Alto, CA, USA
| | - Pon Su
- Health Economics Resource Center, VA Palo Alto Health Care System, Palo Alto, CA, USA
| | - Lauren Uyeda
- VA Palo Alto Health Care System, Cooperative Studies Program Coordinating Center (151 K), Palo Alto, CA, USA
| | - David B Matchar
- Health Services and Systems Research Program, Duke-National University of Singapore Graduate Medical School, Singapore, Singapore.,Durham VA Medical Center, Durham, NC, USA.,Division of General Medicine, Department of Medicine, and Center for Clinical Health Policy Research, Duke University Medical Center, Durham, NC, USA
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Matchar DB, Chei CL, Yin ZX, Koh V, Chakraborty B, Shi XM, Zeng Y. Vitamin D Levels and the Risk of Cognitive Decline in Chinese Elderly People: the Chinese Longitudinal Healthy Longevity Survey. J Gerontol A Biol Sci Med Sci 2016; 71:1363-8. [PMID: 27412894 PMCID: PMC5018565 DOI: 10.1093/gerona/glw128] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2015] [Accepted: 06/19/2016] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Vitamin D has a neuroprotective function, potentially important for the prevention of cognitive decline. Prospective studies from Western countries support an association between lower vitamin D level and future cognitive decline in elderly people. No prospective study has examined this association in Asia. METHODS This community-based cohort study of elderly people in China follows 1,202 cognitively intact adults aged ≥60 years for a mean duration of 2 years. Plasma vitamin D level was measured at the baseline. Cognitive state of participants was assessed using the Mini-Mental State Examination (MMSE). Cognitive impairment was defined as an MMSE score <18. Cognitive decline was defined as ≥3 points decline from baseline. Multivariable logistic regression models were used to examine the association between quartiles of vitamin D levels with cognitive decline and incidence of cognitive impairment. RESULTS Participants with low vitamin D level had an increased risk of cognitive decline. Compared with the highest quartile of vitamin D levels, the multivariable odds ratios (ORs; 95% confidence interval) for cognitive decline were 2.1 (1.3-3.4) for the second highest quartile, 2.2 (1.4-3.6) for the third highest quartile, and 2.0 (1.2-3.3) for the lowest quartile. The multivariable ORs of incident cognitive impairment for the second highest, third highest, and lowest versus highest quartiles of vitamin D levels were 1.9 (0.9-4.1), 2.6 (1.2-5.6), and 3.2 (1.5-6.6), respectively. CONCLUSIONS This first follow-up study of elderly people, including the oldest-old, in Asia shows that low vitamin D levels were associated with increased risk of subsequent cognitive decline and impairment.
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Affiliation(s)
- David B Matchar
- Health Services and Systems Research, Duke-NUS Medical School, Singapore. Department of Medicine, Duke University School of Medicine, Durham, North Carolina.
| | - Choy-Lye Chei
- Health Services and Systems Research, Duke-NUS Medical School, Singapore. Department of Public Health Medicines, Faculty of Medicine, University of Tsukuba, Tsukuba, Japan
| | - Zhao-Xue Yin
- Division of Non-Communicable Disease Control and Community Health, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Victoria Koh
- Health Services and Systems Research, Duke-NUS Medical School, Singapore
| | | | - Xiao-Ming Shi
- Division of Non-Communicable Disease Control and Community Health, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Yi Zeng
- Center for the Study of Aging and Human Development and the Geriatric Division of School of Medicine, Duke University, Durham, North Carolina. Center for Healthy Aging and Development Studies, National School of Development, Raissun Institute for Advanced Studies, Peking University, Beijing, China
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Abstract
We performed a review of the economic literature to identify what is known about the relationship between Expanded Disability Status Scale (EDSS) categories and cost of multiple sclerosis (MS). We sought cohort studies of patients with multiple sclerosis that described the costs attributed to each EDSS score and utilized specific inclusion criteria for the selection of 10 studies. We found that both direct and indirect costs rise continuously with increasing EDSS category, and this rise is qualitatively exponential. The rise in indirect costs appears at lower EDSS scores. The cost of a relapse occurring in any given EDSS category exceeds that associated with that particular EDSS category. Few studies comprehensively assessed the entire spectrum of the costs, and much of the literature is based on EDSS categories in coarse groupings. In spite of several variations between studies, one important conclusion that we can draw is that rise in cost is positively correlated to scores on the EDSS categories, and therefore agents with a capacity to prevent or arrest the rate of MS progression may affect the overall cost of MS.
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Affiliation(s)
- M B Patwardhan
- Duke Center for Clinical Health Policy Research, Duke University Medical Center, Durham, NC 27705, USA.
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Matchar DB. Book Reviews : Two-Sided Matching: A Study in Game-Theoretic Modeling and Analysis. BY ALVIN E. ROTH AND MARILDA A. OLIVEIRA SOROMAYER. Cambridge: Cambridge University Press, 1991. Cloth, pp. 265, $54.50. Med Decis Making 2016. [DOI: 10.1177/0272989x9101100315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
- David B. Matchar
- Center for Health Policy Research and Education, Duke University, Durham, NC
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Tian Y, Hassmiller Lich K, Osgood ND, Eom K, Matchar DB. Linked Sensitivity Analysis, Calibration, and Uncertainty Analysis Using a System Dynamics Model for Stroke Comparative Effectiveness Research. Med Decis Making 2016; 36:1043-57. [PMID: 27091379 DOI: 10.1177/0272989x16643940] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2014] [Accepted: 03/15/2016] [Indexed: 11/16/2022]
Abstract
BACKGROUND As health services researchers and decision makers tackle more difficult problems using simulation models, the number of parameters and the corresponding degree of uncertainty have increased. This often results in reduced confidence in such complex models to guide decision making. OBJECTIVE To demonstrate a systematic approach of linked sensitivity analysis, calibration, and uncertainty analysis to improve confidence in complex models. METHODS Four techniques were integrated and applied to a System Dynamics stroke model of US veterans, which was developed to inform systemwide intervention and research planning: Morris method (sensitivity analysis), multistart Powell hill-climbing algorithm and generalized likelihood uncertainty estimation (calibration), and Monte Carlo simulation (uncertainty analysis). RESULTS Of 60 uncertain parameters, sensitivity analysis identified 29 needing calibration, 7 that did not need calibration but significantly influenced key stroke outcomes, and 24 not influential to calibration or stroke outcomes that were fixed at their best guess values. One thousand alternative well-calibrated baselines were obtained to reflect calibration uncertainty and brought into uncertainty analysis. The initial stroke incidence rate among veterans was identified as the most influential uncertain parameter, for which further data should be collected. That said, accounting for current uncertainty, the analysis of 15 distinct prevention and treatment interventions provided a robust conclusion that hypertension control for all veterans would yield the largest gain in quality-adjusted life years. CONCLUSIONS For complex health care models, a mixed approach was applied to examine the uncertainty surrounding key stroke outcomes and the robustness of conclusions. We demonstrate that this rigorous approach can be practical and advocate for such analysis to promote understanding of the limits of certainty in applying models to current decisions and to guide future data collection.
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Affiliation(s)
- Yuan Tian
- Program in Health Services & Systems Research, Duke-NUS Graduate Medical School Singapore, Singapore (YT, KE, DBM)
| | - Kristen Hassmiller Lich
- Department of Health Policy & Management, University of North Carolina at Chapel Hill, NC, USA (KHL)
| | - Nathaniel D Osgood
- Department of Computer Science, University of Saskatchewan, SK, Canada (NDO)
| | - Kirsten Eom
- Program in Health Services & Systems Research, Duke-NUS Graduate Medical School Singapore, Singapore (YT, KE, DBM)
| | - David B Matchar
- Program in Health Services & Systems Research, Duke-NUS Graduate Medical School Singapore, Singapore (YT, KE, DBM),Department of Internal Medicine, Duke University Medical Center, Durham, NC, USA (DBM)
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Chei CL, Raman P, Ching CK, Yin ZX, Shi XM, Zeng Y, Matchar DB. Prevalence and Risk Factors of Atrial Fibrillation in Chinese Elderly: Results from the Chinese Longitudinal Healthy Longevity Survey. Chin Med J (Engl) 2016; 128:2426-32. [PMID: 26365957 PMCID: PMC4725563 DOI: 10.4103/0366-6999.164918] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND Prevalence of atrial fibrillation (AF) is increasing as the world ages. AF is associated with higher risk of mortality and disease, including stroke, hypertension, heart failure, and dementia. Prevalence of AF differs with each population studied, and research on non-Western populations and the oldest old is scarce. METHODS We used data from the 2012 wave of the Chinese Longitudinal Healthy Longevity Survey, a community-based study in eight longevity areas in China, to estimate AF prevalence in an elderly Chinese population (n = 1418, mean age = 85.6 years) and to identify risk factors. We determined the presence of AF in our participants using single-lead electrocardiograms. The weighted prevalence of AF was estimated in subjects stratified according to age groups (65-74, 75-84, 85-94, 95 years and above) and gender. We used logistic regressions to determine the potential risk factors of AF. RESULTS The overall prevalence of AF was 3.5%; 2.4% of men and 4.5% of women had AF (P < 0.05). AF was associated with weight extremes of being underweight or overweight/obese. Finally, advanced age (85-94 years), history of stroke or heart disease, low high-density lipoprotein levels, low triglyceride levels, and lack of regular physical activity were associated with AF. CONCLUSIONS In urban elderly, AF prevalence increased with age (P < 0.05), and in rural elderly, women had higher AF prevalence (P < 0.05). Further exploration of population-specific risk factors is needed to address the AF epidemic.
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Affiliation(s)
| | | | | | | | | | - Yi Zeng
- Center for the Study of Aging and Human Development and the Geriatric Division of School of Medicine, Duke University, Durham, NC, USA; Center for Study of Healthy Aging and Development Studies, National School of Development, Peking University, Beijing 100871, China,
| | - David B Matchar
- Health Services and Systems Research, Duke-NUS Graduate Medical School Singapore, Singapore; Center for the Study of Aging and Human Development and the Geriatric Division of School of Medicine, Duke University, Durham, NC, USA; Department of Medicine and Center for Clinical Health Policy Research, Duke University School of Medicine, Durham, NC, USA,
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Ansah JP, Matchar DB, Malhotra R, Love SR, Liu C, Do Y. Projecting the effects of long-term care policy on the labor market participation of primary informal family caregivers of elderly with disability: insights from a dynamic simulation model. BMC Geriatr 2016; 16:69. [PMID: 27007720 PMCID: PMC4806512 DOI: 10.1186/s12877-016-0243-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2015] [Accepted: 03/17/2016] [Indexed: 11/21/2022] Open
Abstract
Background Using Singapore as a case study, this paper aims to understand the effects of the current long-term care policy and various alternative policy options on the labor market participation of primary informal family caregivers of elderly with disability. Methods A model of the long-term care system in Singapore was developed using System Dynamics methodology. Results Under the current long-term care policy, by 2030, 6.9 percent of primary informal family caregivers (0.34 percent of the domestic labor supply) are expected to withdraw from the labor market. Alternative policy options reduce primary informal family caregiver labor market withdrawal; however, the number of workers required to scale up long-term care services is greater than the number of caregivers who can be expected to return to the labor market. Conclusions Policymakers may face a dilemma between admitting more foreign workers to provide long-term care services and depending on primary informal family caregivers. Electronic supplementary material The online version of this article (doi:10.1186/s12877-016-0243-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- John P Ansah
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - David B Matchar
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.,Department of Medicine, Duke University Medical Center, Durham, North Carolina, USA
| | - Rahul Malhotra
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Sean R Love
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Chang Liu
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Young Do
- Department of Health Policy and Management, Seoul National University College of Medicine, Seoul, South Korea
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Lv YB, Yin ZX, Chei CL, Brasher MS, Zhang J, Kraus VB, Qian F, Shi XM, Matchar DB, Zeng Y. Serum cholesterol levels within the high normal range are associated with better cognitive performance among Chinese elderly. J Nutr Health Aging 2016; 20:280-7. [PMID: 26892577 DOI: 10.1007/s12603-016-0701-6] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Y-B Lv
- Dr. Xiaoming Shi, No. 7 Pan Jia Yuan Nan Li, Chaoyang District, Beijing 100021, China. Telephone: (+86) 1050930101, Fax:(+86)1050930115, E-mail:
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Tan G, Zhou K, Tan CH, Matchar DB, Farid M, Quek R, Ngeow J. Cost Effectiveness of Universal Hepatitis B Virus Screening in Patients Beginning Chemotherapy for Sarcomas or GI Stromal Tumors. J Glob Oncol 2016; 2:186-199. [PMID: 28717701 PMCID: PMC5497623 DOI: 10.1200/jgo.2015.001669] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
PURPOSE The value of screening for hepatitis B virus (HBV) infection before chemotherapy for nonhematopoietic solid tumors remains unsettled. We evaluated the cost effectiveness of universal screening before systemic therapy for sarcomas, including GI stromal tumors (GISTs). PATIENTS AND METHODS Drawing from the National Cancer Centre Singapore database of 1,039 patients with sarcomas, we analyzed the clinical records of 485 patients who received systemic therapy. Using a Markov model, we compared the cost effectiveness of a screen-all versus screen-none strategy in this population. RESULTS A total of 237 patients were screened for HBV infection. No patients developed HBV reactivation during chemotherapy. The incremental cost-effectiveness ratio per quality-adjusted life-year (QALY) of offering HBV screening to all patients with sarcomas and patients with GISTs exceeded the cost-effectiveness threshold of SG$100,000 per QALY. This result was robust in one-way sensitivity analysis. Our results show that only changes in mortality rate secondary to HBV reactivation could make the incremental cost-effectiveness ratio cross the cost-effectiveness threshold. CONCLUSION Universal HBV screening in patients with sarcomas or GISTs undergoing chemotherapy is not cost effective at a willingness to pay of SG$100,000 per QALY and may not be required.
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Affiliation(s)
- Glorijoy Tan
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
| | - Ke Zhou
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
| | - Chee Hian Tan
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
| | - David B Matchar
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
| | - Mohamad Farid
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
| | - Richard Quek
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
| | - Joanne Ngeow
- , , , , and , National Cancer Centre Singapore; and , Tan Tock Seng Hospital; and , , , , and , Duke-National University of Singapore Graduate Medical School, Singapore
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Rose AJ, Phibbs CS, Uyeda L, Su P, Edson R, Shih MC, Jacobson A, Matchar DB. Does distance modify the effect of self-testing in oral anticoagulation? Am J Manag Care 2016; 22:65-71. [PMID: 26799126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
OBJECTIVES Patient self-testing (PST) improves anticoagulation control and patient satisfaction. It is unknown whether these effects are more pronounced when the patient lives farther from the anticoagulation clinic (ACC). If the benefits of PST are limited to a subset of patients (those living farther from care), selectively providing PST to that subset could enhance cost-effectiveness. STUDY DESIGN This is a secondary analysis of a randomized trial of PST versus usual ACC care, which involved 2922 patients of the Veterans Health Administration (VHA). METHODS Our 3 outcomes were the primary composite clinical end point (stroke, major hemorrhage, or death), anticoagulation control (percent time in therapeutic range), and satisfaction with anticoagulation care. We measured the driving distance between the patient's residence and the nearest VHA facility. We divided patients into quartiles by distance and looked for evidence of an interaction between distance and the effect of the intervention on the 3 outcomes. RESULTS The median driving distance was 12 miles (interquartile range = 6-21). Patients living in the farthest quartile had higher rates of the primary composite clinical end point in both groups compared with patients living in the nearest quartile. For PST, the hazard ratio (HR) was 1.77 (95% CI, 1.18-2.64), and for usual care, the HR was 1.81 (95% CI, 1.19-2.75). Interaction terms did not suggest that distance to care modified the effect of the intervention on any outcome. CONCLUSIONS The benefits of PST were not enhanced among patients living farther from care. Restricting PST to patients living more than a certain distance from the ACC is not likely to improve its cost-effectiveness.
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Affiliation(s)
- Adam J Rose
- Bedford VA Medical Center, 200 Springs Rd, Bedford, MA 01730. E-mail:
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Ansah JP, De Korne D, Bayer S, Pan C, Jayabaskar T, Matchar DB, Lew N, Phua A, Koh V, Lamoureux E, Quek D. Future requirements for and supply of ophthalmologists for an aging population in Singapore. Hum Resour Health 2015; 13:86. [PMID: 26578002 PMCID: PMC4650855 DOI: 10.1186/s12960-015-0085-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/21/2015] [Accepted: 11/02/2015] [Indexed: 06/05/2023]
Abstract
BACKGROUND Singapore's population, as that of many other countries, is aging; this is likely to lead to an increase in eye diseases and the demand for eye care. Since ophthalmologist training is long and expensive, early planning is essential. This paper forecasts workforce and training requirements for Singapore up to the year 2040 under several plausible future scenarios. METHODS The Singapore Eye Care Workforce Model was created as a continuous time compartment model with explicit workforce stocks using system dynamics. The model has three modules: prevalence of eye disease, demand, and workforce requirements. The model is used to simulate the prevalence of eye diseases, patient visits, and workforce requirements for the public sector under different scenarios in order to determine training requirements. RESULTS Four scenarios were constructed. Under the baseline business-as-usual scenario, the required number of ophthalmologists is projected to increase by 117% from 2015 to 2040. Under the current policy scenario (assuming an increase of service uptake due to increased awareness, availability, and accessibility of eye care services), the increase will be 175%, while under the new model of care scenario (considering the additional effect of providing some services by non-ophthalmologists) the increase will only be 150%. The moderated workload scenario (assuming in addition a reduction of the clinical workload) projects an increase in the required number of ophthalmologists of 192% by 2040. Considering the uncertainties in the projected demand for eye care services, under the business-as-usual scenario, a residency intake of 8-22 residents per year is required, 17-21 under the current policy scenario, 14-18 under the new model of care scenario, and, under the moderated workload scenario, an intake of 18-23 residents per year is required. CONCLUSIONS The results show that under all scenarios considered, Singapore's aging and growing population will result in an almost doubling of the number of Singaporeans with eye conditions, a significant increase in public sector eye care demand and, consequently, a greater requirement for ophthalmologists.
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Affiliation(s)
- John P Ansah
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Dirk De Korne
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
- Singapore National Eye Centre, 11 Third Hospital Ave, Singapore, 168751, Singapore.
- Institute of Health Policy & Management, Erasmus University Rotterdam, Burg Oudlaan 50, 3000 DR, Rotterdam, Netherlands.
| | - Steffen Bayer
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Chong Pan
- Singapore National Eye Centre, 11 Third Hospital Ave, Singapore, 168751, Singapore.
| | | | - David B Matchar
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
- Department of Medicine, Duke University Medical Center, Durham, NC, 27710, USA.
| | - Nicola Lew
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Andrew Phua
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Victoria Koh
- Signature Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Ecosse Lamoureux
- Singapore National Eye Centre, 11 Third Hospital Ave, Singapore, 168751, Singapore.
- Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
- Singapore Eye Research Institute, 20 College Road, Singapore, 169856, Singapore.
| | - Desmond Quek
- Singapore Eye Research Institute, 20 College Road, Singapore, 169856, Singapore.
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Matchar DB, Bilger M, Do YK, Eom K. International Comparison of Poststroke Resource Use: A Longitudinal Analysis in Europe. J Stroke Cerebrovasc Dis 2015; 24:2256-62. [PMID: 26277294 DOI: 10.1016/j.jstrokecerebrovasdis.2015.06.020] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2015] [Revised: 06/06/2015] [Accepted: 06/10/2015] [Indexed: 10/23/2022] Open
Abstract
BACKGROUND Long-term costs often represent a large proportion of the total costs induced by stroke, but data on long-term poststroke resource use are sparse, especially regarding the trajectory of costs by severity. We used a multinational longitudinal survey to estimate patterns of poststroke resource use by degree of functional disability and to compare resource use between regions. METHODS The Survey of Health, Ageing and Retirement in Europe (SHARE) is a multinational database of adults 50 years and older, which includes demographic information about respondents, age when stroke first occurred, current activity of daily living (ADL) limitations, and health care resource use in the year before interview. We modeled resource use with a 2-part regression for number of hospital days, home nursing hours, and paid and unpaid home caregiving hours. RESULTS After accounting for time since stroke, number of strokes and comorbidities, age, gender, and European regions, we found that poststroke resource use was strongly associated with ADL limitations. The duration since the stroke event was significantly associated only with inpatient care, and informal help showed significant regional heterogeneity across all ADL limitation levels. CONCLUSIONS Poststroke physical deficits appear to be a strong driver of long-term resource utilization; treatments that decrease such deficits offer substantial potential for downline cost savings. Analyzing internationally comparable panel data, such as SHARE, provide valuable insight into long-term cost of stroke. More comprehensive international comparisons will require registries with follow-up, particularly for informal and formal home-based care.
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Affiliation(s)
- David B Matchar
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore; Department of Internal Medicine (General Internal Medicine), Duke University Medical Center, Durham, North Carolina.
| | - Marcel Bilger
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Young K Do
- Department of Health Policy and Management, Seoul National University College of Medicine, Seoul, South Korea; Institute of Health Policy and Management, Seoul National University Medical Research Center, Seoul, South Korea
| | - Kirsten Eom
- Program in Health Services and Systems Research, Duke-NUS Graduate Medical School, Singapore, Singapore
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