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Liang HH, Liu HY, Kosik RO, Chan WP, Chien LN. Association between repeat imaging and readmission in patients with acute ischaemic stroke: a 16-year nationwide population-based study. Br J Radiol 2024; 97:1343-1350. [PMID: 38640490 PMCID: PMC11186559 DOI: 10.1093/bjr/tqae082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 12/04/2023] [Accepted: 04/15/2024] [Indexed: 04/21/2024] Open
Abstract
OBJECTIVES This study aims to evaluate such usage patterns and identify factors that may contribute to the need for repeat imaging in acute ischaemic stroke patients and determine the association between repeat imaging and readmission in Taiwan. METHODS We searched and analysed data from the Taiwan National Health Insurance Research Database for patients admitted for acute ischaemic stroke between 2002 and 2017. Cases where repeat brain imaging during the initial hospital admission occurred and where patients were readmitted within 30 days following discharge were documented. RESULTS Of a total of 195 016 patients with new onset ischaemic stroke, 51 798 (26.6%) underwent repeat imaging during their initial admission. Factors associated with repeat brain imaging included younger age, longer hospital stay, use of recombinant tissue plasminogen activator (rt-PA) therapy (odds ratio = 2.10 [95% CI, 1.98-2.22]), more recent year of diagnosis, higher National Institutes of Health Stroke Scale (NIHSS) score, and admission to a hospital offering a higher level of care. Repeat imaging was also associated with an increased risk of ischaemic stroke and all types of stroke readmission. CONCLUSIONS Repeat brain imaging of patients with stroke has increased in recent years, and it is associated with certain factors including age, length of stay, use of rt-PA, hospital level of care, and NIHSS score. It is also associated with increased readmission. ADVANCES IN KNOWLEDGE Knowledge of the associations of repeat imaging may help clinicians use repeat imaging more carefully and efficaciously.
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Affiliation(s)
- Han-Hsuan Liang
- Department of Radiology, Wan Fang Hospital, Taipei Medical University, Taipei 11696, Taiwan
- Department of Radiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Hung-Yi Liu
- Health Data Analytical and Statistical Center, Office of Data Science, Taipei Medical University, New Taipei City 235, Taiwan
| | - Russell Oliver Kosik
- Department of Radiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Wing P Chan
- Department of Radiology, Wan Fang Hospital, Taipei Medical University, Taipei 11696, Taiwan
- Department of Radiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Li-Nien Chien
- Institute of Health and Welfare Policy, National Yang Ming Chiao Tung University, Taipei 11221, Taiwan
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Chou HY, Ma SC, Tsai YW, Shih CL, Yeh CT. Effects of functional performance and national health insurance cost on length of hospitalization for postacute care in stroke: a retrospective observational study. BMC Neurol 2023; 23:343. [PMID: 37770846 PMCID: PMC10540458 DOI: 10.1186/s12883-023-03396-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 09/17/2023] [Indexed: 09/30/2023] Open
Abstract
BACKGROUND The postacute care for cerebrovascular disease (PAC-CVD) program was launched in Taiwan nearly a decade ago. However, no clear regulations regarding length of stay (LOS) in the program and extension standards exist. Thus, the allocation of limited medical resources such as hospital beds is a major issue. METHODS This novel study retrospectively investigated the effects of functional performance and national health insurance (NHI) costs on PAC-CVD LOS. Data for 263 patients with stroke who participated in the PAC-CVD program were analysed. Hierarchical multiple regression was used to estimate the effects of functional performance and NHI costs on LOS at three time points: weeks 3, 6, and 9. RESULTS At week 3, age, NHI costs, modified Rankin scale score, and Barthel index significantly affected LOS, whereas at week 6, age and NHI costs were significant factors. However, functional performance and NHI costs were not significant factors at week 9. CONCLUSIONS The study provides crucial insights into the factors affecting LOS in the PAC-CVD program, and the results can enable medical decision-makers and health care teams to develop inpatient rehabilitation plans or provide transfer arrangements tailored to patients. Specifically, this study highlights the importance of early functional recovery and consideration of NHI costs when managing LOS in the PAC-CVD program.
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Affiliation(s)
- Hsiang-Yun Chou
- Department of Rehabilitation, An Nan Hospital, China Medical University, No. 66, Sec. 2, Changhe Rd., Annan Dist, Tainan, 709204, Taiwan
| | - Shang-Chun Ma
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, No. 1, Daxue Rd., East Dist, Tainan, 701401, Taiwan.
| | - Ya-Wen Tsai
- Department of Rehabilitation, An Nan Hospital, China Medical University, No. 66, Sec. 2, Changhe Rd., Annan Dist, Tainan, 709204, Taiwan.
| | - Chia-Li Shih
- Department of Rehabilitation, An Nan Hospital, China Medical University, No. 66, Sec. 2, Changhe Rd., Annan Dist, Tainan, 709204, Taiwan
| | - Chieh-Ting Yeh
- Department of Nursing, An Nan Hospital, China Medical University, No. 66, Sec. 2, Changhe Rd., Annan Dist, Tainan, 709204, Taiwan
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Ong PL, Seah JD, Chua KSG. Inpatient Rehabilitation Outcomes after Primary Severe Haemorrhagic Stroke: A Retrospective Study Comparing Surgical versus Non-Surgical Management. Life (Basel) 2023; 13:1766. [PMID: 37629627 PMCID: PMC10455087 DOI: 10.3390/life13081766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 08/11/2023] [Accepted: 08/17/2023] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND Haemorrhagic stroke, accounting for 10-20% of all strokes, often requires decompressive surgery as a life-saving measure for cases with massive oedema and raised intracranial pressure. This study was conducted to compare the demographics, characteristics and rehabilitation profiles of patients with severe haemorrhagic stroke who were managed surgically versus those who were managed non-surgically. METHODS A single-centre retrospective study of electronic medical records was conducted over a 3-year period from 1 January 2018 to 31 December 2020. The inclusion criteria were first haemorrhagic stroke, age of >18 years and an admission Functional Independence Measure (FIM™) score of 18-40 upon admission to the rehabilitation centre. The primary outcome measure was discharge FIM™. Secondary outcome measures included modified Rankin Scale (mRS), rehabilitation length of stay (RLOS) and complication rates. RESULTS A total of 107 patients' records were analysed; 45 (42.1%) received surgical intervention and 62 (57.9%) patients underwent non-surgical management. Surgically managed patients were significantly younger than non-surgical patients, with a mean age of [surgical 53.1 (SD 12) vs. non-surgical 61.6 (SD 12.3), p = 0.001]. Admission FIM was significantly lower in the surgical vs. non-surgical group [23.7 (SD6.7) vs. 26.71 (SD 7.4), p = 0.031). However, discharge FIM was similar between both groups [surgical 53.91 (SD23.0) vs. non-surgical 57.0 (SD23.6), p = 0.625). Similarly, FIM gain (surgical 30.1 (SD 21.1) vs. non-surgical 30.3 (SD 21.1), p = 0.094) and RLOS [surgical 56.2 days (SD 21.5) vs. non-surgical 52.0 days (SD 23.4), p = 0.134) were not significantly different between groups. The majority of patients were discharged home (surgical 73.3% vs. non-surgical 74.2%, p = 0.920) despite a high level of dependency. CONCLUSIONS Our findings suggest that patients with surgically managed haemorrhagic stroke, while older and more dependent on admission to rehabilitation, achieved comparable FIM gains, discharge FIM and discharge home rates after ~8 weeks of rehabilitation. This highlights the importance of rehabilitation, especially for surgically managed haemorrhagic stroke patients.
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Affiliation(s)
- Poo Lee Ong
- Institute of Rehabilitation Excellence (IREx), Tan Tock Seng Hospital Rehabilitation Centre, Singapore 569766, Singapore; (J.D.S.); (K.S.G.C.)
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 639798, Singapore
| | - Justin Desheng Seah
- Institute of Rehabilitation Excellence (IREx), Tan Tock Seng Hospital Rehabilitation Centre, Singapore 569766, Singapore; (J.D.S.); (K.S.G.C.)
| | - Karen Sui Geok Chua
- Institute of Rehabilitation Excellence (IREx), Tan Tock Seng Hospital Rehabilitation Centre, Singapore 569766, Singapore; (J.D.S.); (K.S.G.C.)
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 639798, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore
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Hsu YH, Lee TH, Chung KP, Tung YC. Determining the factors influencing the selection of post-acute care models by patients and their families: a qualitative content analysis. BMC Geriatr 2023; 23:179. [PMID: 36978003 PMCID: PMC10045930 DOI: 10.1186/s12877-023-03889-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 03/14/2023] [Indexed: 03/30/2023] Open
Abstract
BACKGROUND This study conducted in-depth interviews to explore the factors that influence the choice of a post-acute care (PAC) model (inpatient rehabilitation hospital, skilled nursing facility, home health, and outpatient rehabilitation) among stroke patients and their families. METHODS We conducted semi-structured, in-depth interviews of 21 stroke patients and their families at four hospitals in Taiwan. Content analysis was used in this qualitative study. RESULTS Results revealed five main factors that influence respondents' choice of PAC: (1) medical professionals' suggestions, (2) health care accessibility, (3) continuity and coordination of care, (4) willingness and prior experience of patients and their relatives and friends, and (5) economic factors. CONCLUSIONS This study identifies five main factors that affect the choice of PAC models among stroke patients and their families. We suggest that policymakers establish comprehensive health care resources based on the needs of patients and families. Health care providers shall provide professional recommendations and adequate information to support decision-making, which aligns with the preferences and values of patients and their families. From this research, we hope to improve the accessibility of PAC services in order to enhance the quality of care for stroke patients.
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Affiliation(s)
- Ya-Hui Hsu
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Taipei, Taiwan
- Department of Anesthesiology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Tsong-Hai Lee
- Stroke Center, Department of Neurology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
- College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Kuo-Piao Chung
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Yu-Chi Tung
- Institute of Health Policy and Management, College of Public Health, National Taiwan University, Taipei, Taiwan.
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Wang PY, Lin WC, Hsieh PC, Lin SH, Liu PY, Chao TH, Hsu CH. The Effects of Post-Acute Care in Patients with Heart Failure in Taiwan: A Single Center Experience. ACTA CARDIOLOGICA SINICA 2023; 39:287-296. [PMID: 36911546 PMCID: PMC9999181 DOI: 10.6515/acs.202303_39(2).20220923b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 09/23/2022] [Indexed: 03/14/2023]
Abstract
Background The National Health Insurance Administration in Taiwan has promoted the heart failure post-acute care (HF-PAC) program as a means to provide proactive integrated care within the optimal treatment timeframe to enhance functional recovery after acute decompensated heart failure (HF). Objectives The aim of this program was to reduce HF readmission rates, improved medication prescription rates, and improve the quality of life in HF patients. Methods Patients who had a reduced left ventricular ejection fraction (LVEF) of ≤ 40% were included and followed up for 6 months after discharge. They underwent cardiac rehabilitation and physiological, and nutritional status evaluations. The main clinical outcomes of the HF-PAC program were guideline-directed medical therapy prescription rate and 6-month readmission rate. Results A total of 122 patients were recruited from June 2018 to December 2020 at a medical center in southern Taiwan. The patients' activities of daily living, nutritional status, quality of life and LVEF were significantly improved during the HF-PAC program. More than 95% of the patients received guideline-directed medical prescriptions at the end of the HF-PAC program. The cardiovascular-related 6-month re-admission rate after the HF-PAC program ended was 27.7%, and it could be predicted by the New York Health Association functional class [hazard ratio (HR) 95% confidence interval (95% CI) = 4.12 (1.36-12.46)], value of the Mini Nutritional Assessment - Short Form [HR (95% CI) = 0.46 (0.31-0.68)] and LVEF [HR (95% CI) = 0.95 (0.91-0.99)]. Conclusions By incorporating multidisciplinary healthcare teams, the HF-PAC program improves the guideline- directed medical therapy prescription rate, thus improving patients' cardiac function, physical activity recovery, the quality of life, and also reduces their readmission rate.
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Affiliation(s)
- Pei-Yi Wang
- Department of Nursing, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan
- Department of Nursing, National Taiwan University Hospital, Taipei
| | - Wen-Chih Lin
- Department of Nursing, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Pei-Chun Hsieh
- Department of Physical Medicine and Rehabilitation, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University
| | - Sheng-Hsiang Lin
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University
| | - Ping-Yen Liu
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Ting-Hsing Chao
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chih-Hsin Hsu
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
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Physical function, depressive symptoms, and quality of life with post-acute stroke care. Collegian 2023. [DOI: 10.1016/j.colegn.2023.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/04/2023]
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Chou HY, Tsai YW, Ma SC, Ma SM, Shih CL, Yeh CT. Efficacy and Cost over 12 Hospitalization Weeks of Postacute Care for Stroke. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:1419. [PMID: 36674170 PMCID: PMC9859483 DOI: 10.3390/ijerph20021419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 01/07/2023] [Accepted: 01/11/2023] [Indexed: 06/17/2023]
Abstract
Few studies have investigated changes in functional outcomes and economic burden in patients in the postacute care cerebrovascular disease (PAC-CVD) program. We, for the first time, retrospectively investigated changes in functional performance and the national health insurance (NHI) cost over 12 PAC-CVD hospitalization weeks and evaluated the therapeutic effects of the PAC-CVD program on the NHI cost. Specifically, the functional outcomes and NHI cost of 263 stroke patients in the PAC-CVD program were analyzed. The repeated measures t test was used to compare functional performance over 0-3 weeks, and a one-way repeated measures multivariate analysis of variance was used to compare functional performance and NHI costs during weeks 0-6 and 0-9. The Wilcoxon signed-rank test was used to compare functional performance over weeks 9-12. Hierarchical multiple regression was used to estimate the effects of functional performance on NHI costs during weeks 3, 6, and 9. Over weeks 0-12, all functional performance measures demonstrated significant improvements. Changes in NHI costs varied depending on whether hospitalization was extended. At any time point, functional performance did not have a significant impact on NHI cost. Therefore, the PAC-CVD program may aid patients with stroke in sustainably regaining functional performance and effectively controlling economic burden.
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Affiliation(s)
- Hsiang-Yun Chou
- Department of Rehabilitation, An Nan Hospital, China Medical University, Tainan 709204, Taiwan
| | - Ya-Wen Tsai
- Department of Rehabilitation, An Nan Hospital, China Medical University, Tainan 709204, Taiwan
| | - Shang-Chun Ma
- Institute of Physical Education, Health & Leisure Studies, National Cheng Kung University, Tainan 701401, Taiwan
| | - Shang-Min Ma
- Department of Recreational Sport & Health Promotion, National Pingtung University of Science & Technology, Pingtung 912301, Taiwan
| | - Chia-Li Shih
- Department of Rehabilitation, An Nan Hospital, China Medical University, Tainan 709204, Taiwan
| | - Chieh-Ting Yeh
- Department of Nursing, An Nan Hospital, China Medical University, Tainan 709204, Taiwan
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Li H, Zhao L, Yuan X, Zhang Q, Pang Y, Li H. Effect of transcranial direct current stimulation combined with respiratory training on dysphagia in post-stroke patients. Technol Health Care 2023; 31:11-19. [PMID: 35848047 DOI: 10.3233/thc-213234] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
BACKGROUND Transcranial direct current stimulation (tDCS) has a considerable advantage in the rehabilitation treatment of dysphagia. OBJECTIVE The purpose of this study was to explore the effect of tDCS combined with respiratory training on dysphagia in post-stroke patients. METHODS From December 2017 to January 2019, 64 post-stroke patients who were hospitalized in the Department of Neurology of the Second Hospital of Hebei Medical University were enrolled in this study. They were randomly divided into control and treatment groups (n= 32). Patients in the two groups received routine swallowing rehabilitation training and respiratory training. On this basis, the patients in the treatment group received tDCS. The anode was placed in the movement area of the pharyngeal cortex on the unaffected side of the patients' bodies, and the cathode was placed in the upper orbital orbit on the opposite side. The current intensity was 1.5 mA, 20 min/time, 1 time/d, and 6 d/w. Before and after the treatment, the water swallow text, functional oral intake scale (FOIS), forced vital capacity (FVC) and peak expiratory flow (PEF) were assessed, and the correlation among them was evaluated. RESULTS There were no differences in all indexes before and after treatment. After treatment, water swallow text, FOIS, FVC and PEF were all better than before treatment, and the clinical efficacy in the treatment group was significantly better than that in the control group. FVC and PEF were positively correlated with water swallow text and FOIS. CONCLUSION tDCS combined with respiratory training may have a significant therapeutic effect on dysphagia in post-stroke patients.
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Affiliation(s)
- Hao Li
- The Second Department of Rehabilitation, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Long Zhao
- The Second Department of Rehabilitation, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Xiaokai Yuan
- The Second Department of Rehabilitation, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Qingjuan Zhang
- Cardiovascular Medicine Combined with Traditional Chinese and Western Medicine, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Yatao Pang
- The Second Department of Rehabilitation, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Hongling Li
- The Second Department of Rehabilitation, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
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Liu SY, Hsu YL, Tu YC, Lin CH, Wang SC, Lee YW, Shih YT, Chou MC, Lin CM. Functional outcome prediction of ischemic stroke patients with atrial fibrillation accepting post-acute care training. Front Neurol 2022; 13:954212. [PMID: 36212653 PMCID: PMC9539964 DOI: 10.3389/fneur.2022.954212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 06/30/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundIschemic stroke poses a major threat to human health and represents the third leading cause of death worldwide and in Taiwan. Post-acute care (PAC) training has been reported to be beneficial for post-index stroke events. However, knowledge is still lacking on the outcome of stroke events with cardiac origin. The focus of the current study is to investigate the effectiveness of PAC in this subgroup of patients as well as identify key baseline pointers that are capable of early prediction of patients' physical recovery. In addition, the authors hypothesize that the routinely arranged non-invasive carotid duplex that evaluates the characteristics of the carotid lumen could play a significant role in providing an early outcome prediction.MethodsFor the current research, 142 ischemic stroke patients with underlying cardiac arrhythmia (atrial fibrillation) were retrospectively recruited. The patients' basic demographics, neuroimaging, carotid duplex, and basic biochemistry datasets were accurately documented. The pre and post-admission National Institutes of Health Stroke Scale (NIHSS) (6-month follow-ups), Barthel Index, and mRS score (12-month follow-ups) were also recorded. All statistical analyses were performed using R for Windows (version 3.6.3). Barthel Index, NIHSS, and mRS scores obtained before and after hospitalization were compared to determine the patients' outcomes and were classified as improved or unimproved. A multivariate logistic analysis was designed and applied to assess the significance of risk factors and to obtain the odds ratios (ORs). The receiver operating characteristic (ROC) curve and the Youden Index was used to find the important cut-off point information, and the area under the curve (AUC) was calculated to provide accuracy.ResultsThe average age of the 142 ischemic stroke patients enrolled in the current study was about 66 years, of which 88 patients were male and 54, female. Many of them had other comorbidities: 86 patients had mixed hyperlipidemia (60.56%), 115 had hypertension (80.99%), and 49 suffered from diabetes mellitus (34.51%). The mRS showed an improvement in the condition of only 40 patients (28.175%), whereas the Barthel Index showed improvement in 71 patients (50%), and 68 patients (47.89%) showed recovery on the NIHSS. The Barthel Index and NIHSS were selected because they already had an almost equal number of samples among the improved and unimproved groups (50%), rather than mRS, which had a lower number (28.17%) of improved cases. While conducting the EuroQol-5 Dimension (EQ-5D) assessment, anxiety/depression stood out as the most prominent issue, affecting 44 patients (30.99%). Self-care was another factor that was involved in the ongoing improvement of 36 patients (25.35%). Multivariate logistic analysis of both NIHSS and Barthel Index showed improvement with a contralateral plaque index statistical significance (P<0.05), whereas NIHSS showed a relevant significance in anxiety/depression and Barthel Index registered usual activity in the data analysis (P<0.05). ROC curve and Youden index analysis showed similar results in both NIHSS and Barthel Index of contralateral plaque index of 4.5, this being the cutoff point value for this group of patients.ConclusionIn the current study, nearly half of the enrolled patients showed favorable functional recovery. The outcome assessments seem to correlate well with NIHSS and Barthel Index scores, rather than mRS. The anxiety/depression and usual activities domains of the EQ-5D results are associated with and have a great impact after the patients undertake the PAC rehabilitative strategy. Moreover, the variables obtained through carotid duplex and plaque index might also play a significant role in determining the patient's functional outcome.
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Affiliation(s)
- Sen-Yung Liu
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan
- Department of Rehabilitation Medicine, Changhua Christian Hospital, Changhua, Taiwan
| | - Ying-Lin Hsu
- Department of Applied Mathematics and Institute of Statistics, National Chung Hsing University, Taichung, Taiwan
| | - Yi-Chun Tu
- Institute of Data Science and Information Computing, National Chung Hsing University, Taichung, Taiwan
| | - Ching-Hsiung Lin
- Division of Chest Medicine, Department of Internal Medicine, Changhua Christian Hospital, Changhua, Taiwan
- Institute of Genomics and Bioinformatics and Ph.D. Program in Translational Medicine, National Chung Hsing University, Taichung, Taiwan
- Department of Recreation and Holistic Wellness, MingDao University, Changhua, Taiwan
| | - Shih-Chun Wang
- Department of Medicine Imaging, Changhua Christian Hospital, Changhua, Taiwan
| | - Ya-Wen Lee
- Department of Nursing, Hanming Christian Hospital, Changhua, Taiwan
| | - Yin-Tzer Shih
- Department of Applied Mathematics and Institute of Statistics, National Chung Hsing University, Taichung, Taiwan
| | - Ming-Chih Chou
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan
- Division of Thoracic Surgery, Department of Surgery, Chung Shan Medical University Hospital, Taichung, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung, Taiwan
- Department of Family and Community Medicine, Chung Shan Medical University Hospital, Taichung, Taiwan
- Ming-Chih Chou
| | - Chih-Ming Lin
- Graduate Institute of Statistics and Information Science, National Changhua University of Education, Changhua, Taiwan
- Department of Neurology, Changhua Christian Hospital, Changhua, Taiwan
- Department of Post-baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung, Taiwan
- *Correspondence: Chih-Ming Lin ;
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A multicenter study to compare the effectiveness of the inpatient post acute care program versus traditional rehabilitation for stroke survivors. Sci Rep 2022; 12:12811. [PMID: 35896786 PMCID: PMC9329354 DOI: 10.1038/s41598-022-16984-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 07/19/2022] [Indexed: 11/29/2022] Open
Abstract
There is insufficient evidence to prove the effect of the Post-acute Care (PAC) program on post-stroke recovery. This study aimed to determine the effectiveness of the PAC versus traditional inpatient rehabilitation (non-PAC) for middle- and old-aged stroke survivors. This multicenter cohort study enrolled 334 stroke patients admitted for post-stroke rehabilitation. The outcome variables included the Barthel Index (BI), Functional Oral Intake Scale (FOIS), Mini Nutritional Assessment-Short Form (MNA-SF), EuroQoL-5D (EQ-5D), Lawton–Brody Instrumental Activities of Daily Living (ADL) Scale, and Mini-Mental State Examination (MMSE). The inverse-probability-of-treatment-weighting method was used to analyze the differences in outcomes between the PAC and non-PAC groups. The PAC group showed better improvements in BI, MNA-SF, EQ-5D, Instrumental ADL, and MMSE compared to the non-PAC group, with differences in effect sizes of 0.54 (95% confidence interval [CI] 0.38–0.71), 0.26 (95% CI 0.10–0.42), 0.50 (95% CI 0.33–0.66), 0.44 (95% CI 0.28–0.60) and 0.34 (95% CI 0.17–0.50), respectively. The PAC project showed more improvement in basic and instrumental ADL and status of swallowing, nutrition, and cognition than those of non-PAC, which had less length of stay restricted by the National Health Insurance. More studies are warranted to investigate the influence of hospital stay and duration from stroke onset on the PAC’s effectiveness.
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Weng SC, Hsu CY, Shen CC, Huang JA, Chen PL, Lin SY. Combined Functional Assessment for Predicting Clinical Outcomes in Stroke Patients After Post-acute Care: A Retrospective Multi-Center Cohort in Central Taiwan. Front Aging Neurosci 2022; 14:834273. [PMID: 35783145 PMCID: PMC9247545 DOI: 10.3389/fnagi.2022.834273] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 05/30/2022] [Indexed: 11/30/2022] Open
Abstract
Background and Objective In 2014, Taiwan’s National Health Insurance administration launched a post-acute care (PAC) program for patients to improve their functions after acute stroke. The present study was aimed to determine PAC assessment parameters, either alone or in combination, for predicting clinical outcomes. Methods We retrospectively enrolled stroke adult patients through one PAC network in central Taiwan between January 2014 and December 2020. We collected data on post-stroke patients’ functional ability at baseline and after PAC stay. The comprehensive assessment included the following: Modified Rankin Scale (MRS), Functional Oral Intake Scale (FOIS), Mini-Nutritional Assessment (MNA), Berg Balance Scale (BBS), Fugl-Meyer Assessment (FMA), Mini-Mental State Examination (MMSE), aphasia test, and quality of life. The above items were assessed first at baseline and again at discharge from PAC. Logistic regression was used to determine factors that were associated with PAC length of stay (LOS), 14-day hospital readmission, and 1-year mortality. Results A total of 267 adults (mean age 67.2 ± 14.7 years) with completed data were analyzed. MRS, activities of daily living (ADLs), instrumental activities of daily living (IADLs), BBS, and MMSE all had improved between disease onset and PAC discharge. Higher baseline and greater improvement of physical and cognitive functions between initial and final PAC assessments were significantly associated with less readmission, and lower mortality. Furthermore, the improved ADLs, FOIS, MNA, FMA-motor, and MMSE scores were related to LOS during PAC. Using logistic regression, we found that functional improvements ≥5 items [adjusted odds ratio (aOR) = 0.16; 95% confidence interval (CI) = 0.05–0.45] and improved MMSE (aOR = 0.19; 95% CI = 0.05–0.68) were significantly associated with reduced post-PAC mortality or readmission. Whereas, functional improvements ≥7 items, improved FOIS, and MNA significantly prolonged LOS during PAC. Conclusion Physical performance parameters of patients with acute stroke improved after PAC. PAC assessment with multiple parameters better predicted clinical outcomes. These parameters could provide information on rehabilitation therapy for acute stroke patients receiving PAC.
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Affiliation(s)
- Shuo-Chun Weng
- Department of Post-baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung, Taiwan
- Division of Nephrology, Department of Internal Medicine, Center for Geriatrics and Gerontology, Taichung Veterans General Hospital, Taichung, Taiwan
- Institute of Clinical Medicine, School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Chiann-Yi Hsu
- Biostatistics Task Force of Taichung Veterans General Hospital, Taichung, Taiwan
| | - Chiung-Chyi Shen
- Neurological Institute, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Jin-An Huang
- Neurological Institute, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Po-Lin Chen
- Neurological Institute, Taichung Veterans General Hospital, Taichung, Taiwan
- Institute of Brain Science, School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Shih-Yi Lin
- Institute of Clinical Medicine, School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Center for Geriatrics and Gerontology, Taichung Veterans General Hospital, Taichung, Taiwan
- *Correspondence: Shih-Yi Lin,
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12
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Chou HY, Lo YC, Tsai YW, Shih CL, Yeh CT. Increased Anxiety and Depression Symptoms in Post-Acute Care Patients with Stroke during the COVID-19 Pandemic. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 19:162. [PMID: 35010420 PMCID: PMC8751212 DOI: 10.3390/ijerph19010162] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 12/12/2021] [Accepted: 12/21/2021] [Indexed: 06/14/2023]
Abstract
This study aimed to explore the quality and stability of post-acute care for patients with stroke, including their functional outcomes, mental health and medical care in Taiwan during the COVID-19 pandemic. In this retrospective case-control study-based on propensity score matching-we assessed 11 patients admitted during the pandemic period (in 2021) and 11 patients admitted during the non-pandemic period (in 2020). Functional outcomes, including the scores of the modified Rankin Scale, Barthel Index, EuroQoL-5 Dimension, Lawton-Brody instrumental activities of daily living, Berg Balance Scale, 5-metre walking speed and 6-min walking distance, were determined. Data on the length of acute care, length of post-acute care, destination after discharge and 14-days readmission were used to evaluate the quality of medical care. The Wilcoxon signed-rank test was used to compare functional performance before and after rehabilitation. The pandemic group showed no significant improvement in the scores of EuroQoL-5 Dimension, a self-reported health status assessment (p = 0.13), with the anxiety or depression dimension showing a negative effect (r = 0.21). Post-acute care programmes can efficiently improve the functional performance of patients with stroke during the COVID-19 pandemic in Taiwan. Mental health should therefore be simultaneously maintained while rehabilitating physical function.
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Affiliation(s)
- Hsiang-Yun Chou
- Department of Rehabilitation, An Nan Hospital, China Medical University, Tainan 709204, Taiwan;
| | - Yu-Chun Lo
- The Ph.D. Program for Neural Regenerative Medicine, College of Medical Science and Technology, Taipei Medical University, Taipei 11031, Taiwan;
| | - Ya-Wen Tsai
- Department of Rehabilitation, An Nan Hospital, China Medical University, Tainan 709204, Taiwan;
| | - Chia-Li Shih
- Department of Rehabilitation, An Nan Hospital, China Medical University, Tainan 709204, Taiwan;
| | - Chieh-Ting Yeh
- Department of Nursing, An Nan Hospital, China Medical University, Tainan 709204, Taiwan;
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13
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The Comparison and Interpretation of Machine-Learning Models in Post-Stroke Functional Outcome Prediction. Diagnostics (Basel) 2021; 11:diagnostics11101784. [PMID: 34679482 PMCID: PMC8534424 DOI: 10.3390/diagnostics11101784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 09/18/2021] [Accepted: 09/23/2021] [Indexed: 11/24/2022] Open
Abstract
Prediction of post-stroke functional outcomes is crucial for allocating medical resources. In this study, a total of 577 patients were enrolled in the Post-Acute Care-Cerebrovascular Disease (PAC-CVD) program, and 77 predictors were collected at admission. The outcome was whether a patient could achieve a Barthel Index (BI) score of >60 upon discharge. Eight machine-learning (ML) methods were applied, and their results were integrated by stacking method. The area under the curve (AUC) of the eight ML models ranged from 0.83 to 0.887, with random forest, stacking, logistic regression, and support vector machine demonstrating superior performance. The feature importance analysis indicated that the initial Berg Balance Test (BBS-I), initial BI (BI-I), and initial Concise Chinese Aphasia Test (CCAT-I) were the top three predictors of BI scores at discharge. The partial dependence plot (PDP) and individual conditional expectation (ICE) plot indicated that the predictors’ ability to predict outcomes was the most pronounced within a specific value range (e.g., BBS-I < 40 and BI-I < 60). BI at discharge could be predicted by information collected at admission with the aid of various ML models, and the PDP and ICE plots indicated that the predictors could predict outcomes at a certain value range.
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14
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Tung YJ, Huang CT, Lin WC, Cheng HH, Chow JC, Ho CH, Chou W. Longer length of post-acute care stay causes greater functional improvements in poststroke patients. Medicine (Baltimore) 2021; 100:e26564. [PMID: 34190196 PMCID: PMC8257905 DOI: 10.1097/md.0000000000026564] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 06/11/2021] [Indexed: 01/04/2023] Open
Abstract
Post-acute care (PAC) is a type of transitional care for poststroke patients after the acute medical stage; it offers a relatively intensive rehabilitative program. Under Taiwan's National Health Insurance guidelines, the only patients who can transfer to PAC institutions are those who have had an acute stroke in the previous month, are in a relatively stable medical condition, and have the potential for improvement after aggressive rehabilitation. Poststroke patients receive physical, occupational, and speech therapy in PAC facility. However, few studies have evaluated the effects of PAC in poststroke patients since PAC's initiation in Taiwan. Thus, this study aims to investigate whether the length of stay in a PAC institution correlates with patients' improvements.This retrospective and single-center study in Taiwan enrolled 193 poststroke patients who had received acute care at Chi-Mei Medical Center, Taiwan, at any period between 2014 and 2017. Data on their length of stay in the PAC institution were collected. Poststroke patients' functional ability-such as activities of daily living (ADL) function and swallowing ability-as well as their corresponding scales were assessed on the first and last day of PAC stay. Statistical analysis was conducted by SPSS version 21.0 .The average duration of PAC stay was 35.01 ± 16.373 days. Duration of PAC stay was significantly positively correlated with the Barthel index (P < .001), Berg balance test score (P < .001), gait speed (P = .002), and upper sensory function and upper motor function within the Fugl-Meyer Assessment (both P < .001).Poststroke patients with longer stay in a PAC institution had superior ADL function, balance and coordination, walking speed, and upper-limb dexterity and sensory function.
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Affiliation(s)
- Yu-Ju Tung
- Department of Physical Medicine and Rehabilitation, Chi Mei Medical Center, Tainan, Taiwan
| | - Chin-Tsan Huang
- Department of Physical Medicine and Rehabilitation, Chi Mei Medical Center, Tainan, Taiwan
| | - Wen-Chih Lin
- Department of Physical Medicine and Rehabilitation Department, Chi Mei Hospital, Chiali Branch
| | - Hsin-Han Cheng
- Department of Physical Medicine and Rehabilitation Department, Chi Mei Hospital, Chiali Branch
| | - Julie Chi Chow
- Department of Pediatrics, Chi Mei Medical Center, Tainan, Taiwan
- Department of Pediatrics, School of Medicine, College of Medicine, Taipei Medical University, Taipei
| | - Chung-Han Ho
- Department of Medical Research, Chi-Mei Medical Center, Tainan
| | - Willy Chou
- Department of Physical Medicine and Rehabilitation, Chi Mei Medical Center, Tainan, Taiwan
- Department of Physical Medicine and Rehabilitation Department, Chi Mei Hospital, Chiali Branch
- Department of Physical Medicine and Rehabilitation, Chung Shan Medical University Hospital, Taichung, Taiwan
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15
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Yang JL, Ou YH, Liu SY, Lin CH, Chang SW, Lu YH, Shen T, Hsieh CP, Lin CM, Lei RL. Exploring the Effectiveness of PAC Rehabilitation for Elders with Hip Surgery: A Retrospective Study. Ther Clin Risk Manag 2021; 17:641-648. [PMID: 34188477 PMCID: PMC8236282 DOI: 10.2147/tcrm.s317218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 06/08/2021] [Indexed: 11/23/2022] Open
Abstract
Background Hip fractures are high risk and high-impact events in the elderly population; despite orthopedic hip surgery, the disability and mortality rate remains significant. The National Health Insurance Agency in Taiwan established a fragility fracture PAC rehabilitation program to provide functional recovery for these patients after the surgery. However, the current literature on PAC rehabilitation is outdated, and there is an urgent need for the re-evaluation of the program. Methods This is a retrospective cohort study that enrolled 159 patients in the PAC rehabilitation program, followed by hip repair surgery. Outcome measures were the differences in participants’ pre- and post-PAC scores in 1) Barthel index, 2) Numerical Rating Scale (NRS), and 3) Harris Hip Scores (HHS) as surrogate indicators of the functional status, followed by the analysis of subgroups, including sex, age, site of the fracture, type of procedure, and the number of comorbidities. Results After completing PAC rehabilitation, 86.2% of the patients successfully returned to the community with either home or out-patient rehabilitation. The re-admission rate was 3.1% and 3.8% in 14-days and in 30-days follow up, respectively. The difference in pre- and post-Barthel index, NRS, and HHS showed significant improvement (p<0.001), without significant variations between the subgroups. Additionally, the Barthel index showed a positive correlation to HHS and a negative correlation to NRS. Conclusion This study revealed that the current form of post-surgery fragility fracture PAC program effectively improves functional status, reduces the re-admission rate, and facilitates the patient transition back to the community. The results should improve patients’ and physicians’ confidence in such a program.
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Affiliation(s)
- Ju-Lan Yang
- Department of Physical Medicine and Rehabilitation, Changhua Christian Hospital, Changhua, Taiwan.,Department of Nursing, College of Nursing, Hungkuang University, Taichung, Taiwan
| | - Yang-Hao Ou
- Department of Neurology, Changhua Christian Hospital, Changhua, Taiwan
| | - Sen-Yung Liu
- Department of Physical Medicine and Rehabilitation, Changhua Christian Hospital, Changhua, Taiwan
| | - Ching-Hsiung Lin
- Division of Chest Medicine, Department of Internal Medicine, Changhua Christian Hospital, Changhua, Taiwan.,Institute of Genomics and Bioinformatics, National Chung Hsing University, Taichung, Taiwan.,Department of Recreation and Holistic Wellness, MingDao University, Changhua, Taiwan
| | - Shu-Wei Chang
- Department of Medicinal Botanicals and Health Applications, Dayeh University, Changhua, Taiwan
| | - Yueh-Hsiu Lu
- Department of Orthopedic Surgery, Changhua Christian Hospital, Changhua, Taiwan
| | - Taishan Shen
- Department of Orthopedic Surgery, Changhua Christian Hospital, Changhua, Taiwan
| | - Cheng-Pu Hsieh
- Department of Orthopedic Surgery, Changhua Christian Hospital, Changhua, Taiwan
| | - Chih-Ming Lin
- Department of Neurology, Changhua Christian Hospital, Changhua, Taiwan
| | - Ruoh-Lih Lei
- Department of Nursing, College of Nursing, Hungkuang University, Taichung, Taiwan
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16
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Comparison of Cost-Effectiveness between Inpatient and Home-Based Post-Acute Care Models for Stroke Rehabilitation in Taiwan. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18084129. [PMID: 33919719 PMCID: PMC8070720 DOI: 10.3390/ijerph18084129] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/07/2021] [Accepted: 04/09/2021] [Indexed: 12/30/2022]
Abstract
Stroke rehabilitation focuses on alleviating post-stroke disability. Post-acute care (PAC) offers an intensive rehabilitative program as transitional care following acute stroke. A novel home-based PAC program has been initiated in Taiwan since 2019. Our study aimed to compare the current inpatient PAC model with a novel home-based PAC model in cost-effectiveness and functional recovery for stroke patients in Taiwan. One hundred ninety-seven stroke patients eligible for the PAC program were divided into two different health interventional groups. One received rehabilitation during hospitalization, and the other received rehabilitation by therapists at home. To evaluate the health economics, we assessed the total medical expenditure on rehabilitation using the health system of Taiwan national health insurance and performed cost-effectiveness analyses using improvements of daily activity in stroke patients based on the Barthel index (BI). Total rehabilitative duration and functional recovery were also documented. The total rehabilitative cost was cheaper in the home-based PAC group (p < 0.001), and the cost-effectiveness is USD 152.474 ± USD 164.661 in the inpatient group, and USD 48.184 ± USD 35.018 in the home group (p < 0.001). Lesser rehabilitative hours per 1-point increase of BI score was noted in the home-PAC group with similar improvements in daily activities, life quality and nutrition in both groups. Home-based PAC is more cost-effective than inpatient PAC for stroke rehabilitation.
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17
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Wang J, Chen Y, Zhang Y, Li M, Jin J. Rehabilitation nursing for motor functional recovery of acute ischaemic stroke: study protocol for a randomised controlled trial. BMJ Open 2020; 10:e037391. [PMID: 32978194 PMCID: PMC7520831 DOI: 10.1136/bmjopen-2020-037391] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
INTRODUCTION Stroke is the second-leading cause of death and disability in the world, and patients with stroke often suffer from functional impairments and need rehabilitation. Notably, there is much evidence that rehabilitation can lead to better mortality and morbidity outcomes. The evidence for the effectiveness of rehabilitation nursing, however, is limited. Thus, this study seeks to explore whether rehabilitation nursing is not inferior to usual rehabilitation for motor functional recovery in patients with acute ischaemic stroke. METHODS AND ANALYSIS We will conduct an assessor-blinded parallel randomised controlled trial of patients who meet the inclusion criteria after stratification by weighted corticospinal tract lesion load. The experimental group will receive rehabilitation nursing by trained and qualified nurses (seven consecutive days, two sessions per day, 30 min each session). The control group will receive usual rehabilitation provided by therapists (seven consecutive days, two sessions per day, 30 min each session). The primary outcome measures are the Motor Assessment Scale, the Fugl-Meyer Assessment and the Action Research Arm Test. The secondary outcome measures are the modified Rankin Scale, the modified Barthel Index and the National Institute of Health Stroke Scale. Primary and secondary outcome assessment will be performed before and after the intervention, and secondary outcome be assessed at 4 and 12 weeks follow-up. We will recruit 224 patients within a period of 12-18 months from a hospital in southeastern China. ETHICS AND DISSEMINATION The study was approved by the Human Research Ethics Committee from the corresponding author's hospital (approval Number is Ethical Review Study No. 2018 - 112). Peer-reviewed journals and presentations at national and international conferences will be used to disseminate the results. TRIAL REGISTRATION NUMBER NCT03702452.
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Affiliation(s)
- Jianmiao Wang
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yuanyuan Chen
- Neurology Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yuping Zhang
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Mei Li
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Jingfen Jin
- Nursing Department, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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18
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Chen WS, Hsu HC, Chuang YW, Lee M, Lu KY, Chen YF, Chen CM. Predictors for the use of traditional Chinese medicine among inpatients with first-time stroke: a population-based study. BMC Complement Med Ther 2020; 20:244. [PMID: 32762664 PMCID: PMC7409405 DOI: 10.1186/s12906-020-03037-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 07/26/2020] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Stroke is one of the major causes of death and disability. The treatments that are provided to patients during hospitalization after an acute stroke are very important in stabilizing their medical condition and enabling the recovery of their motor functions. However, limited information is available regarding the use of traditional Chinese medicine (TCM) during hospitalization for first-time stroke patients. The researchers aimed to investigate the factors affecting TCM use and to provide clinicians with comprehensive information on TCM use among first-time stroke inpatients in Taiwan. METHODS The researchers collected and analyzed data, including patient characteristics, TCM use, and TCM prescription patterns, from the National Health Insurance Research Database in Taiwan for first-time stroke inpatients between 2006 and 2012. RESULTS Among the 89,162 first-time stroke patients, 7455 were TCM users, and 81,707 were TCM nonusers. The predictors for TCM use were as follows: age, 45-64 or < 45 years; men; living in a level 2, 4, or 7 urbanized area; insured amount ≥ 576 USD per month; ischemic stroke; hospitalized for first-time stroke for 8-14 days, 15-28 days, or ≥ 29 days; stroke severity index score 0-9 or 10-19; Charlson-Deyo comorbidity index score 0 or 1-2; hospitalization in a regional or community hospital; receiving rehabilitation; and previous experience with outpatient TCM use. An increase in the number of TCM users was observed from 2006 to 2012. Furthermore, 68.8-79.7% of TCM users used acupuncture only, while 17.8-26.1% used both acupuncture and Chinese herbal medicine. CONCLUSIONS An increasing number of first-time stroke patients have been choosing TCM as a complementary treatment during hospitalization. Moreover, TCM use is associated with demographic, clinical, and socioeconomic characteristics. These findings may help clinicians comprehensively understand the trend and the important factors affecting TCM utilization among patients who are hospitalized due to first-time stroke.
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Affiliation(s)
- Wei-Sen Chen
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Chiayi, No.6, W. Sec., Jiapu Rd.,, Puzih City, Chiayi County, 613, Taiwan.,Department of Physical Medicine and Rehabilitation, Jing Mei Hospital, Taipei, Taiwan
| | - Hung-Chih Hsu
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Chiayi, No.6, W. Sec., Jiapu Rd.,, Puzih City, Chiayi County, 613, Taiwan.,School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Nursing, Chang Gung University of Science and Technology, Chiayi Campus, Chiayi, Taiwan.,Department of Natural Biotechnology, Nanhua University, Dalin, Chiayi, Taiwan.,Center for Musculoskeletal Regenerative Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan.,Department of Physical Medicine and Rehabilitation, Xiamen Chang Gung Hospital, Xiamen, China
| | - Yi-Wen Chuang
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Chiayi, No.6, W. Sec., Jiapu Rd.,, Puzih City, Chiayi County, 613, Taiwan.,Jinan Rehabilitation Clinic, Tainan, Taiwan
| | - Meng Lee
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Neurology, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Kuan-Yu Lu
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Chiayi, No.6, W. Sec., Jiapu Rd.,, Puzih City, Chiayi County, 613, Taiwan
| | - Yi-Fei Chen
- School of Traditional Chinese Medicine, College of Medicine, Tzu Chi University, Hualien, Taiwan
| | - Chien-Min Chen
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital, Chiayi, No.6, W. Sec., Jiapu Rd.,, Puzih City, Chiayi County, 613, Taiwan. .,School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan.
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19
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Chu CL, Chen YP, Chen CCP, Chen CK, Chang HN, Chang CH, Pei YC. Functional Recovery Patterns of Hemorrhagic and Ischemic Stroke Patients Under Post-Acute Care Rehabilitation Program. Neuropsychiatr Dis Treat 2020; 16:1975-1985. [PMID: 32884273 PMCID: PMC7431596 DOI: 10.2147/ndt.s253700] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 07/13/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Tailored rehabilitation programs for stroke patients cannot be made without knowledge of their recovery potential. The aim of this study is to characterize the functional recovery patterns of ischemic stroke (IS) and intracerebral hemorrhage (ICH) patients under post-acute care stroke rehabilitation. METHODS This retrospective study analyzed the data of patients enrolled in the Post-Acute Care-Cerebrovascular Disease (PAC-CVD) rehabilitation program, which provides an individualized 1- to 3-hour intensive physical, occupational, and speech and language therapy for post-acute stroke patients in Taoyuan Chang Gung Memorial hospital in Taiwan. Our primary endpoint measure was Barthel Index (BI), and secondary endpoint measures included other 12 functional measures. RESULTS A total of 489 patients were included for analysis. Patients with stroke history had less BI improvement than those who suffered their first-ever stroke. In first-ever stroke patients who had completed 6 to 12 weeks of PAC-CVD program, subcortical ICH patients had greater BI, quality of life, sensation, and balance improvements, and had greater late-phase recovery than their IS counterparts. In IS patients, those with age >75 had less BI improvement; those with National Institute of Health Stroke Scale (NIHSS) score 1-5 had greater Motor Activity Log quality of use (MAL-quality) improvement than those with NIHSS score >5; those with Mini-Mental State Examination (MMSE) score ≥24 had greater BI and instrumental activities of daily living (IADL) improvement. Using the general linear model, previous stroke (ß: -6.148, p=0.01) and subcortical ICH (ß: 5.04, p=0.03) were factors associated with BI improvement. CONCLUSION Subcortical ICH patients have greater functional improvement and greater late-phase recovery than their IS counterparts following PAC rehabilitation. More studies are needed to validate our findings and unravel the underlying mechanisms of stroke recovery to optimize the treatment strategy following a stroke.
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Affiliation(s)
- Chan-Lin Chu
- Department of Neurology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.,School of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Yueh-Peng Chen
- Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Carl C P Chen
- Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.,Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Chih-Kuang Chen
- Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.,Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Hsiang-Ning Chang
- Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Chien-Hung Chang
- Department of Neurology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.,School of Medicine, Chang Gung University, Taoyuan, Taiwan.,Department of Electrical Engineering, College of Engineering, Chang Gung University, Taoyuan, Taiwan
| | - Yu-Cheng Pei
- Center for Artificial Intelligence in Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.,Department of Physical Medicine and Rehabilitation, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.,Healthy Aging Research Center, Chang Gung University, Taoyuan, Taiwan.,Center of Vascularized Tissue Allograft, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
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20
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Hsu YC, Chen GC, Chen PY, Lin SK. Postacute care model of stroke in one hospital. Tzu Chi Med J 2019; 31:260-265. [PMID: 31867255 PMCID: PMC6905238 DOI: 10.4103/tcmj.tcmj_95_18] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Revised: 06/05/2018] [Accepted: 06/25/2018] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES The National Health Insurance Bureau of Taiwan has established a postacute care model of stroke (PAC-stroke). Patients with acute stroke occurring within the preceding 30 days and with modified Rankin scale (mRS) scores of 2-4 can be transferred to PAC hospitals for 6-12 weeks of rehabilitation. We conducted a retrospective review to explore the results of PAC-stroke. MATERIALS AND METHODS From April 2015 to December 2017, patients who transferred from our hospital to four PAC hospitals were reviewed. We evaluated their functional status using the mRS, Barthel index (BI), functional oral intake scale, EuroQoL-5D, Lawton-Brody instrumental activities of daily living scale, Berg balance test, usual gait speed, 6-min walk test, Fugl-Meyer sensory and motor assessments, mini-mental state examination, motor activity log quantity and quality tests, and concise Chinese aphasia test, before and after the PAC program. RESULTS A total of 53 patients with initial mRS score of 3 (6 patients) or 4 (47 patients) were enrolled, including 39 with cerebral infarction and 14 with cerebral hemorrhage, with a median age of 67 (mean: 68.3 ± 13.3) years. Seven patients had serious complications, including six cases of pneumonia and one fracture. The readmission rates within 14 days after transfer to the PAC hospital and in the overall PAC program were 3.8% and 13.2%, respectively. After exclusion of eight patients who dropped out early, 45 patients completed the PAC program. The median lengths of stay at the upstream hospital and PAC hospitals were 26 and 63 days, respectively. Improved mRS and BI scores were observed in 42% and 78% of the patients, respectively. The results of all 14 functional assessments improved significantly after the PAC program. CONCLUSION Significant improvements in mRS and BI scores and all functional assessments within an average of 63 days of PAC hospital stay helped 73% of the patients to return home.
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Affiliation(s)
- You-Chien Hsu
- Stroke Center and Department of Neurology, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, Taiwan
| | - Guei-Chiuan Chen
- Stroke Center and Department of Neurology, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, Taiwan
| | - Pei-Ya Chen
- Stroke Center and Department of Neurology, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, Taiwan
| | - Shinn-Kuang Lin
- Stroke Center and Department of Neurology, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei, Taiwan
- School of Medicine, Tzu Chi University, Hualien, Taiwan
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21
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Multidiscipline Stroke Post-Acute Care Transfer System: Propensity-Score-Based Comparison of Functional Status. J Clin Med 2019; 8:jcm8081233. [PMID: 31426354 PMCID: PMC6724215 DOI: 10.3390/jcm8081233] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 08/15/2019] [Accepted: 08/15/2019] [Indexed: 12/19/2022] Open
Abstract
Few studies have investigated the characteristics of stroke inpatients after post-acute care (PAC) rehabilitation, and few studies have applied propensity score matching (PSM) in a natural experimental design to examine the longitudinal impacts of a medical referral system on functional status. This study coupled a natural experimental design with PSM to assess the impact of a medical referral system in stroke patients and to examine the longitudinal effects of the system on functional status. The intervention was a hospital-based, function oriented, 12-week to 1-year rehabilitative PAC intervention for patients with cerebrovascular diseases. The average duration of PAC in the intra-hospital transfer group (31.52 days) was significantly shorter than that in the inter-hospital transfer group (37.1 days) (p < 0.001). The intra-hospital transfer group also had better functional outcomes. The training effect was larger in patients with moderate disability (Modified Rankin Scale, MRS = 3) and moderately severe disability (MRS = 4) compared to patients with slight disability (MRS = 2). Intensive post-stroke rehabilitative care delivered by per-diem payment is effective in terms of improving functional status. To construct a vertically integrated medical system, strengthening the qualified local hospitals with PAC wards, accelerating the inter-hospital transfer, and offering sufficient intensive rehabilitative PAC days are the most essential requirements.
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Peng LN, Chen LJ, Lu WH, Tsai SL, Chen LK, Hsiao FY. Post-acute care regains quality of life among middle-aged and older stroke patients in Taiwan. Arch Gerontol Geriatr 2019; 83:271-276. [DOI: 10.1016/j.archger.2019.04.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 04/24/2019] [Accepted: 04/24/2019] [Indexed: 12/25/2022]
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Chien SH, Sung PY, Liao WL, Tsai SW. A functional recovery profile for patients with stroke following post-acute rehabilitation care in Taiwan. J Formos Med Assoc 2019; 119:254-259. [PMID: 31147198 DOI: 10.1016/j.jfma.2019.05.013] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2019] [Revised: 04/10/2019] [Accepted: 05/14/2019] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Functional impairment is frequently seen in patients with stroke. Although the progression of functional recovery after stroke has been proposed, the recovery profile after acute stroke is not well described. The objective of this study is to investigate functional recovery in stroke patients entering post-acute rehabilitation care. METHODS A retrospective cohort study collected the data of patients who entered the stroke Post-acute Care (PAC) programs. Ninety-five patients after stroke with a modified Ranking Scale (mRS) score of 3-4 who were referred to a post-acute care unit for intensive rehabilitation were recruited. The patients underwent functional, quality of life, and neuropsychological evaluation tests at admission and before discharge. The test scores before discharge were used as outcome variables and were compared with the test scores at admission to show functional recovery. RESULTS The average length of stay was 58.15 days. After an intensive rehabilitation intervention, significant improvements were observed in all test scores. Additionally, a significant removal rate for nasogastric tubes (p = 0.000) and Foley catheters (p = 0.003) was found at discharge. CONCLUSION This study showed that the PAC rehabilitation unit was beneficial for patients with acute stroke who had functional impairments. The study results may call for further investigation to identify and develop better models for the delivery of rehabilitation in the stroke PAC unit.
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Affiliation(s)
- Sou-Hsin Chien
- Department of Post-Acute Care Center, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan; Department of Plastic Surgery, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan; School of Medicine, Tzu Chi University, Hualien 970, Taiwan
| | - Pi-Yu Sung
- Department of Post-Acute Care Center, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan; School of Medicine, Tzu Chi University, Hualien 970, Taiwan; Department of Physical Medicine and Rehabilitation, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan
| | - Wen-Ling Liao
- Department of Physical Medicine and Rehabilitation, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan
| | - Sen-Wei Tsai
- Department of Post-Acute Care Center, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan; School of Medicine, Tzu Chi University, Hualien 970, Taiwan; Department of Physical Medicine and Rehabilitation, Taichung Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Taichung City 427, Taiwan.
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24
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Huang HC, Tsai JY, Liu TC, Sheng WY, Lin TC, Lin CW, Lee IH, Chung CP. Functional recovery of stroke patients with postacute care: a retrospective study in a northern medical center. J Chin Med Assoc 2019; 82:424-427. [PMID: 30893265 DOI: 10.1097/jcma.0000000000000076] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Taiwan's NHI Administration proposed a nationwide postacute care-cerebral vascular disease (PAC-CVD) program, which transfers stroke patients at postacute phase in medical centers to community hospitals. Its aim is mainly to prevent a prolonged stay in medical centers, which usually results in higher medical costs. The present study evaluated the 3-months functional outcomes of stroke patients receiving PAC-CVD. METHODS We retrogradely retrieved patients' data from Stroke Registry of a Northern medical center. Patients admitted between January 2014 and March 2018 were screened. We included patients receiving PAC-CVD and age/sex/stroke severity/functional status-matched acute stroke patients (regular rehabilitation group). Baseline clinical characteristics and 3-months functional outcomes were analyzed. We defined 3-months mRS 0 to 2 as better, 3 to 4 as same, and 5 to 6 as worse functional recovery. RESULTS One-hundred-and-seventy-three patients receiving PAC-CVD and 173 matched controls (68.2 ± 14.0-years-old, 68.5% ± 11.22% men) were recruited. All patients were with mRS 3 to 4 at discharge from our medical center. The distributions of 3-months functional recovery in two groups were as follows: better/same/worse 3-months functional outcomes, PAC-CVD = 40.4%/57.8%/1.8%; controls (regular rehabilitation) = 33.9%/50.3%/5.8%. Multivariate analyses adjusted for age, sex, NIHSS, and cardiovascular risk factors were performed to evaluate whether PAC-CVD predicted better or poor functional outcomes. The results showed that compared with controls, PAC-CVD group had similar frequency of better functional recovery (odds ratio [OR] = 0.97, 95% CI = 0.54-1.74, p = 0.924) but less frequency of worse functional outcomes (OR = 0.08, 95% CI = 0.008-0.84, p = 0.035). CONCLUSION About one-third of patients with mRS 3 to 4 recovered well in 3-months after stroke in both PAC-CVD and regular rehabilitation groups. Our results showed that PAC-CVD program can significantly decrease functional decline after acute stroke.
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Affiliation(s)
- Hui-Chi Huang
- Department of Nursing, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Jui-Yao Tsai
- Department of Nursing, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Tzu-Ching Liu
- Department of Nursing, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Wen-Yung Sheng
- Department of Nursing, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Tzu-Chun Lin
- Department of Neurology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Ching-Wei Lin
- Department of Nursing, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - I-Hui Lee
- Department of Neurology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Chih-Ping Chung
- Department of Neurology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- National Yang-Ming University, School of Medicine, Taipei, Taiwan, ROC
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Lin HW, Li CI, Lin FJ, Chang JY, Gau CS, Luo N, Pickard AS, Ramos Goñi JM, Tang CH, Hsu CN. Valuation of the EQ-5D-5L in Taiwan. PLoS One 2018; 13:e0209344. [PMID: 30586400 PMCID: PMC6306233 DOI: 10.1371/journal.pone.0209344] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2018] [Accepted: 12/04/2018] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVES To date, a value set for the EQ-5D-5L based on the health state preferences of the general Taiwanese population has not been available. This study aimed to develop a Taiwanese value set for EQ-5D-5L to facilitate health technology assessment for medical products and services. METHODS An international standardized protocol for EQ-5D-5L valuation studies developed by the EuroQol group was adopted. Adult members of the general public were recruited from six geographic regions in Taiwan. In computer-based face-to-face interviews, each participant completed 10 composite time trade-off (C-TTO) tasks and 7 discrete choice experiment (DCE) tasks. The C-TTO and DCE data were modeled alone or in combination (using hybrid models) with additive models containing 20 dummy variables as main effects. The model performance was assessed both quantitatively and qualitatively (mainly logical consistency and prediction patterns). RESULTS Of 1,073 recruited participants, 1,000 completed the study. Approximately 13% of observed utility values were -1 in the C-TTO tasks. The hybrid model, using all available data that assumed C-TTO response values left-censored at -1 and with main effects coefficients with logical consistency (monotonicity), was considered as the most appropriate model. The predicted utility ranged from -1.0259 to 1. CONCLUSIONS An EQ-5D-5L value set was developed for Taiwan using an established study protocol and a representative sample of the general population. This may facilitate health economic evaluations and decision making on resource allocation under Taiwan's national health insurance program in the future.
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Affiliation(s)
- Hsiang-Wen Lin
- School of Pharmacy and Graduate Institute, College of Pharmacy, China Medical University, Taichung, Taiwan
- Department of Pharmacy, China Medical University Hospital, Taichung, Taiwan
- Department of Pharmacy Systems, Outcomes & Policy, College of Pharmacy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Chia-Ing Li
- Department of Medical Research, China Medical University Hospital, Taichung, Taiwan
| | - Fang- Ju Lin
- Graduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Pharmacy, National Taiwan University Hospital, Taipei, Taiwan
| | - Jen-Yu Chang
- School of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan
| | | | - Nan Luo
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - A. Simon Pickard
- Department of Pharmacy Systems, Outcomes & Policy, College of Pharmacy, University of Illinois at Chicago, Chicago, IL, United States of America
- Department of Medical Research, China Medical University Hospital, Taichung, Taiwan
- Department of Pharmacy System, Outcomes, and Policy, College of Pharmacy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Juan M. Ramos Goñi
- Senior Scientist, EuroQol Research Foundation, Rotterdam, The Netherlands
| | - Chao-Hsiun Tang
- School of Health Care Administration, Taipei Medical University, Taipei, Taiwan
| | - Chien-Ning Hsu
- Department of Pharmacy, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan
- School of Pharmacy, Kaohsiung Medical University, Kaohsiung, Taiwan
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26
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Lin WY, Chen CH, Tseng YJ, Tsai YT, Chang CY, Wang HY, Chen CK. Predicting post-stroke activities of daily living through a machine learning-based approach on initiating rehabilitation. Int J Med Inform 2018; 111:159-164. [PMID: 29425627 DOI: 10.1016/j.ijmedinf.2018.01.002] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2017] [Revised: 11/22/2017] [Accepted: 01/02/2018] [Indexed: 02/04/2023]
Abstract
OBJECTIVES Prediction of activities of daily living (ADL) is crucial for optimized care of post-stroke patients. However, no suitably-validated and practical models are currently available in clinical practice. METHODS Participants of a Post-acute Care-Cerebrovascular Diseases (PAC-CVD) program from a reference hospital in Taiwan between 2014 and 2016 were enrolled in this study. Based on 15 rehabilitation assessments, machine learning (ML) methods, namely logistic regression (LR), support vector machine (SVM), and random forest (RF), were used to predict the Barthel index (BI) status at discharge. Furthermore, SVM and linear regression were used to predict the actual BI scores at discharge. RESULTS A total of 313 individuals (men: 208; women: 105) were enrolled in the study. All the classification models outperformed single assessments in predicting the BI statuses of the patients at discharge. The performance of the LR and RF algorithms was higher (area under ROC curve (AUC): 0.79) than that of SVM algorithm (AUC: 0.77). In addition, the mean absolute errors of both SVM and linear regression models in predicting the actual BI score at discharge were 9.86 and 9.95, respectively. CONCLUSIONS The proposed ML-based method provides a promising and practical computer-assisted decision making tool for predicting ADL in clinical practice.
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Affiliation(s)
- Wan-Yin Lin
- Department of Physical Medicine & Rehabilitation, Chang Gung Memorial Hospital at Linkou, Taoyuan City, Taiwan
| | - Chun-Hsien Chen
- Department of Information Management, Chang Gung University, Taoyuan City, Taiwan; Department of Neurology, Chang Gung Memorial Hospital at Taoyuan, Taoyuan City, Taiwan
| | - Yi-Ju Tseng
- Department of Information Management, Chang Gung University, Taoyuan City, Taiwan; Department of Laboratory Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan City, Taiwan
| | - Yu-Ting Tsai
- School of Medicine, Chang Gung University, Taoyuan City, Taiwan
| | - Ching-Yu Chang
- School of Medicine, Chang Gung University, Taoyuan City, Taiwan
| | - Hsin-Yao Wang
- Department of Laboratory Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan City, Taiwan.
| | - Chih-Kuang Chen
- School of Medicine, Chang Gung University, Taoyuan City, Taiwan; Department of Physical Medicine & Rehabilitation, Chang Gung Memorial Hospital at Taoyuan, Taoyuan City, Taiwan.
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