1
|
Liu Y, Li T, Ding L, Cai Z, Nie S. A predictive model for social participation of middle-aged and older adult stroke survivors: the China Health and Retirement Longitudinal Study. Front Public Health 2024; 11:1271294. [PMID: 38283296 PMCID: PMC10810982 DOI: 10.3389/fpubh.2023.1271294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 12/29/2023] [Indexed: 01/30/2024] Open
Abstract
Objective This study aims to develop and validate a prediction model for evaluating the social participation in the community middle-aged and older adult stroke survivors. Methods The predictive model is based on data from the China Health and Retirement Longitudinal Study (CHARLS), which focused on individuals aged 45 years or older. The study utilized subjects from the CHARLS 2015 and 2018 wave, eighteen factors including socio-demographic variables, behavioral and health status, mental health parameters, were analyzed in this study. To ensure the reliability of the model, the study cohort was randomly split into a training set (70%) and a validation set (30%). The Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis was used to identify the most effective predictors of the model through a 10-fold cross-validation. The logistic regression model was employed to investigate the factors associated with social participation in stroke patients. A nomogram was constructed to develop a prediction model. Calibration curves were used to assess the accuracy of the nomogram model. The model's performance was evaluated using the area under the curve (AUC) and decision curve analysis (DCA). Result A total of 1,239 subjects with stroke from the CHARLS database collected in 2013 and 2015 wave were eligible in the final analysis. Out of these, 539 (43.5%) subjects had social participation. The model considered nineteen factors, the LASSO regression selected eleven factors, including age, gender, residence type, education level, pension, insurance, financial dependence, physical function (PF), self-reported healthy,cognition and satisfaction in the prediction model. These factors were used to construct the nomogram model, which showed a certain extent good concordance and accuracy. The AUC values of training and internal validation sets were 0.669 (95%CI 0.631-0.707) and 0.635 (95% CI 0.573-0.698), respectively. Hosmer-Lemeshow test values were p = 0.588 and p = 0.563. Calibration curves showed agreement between the nomogram model and actual observations. ROC and DCA indicated that the nomogram had predictive performance. Conclusion The nomogram constructed in this study can be used to evaluate the probability of social participation in middle-aged individuals and identify those who may have low social participation after experiencing a stroke.
Collapse
Affiliation(s)
- Yan Liu
- Department of Nursing, Renmin Hospital of Wuhan University, Wuhan, China
| | - Tian Li
- Department of Coronary Heart Disease, Renmin Hospital of Wuhan University, Wuhan, China
| | - Linlin Ding
- School of Nursing, Hubei University of Chinese Medicine, Wuhan, China
| | - ZhongXiang Cai
- Department of Nursing, Renmin Hospital of Wuhan University, Wuhan, China
| | - Shuke Nie
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| |
Collapse
|
2
|
Zhou X, Wang Y, Zhou L. Social participation, resilience, and coping tendency in a sample of stroke survivors: a multi-centre cross-sectional study in China. J Rehabil Med 2024; 56:jrm12448. [PMID: 38175146 PMCID: PMC10785685 DOI: 10.2340/jrm.v56.12448] [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: 05/04/2023] [Accepted: 11/29/2023] [Indexed: 01/05/2024] Open
Abstract
OBJECTIVES To investigate the association between resilience and social participation and examine the mediation of resilience on coping strategies and social participation. DESIGN A multi-centre cross-sectional study performed from April to July 2022. PARTICIPANTS The study sample comprised 239 stroke survivors (53.1% male). The mean age of participants was 65.4 years. METHODS The study was conducted at 3 neurorehabilitation centres in Shanghai, China. The Utrecht Scale for Evaluation of Rehabilitation Participation (USER-P) was used to measure both objective and subjective social participation. Resilience was evaluated using the Connor-Davidson Resilience Scale (CD-RISC), while positive coping tendency was assessed using the Simplified Coping Style Questionnaire (SCSQ). Multivariate linear regression was employed, taking into account confounding factors. In cases where a significant interaction effect was observed, simple slope analysis was conducted to explore the relationship between positive coping tendency and social participation at different levels of resilience. RESULTS The mean scores of social participation frequency, restriction, and satisfaction were 21.80 ± 15.13, 38.92 ± 26.48, and 63.34 ± 22.35, respectively. Higher resilience level was independently associated with higher social participation frequency (B = 0.210, p < 0.001), less participation restriction (B = 0.584, p < 0.001), and higher participation satisfaction (B = 0.250, p < 0.001). Moreover, higher resilience was correlated with more positive coping tendency. More positive coping tendency was related to higher social participation frequency and less participation restriction, but not to social participation satisfaction. Furthermore, individuals at different resilience levels moderated the effect of positive coping tendency on social participation frequency. CONCLUSION This study underlines the importance of resilience as a potential intervention in enhancing both objective and subjective social participation in stroke survivors, and provides insights into increasing the efficacy of positive coping strategies on social participation.
Collapse
Affiliation(s)
- Xuan Zhou
- School of nursing, Naval Medical University, Shanghai, China.
| | - Ying Wang
- Department of nursing, Shanghai First Rehabilitation Hospital, Shanghai, China
| | - Lanshu Zhou
- School of nursing, Naval Medical University, Shanghai, China
| |
Collapse
|
3
|
Shao C, Wang Y, Gou H, Chen T. The factors associated with the deterioration of activities of daily life in stroke patients: A retrospective cohort study. Top Stroke Rehabil 2024; 31:21-28. [PMID: 36961229 DOI: 10.1080/10749357.2023.2194095] [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: 09/30/2022] [Accepted: 03/19/2023] [Indexed: 03/25/2023]
Abstract
BACKGROUND The activities of daily life (ADL) of stroke patients generally improves after rehabilitation. However, some patients remain at risk of ADL deterioration in the future. So far, there have been few studies on the factors related to ADL deterioration in stroke patients. OBJECTIVE To identify the factors related to ADL deterioration in stroke patients with independent mobility after discharge. METHODS We assessed 336 stroke patients with independent mobility who were discharged from the rehabilitation center between January 2016 and December 2018. The primary outcome was ADL deterioration, defined as that ADL assessed at 2 years after discharge decreased more than 15 points compared with that assessed at discharge. Univariate and multivariate statistical analyses were conducted to screen for factors related to ADL deterioration. RESULTS Overall, 62 (18.4%) patients exhibited ADL deterioration at 2 years after discharge.Age (OR = 1.114, 95%CI = 1.045-1.188, p = 0.001), vascular risk factors>3 (OR = 3.269, 95%CI = 1.189-8.986, p = 0.022) and with post-stroke depression (OR = 2.486, 95%CI = 1.011-6.114, p = 0.047) were risk factors for ADL deterioration in stroke patients. In contrast, elevated Berg Balance Scale (BBS) scores at discharge was a protective factor for ADL deterioration (OR = 0.484, 95%CI = 0.386-0.606, p < 0.001). CONCLUSIONS Nearly 1 in 5 stroke patients with independent mobility experienced ADL deterioration at 2 years after discharge. Aging, vascular risk factors>3, BBS at discharge, and post-stroke depression (PSD) were identified as factors associated with ADL deterioration.
Collapse
Affiliation(s)
- Chenlan Shao
- The Rehabilitation Medicine Center, People's Hospital of Deyang City, Sichuan Province, China
| | - Yongzheng Wang
- The Rehabilitation Medicine Center, People's Hospital of Deyang City, Sichuan Province, China
| | - Hui Gou
- The Rehabilitation Medicine Center, People's Hospital of Deyang City, Sichuan Province, China
| | - Tingting Chen
- The Rehabilitation Medicine Center, People's Hospital of Deyang City, Sichuan Province, China
| |
Collapse
|
4
|
Delvallée M, Marchal M, Termoz A, Habchi O, Derex L, Schott AM, Haesebaert J. Development of a patient-centered transition program for stroke survivors and their informal caregivers, combining case-management and access to an online information platform: A user-centered design approach. Digit Health 2024; 10:20552076241272628. [PMID: 39114116 PMCID: PMC11304490 DOI: 10.1177/20552076241272628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 07/17/2024] [Indexed: 08/10/2024] Open
Abstract
Background During the hospital-to-home transition, stroke survivors and their caregivers face a significant lack of support and information which impacts their psychosocial recovery. We aimed to co-design a program combining individual support by a trained case-manager (dedicated professional providing individual support) and an online information platform to address needs of stroke survivors and caregivers. Methods A two-step methodology was used. The first step followed a "user-centered design" approach during four workshops with stroke survivors, caregivers, and healthcare professionals to develop the platform and define the case-manager profile. The second step was a usability test of the platform following a Think Aloud method with patients and caregivers. The workshops and interviews were analyzed following a qualitative thematic analysis. The analysis of Think Aloud interviews was based on User Experience Honeycomb framework by Morville. Results Eight participants attended the workshops: two patients, two caregivers, three nurses, and a general practitioner. Activities, training, and skills of the case-manager were defined according to stroke survivors and caregivers needs. Name, graphics, navigation, and content of the platform were developed with the participants, a developer and a graphic designer. The usability of the platform was tested with 5 patients and 5 caregivers. The Think Aloud confirmed satisfaction with graphics and content but a need for improvement regarding the navigability. An update of the platform was conducted in order to answer the needs expressed by participants. Conclusion We developed, with a participatory approach, a patient-centered transition program, which will be evaluated in a randomized controlled trial.
Collapse
Affiliation(s)
- Marion Delvallée
- Research on Healthcare Performance RESHAPE, INSERM U1290, Université Claude Bernard Lyon 1, Lyon, France
| | - Mathilde Marchal
- Service Recherche et Epidémiologie Cliniques, Hospices Civils de Lyon, Pôle de Sante Publique, Lyon, France
| | - Anne Termoz
- Research on Healthcare Performance RESHAPE, INSERM U1290, Université Claude Bernard Lyon 1, Lyon, France
- Service Recherche et Epidémiologie Cliniques, Hospices Civils de Lyon, Pôle de Sante Publique, Lyon, France
| | - Ouazna Habchi
- Service Recherche et Epidémiologie Cliniques, Hospices Civils de Lyon, Pôle de Sante Publique, Lyon, France
| | - Laurent Derex
- Research on Healthcare Performance RESHAPE, INSERM U1290, Université Claude Bernard Lyon 1, Lyon, France
- Service Neuro-vasculaire, Hospices Civils de Lyon, Hôpital Pierre Wertheimer, Lyon, France
| | - Anne-Marie Schott
- Research on Healthcare Performance RESHAPE, INSERM U1290, Université Claude Bernard Lyon 1, Lyon, France
- Service Recherche et Epidémiologie Cliniques, Hospices Civils de Lyon, Pôle de Sante Publique, Lyon, France
| | - Julie Haesebaert
- Research on Healthcare Performance RESHAPE, INSERM U1290, Université Claude Bernard Lyon 1, Lyon, France
- Service Recherche et Epidémiologie Cliniques, Hospices Civils de Lyon, Pôle de Sante Publique, Lyon, France
| |
Collapse
|
5
|
Oliveira-Kumakura ARDS, Batista LMOS, Spagnol GS, Valler L. Functionality and quality of life in Brazilian patients 6 months post-stroke. Front Neurol 2023; 14:1020587. [PMID: 37153670 PMCID: PMC10157197 DOI: 10.3389/fneur.2023.1020587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 03/14/2023] [Indexed: 05/10/2023] Open
Abstract
Background Surviving a stroke poses a social and economic impact that requires the care system to be reformulated and the patient to be addressed in a comprehensive approach. Purpose This study aims to investigate if there is a relationship between functional activities performed before the stroke, patients' clinical and hospitalization data, and functionality and quality of life measures in the first 6 months after the stroke. Methods This study used a prospective cohort of 92 patients. We investigated sociodemographic and clinical data, the modified Rankin Scale (mRS), and the Frenchay Activities Index (FAI) during hospitalization. The Barthel Index (BI) and EuroQol-5D (EQ-5D) were applied at the following time points: 30 days (T1), 90 days (T2), and 180 days (T3) following postictal state. Statistical analysis was conducted using Spearman's coefficient, Friedman's non-parametric test, and multiple linear regression models. Results No correlation was found between FAI, BI, and EQ-5D average scores. Severe patients, patients with comorbidities, and patients with extended hospital stays showed lower BI and EQ-5D scores □in the follow-up. BI and EQ-5D scores increased. Conclusion This research found no relationship between activities performed before the stroke and functionalities and quality of life after the stroke, but comorbidities and extended hospital stay were associated with worse outcomes.
Collapse
Affiliation(s)
- Ana Railka de Souza Oliveira-Kumakura
- School of Nursing, University of Campinas, Campinas, Brazil
- Nursing Sciences Research Chair, Laboratory Education and Health Promotion, Université Sorbonne Paris Nord, Bobigny, France
| | | | - Gabriela Salim Spagnol
- Nursing School, Anhanguera University, Sumaré, Brazil
- Knowledge Management and Education Solutions, Cogna Education, Valinhos, Brazil
| | - Lenise Valler
- Clinical Hospital, University of Campinas, Campinas, Brazil
| |
Collapse
|