Age-stroke related dysfunction interaction associated with home discharge of stroke inpatients in the rehabilitation ward.

The purpose of this study was to investigate whether interactions exist among cognitive and physical functions and activities of daily living (ADL) associated with home discharge of stroke patients in the rehabilitation ward. The subjects were 231 patients with a first stroke. Age, gender, affected side, the stroke impairment assessment set, ADL and discharge destination were collected from the medical record. Using a decision tree, a combination of variables that might have an interaction effect associated with home discharge was extracted. The existence of an interaction between the extracted variables was confirmed by logistic regression analysis. A combination of total score of the stroke impairment assessment set (≤27 points) and age (>76.5 years) at admission was extracted from the decision tree. As a result of the logistic regression analysis, this interaction term was significantly associated with home discharge. The findings of the present study suggest that there is an interaction between age and stroke-related dysfunction related to home discharge. Stroke patients aged over 76.5 years with the stroke impairment assessment set score of 27 or less at admission to the rehabilitation ward may need rehabilitation program considering the difficulty of home discharge.

Impact of Sensory Impairment on Improvement of Upper-limb Function in Patients under 75 Years of Age with Subacute Stroke: A Preliminary Study.

OBJECTIVES: The aim of this study was to investigate whether an interaction exists between sensory impairment and age with respect to the recovery of upper-limb function in patients with subacute stroke. METHODS: This retrospective observational study included 83 patients recovering from subacute stroke in a rehabilitation hospital ward. The recovery of upper-limb function in four groups classified by age and sensory impairment were compared using analysis of covariance. Furthermore, multiple regression analysis was performed with recovery of upper-limb function as the dependent variable and with binarized sensory impairment and binarized age and their interaction term as the independent variables. RESULTS: The estimated marginal means of upper-limb recovery were significantly higher in the non-late elderly (≤74 years) without sensory impairment group than in the other three groups. No significant differences were observed among the following three groups: the non-late elderly with sensory impairment, the late elderly (≥75 years) without sensory impairment, and the late elderly with sensory impairment. In multiple regression analysis, the interaction term between sensory impairment and age was significantly associated with improvement in upper-limb function (ß=0.16, P <0.05). Age alone was significant, but sensory impairment alone was not significant. CONCLUSIONS: Sensory impairment in patients with subacute stroke affects the recovery of upper-limb function as a result of age interactions.

Interactions of Cognitive and Physical Functions Associated with Toilet Independence in Stroke Patients.

OBJECTIVES: The purpose of this study was to clarify the interaction among cognitive and physical functions associated with toilet independence in stroke patients. MATERIALS AND METHODS: We retrospectively examined 125 stroke patients. We performed decision tree analysis to detect the interaction associated with toilet independent using assessment of motor function on the affected side, muscle strength on unaffected side, trunk function, neglect, motivation, and cognitive function. The interactions detected via decision tree confirmed the existence and influence using logistic regression. RESULTS: The verticality test of the Stroke Impairment Assessment Set (3 or ≤2 points) was selected at the first level, and the Revised Hasegawa's dementia scale (≥19 or ≤18 points) and age (≥70 or ≤69 y) were selected at the second level of decision tree. Interaction terms created by these factors were significantly associated with toilet independence after adjusting for the independent influence of each factor using logistic regression. CONCLUSIONS: Our results show an interaction of trunk and cognitive functions or trunk function and age associated with toilet independence. The probability of toilet independence dramatically changes if two factors of each interaction were satisfied in stroke patients.

Abdominal muscle strength and the recovery of upper extremity function in stroke patients: a study using propensity score matching.

PURPOSE: The purpose of this study was to understand the relationship between abdominal muscle strength and recovery of upper limb function, after adjusting for various confounding factors, such as age, gender, and sensory function. METHODS: We retrospectively analyzed data of 78 sub-acute stroke patients with mild-to-moderate upper limb dysfunction. Participants were divided into two groups, strong and weak, according to the abdominal muscle strength. The improvement of scores on the Simple Test for Evaluating Hand Function was compared between the groups. We employed propensity score matching to adjust for numerous relevant variables, including age, affected side, duration from onset, upper limb function, grip strength, sensory function, visuospatial perception, motivation, and cognitive function at admission. RESULTS: The improvement of scores on the Simple Test for Evaluating Hand Function of the strong group was significantly larger than the weak one, both before and after matching. This trend was noted in the subgroup analysis of participants with moderate dysfunction on admission; however; the trend was not clearly noticeable in participants with mild dysfunction. CONCLUSIONS: Our results suggest that abdominal muscle strength is significantly associated with the recovery of upper limb function in sub-acute stroke patients, especially in those with moderate upper limb dysfunction.Implications for RehabilitationAbdominal muscle strength is associated with the recovery of upper limb function in subacute stroke patients with moderate upper limb dysfunction.Abdominal muscle strength can be used as a predictive factor for the prognosis of upper limb function in stroke patients.

Functions necessary for gait independence in patients with stroke: A study using decision tree.

BACKGROUND: Little is known about the existence and impact of interactions among multiple impairments to gait independence. The purpose of this study is to reveal the interaction of physical functions and its impact on gait independence in stroke patients. METHODS: This retrospective study included 108 subacute stroke patients. We conducted a decision tree analysis to examine the existence of interactions in relation to gait independence among the gross motor function of lower limb, knee extension strength, sensory function, and trunk function. Further, we confirmed the existence and impact of interaction detected via the decision tree after adjusting for the effects of confounding factors using logistic regression. RESULTS: The knee extension strength and proprioception on the affected side were selected in the first and second level of the decision tree. In addition, the knee extension strength was selected in the third level. The interaction of the knee extension strength and proprioception on the affected side was significantly associated with gait independence, both before and after adjusting for age, visuospatial perception, and cognitive functions. CONCLUSIONS: Our results suggest that the interaction of the knee extension strength and proprioception on the affected side is strongly associated with gait independence in stroke patients.

Effects of the Interaction among Motor Functions on Self-care in Individuals with Stroke.

BACKGROUND: No study to date has focused on what combinations of motor functions are strongly associated with self-care independence in individuals with stroke. The purpose of this study is to clarify the impact of motor function interactions on self-care independence in individuals with stroke. METHODS: This retrospective observational study included 132 individuals with first stroke. We conducted a decision tree analysis to examine the impact on daily living skills of numerous key functions - the upper and lower limbs on the affected side, bilateral grip strength and lower limb muscle strength on the unaffected side, bilateral upper limb and trunk function, and balance. Further, we confirmed the interaction effects detected via the decision tree approach using logistic regression. RESULTS: As per the decision tree analysis, the interaction between balance and upper limb function of the affected side showed an association with self-care independence. The interaction terms of balance and upper limb function we analyzed were significantly associated with the ability to achieve self-care independence, after some adjustments to eliminate the influence of confounding factors. CONCLUSIONS: These results suggest that the combination of functional status of balance and upper limb function of the affected side are strongly associated with the independence of self-care. The decision tree created in this study could serve as an effective guide when implementing a remedial approach for individuals with stroke aiming to achieve self-care independence.

Use of a multilayer perceptron to create a prediction model for dressing independence in a small sample at a single facility.

[Purpose] This study aimed to assess the accuracy of a prediction model for dressing independence created with a multilayer perceptron in a small sample at a single facility. [Participants and Methods] This retrospective observational study included 82 first-stroke patients. The prediction models for dressing independence at hospital discharge were created using a multilayer perceptron, logistic regression, and a decision tree, and compared for predictive accuracy. Age, dressing performance, trunk function, visuospatial perception, balance, and cognitive function at admission were used as variables. [Results] The area under the receiver operating characteristic curve, classification accuracy, sensitivity, specificity, positive-predictive value, and negative-predictive value for training data were highest with the multilayer perceptron model. Cochran's Q and multiple comparison tests revealed a significant difference between logistic regression and multilayer perceptron models. Testing of data in 10-fold cross-validation yielded the same results, except for sensitivity. [Conclusion] The present study suggested that higher accuracy could be expected with a multilayer perceptron than with logistic regression and a decision tree when creating a prediction model for independence of activities of daily living in a small sample of stroke patients.

A path analysis model for grooming performance in stroke patients.

Purpose: The aim of this study was to clarify the relationships between various types of functions and grooming performance and describe their hierarchical structure in survivors of stroke.Method: This was a retrospective observational study on 75 individuals with first stroke. A hypothetical path model, created based on previous studies, was examined for goodness of fit between the data and the model using path analysis. We hypothesized that in survivors of stroke, grooming performance is influenced by age, motor and sensory functions of the affected limbs, trunk function, grip and knee extensor strength, visuospatial perception, intellectual function, motivation, affected and unaffected upper limb function, and balance.Results: A revised path model was created that achieved goodness-of-fit index criteria. Balance, affected and unaffected upper limb function, and motivation were found to have a direct effect and balance and unaffected upper limb function were found to have especially stronger effect on grooming performance. The order of the standardized total effects of each function was as follows: balance, unaffected upper limb function, motivation, and affected lower limb function.Conclusions: Our results suggest that interventions targeting balance and unaffected upper limb function could be effective in rehabilitation to improve grooming performance in survivors of stroke.Implications for rehabilitationBalance and unaffected upper limb function have a strong effect on grooming independence in survivors of stroke.Balance is most influenced by affected lower limb function, and unaffected upper limb function is equally influenced by balance, visuospatial perception, and grip strength.Interventions targeting balance and unaffected upper limb function can improve grooming performance in survivors of stroke.

Quantifying lower extremity and trunk function for dressing in stroke patients: a retrospective observational study.

Background Dressing performance relates strongly with balance function, and it is mainly influenced by the motor functions of the affected and unaffected lower extremity and trunk function in stroke patients. For the remedial approach to be effective, ascertaining the degree of function needed in the affected and unaffected lower extremities and trunk to achieve balance function requisite for dressing is necessary. Objectives This study aimed to elucidate standards of lower extremity and trunk function necessary for stroke patients to gain balance requisite for dressing. Methods The study included 105 first-time stroke patients, who were classified by Berg Balance Score ≥44 or not and ≥32 or not which are previously reported standard indicators for independent and supervision level in dressing. Receiver operating characteristic curves were determined for the stroke impairment assessment item of sensory and motor function of affected lower extremity, abdominal muscle strength, and knee extension muscle strength. Results Area under the curve was ≥0.7 for all variables. In BBS 44-point analyses, the calculated cut-off values were 4 points for SIAS hip flexion, 4 points for SIAS knee extension, 2 points for SIAS foot pat on the affected side, 3 points for SIAS tactile and position sensation of the affected lower extremity, 3 points for SIAS abdominal muscle strength, and 3 points for SIAS knee extension muscle strength on the unaffected side. Conclusions These cut-off values can be used as targets for motor functions, when using the remedial approach for achieving dressing independence.

Amount of balance necessary for the independence of transfer and stair-climbing in stroke inpatients.

PURPOSE: The purpose of this study was to clarify the amount of balance necessary for the independence of transfer and stair-climbing in stroke patients. METHOD: This study included 111 stroke inpatients. Simple and multiple regression analyses were conducted to establish the association between the FIM® instrument scores for transfer or stair-climbing and Berg Balance Scale. Furthermore, receiver operating characteristic curves were used to elucidate the amount of balance necessary for the independence of transfer and stair-climbing. RESULT: Simple and multiple regression analyses showed that the FIM® instrument scores for transfer and stair-climbing were strongly associated with Berg Balance Scale. On comparison of the independent and supervision-dependent groups, Berg Balance Scale cut-off values for transfer and stair-climbing were 41/40 and 54/53 points, respectively. On comparison of the independent-supervision and dependent groups, the cut-off values for transfer and stair-climbing were 30/29 and 41/40 points, respectively. CONCLUSIONS: The calculated cut-off values indicated the amount of balance necessary for the independence of transfer and stair-climbing, with and without supervision, in stroke patients. Berg Balance Scale has a good discriminatory ability and cut-off values are clinically useful to determine the appropriate independence levels of transfer and stair-climbing in hospital wards. Implications for rehabilitation The Berg Balance Scale's (BBS) strong association with transfer and stair-climbing independence and performance indicates that establishing cut-off values is vitally important for the established use of the BBS clinically. The cut-off values calculated herein accurately demonstrate the level of balance necessary for transfer and stair-climbing independence, with and without supervision, in stroke patients. These criteria should be employed clinically for determining the level of independence for transfer and stair-climbing as well as for setting balance training goals aimed at improving transfer and stair-climbing.

Relationship between Grooming Performance and Motor and Cognitive Functions in Stroke Patients with Receiver Operating Characteristic Analysis.

BACKGROUND: This study aimed to elucidate the relationship between grooming performance of stroke patients and various motor and cognitive functions and to examine the cognitive and physical functional standards required for grooming independence. METHODS: We retrospectively analyzed the data of 96 hospitalized patients with first stroke in a rehabilitation hospital ward. Logistic regression analysis and receiver operating characteristic curves were used to investigate the related cognitive and motor functions with grooming performance and to calculate the cutoff values for independence and supervision levels in grooming. RESULTS: For analysis between the independent and supervision-dependent groups, the only item with an area under the curve (AUC) of .9 or higher was the Berg Balance Scale, and the calculated cutoff value was 41/40 (sensitivity, 83.6%; specificity, 87.8%). For analysis between the independent-supervision and dependent groups, the items with an AUC of .9 or higher were the Simple Test for Evaluating Hand Function (STEF) on the nonaffected side, Vitality Index (VI), and FIM® cognition. The cutoff values were 68/67 for the STEF (sensitivity, 100%; specificity, 72.2%), 9/8 points for the VI (sensitivity, 92.3%; specificity, 88.9%), and 23/22 points for FIM® cognition (sensitivity, 91.0%; specificity, 88.9%). CONCLUSIONS: Our results suggest that upper-extremity functions on the nonaffected side, motivation, and cognitive functions are particularly important to achieve the supervision level and that balance is important to reach the independence level. The effective improvement of grooming performance is possible by performing therapeutic or compensatory intervention on functions that have not achieved these cutoff values.

Correction: Hierarchy of Dysfunction Related to Dressing Performance in Stroke Patients: A Path Analysis Study.

[This corrects the article DOI: 10.1371/journal.pone.0151162.].

Simple Indicator to Judge the Independence Level Required in Dressing in a Hospital Ward for Patients with Stroke.

BACKGROUND: This study aimed to create a simple and objective indicator for use by inexperienced nurses and family members of patients to judge the assistance level required for dressing in a hospital, while encouraging independence in activities of daily living among inpatients with stroke using the Berg balance scale. METHODS: We retrospectively analyzed the data of 108 hospitalized patients with first stroke in a rehabilitation hospital ward. Receiver operating characteristic curves were used to identify the Berg balance scale item with the highest discriminatory power against independence level in dressing. RESULTS: For comparisons between the independence and supervision or less level groups, the area under the curve of the sum score of "Retrieving object from floor" and "Standing with one foot in front" was .954, and the calculated cutoff value was 6/5 (sensitivity, 86%; specificity, 94%). For comparisons between the supervision or higher level and dependence groups, the area under the curve of the score of "Retrieving object from floor" was .930, and the calculated cutoff value was 2/1 (sensitivity, 93%; specificity, 81%). CONCLUSIONS: Our results suggested that Berg balance scale items are individually and in combination simple and useful indicators to judge independence level in dressing in a hospital ward for patients with stroke. These indices appear to be appropriate for individuals who are unfamiliar with Berg balance scale, such as inexperienced nurses and family members of patients.

Hierarchy of Dysfunction Related to Dressing Performance in Stroke Patients: A Path Analysis Study.

Previous reports indicated that various dysfunctions caused by stroke affect the level of independence in dressing. These dysfunctions can be hierarchical, and these effects on dressing performance can be complicated in stroke patients. However, there are no published reports focusing on the hierarchical structure of the relationships between the activities of daily living and balance function, motor and sensory functions of the affected lower limb, strength of the abdominal muscles and knee extension on the unaffected side, and visuospatial deficits. The purpose of this study was to elucidate the hierarchical and causal relationships between dressing performance and these dysfunctions in stroke patients. This retrospective study included 104 first-time stroke patients. The causal relationship between the dressing performance and age, time post stroke, balance function, motor and sensory functions of the affected lower limb, strength of the abdominal muscles and knee extension on the unaffected side, and visuospatial deficits were examined using path analysis. A hypothetical path model was created based on previous studies, and the goodness of fit between the data and model were verified. A modified path model was created that achieved an almost perfect fit to the data. Balance function and abdominal muscle strength have direct effects on dressing performance, with standardized direct effect estimates of 0.78 and 0.15, respectively. Age, motor and sensory functions of the affected lower limb, and strength of abdominal muscle and knee extension on the unaffected side have indirect effects on dressing by influencing balance function. Our results suggest that dressing performance depends strongly on balance function, and it is mainly influenced by the motor function of the affected lower limb.

Relationship between dressing and motor function in stroke patients: a study with partial correlation analysis.

[Purpose] The aim of the present study was to elucidate which motor functions are most or more important for dressing performance before and after rehabilitation. [Subjects] Seventy-nine first episode stroke patients in a hospital convalescent rehabilitation ward. [Methods] The relationships between motor function of the affected upper and lower limbs, unaffected side function, trunk function, balance, cognitive function, and independence level in dressing were examined at admission and discharge using partial correlation analysis. [Results] Independence level of dressing correlated with motor function of the affected upper limb and balance at admission, but correlated only with balance at discharge. [Conclusion] Balance function was strongly associated with level of dressing independence. The effect of gross motor function of the affected upper and lower limbs on the level of independence in dressing may thus be smaller than originally expected. Enhanced balance ability can be important for learning single-handed actions of self-dressing during rehabilitation.