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The prevalence of locomotive syndrome naturally increases with age, but approximately half of nonelderly individuals also meet the criteria for locomotive syndrome, suggesting that even younger people need to pay attention to their own health status. Sleep is important for physical, cognitive, and psychological health. Some individuals with poor sleep quality may be at risk of developing negative health status. Although the effects of sleep hygiene strategies for elderly individuals have been well investigated, optimal nonpharmacological sleep hygiene strategies for improving sleep quality in nonelderly individuals has not been identified. We conducted a systematic review and network meta-analysis (NMA) of randomized controlled trials aimed to elucidate the effects of various nonpharmacological interventions on sleep quality in nonelderly individuals and to identify the optimal intervention. Cochrane Central Register of Controlled Trials, Medline, Cumulative Index to Nursing and Allied Health Literature, Physiotherapy Evidence Database, and Scopus were comprehensively searched. We identified 27 studies focusing on the effects of various nonpharmacological sleep hygiene strategies in nonelderly individuals, and 24 studies were applied into NMA. The present results showed that resistance training was the most effective intervention for improving sleep quality in nonelderly individuals. In addition, this study revealed the effects of nonpharmacological interventions, such as physical activity, nutritional intervention, as well as exercise interventions. This is the first report that utilized NMA to compare the effects of various nonpharmacological interventions on sleep quality in nonelderly individuals.
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Ensaios Clínicos Controlados Aleatórios como Assunto , Higiene do Sono , Qualidade do Sono , Humanos , Metanálise em RedeRESUMO
Robot-assisted gait training is effective for walking independence in stroke rehabilitation, the hybrid assistive limb (HAL) is an example. However, gait training with HAL may not be effective for everyone, and it is not clear who is not expected to benefit. Therefore, we aimed to identify the characteristics of stroke patients who have difficulty gaining benefits from gait training with HAL. We conducted a single-institutional retrospective cohort study. The participants were 82 stroke patients who had received gait training with HAL during hospitalization. The dependent variable was the functional ambulation category (FAC) that a measure of gait independence in stroke patients, and five independent [age, National Institutes of Health Stroke Scale, Brunnstrom recovery stage (BRS), days from stroke onset, and functional independence measure total score (cognitive items)] variables were selected from previous studies and analyzed by logistic regression analysis. We evaluated the validity of logistic regression analysis by using several indicators, such as the area under the curve (AUC), and a confusion matrix. Age, days from stroke onset to HAL initiation, and BRS were identified as factors that significantly influenced walking independence through gait training with HAL. The AUC was 0.86. Furthermore, after building a confusion matrix, the calculated binary accuracy, sensitivity (recall), and specificity were 0.80, 0.80, and 0.81, respectively, indicated high accuracy. Our findings confirmed that older age, greater degree of paralysis, and delayed initiation of HAL-assisted training after stroke onset were associated with increased likelihood of walking dependence upon hospital discharge.
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Meningioma is the second most frequent tumor in patients with neurofibromatosis type 2 (NF2). The presence of meningioma is believed to be a negative prognostic marker in these patients. However, the molecular mechanisms involved in the tumorigenesis of NF2-associated meningioma are not well characterized. Epigenetic regulation, including microRNAs (miRNAs), may be involved in the development of different tumor types in patients with NF2. The objective of this study is to explore the different characteristics of serum miRNA expression depending on the presence or absence of meningioma in patients with NF2. Nine patients with NF2 who were treated at the Department of Neurosurgery, Hiroshima University Hospital, were included. Total RNA (including small RNAs) was extracted from serum samples for the preparation of a small RNA library for next-generation sequencing analysis. Differentially expressed miRNAs (DEMs) were analyzed using the DESeq2 package to compare the characteristic miRNA expression profiles of patients with and without meningioma. In small RNA sequencing analysis, out of a total of 1,879 miRNAs registered in the database, the expressions of 657 miRNAs were observed. In DEM analysis, the expressions of four miRNAs, namely, hsa-miR-664b, hsa-miR-7706, hsa-miR-590, and hsa-miR-6513, were downregulated in patients with NF2 with meningioma compared with patients with NF2 without meningioma. Hsa-miR-193a was identified as the only upregulated miRNA in patients with NF2 with meningioma. In conclusion, we identified different circulating miRNA expression characteristics depending on the presence or absence of meningioma in patients with NF2.
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Neoplasias Meníngeas , Meningioma , MicroRNAs , Neurofibromatose 2 , Humanos , Meningioma/genética , Neurofibromatose 2/complicações , Neurofibromatose 2/genética , Epigênese Genética , MicroRNAs/genética , MicroRNAs/metabolismo , Neoplasias Meníngeas/genéticaRESUMO
BACKGROUND: Knee pain is the main symptom of knee osteoarthritis. Walking is effective against knee pain, and some studies have shown that gait modification can also relieve this condition. However, the quality of evidence for the clinically significant effects of gait modification on knee pain has not been examined. OBJECTIVE: This systematic review and meta-analysis aimed to evaluate the level of evidence for the clinically significant effects of gait modification on knee pain and determine if the effects are greater than the minimal clinically important difference (MCID). METHODS: We comprehensively searched electronic databases such as MEDLINE, Cochrane Central Register of Controlled Trials, Physiotherapy Evidence Database, and Cumulative Index to Nursing and Allied Health Literature. Intervention studies with experimental groups who received gait modification and control groups who did not were evaluated. The Grading of Recommendations Assessment, Development and Evaluation system was used to assess the level of evidence. RESULTS: Nine studies met the inclusion criteria. All were included in the systematic review and two in the meta-analysis. Results showed that gait modification have significant effects (p= 0.02), and the quality of evidence was very low. However, several studies have revealed that the effects of gait modification, when used as a foot-focused intervention, were greater than the MCID. CONCLUSIONS: We concluded that there is a lack of high-quality evidence that supports the general efficacy of gait modification. Although based on low-quality evidence, when applied to the foot, it may have clinically significant effects.
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Osteoartrite do Joelho , Humanos , Osteoartrite do Joelho/terapia , Osteoartrite do Joelho/diagnóstico , Caminhada , Dor , MarchaRESUMO
Locomotive syndrome is a musculoskeletal disease of individuals who are highly likely to require nursing care. There is no systematic review that systematically evaluates and consolidates the findings of randomized controlled trials, although the number of randomized controlled trials considering the intervention effect on locomotive syndrome has been increasing with the spread of the concept. Therefore, this systematic review of randomized controlled trials is aimed at consolidating evidence regarding effective interventions to improve locomotive syndrome. We searched seven databases electronically. Studies were included in this systematic review if the following were met: (1) the articles were randomized controlled trials written in English or Japanese in a peer-reviewed journal, and (2) the clinical evaluation of the locomotive syndrome should include at least one of the following: the stand-up test, two-step test, and 25-question Geriatric Locomotive Function Scale. This systematic review included 10 studies. Several individual papers showed that the intervention group significantly improved the outcome measure for the diagnosis of locomotive syndrome compared with the control group. Only oral glucosamine intake provided sufficient information to conduct a meta-analysis, but the results were not statistically significant. This systematic review and meta-analysis did not provide strong evidence for specific interventions in improving locomotive syndrome, although individual randomized controlled trials have shown that oral intake of glucosamine, electrical stimulation, and exercise could improve locomotive syndrome. We hope that more high-quality randomized controlled exercise intervention trials aimed at improving locomotive syndrome, which is a musculoskeletal dysfunction, will be carried out in the future.
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Exercício Físico , Humanos , Idoso , Ensaios Clínicos Controlados Aleatórios como Assunto , SíndromeRESUMO
This study presents a novel approach for estimating vital capacity using cough sounds and proposes a neural network-based model that utilizes the reference vital capacity computed using the lambda-mu-sigma method, a conventional approach, and the cough peak flow computed based on the cough sound pressure level as inputs. Additionally, a simplified cough sound input model is developed, with the cough sound pressure level used directly as the input instead of the computed cough peak flow. A total of 56 samples of cough sounds and vital capacities were collected from 31 young and 25 elderly participants. Model performance was evaluated using squared errors, and statistical tests including the Friedman and Holm tests were conducted to compare the squared errors of the different models. The proposed model achieved a significantly smaller squared error (0.052 L2, p < 0.001) than the other models. Subsequently, the proposed model and the cough sound-based estimation model were used to detect whether a participant's vital capacity was lower than the typical lower limit. The proposed model demonstrated a significantly higher area under the receiver operating characteristic curve (0.831, p < 0.001) than the other models. These results highlight the effectiveness of the proposed model for screening decreased vital capacity.
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Tosse , Som , Humanos , Idoso , Tosse/diagnóstico , Redes Neurais de Computação , Pico do Fluxo Expiratório , Capacidade VitalRESUMO
Physical activity exerts various positive effects on both physical and mental health. Although the comprehensive expression profiles of each microRNA (miRNA) or messenger RNA (mRNA) related to physical activity have already been reported, the association between miRNA and mRNA remains unclear. Here, the integrated study was conducted to comprehensively explore the potential miRNA-mRNA relationships related to long-term physical activity over 25 years. Genome-wide public deposited mRNA expression data of adipose tissue (GSE20536) from six same-sex twin pairs (no information regarding gender) and of skeletal muscle tissue (GSE20319) from ten same-sex twin pairs (four female twin pairs) were used, and differentially expressed mRNAs (DEMs) related to discordant leisure-time physical activity for 30 years were identified using GEO2R. Overlapped mRNAs between DEMs and predicted possible target mRNAs, based on a previous study and TargetScan tool, were then identified and used as long-term physical activity-related mRNAs targeted by miRNAs. In adipose tissue, 36 mRNAs and 42 mRNAs were identified as upregulated or downregulated DEMs, respectively. Based on the results of the overlapped analysis between DEMs and predicted possible target mRNAs targeted by miRNAs, 15 upregulated mRNAs, including NDRG4, FAM13A, ST3GAL6, and AFF1, and 10 downregulated mRNAs, including RPL14, LBP, and GLRX, were identified. In muscle tissue, three downregulated mRNAs overlapped with the predicted target mRNAs targeted by miRNAs. Fifteen upregulated mRNAs in adipose tissue showed a tendency to enrich in "Cardiovascular" in GAD_DISEASE_CLASS category. Potential miRNA-mRNA relationships related to long-term physical activity over 25 years were identified through bioinformatics analysis.
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MicroRNA Circulante , MicroRNAs , Humanos , Feminino , Perfilação da Expressão Gênica/métodos , Redes Reguladoras de Genes , MicroRNAs/genética , MicroRNAs/metabolismo , Biologia Computacional/métodos , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Exercício Físico , Proteínas Ativadoras de GTPase/genéticaRESUMO
INTRODUCTION: Clinical prediction rule (CPR) using decision tree analysis is able to show the branching of the variables under consideration in a clear, hierarchical manner, including specific reference values, which can be used as classifiers in clinical practice. However, CPRs developed by decision tree analysis for predicting the degree of independent living of patients with thoracic spinal cord injury (SCI) are few. The purpose of this study was to develop a simplified CPR for prognosticating dependent daily living in patients with thoracic SCI. METHODS: We extracted data on patients with thoracic SCI from a national multicenter registry database, the Japan Rehabilitation Database (JRD). All patients with thoracic SCI who were hospitalized within 30 days after the injury onset were included. The independent living was categorized in the JRD as follows: independent socially, independent at home, needing care at home, independent at the facility, and needing care at the facility. These categories were used as the objective variables in classification and regression tree (CART) analysis. The CART algorithm was applied to develop the CPR for predicting whether patients with thoracic SCI achieve independent living at hospital discharge. RESULTS: Three hundred ten patients with thoracic SCI were included in the CART analysis. The CART model identified, in a hierarchical order, patient's age, residual function level, and the bathing sub-score of Functional Independence Measure as the top three factors with moderate classification accuracy and area under the curve. CONCLUSIONS: We developed a simplified, moderately accurate CPR for predicting whether patients with thoracic SCI achieve independent living at hospital discharge.
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Regras de Decisão Clínica , Traumatismos da Medula Espinal , Humanos , Japão , Traumatismos da Medula Espinal/diagnóstico , Atividades Cotidianas , Sistema de RegistrosRESUMO
INTRODUCTION: The effect of early initiation of gait training using hybrid assistive limb (HAL) remains unclear. This observational study aimed to investigate whether early initiation of gait training using HAL improves functional outcomes in patients with stroke. METHODS: We retrospectively analyzed patients with acute stroke admitted to our facility. HAL was used for exoskeletal robotic gait training. Study participants were median split into an early group and a late group based on the days from stroke onset to initiation of gait training using HAL. The functional outcomes, defined by the Brunnstrom recovery stage (BRS), modified Rankin Scale (mRS), and Functional Independence Measure (FIM) at discharge, were compared using propensity score-matched analysis. RESULTS: We performed a propensity score-matched analysis in 63 patients with stroke (31 from the early group and 32 from the late group), and 17 pairs were matched. There were no significant differences in discharge in the BRS of the upper limb and finger in the post-matched cohort. On the other hand, the BRS of the lower limb in the early group was significantly higher than that in the late group. In addition, the mRS, but not FIM scores, was significantly better in the early group than that in the late group. CONCLUSIONS: In conclusion, early initiation of gait training using HAL might improve the motor function of the paralyzed lower limb and disability in patients with stroke.
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Transtornos Neurológicos da Marcha , Procedimentos Cirúrgicos Robóticos , Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Humanos , Estudos Retrospectivos , Transtornos Neurológicos da Marcha/reabilitação , MarchaRESUMO
Increased physical activity is an effective treatment for knee osteoarthritis that causes knee pain. However, due to the coronavirus disease 2019, noncontact and non-face-to-face interventions have increased, but the quality of evidence supporting their effectiveness remains unclear. The purpose of the study was to assess the quality of evidence of the effects of non-face-to-face and noncontact interventions on knee pain and physical activity in older adults with knee osteoarthritis. A meta-analysis was conducted to determine the effects of different intervention methods (education and exercise). The Cochrane Central Register of Controlled Trials, PubMed, Cumulative Index to Nursing and Allied Health Literature, and Physiotherapy Evidence Database were systematically searched. Four randomized controlled trials were included in the analysis. The meta-analysis demonstrated that the educational intervention group was significantly effective, although supportive evidence was low quality. Educational intervention may be effective, but the effects need to be confirmed by higher quality clinical trials.
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COVID-19 , Osteoartrite do Joelho , Humanos , Idoso , Osteoartrite do Joelho/terapia , Exercício Físico , Articulação do Joelho , Dor , Terapia por Exercício/métodosRESUMO
OBJECTIVE: The purpose of this study was to consolidate the level of evidence for the effects of walking training with poles (pole walking; PW) on walking ability using a systematic review and meta-analysis. TYPE: Systematic review and meta-analysis. LITERATURE SURVEY: Databases including PubMed, Cochrane Library, Physiotherapy Evidence Database (PEDro), Cumulative Index to Nursing and Allied Health Literature databases, and Igaku Chuo Zasshi were searched on June 20, 2021. METHODOLOGY: Data from randomized controlled trials (RCTs) comparing the effects of PW with walking without poles and/or other exercise interventions in disease-specific and aging populations were collected. Data on walking speed, functional mobility, and walking endurance were collected for the meta-analyses. Standardized mean differences (SMD) and 95% confidence intervals (CI) were calculated from postintervention means and standard deviations. The PEDro scale was used for assessing the risk of bias, and the Grading of Recommendations Assessment, Development, and Evaluation system was used to determine the quality of evidence. SYNTHESIS: This study included 13 RCTs comprising 750 participants; of these, six RCTs were included in the meta-analysis. The results showed that moderate-quality evidence supports the positive effects of PW on walking speed in patients with Parkinson disease (walking speed: SMD = 0.42, 95% CI = 0.04-0.80). In contrast, PW did not significantly improve functional mobility in patients with Parkinson disease and walking speed in older adults. CONCLUSIONS: There was moderate-quality evidence that PW improved walking speed in patients with Parkinson disease.
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Doença de Parkinson , Reabilitação do Acidente Vascular Cerebral , Idoso , Humanos , Terapia por Exercício/métodos , Ensaios Clínicos Controlados Aleatórios como Assunto , Reabilitação do Acidente Vascular Cerebral/métodos , CaminhadaRESUMO
PURPOSE: To determine how differences in frequency of the single-joint hybrid assistive limb (HAL-SJ) use affect the improvement of upper limb motor function and activities of daily living (ADL) in stroke patients. MATERIALS AND METHODS: Subacute stroke patients were divided into the high or low frequency of HAL-SJ use groups. The two groups were matched by propensity score, and the degree of changes 30 days after initiating HAL-SJ use was compared. A logistic regression analysis was performed to examine whether frequent use would increase the number of subjects experiencing the efficacy of more than the minimal clinically important difference (MCID) of Fugl-Meyer assessment (FMA). RESULTS: Twenty-five stroke patients were matched by propensity score, and nine pairs were matched. The high-frequency group showed a significantly superior increase to total FMA shoulder, elbow, forearm, and Barthel index compared with the low-frequency group. Logistic regression analysis revealed no significant associations between frequent use and MCID. CONCLUSIONS: The frequency of HAL-SJ use may affect the improvement of motor function and ADL ability of the upper limb with exception of the fingers and wrist. However, the frequency of intervention was not effective enough to further increase the number of subjects with clinically meaningful changes in upper limb motor function.IMPLICATIONS FOR REHABILITATIONThe current study aimed to clarify how differences in the frequency of single-joint hybrid assistive limb (HAL-SJ) use can affect the improvement of upper-limb motor functions and ADL in subacute stroke patients.Our results implied that the frequency of HAL-SJ use may influence the recovery of upper limb function.However, even if HAL-SJ is used frequently, it does not mean that more patients will achieve clinically meaningful recovery.
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Robótica , Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Humanos , Atividades Cotidianas , Reabilitação do Acidente Vascular Cerebral/métodos , Extremidade Superior , Recuperação de Função Fisiológica , Resultado do TratamentoRESUMO
BACKGROUND: International guidelines recommend educational intervention to treat knee osteoarthritis. However, they do not specify the type of intervention and the effectiveness of group educational intervention for knee pain is unclear. OBJECTIVES: We aimed to examine the effectiveness of group educational interventions for people over 50 years old with knee pain compared with a control group. DESIGN: A systematic review and meta-analysis of randomized controlled trials (RCTs). METHOD: We searched Medline, Cochrane Central Register of Controlled Trials, Physiotherapy Evidence Database, and Cumulative Index to Nursing and Allied Health Literature and screened for RCTs involving participants over 50 years old that reported the effects of group education on knee pain. We performed meta-analyses and evaluated the methodological quality and evidence quality using the Physiotherapy Evidence Database scale and the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) system, respectively. RESULTS: The search retrieved 1,177 studies. Seven RCTs were ultimately included, four of which were subjected to meta-analysis, showing standardized mean differences of -0.22 (95% confidence interval [CI]: -0.42 to -0.02, n = 423; I2 = 0% GRADE: low). All studies included in the meta-analysis involved exercise without individualized instruction in addition to group educational intervention. CONCLUSIONS: Group education, when delivered in addition to exercises, significantly reduces knee pain in people over 50 years old.
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Terapia por Exercício , Osteoartrite do Joelho , Humanos , Pessoa de Meia-Idade , Osteoartrite do Joelho/terapia , Exercício Físico , Dor , Modalidades de FisioterapiaRESUMO
Accurate prognosis prediction of unilateral spatial neglect (USN) is clinically important for identifying patients with potentially poor recovery who require more intensive rehabilitation and early interdisciplinary support for residual disabilities. Magnetic resonance imaging (MRI)-based neuroimaging can provide clinicians with high-quality and high-resolution neuroanatomical information from the aspects of neuroanatomy, integrity of the neural tract, and neural functional connectivity. Although the application of MRI is expected beneficial for the prognosis prediction of USN, there is still no systematic review of its usefulness, and it has not been standardized in the field of stroke rehabilitation. Therefore, we conducted this systematic review to consolidate evidence on the usefulness of MRI in predicting the prognosis of USN in patients with stroke. We comprehensively searched the Medline, Scopus, and Cumulative Index to Nursing and Allied Health Literature electronic databases. We identified 6 longitudinal studies that investigated the relationship between MRI-based neuroimaging findings and subsequent recovery of USN through comprehensive database search. All included studies showed the usefulness of MRI-based findings in predicting the prognosis of USN. The findings of this systematic review highlight the importance of a detailed evaluation of affected neural tracts considering with the differences between the USN subtypes, rather than a broad/undetailed classification of the location, for accurate prognosis prediction of USN in patients with stroke. This is the first report to consolidate evidence on the usefulness of MRI in terms of intra- and interhemispheric neural connection in predicting the prognosis of USN in patients with stroke.
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Transtornos da Percepção , Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Lateralidade Funcional , Humanos , Imageamento por Ressonância Magnética , Transtornos da Percepção/diagnóstico por imagem , Transtornos da Percepção/etiologia , Prognóstico , Acidente Vascular Cerebral/diagnóstico por imagem , Reabilitação do Acidente Vascular Cerebral/métodosRESUMO
The Hybrid Assistive Limb (HAL) is used in training to improve walking ability for stroke patients; however, the quality of the evidence for its effects has not been fully critiqued to date. This study conducted a systematic review of randomized controlled trials to investigate the effectiveness of post-stroke gait training with the HAL. PubMed, the Cochrane Library, the Physiotherapy Evidence Database (PEDro), and the Cumulative Index to Nursing and Allied Health Literature (CINAHL) were searched for randomized controlled clinical trials evaluating the effect of HAL on gait training in stroke patients, published from the inception of each database until March 2021. Two authors screened the titles and abstracts of articles returned in the initial search and reviewed the full text of articles that met the selection criteria. The risk of bias was assessed using the PEDro scale. Of 273 articles retrieved from the databases, three met all inclusion criteria. One study showed that gait training using HAL improves independence in walking; however, the quality of this study was rated as 4 (medium quality). Other studies did not show improvement with HAL in walking independence. This review did not provide strong evidence to support the effectiveness of HAL in improving walking ability.
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Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Terapia por Exercício , Marcha , Humanos , Ensaios Clínicos Controlados Aleatórios como Assunto , Acidente Vascular Cerebral/complicações , Acidente Vascular Cerebral/terapia , CaminhadaRESUMO
BACKGROUND: The number of studies on the characteristics of patients with stroke who would benefit from robot-assisted upper limb rehabilitation is limited, and there are no clear criteria for determining which individuals should receive such treatment. The current study aimed to develop a clinical prediction rule using machine learning to identify the characteristics of patients with stroke who can the achieve minimal clinically important difference of the Fugl-Meyer Upper Extremity Evaluation (FMA-UE) after single-joint hybrid assistive limb (HAL-SJ) rehabilitation. METHODS: This study included 71 patients with subacute stroke who received HAL-SJ rehabilitation. The chi-square automatic interaction detector (CHAID) model was applied to predict improvement in upper limb motor function. Based the analysis using CHAID, age, sex, days from stroke onset to the initiation of HAL-SJ rehabilitation, and upper limb motor and cognitive functions were used as independent variables. Improvement in upper limb motor function was determined based on the minimal clinically important difference of the FMA-UE, which was used as a dependent variable. RESULTS: According to the CHAID model, the FMA-UE score during the initiation of HAL-SJ rehabilitation was the most significant predictive factor for patients who are likely to respond to the intervention. Interestingly, this therapy was more effective in patients with moderate upper limb motor dysfunction and early initiation of HAL-SJ rehabilitation. The accuracy of the CHAID model was 0.89 (95% confidence interval: 0.81-0.96). CONCLUSION: We developed a clinical prediction rule for identifying the characteristics of patients with stroke whose upper limb motor function can improve with HAL-SJ rehabilitation.
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Robótica , Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Regras de Decisão Clínica , Humanos , Recuperação de Função Fisiológica , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/terapia , Extremidade SuperiorRESUMO
OBJECTIVE: The objective of this study was to explore serum microRNA (miRNA) profile characteristic of patients with neurofibromatosis type 2 (NF2), including both sporadic and familial cases, by comprehensive analysis of miRNA expression using next-generation sequencing. METHODS: Nine patients with NF2 were included in this study. In addition, 7 patients with unilateral acoustic neuroma without a family history of NF2 were invited to participate as the control cohort in the study. Total RNA including the small RNAs was extracted from serum. We comprehensively analyzed the expression of miRNAs using next-generation sequencing, and differentially expressed miRNAs (DEMs) were analyzed. Biological implications of DEMs were analyzed by Gene Ontology/Kyoto Encyclopedia of Genes and Genomes analysis. RESULTS: Distinctive miRNA profiles (16 miRNAs were significantly downregulated, and 4 miRNAs were significantly upregulated) were observed in the comparison between all patients with NF2 and controls. In the NF2 subgroup analysis, 23 miRNAs (including hsa-miR-let7b, hsa-miR-let7c, and hsa-miR-200a) and 7 miRNAs (including hsa-miR-193b) were identified as specifically downregulated miRNAs in sporadic NF2 and familial NF2, respectively. Moreover, hsa-miR-193a and hsa-miR-504 were identified as specifically upregulated miRNAs in sporadic NF2 and familial NF2, respectively. Gene Ontology/Kyoto Encyclopedia of Genes and Genomes analysis showed that identified DEMs were mainly enriched in gene silencing by miRNA, miRNAs in cancer, and regulation of angiogenesis. CONCLUSIONS: We were able to identify distinctive miRNA profiles in the serum of patients with NF2, including both sporadic and familial cases, by comprehensive miRNA expression analysis using miRNA sequencing.
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MicroRNAs , Neurofibromatose 2 , Biologia Computacional , Perfilação da Expressão Gênica , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , MicroRNAs/metabolismo , Neurofibromatose 2/genéticaRESUMO
Assistive exoskeleton robots are being widely applied in neurorehabilitation to improve upper-limb motor and somatosensory functions. During robot-assisted exercises, the central nervous system appears to highly attend to external information-processing (IP) to efficiently interact with robotic assistance. However, the neural mechanisms underlying this process remain unclear. The rostromedial prefrontal cortex (rmPFC) may be the core of the executive resource allocation that generates biases in the allocation of processing resources toward an external IP according to current behavioral demands. Here, we used functional near-infrared spectroscopy to investigate the cortical activation associated with executive resource allocation during a robot-assisted motor task. During data acquisition, participants performed a right-arm motor task using elbow flexion-extension movements in three different loading conditions: robotic assistive loading (ROB), resistive loading (RES), and non-loading (NON). Participants were asked to strive for kinematic consistency in their movements. A one-way repeated measures analysis of variance and general linear model-based methods were employed to examine task-related activity. We demonstrated that hemodynamic responses in the ventral and dorsal rmPFC were higher during ROB than during NON. Moreover, greater hemodynamic responses in the ventral rmPFC were observed during ROB than during RES. Increased activation in ventral and dorsal rmPFC subregions may be involved in the executive resource allocation that prioritizes external IP during human-robot interactions. In conclusion, these findings provide novel insights regarding the involvement of executive control during a robot-assisted motor task.
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OBJECTIVES: To develop a clinical prediction rule (CPR) for gait independence at discharge in patients with stroke, using the decision-tree algorithm and to investigate the usefulness of CPR at admission to the rehabilitation ward. MATERIALS AND METHODS: We included 181 subjects with stroke during the postacute phase. The Chi-squared automatic interaction detection analysis method with 10-fold cross-validation was used to develop two CPRs; CPR 1 using easily obtainable data available at admission; CPR 2 using easily obtainable data available 1 month after admission, for prediction of gait independence at discharge. RESULTS: The degree of independence of toileting was extracted as a first node in the development of two CPRs to predict gait independence at discharge. CPR 1 included the presence of delirium. CPR 2 included problem-solving abilities. The accuracy and area under the curve of CPR 1 were 84.5% and 0.911, respectively; those of CPR 2 were 89.0% and 0.958, respectively. CONCLUSIONS: Toileting independence is a key factor in predicting the gait independence for the discharge of patients with stroke during the postacute phase. Early intervention, during the acute phase, for delirium and cognitive decline, as well as for toileting, increases the possibility of gait independence at discharge.
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Delírio , Reabilitação do Acidente Vascular Cerebral , Acidente Vascular Cerebral , Algoritmos , Regras de Decisão Clínica , Árvores de Decisões , Avaliação da Deficiência , Marcha , Humanos , Alta do Paciente , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/psicologia , Acidente Vascular Cerebral/terapiaRESUMO
BACKGROUND CONTEXT: A simple and easy to use clinical prediction rule (CPR) to detect patients with a cervical spinal cord injury (SCI) who would have difficulty in obtaining independent living status is vital for providing the optimal rehabilitation and education in both care recipients and caregivers. A machine learning approach was recently applied to the field of rehabilitation and has the possibility to develop an accurate and useful CPR. PURPOSE: The aim of this study was to develop and assess a CPR using a decision tree algorithm for predicting which patients with a cervical SCI would have difficulty in obtaining an independent living. STUDY DESIGN: The present study was a cohort study. PATIENT SAMPLE: In the present study, the data was obtained from the nationwide Japan Rehabilitation Database (JRD). The data on the SCIs was collected from 10 hospitals and the data was collected from the registries obtained between 2005 and 2015. The severity of SCI can vary, and patient prognosis differs depending on the damage site. In this study, the patients with cervical SCI were included. OUTCOME MEASURES: In this study, the degree of the independent living at discharge was investigated. The degree of the independent living was classified and listed as below: independent in social, independent at home, need care at home, independent at facility, need care at facility. In this study, the independent in social and independent at home were defined as "independent," and the other situations were defined as "non-independent." METHODS: We performed a classification and regression tree (CART) analysis to develop the CPR to predict whether the cervical SCI patients obtain an independent living at discharge. The area under the curve, the classification accuracy, sensitivity, specificity, and positive predictive value were used for model evaluation. RESULTS: A total of 4181 patients with SCI were registered in the JRD and the CART analysis was performed for 1282 patients with the cervical SCI. The Functional Independence Measure (FIM) total score and the American Spinal Injury Association impairment scale were identified as the first and second discriminators for predicting the degree of the independence, respectively. Subsequently, the CART model identified FIM eating, the residual function level, and the FIM bed to chair transfer as next discriminators. Each parameter for evaluating the CART model were the area under the curve 0.813, the classification accuracy 78.6%, the sensitivity 80.7%, the specificity 75.1%, and the positive predictive value 84.5%. CONCLUSIONS: In this study, we developed a clinically useful CPR with moderate accuracy to predict whether the cervical SCI patients obtain independent living at the discharge.