Sarcopenia and its components suppress the improvement of depression symptoms in patients with stroke.

Background: Recent studies have reported an association between sarcopenia and depression symptoms. To date, no reports have investigated the association between sarcopenia and depression symptoms evaluated using the Geriatric Depression Screening Scale (GDS)-15 in patients with stroke. Therefore, this study aimed to investigate the association between sarcopenia and its components and the improvement of depression symptoms in patients with stroke admitted to a convalescent rehabilitation ward. Methods: Patients with stroke aged ≥65 years admitted to a convalescent rehabilitation ward were included in the study. Participants were categorized into sarcopenia and non-sarcopenia groups based on the 2019 Asian Working Group for Sarcopenia. Here, depression symptoms were evaluated using the GDS-15, in addition to demographic characteristics. This study's primary outcome was the GDS change from admission to discharge. Multiple regression analysis was performed to investigate the association between GDS change and sarcopenia and its components. Results: Overall, 118 participants were included, with a mean age of 78.7±8.1, and 58 (49%) were classified in the sarcopenia group. Multiple regression analysis showed that sarcopenia (ß: -0.283, 95% confidence interval [CI]: -1.140 to -0.283, p < 0.001) and handgrip strength (ß: -0.317, 95% CI: -0.162 to -0.014, p = 0.021) were independently associated with GDS change. Conclusion: Sarcopenia and handgrip strength were significantly associated with improved depression symptoms in patients with stroke admitted to a convalescent rehabilitation ward. However, further prospective studies should investigate the association between sarcopenia and depression symptoms in patients with stroke.

Prediction of early falls using adherence and balance assessments in a convalescent rehabilitation ward.

Objectives: To predict falls by adding an adherence assessment to a static balance ability assessment, and to evaluate fall prediction accuracy. Methods: This study included 416 patients who were admitted to a 45-bed convalescent rehabilitation ward over a 2-year period. The patients were assessed at the time of admission using the Standing Test for Imbalance and Disequilibrium (SIDE) and three additional, newly developed adherence items. Patients were divided into two groups: a group that experienced falls (fall group) and a group that did not experience falls (non-fall group) within 14 days of admission. The sensitivity and specificity of the assessment items for predicting falls were calculated. Results: Sensitivity was 0.86 and specificity was 0.42 when the cutoff was between SIDE levels 0-2a and 2b-4. Combining balance assessment using the SIDE with the memory and instruction adherence items improved fall prediction accuracy such that the sensitivity was 0.75 and the specificity was 0.64. Conclusions: Our analysis suggested that adherence assessment can improve fall risk prediction accuracy.

Reducing the use of psychotropics in a convalescent rehabilitation ward.

AIMS: Many patients who are transferred to the convalescent rehabilitation ward of Kawasaki Kokoro Hospital (hereinafter, our hospital) are on psychotropics prescribed for delirium by their physicians at acute care hospitals. In this study, psychiatrists and pharmacists collaborated with rehabilitation physicians to reduce the use of psychotropics. METHODS: The basic information and psychotropics prescription statuses of 88 patients discharged from the convalescent rehabilitation ward of our hospital between April 1, 2021 and March 31, 2022 were derived from their medical records. RESULTS: At admission, psychotropics were prescribed to 55 patients and the number of prescribed drugs was 2 (median). At discharge, psychotropics were prescribed to 41 patients and the number of prescribed drugs was 1 (median), showing a significant decrease (p < 0.05). Compared with those at admission, prescribed psychotropic doses at discharge were significantly higher for lemborexant but significantly lower for antipsychotics, benzodiazepine/nonbenzodiazepine hypnotics, antidepressants, suvorexant, ramelteon, and sodium valproate (p < 0.05). CONCLUSIONS: These results suggest that it may be possible to reduce the types and doses of psychotropics prescribed at acute care hospitals in convalescent rehabilitation wards. However, further investigation is needed because the number of patients in this study was limited, and selection bias due to different patient characteristics cannot be ruled out.

Accurate diagnosis of sarcopenia without using a body composition analyzer in a convalescent rehabilitation ward.

Hishikawa N, Sawada K, Shono S, Sakurai M, Yokozeki M, Maeda H, Ohashi S, Ueshima K, Mikami Y. Accurate diagnosis of sarcopenia without using a body composition analyzer in a convalescent rehabilitation ward. Jpn J Compr Rehabil Sci 2023; 14: 26-32. Objective: The Asian Working Group for Sarcopenia 2019 recommends diagnosing sarcopenia without using a body composition analyzer and initiating treatment early. The present study aimed to investigate the accuracy of diagnosing sarcopenia without a body composition analyzer in a convalescent rehabilitation ward. Methods: Eighty-five patients admitted to a convalescent rehabilitation ward were included, and sarcopenia diagnoses were performed with and without a body composition analyzer. To assess the accuracy of diagnosing sarcopenia without using a body composition analyzer, sensitivity, specificity, positive predictive value, and negative predictive value were calculated relative to sarcopenia diagnoses made using a body composition analyzer. Results: The sensitivity of the technique for diagnosing sarcopenia was 0.94, specificity was 0.77, positive predictive value was 0.86, and negative predictive value was 0.90. Conclusion: The accuracy of diagnosing sarcopenia without using a body composition analyzer was high. However, this technique may miss sarcopenia cases in patients with increased calf circumference due to adipose tissue and/or edema.

Factors Contributing to Complete Oral Intake in Dysphagic Stroke Patients with Enteral Feeding Tubes in Convalescent Rehabilitation Wards.

Objectives: This study investigated the factors contributing to complete oral intake (COI) in dysphagic stroke patients with enteral feeding tubes in the local clinical setting. Methods: Data of patients with percutaneous endoscopic gastrostomy (PEG) or nasogastric tube (NGT) feeding on admission to convalescent rehabilitation wards (CRWs) were extracted from the Kaga Regional Cooperation Clinical Pathway for Stroke database for multiple centers including 19 acute care hospitals and 11 hospitals with CRWs. Patients were divided into two groups based on their status regarding COI or incomplete oral intake (ICOI) at discharge. Logistic regression analysis with forced-entry variables was used to identify factors contributing to COI. Results: On discharge from CRWs, COI and ICOI were observed in 140 and 207 cases, respectively. The COI group was younger, had a higher rate of initial stroke, higher Functional Oral Intake Scale (FOIS) scores, higher Functional Independence Measure (FIM) motor and cognitive scores, higher Body Mass Index (BMI), lower rate of patients with PEG, and shorter stays in acute care wards. Logistic regression analysis with forced entry revealed that younger age; initial stroke; higher FOIS score, FIM cognitive score, and BMI; and shorter stay in the acute care ward contributed to COI. Conclusions: The primary factors contributing to COI in dysphagic stroke patients with enteral feeding tubes were younger age, initial stroke, higher swallowing and cognitive function, good nutritional status, and shorter stay in the acute care ward.

Predictors of life-space mobility in patients with fracture 3 months after discharge from convalescent rehabilitation ward: a prospective longitudinal study.

[Purpose] To identify predictors of life-space mobility in patients with fracture three months after discharge from convalescent rehabilitation ward. [Participants and Methods] This is a prospective longitudinal study that included patients aged 65 or older with a fracture who were scheduled for discharge home from the convalescent rehabilitation ward. Baseline measurements included sociodemographic variables (age, gender, and disease), the Falls Efficacy Scale-International, maximum walking speed, the Timed Up & Go test, the Berg Balance Scale, the modified Elderly Mobility Scale, the Functional Independence Measure, the revised version of Hasegawa's Dementia Scale, and the Vitality Index up to two weeks before discharge. As a follow-up, the life-space assessment was measured three months after discharge. In the statistical analysis, multiple linear and logistic regression analyses were performed with the life-space assessment score and the life-space level of "places outside your town" as dependent variables. [Results] The Falls Efficacy Scale-International, the modified Elderly Mobility Scale, age, and gender were selected as predictors in the multiple linear regression analysis, whereas in the multiple logistic regression analysis, the Falls Efficacy Scale-International, age, and gender were selected as predictors. [Conclusion] Our study emphasized the importance of fall-related self-efficacy and motor function for life-space mobility. The findings of this study suggest that when considering post-discharge living, therapists should conduct an appropriate assessment and adequate planning.

Predictors of the Outcome Destination of Patients with a Proximal Femoral Fracture in a Convalescent Rehabilitation Ward / The Japanese Journal of Rehabilitation Medicine

Purpose：This study aimed to clarify the conditions necessary for patients with a proximal femoral fracture in the convalescent ward to return home using a decision tree analysis. This study included 181 patients who were discharged from the convalescent ward between January 2018 and June 2022.Methods：Patients divided into two groups：home vs. facility according to the outcome. Basic characteristics, FIM at admission, and MMSE at admission were compared using the unpaired t-test, χ2 test, and Mann-Whitney U test, and a decision tree analysis was performed.Results：The decision tree analysis based on functional independence measures (FIM) on admission and toileting activities, etc. found that discharge was difficult (return home rate：9.7％-28.6％) when the problem-solving aspect of the FIM on admission was less than 4 points.Conclusion：When discharging patients with a proximal femoral fracture from the hospital, it is important to consider a combination of problem-solving in the admission FIM and toileting activities.

Usefulness of Early-phase Online Home Visits for Improving Therapy for Inpatients in a Convalescent Rehabilitation Ward / The Japanese Journal of Rehabilitation Medicine

Objective：Home visits conducted in the early rehabilitation phase through an online connection between the patient's home and the hospital are termed online home visits. They enable real-time sharing of home information and patient and family wishes between the family and the therapists participating from home with healthcare professionals at the hospital. This study aimed to evaluate the usefulness of online home visits.Methods：We enrolled 75 patients with musculoskeletal or cerebrovascular disease discharged from a convalescent rehabilitation ward and classified them as those who received online home visits (online group, n＝25) and in-person home visits (non-online group, n＝50) within 7 days of hospitalization. Functional independence measure (FIM) efficiency was compared between the groups. Rehabilitation treatment changes made by therapists after virtual home visits were surveyed.Results：In patients with musculoskeletal diseases, FIM efficiency was significantly higher, and the length of hospital stay was significantly shorter in the online group (n＝14, 1.0 ± 0.5 points/day) than in the non-online group (n＝26, 0.7 ± 0.5 points/day) (p＜0.05). Many therapists who participated in virtual home visits modified their rehabilitation therapy afterwards by recreating the home environment in the rehabilitation room and implementing rehabilitation therapy for home activities.Conclusion：Virtual home visits can facilitate rehabilitation therapy more appropriate to the home environment because they provide visual information about the home. The present findings indicate the contribution of online home visits to FIM efficiency improvement and home discharge preparation.

Usefulness of Early-phase Online Home Visits for Improving Therapy for Inpatients in a Convalescent Rehabilitation Ward / The Japanese Journal of Rehabilitation Medicine

Objective：Home visits conducted in the early rehabilitation phase through an online connection between the patient's home and the hospital are termed online home visits. They enable real-time sharing of home information and patient and family wishes between the family and the therapists participating from home with healthcare professionals at the hospital. This study aimed to evaluate the usefulness of online home visits.Methods：We enrolled 75 patients with musculoskeletal or cerebrovascular disease discharged from a convalescent rehabilitation ward and classified them as those who received online home visits (online group, n＝25) and in-person home visits (non-online group, n＝50) within 7 days of hospitalization. Functional independence measure (FIM) efficiency was compared between the groups. Rehabilitation treatment changes made by therapists after virtual home visits were surveyed.Results：In patients with musculoskeletal diseases, FIM efficiency was significantly higher, and the length of hospital stay was significantly shorter in the online group (n＝14, 1.0 ± 0.5 points/day) than in the non-online group (n＝26, 0.7 ± 0.5 points/day) (p＜0.05). Many therapists who participated in virtual home visits modified their rehabilitation therapy afterwards by recreating the home environment in the rehabilitation room and implementing rehabilitation therapy for home activities.Conclusion：Virtual home visits can facilitate rehabilitation therapy more appropriate to the home environment because they provide visual information about the home. The present findings indicate the contribution of online home visits to FIM efficiency improvement and home discharge preparation.

Rehabilitation of a Patient with COVID-19 Who Underwent Right Transfemoral Amputation Due to Acute Limb Ischemia: A Case Report.

Background: Coronavirus disease 2019 (COVID-19) is associated with an increased risk of thrombotic complications. Nonetheless, there is a paucity of clinical knowledge regarding rehabilitation of patients with COVID-19 after lower-limb amputation. Case: A 74-year-old woman with COVID-19 was admitted to a university hospital. During hospitalization, she underwent right transfemoral amputation due to acute limb ischemia. Three months after admission, the patient was transferred to a convalescent rehabilitation ward in the same hospital. A femoral prosthesis was prescribed 2 weeks after her transfer to the rehabilitation ward. It featured ischial-ramal containment with a soft liner and belt suspension, 668-g multiple linkage-type safety knee joint (Imasen Engineering; M0781 SwanS), and a solid-ankle cushioned-heel foot. The total rehabilitation time during the patient's stay in the acute-care and rehabilitation wards was 65.5 h (0.99 h/day, 66 days) and 275.0 h (3.02 h/day, 91 days), respectively. In the rehabilitation ward, the patient underwent 54.4 h (19.8%) of muscle strength training, 48.1 h (17.5%) of comprehensive assessments, and 47.1 h (17.1%) of gait training. The patient was discharged home 6 months after admission, with a total Functional Independence Measure score of 120. The patient could walk slowly [44.2 s (0.23 m/s) in the 10 m-walk test] with a femoral prosthesis and a quad cane but exhibited limited endurance (75.0 m in the 6-min walk test). Discussion: Following appropriate rehabilitation, a patient was able to walk independently after lower-limb amputation despite the complication of COVID-19, although her walking ability was limited.

Sarcopenia Affects Functional Independence Measure motor Scores in Elderly Patients with Stroke.

OBJECTIVES: There is no unified view of the relationship between sarcopenia and the activities of daily living (ADL) in stroke patients. This study aimed to determine whether sarcopenia affects the ADL in elderly patients with stroke. MATERIALS AND METHODS: This case-control study included 472 stroke patients aged ≥ 65 years who were admitted to the convalescent rehabilitation ward. Sarcopenia was defined as a decrease in both the skeletal muscle mass index and handgrip strength, based on the Asian Working Group for Sarcopenia 2019 criteria cut-off, which was assessed on admission. ADL was assessed using the Functional Independence Measure-motor (FIM-m) score at discharge. The Charlson comorbidity index, Mini Nutritional Assessment-Short Form, Brunnstrom recovery stage of the upper limb, Brunnstrom recovery stage of the lower limb and total amount of rehabilitation during hospitalization were evaluated as confounding factors. To clarify whether sarcopenia affects the ADL in patients with stroke, we conducted a multiple regression analysis with the presence of sarcopenia as the independent variable and FIM-m at discharge as the objective variable. RESULTS: The final analysis included 283 patients; among them, 163 (57.6%) patients had sarcopenia at the time of admission to the convalescent rehabilitation ward. In the multiple regression analysis, sarcopenia was independently associated with FIM-m at hospital discharge, even after adjusting for confounders (ß = -0.100, p = 0.034). CONCLUSIONS: Sarcopenia at admission in elderly patients with stroke affected the FIM-m at discharge, even after adjusting for multiple confounders.

Relationship between Bowel/Bladder Function and Discharge in Older Stroke Patients in Convalescent Rehabilitation Wards: A Retrospective Cohort Study.

Objectives: : Many stroke patients experience motor and cognitive dysfunctions that make living at home challenging. We aimed to identify the factors associated with hospital discharge to home in older stroke patients in convalescent rehabilitation wards where intensive and comprehensive inpatient rehabilitation are performed following acute-phase treatment. Methods: : A retrospective cohort study was conducted among 1227 older stroke patients registered in the database of the Council of Kaga Local Stroke Network, Japan, between 2015 and 2019. Patients' basic characteristics, discharge destination, type and severity of stroke, cognitive status, and activities of daily living (ADL) including continence were evaluated. Results: : The proportion of subjects discharged to home was 62.3%. The mean hospital stay in the home discharge group was shorter than that in the non-home discharge group (111 days vs. 144.6 days, P <0.001). The following factors were associated with discharge to home: age (adjusted odds ratio [AOR]: 2.801, 95% confidence interval [CI] [1.473, 2.940]; P <0.001), sex (AOR: 1.513, 95% CI [1.112, 2.059]), stroke type (AOR: 1.426, 95% CI [1.013, 2.007]), low cognitive status (AOR: 3.750, 95% CI [2.615, 5.379]), low level of bladder control (AOR: 2.056, 95% CI [1.223, 3.454]), and low level of bowel control (AOR: 2.823, 95% CI [1.688, 4.722]). Conclusions: : Age, sex, stroke type, cognitive function, and ADL scores for bladder and bowel control were associated with discharge to home. Improving continence management regarding both voiding and defecation may be a promising care strategy to promote hospital discharge to home in older stroke patients.

Association between Skeletal Muscle Mass Index and Convalescent Rehabilitation Ward Achievement Index in Older Patients.

OBJECTIVE: The aim of the current study was to investigate the association between the skeletal muscle mass index (SMI) and the convalescent rehabilitation ward achievement index (CRWAI) in older patients with functional impairment. METHODS: We conducted a retrospective cohort study at a single rehabilitation center in Japan to include patients admitted to the convalescent rehabilitation ward because of neurological disease, motor disorder, or disuse syndrome. Patients with missing SMI data, those who died or were transferred to other hospitals due to comorbidities, those aged less than 65 years, and those hospitalized for <7 days were excluded from the study. We divided patients into two groups based on their SMI - the high SMI group (SMI ≥7.0 kg/m2 in men and SMI ≥5.7 kg/m2 in women) and the low SMI group (SMI <7.0 kg/m2 in men and SMI <5.7 kg/m2 in women); we then evaluated the association between SMI and the CRWAI score. RESULTS: Of the 319 recruited patients, 84 (26%) were in the high SMI group. The medians and interquartile ranges of the CRWAI scores in the high SMI and low SMI groups were 38.6 (23.1-61) and 31.8 (10.1-57.5), respectively (P=0.029). A high SMI was independently and negatively associated with the CRWAI score (ß=- 0.16, P=0.014). CONCLUSIONS: Our study showed that a high SMI was an independent factor negatively influencing the CRWAI score in older patients in a convalescent rehabilitation ward.

Relationship between oral hygiene and function and activities of daily living at discharge in convalescent patients with stroke.

Oishi K, Nishioka S, Okazaki Y, Hirakawa K, Nakamura M, Ichinose A, Kurihara M. Relationship between oral hygiene and function and activities of daily living at discharge in convalescent patients with stroke. Jpn J Compr Rehabil Sci 2022; 13: 17-25. Objective: This study was designed to examine the relationship between improvement in oral hygiene and function and activities of daily living (ADLs) at discharge in patients admitted to convalescent rehabilitation wards. Methods: Eligible criteria were patients with stroke with a score of 13 or higher (i.e., severe oral problems) on the Revised Oral Assessment Guide (ROAG) at admission. Age, gender, primary diseases, rehabilitation dose, dentist visits and denture status, Eichner classification, eating status at admission and discharge, and body mass index at admission were collected. The patients were classified into two groups: those with ROAG scores of less than 9 points at discharge (good ROAG group) and those with scores of 9 points or more (poor ROAG group), and Functional Independence Measure (FIM) gain and total FIM discharge scores were compared using univariate and multivariate analyses. Results: The good and poor ROAG groups comprised 126 and 366 patients, respectively. The good ROAG group had significantly higher total FIM score, FIM efficiency, and FIM gain at discharge than the poor ROAG group (112 vs. 82; P < 0.001). The ROAG scores at discharge were independently associated with FIM gain (partial regression coefficient = -9.889, 95% confidence interval = -13.499 to -6.279) and total FIM score at discharge. Conclusion: Improvement in oral hygiene and function in convalescent patients with stroke was associated with ADLs at hospital discharge.

Relationship between cognitive function affecting motor Functional Independence Measure and hypnotics.

Otsubo H, Kishimoto K, Hirano I, Nakano H, Itaya K, Kumaki R, Osumi H. Relationship between cognitive function affecting motor Functional Independence Measure and hypnotics. Jpn J Compr Rehabil Sci 2022; 13: 4-11. Purpose: The purpose of this study was to examine the relationship between cognitive dysfunction affecting motor Functional Independence Measure (FIM) and hypnotics. Methods: This was a retrospective study involving 509 patients aged ≥ 65 years who were discharged from a convalescent rehabilitation ward. Results: Multiple regression analysis was performed with motor FIM efficiency and motor FIM effectiveness (motor FIM-e) as independent variables and the presence or absence of cognitive dysfunction as the dependent variable. The use of hypnotics in patients with cognitive dysfunction showed a positive relationship with motor FIM efficiency (ß = 0.147, P = 0.019) and motor FIM-e (ß = 0.141, P = 0.026). Multiple regression analyses were performed after further classifying hypnotics by therapeutic class into hypnotics with new mechanisms, non-benzodiazepine (BZ) hypnotics, and BZ hypnotics. Non-BZ hypnotics (ß = 0.141, P = 0.021) showed a positive relationship with motor FIM efficiency. Non-BZ hypnotics (ß = 0.158, P = 0.009) and BZ hypnotics (ß = 0.178, P = 0.003) showed a positive relationship with motor FIM-e, whereas hypnotics with new mechanisms of action did not. In contrast, none of the three combinations of hypnotics showed any significant relationship with either motor FIM efficiency or motor FIM-e in patients without cognitive dysfunction. Conclusion: The results suggested that the use of hypnotics in patients with cognitive dysfunction increases motor FIM efficiency and motor FIM-e.

Objective Criteria for Judging Walking Independence in a Convalescent Rehabilitation Ward for Hemiparetic Stroke：A Study Using Decision Tree Analysis / The Japanese Journal of Rehabilitation Medicine

Objective：This study aimed to clarify the objective criteria for assessing walking independence using cane in patients with stroke in the convalescent rehabilitation ward.Methods：Participants were in-patients with hemiparetic stroke who could walk with a cane, and they were categorized into the independent (ID) and supervised (SV) walking groups. Stroke impairment assessment set-motor for lower extremity (SIAS-LE), trunk control test (TCT), Berg balance scale (BBS), 10-m walking speed (m/s), and functional independence measure-cognitive (FIM-C) were assessed. ID and SV used the scores at the time of independent walking and at the discharge time, respectively. Additionally, falls after independence were investigated. Statistical analysis was performed using univariate analysis and decision tree analysis.Results：In total, 148 patients (ID：n=101, 68±13 years, SV：n=47, 79±12) were included. Significant differences were observed in walking speed, TCT score, BBS score, and FIM-C score between the groups. Moreover, walking speed, FIM-C score, and BBS score were selected in the decision tree analysis in this order and divided into five groups namely：1) walking speed ≥ 0.42 and FIM-C ≥ 22 (percentage of independent patients 97％/percentage of fallers 5％), 2.) walking speed ≥ 0.42, FIM-C＜22, and BBS ≥ 50 (100％/0％), 3.) walking speed ≥ 0.42, FIM-C＜22, and BBS＜50 (52％/8％), 4.) walking speed＜0.42, and BBS ≥ 28 (49％/28％), and 5) walking speed＜0.42 and BBS＜28 (0％/0％). The overall percentage of fallers was 8.9％, with group 4 having the highest number of fallers.Conclusion：Walking speed, FIM-C, and BBS, in decreasing order, were involved in walking independence. Patients with low walking speed were more likely to fall. Therefore, careful assessment of walking independence is particularly required.

Evaluation of Taking-Medicine-Support Device for Inpatients / 社会薬学

In Japan, as a Social Security Reform measure against workforce decrease by 2040, robotic devices for nursing care and medication intake support have been utilised. However, evaluation reports about the robots and studies about their evaluation by patients are lacking. Therefore, we studied medication status with robotic assistance as well as patients’ evaluation of usability of robotic assistance. Participants were twelve patients whose median age was 73.0 (min 39.0-max 82.0), the median of number of drugs of a maximum intake day, which means the one of the week in which drugs are taken most, was 10.0 (min 4.0-max 17.0), and the median of maximum number of times to take drugs per day was 3.0 (min 1.0-max 4.0). Four were suspected of having dementia, based on the evaluation of their cognitive function tests. No patient missed any dose during the utilisation of the support device in taking medicine. All patients reported that the conditions of taking medicine and the recognition of the time to take it were improved. Therefore, the incorporation of support devices in taking medicine is expected to avoid missing to doses.

Characteristics and Management of a Cancer Patient with Stroke: A Case Report.

BACKGROUND: The onset of stroke in patients with cancer worsens their performance status and affects the treatment strategy for cancer. Nonetheless, intensive rehabilitation may be able to restore the once-lost therapeutic indications of cancer patients who have suffered a stroke. However, because the mechanism of stroke in patients with cancer varies widely, it is necessary to understand the patient background, including the cause of stroke, the control of the primary cancer, and the patient's overall condition, so as to determine the appropriate rehabilitation regimen. CASE: A 65-year-old man presented with cerebral infarction. He was suspected of having recurrence or metastasis of bladder cancer just before the stroke. Because the patient's performance status worsened with the onset of stroke, it was judged that there was no indication for further investigation and treatment of the bladder cancer, and priority was given to improving his physical function through rehabilitation. Rehabilitation improved the patient's physical function, but in the meantime, the cancer progressed, and he died of cancerous pleural effusion. DISCUSSION: Intensive rehabilitation can be an effective treatment for patients with stroke associated with cancer, but in convalescent rehabilitation wards, it is not possible to combine rehabilitation and cancer treatment. Therefore, for patients whose physical function takes a long time to recover or whose cancer is not under control, it is necessary to make a careful decision on whether intensive rehabilitation is the optimum approach. To facilitate informed decision making, it is important to share information across departments.

Deep Learning-Based Functional Independence Measure Score Prediction After Stroke in Kaifukuki (Convalescent) Rehabilitation Ward Annexed to Acute Care Hospital.

Introduction Prediction models of functional independent measure (FIM) score after kaifukuki (convalescent) rehabilitation ward (KRW) are needed to decide the treatment strategies and save medical resources. Statistical models were reported, but their accuracies were not satisfactory. We made such prediction models using the deep learning (DL) framework, Prediction One (Sony Network Communications Inc., Tokyo, Japan). Methods Of the 559 consecutive stroke patients, 122 patients were transferred to our KRW. We divided our 122 patients' data randomly into halves of training and validation datasets. Prediction One made three prediction models from the training dataset using (1) variables at the acute care ward admission, (2) those at the KRW admission, and (3) those combined (1) and (2). The models' determination coefficients (R2), correlation coefficients (rs), and residuals were calculated using the validation dataset. Results Of the 122 patients, the median age was 71, length of stay (LOS) in acute care ward 23 (17-30) days, LOS in KRW 53 days, total FIM scores at the admission of KRW 85, those at discharge 108. The mean FIM gain and FIM efficiency were 19 and 0.417. All patients were discharged home. Model (1), (2), and (3)'s R2 were 0.794, 0.970, and 0.972. Their mean residuals between the predicted and actual total FIM scores were -1.56±24.6, -4.49±17.1, and -2.69±15.7. Conclusion Our FIM gain and efficiency were better than national averages of FIM gain 17.1 and FIM efficiency 0.187. We made DL-based total FIM score prediction models, and their accuracies were superior to those of previous statistically calculated ones. The DL-based FIM score prediction models would save medical costs and perform efficient stroke and rehabilitation medicine.

Percutaneous Endoscopic Gastrostomy Reduces Aspiration Pneumonia Rate in Stroke Patients with Enteral Feeding in Convalescent Rehabilitation Wards.

OBJECTIVES: The effect of percutaneous endoscopic gastrostomy (PEG) on the prevention of aspiration pneumonia and improvements in activities of daily living (ADL) for enteral feeding-dependent stroke patients is unclear. We sought to clarify differences in the rates of aspiration pneumonia and ADL improvement between stroke patients receiving PEG and those receiving nasogastric tube feeding (NGT) in convalescent rehabilitation wards. METHODS: We assessed 10 years of data from the Kaga Regional Cooperation Clinical Pathway for Stroke, which covers patients in the southern district of Ishikawa Prefecture of Japan. Logistic regression analysis with propensity score adjustment was used to examine how the enteral feeding method affected aspiration pneumonia rates. Linear regression analysis, adjusted by propensity scores, was also performed to ascertain the effect of the enteral feeding method on ADL improvement. RESULTS: Overall, 47 patients with PEG and 49 patients with NGT were analyzed. The incidence of aspiration pneumonia was 4.67 times higher in the NGT group than in the PEG group in the propensity score-adjusted logistic regression analysis (odds ratio 4.67, 95% confidence interval 1.30-16.67, P=0.02). The enteral feeding method had no significant effect on ADL improvement in the propensity score-adjusted linear regression analysis. CONCLUSIONS: In convalescent rehabilitation wards, aspiration pneumonia was more likely to occur in stroke patients with NGT than in those with PEG; however, the enteral feeding method did not affect ADL improvement. These results provide a basis for determining the appropriate enteral feeding method for stroke patients who cannot take adequate nutrition orally during convalescence/rehabilitation.