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1.
Artigo em Inglês | MEDLINE | ID: mdl-38912790

RESUMO

CONTEXT: Predicting the progression of chronic kidney disease (CKD) to end-stage kidney disease (ESKD) is crucial for improving patient outcomes. OBJECTIVE: To reveal the highly predictive activity of serum bilirubin levels for the progression of CKD to ESKD, and to develop and validate a novel ESKD prediction model incorporating serum bilirubin levels. METHODS: We assessed the relative importance of 20 candidate predictors for ESKD, including serum bilirubin levels, in a CKD cohort (15< eGFR <60 mL/min/1.73 m2), and subsequently developed a prediction model using the selected variables. The development cohort comprised 4,103 individuals with CKD who underwent follow-up at Kyushu University Hospital, Japan, from 2008 to 2018. The primary outcome was incident ESKD, defined as an eGFR <15 mL/min/1.73 m2, chronic dialysis, or renal transplantation. RESULTS: The mean follow-up time was 7.0 ± 4.2 years, during which 489 individuals (11.9%) progressed to ESKD. The Cox proportional hazard model selected eGFR, serum bilirubin, proteinuria, age, diabetes, gender, hypertension, serum albumin, and hemoglobin in order of their importance. The predictive performance of the model was optimized by incorporating these 9 variables in discrimination evaluated by time-dependent area under the curve (AUC). This model also demonstrated excellent calibration. Additionally, this model exhibited excellent predictive performance in both discrimination (2-year AUC: 0.943, 5-year AUC: 0.935) and calibration in a validation cohort (n=2,799). CONCLUSION: Serum bilirubin levels were strong predictors for the progression of CKD to ESKD. Our novel model that incorporates serum bilirubin levels could accurately predict ESKD in individuals with CKD.

2.
Pediatr Int ; 65(1): e15604, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37551666

RESUMO

BACKGROUND: We recently reported on a late preterm infant born at 36 weeks' gestation with serious arrhythmia due to hyperkalemia associated with long-term maternal ritodrine administration. It is unknown whether ritodrine alone increases the risk of neonatal hyperkalemia in infants born at 34-36 weeks' gestation. METHODS: This single-center, retrospective, cohort study enrolled late preterm infants (34-36 gestational weeks) born between 2004 and 2018. Cases with maternal magnesium sulfate use were not sufficient for statistical analysis and so were excluded from the study. Risk factors for the occurrence of hyperkalemia were determined based on clinical relevance and previous reports. RESULTS: In all, 212 late preterm infants with maternal ritodrine use and 400 infants without tocolysis were included in the study. Neonatal hyperkalemia occurred in 5.7% (12/212) in the ritodrine group and 1.8% (7/400) in the control group. The risk of neonatal hyperkalemia was significantly increased by maternal ritodrine administration with a crude odds ratio (OR) of 3.37 (95% confidence interval [CI]: 1.30-8.69; p < 0.01) and an adjusted OR of 3.71 (95% CI: 1.41-9.74; p < 0.01) on multivariable analysis. Long-term tocolysis (≥28 days) with ritodrine increased the risk of neonatal hyperkalemia with 9.3% (11/118) of infants developing hyperkalemia (adjusted OR 4.86; 95% CI: 1.59-14.83; p < 0.01). Neonatal hyperkalemia was not found within 2 weeks of ritodrine administration. CONCLUSION: This research suggests that late preterm infants born after long-term ritodrine administration are at risk of neonatal hyperkalemia and require special attention.


Assuntos
Hiperpotassemia , Trabalho de Parto Prematuro , Ritodrina , Gravidez , Lactente , Feminino , Recém-Nascido , Humanos , Ritodrina/efeitos adversos , Trabalho de Parto Prematuro/induzido quimicamente , Estudos Retrospectivos , Estudos de Coortes , Hiperpotassemia/induzido quimicamente , Hiperpotassemia/epidemiologia , Recém-Nascido Prematuro
3.
JMIR Form Res ; 6(5): e35991, 2022 May 10.
Artigo em Inglês | MEDLINE | ID: mdl-35536638

RESUMO

BACKGROUND: An accurate evaluation of the nutritional status of malnourished hospitalized patients at a higher risk of complications, such as frailty or disability, is crucial. Visual methods of estimating food intake are popular for evaluating the nutritional status in clinical environments. However, from the perspective of accurate measurement, such methods are unreliable. OBJECTIVE: The accuracy of estimating leftover liquid food in hospitals using an artificial intelligence (AI)-based model was compared to that of visual estimation. METHODS: The accuracy of the AI-based model (AI estimation) was compared to that of the visual estimation method for thin rice gruel as staple food and fermented milk and peach juice as side dishes. A total of 576 images of liquid food (432 images of thin rice gruel, 72 of fermented milk, and 72 of peach juice) were used. The mean absolute error, root mean squared error, and coefficient of determination (R2) were used as metrics for determining the accuracy of the evaluation process. Welch t test and the confusion matrix were used to examine the difference of mean absolute error between AI and visual estimation. RESULTS: The mean absolute errors obtained through the AI estimation approach were 0.63 for fermented milk, 0.25 for peach juice, and 0.85 for the total. These were significantly smaller than those obtained using the visual estimation approach, which were 1.40 (P<.001) for fermented milk, 0.90 (P<.001) for peach juice, and 1.03 (P=.009) for the total. By contrast, the mean absolute error for thin rice gruel obtained using the AI estimation method (0.99) did not differ significantly from that obtained using visual estimation (0.99). The confusion matrix for thin rice gruel showed variation in the distribution of errors, indicating that the errors in the AI estimation were biased toward the case of many leftovers. The mean squared error for all liquid foods tended to be smaller for the AI estimation than for the visual estimation. Additionally, the coefficient of determination (R2) for fermented milk and peach juice tended to be larger for the AI estimation than for the visual estimation, and the R2 value for the total was equal in terms of accuracy between the AI and visual estimations. CONCLUSIONS: The AI estimation approach achieved a smaller mean absolute error and root mean squared error and a larger coefficient of determination (R2) than the visual estimation approach for the side dishes. Additionally, the AI estimation approach achieved a smaller mean absolute error and root mean squared error compared to the visual estimation method, and the coefficient of determination (R2) was similar to that of the visual estimation method for the total. AI estimation measures liquid food intake in hospitals more precisely than visual estimation, but its accuracy in estimating staple food leftovers requires improvement.

4.
Comput Methods Programs Biomed ; 214: 106583, 2022 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-34959156

RESUMO

BACKGROUND AND OBJECTIVE: Real-world evidence is defined as clinical evidence regarding the use and potential benefits or risks of a medical product derived from real-world data analyses. Standardization and structuring of data are necessary to analyze medical real-world data collected from different medical institutions. An electronic message and repository have been developed to link electronic medical records in this research project, which has simplified the data integration. Therefore, this paper proposes an analysis method and learning health systems to determine the priority of clinical intervention by clustering and visualizing time-series and prioritizing patient outcomes and status during hospitalization. METHODS: Common data items for reimbursement (Diagnosis Procedure Combination [DPC]) and clinical pathway data were examined in this project at each participating institution that runs the verification test. Long-term hospitalization data were analyzed using the data stored in the cloud platform of the institutions' repositories using multiple machine learning methods for classification, visualization, and interpretation. RESULTS: The ePath platform contributed to integrate the standardized data from multiple institutions. The distribution of DPC items or variances could be confirmed by clustering, temporal tendency through the directed graph, and extracting variables that contributed to the prediction and evaluation of SHapley Additive Explanation effects. Constipation was determined to be the risk factor most strongly related to long-term hospitalization. Drainage management was identified as a factor that can improve long-term hospitalization. These analyses effectively extracted patient status to provide feedback to the learning health system. CONCLUSIONS: We successfully generated evidence of medical processes by gathering patient status, medical purposes, and patient outcomes with high data quality from multiple institutions, which were difficult with conventional electronic medical records. Regarding the significant analysis results, the learning health system will be used on this project to provide feedback to each institution, operate it for a certain period, and analyze and re-evaluate it.


Assuntos
Registros Eletrônicos de Saúde , Aprendizado de Máquina , Hospitalização , Humanos , Período Pós-Operatório , Fatores de Risco
5.
Learn Health Syst ; 5(2): e10223, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-33889732

RESUMO

INTRODUCTION: Patients with stroke often experience pneumonia during the acute stage after stroke onset. Oral care may be effective in reducing the risk of stroke-associated pneumonia (SAP). We aimed to determine the changes in oral care, as well as the incidence of SAP, in patients with intracerebral hemorrhage, following implementation of a learning health system in our hospital. METHODS: We retrospectively analyzed the data of 1716 patients with intracerebral hemorrhage who were hospitalized at a single stroke center in Japan between January 2012 and December 2018. Data were stratified on the basis of three periods of evolving oral care: period A, during which conventional, empirically driven oral care was provided (n = 725); period B, during which standardized oral care was introduced, with SAP prophylaxis based on known risk factors (n = 469); and period C, during which oral care was risk-appropriate based on learning health system data (n = 522). Logistic regression analysis was performed to evaluate associations between each of the three treatment approaches and the risk of SAP. RESULTS: Among the included patients, the mean age was 71.3 ± 13.6 years; 52.6% of patients were men. During the course of each period, the frequency of oral care within 24 hours of admission increased (P < .001), as did the adherence rate to oral care ≥3 times per day (P < .001). After adjustment for confounding factors, a change in the risk of SAP was not observed in period B; however, the risk significantly decreased in period C (odds ratio 0.61; 95% confidence interval 0.43-0.87) compared with period A. These associations were maintained for SAP diagnosed using strict clinical criteria or after exclusion of 174 patients who underwent neurosurgical treatment. CONCLUSIONS: Risk-appropriate care informed by the use of learning health system data could improve care and potentially reduce the risk of SAP in patients with intracerebral hemorrhage in the acute stage.

6.
J Med Invest ; 67(1.2): 27-29, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32378614

RESUMO

With progress in information and communication technology, medical information has been converted to digital formats and stored and managed using computer systems. The construction, management, and operation of medical information systems and regional medical liaison systems are the main components of the clinical tasks of medical informatics departments. Research using medical information accumulated in these systems is also a task for medical informatics department. Recently, medical real-world data (RWD) accumulated in medical information systems has become a focus not only for primary use but also for secondary uses of medical information. However, there are many problems, such as standardization, collection, cleaning, and analysis of them. The internet of things and artificial intelligence are also being applied in the collection and analysis of RWD and in resolving the above problems. Using these new technologies, progress in medical care and clinical research is about to enter a new era. J. Med. Invest. 67 : 27-29, February, 2020.


Assuntos
Informática Médica/métodos , Inteligência Artificial , Humanos , Internet
7.
J Orthop Surg (Hong Kong) ; 27(3): 2309499019866965, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31466509

RESUMO

PURPOSE: Fragility hip fractures (FHFs) are associated with a high risk of mortality, but the relative contribution of various factors remains controversial. This study aimed to evaluate predictive factors of mortality at 1 year after discharge in Japan. METHODS: A total of 497 patients aged 60 years or older who sustained FHFs during follow-up were included in this study. Expected variables were finally assessed using multivariable Cox proportional hazards models. RESULTS: The 1-year mortality rate was 9.1% (95% confidence interval: 6.8-12.0%, n = 45). Log-rank test revealed that previous fractures (p = 0.003), Barthel index (BI) at discharge (p = 0.011), and place-to-discharge (p = 0.004) were significantly associated with mortality for male patients. Meanwhile, body mass index (BMI; p = 0.023), total Charlson comorbidity index (TCCI; p = 0.005), smoking (p = 0.007), length of hospital stay (LOS; p = 0.009), and BI (p = 0.004) were the counterparts for females. By multivariate analyses, previous vertebral fractures (hazard ratio (HR) 3.33; p = 0.044), and BI <30 (HR 5.42, p = 0.013) were the predictive variables of mortality for male patients. BMI <18.5 kg/m2 (HR 2.70, p = 0.023), TCCI ≥5 (HR 2.61, p = 0.032), smoking history (HR 3.59, p = 0.018), LOS <14 days (HR 13.9; p = 0.007), and BI <30 (HR 2.76; p = 0.049) were the counterparts for females. CONCLUSIONS: Previous vertebral fractures and BI <30 were the predictive variables of mortality for male patients, and BMI <18.5 kg/m2, TCCI ≥5, smoking history, LOS <14 days, and BI <30 were those for females. Decreased BI is one of the independent and preventable risk factors. A comprehensive therapeutic approach should be considered to prevent deterioration of activities of daily living and a higher risk of mortality.


Assuntos
Atividades Cotidianas , Fragilidade/mortalidade , Fraturas do Quadril/mortalidade , Alta do Paciente/estatística & dados numéricos , Idoso de 80 Anos ou mais , Comorbidade , Feminino , Seguimentos , Fraturas do Quadril/fisiopatologia , Humanos , Japão/epidemiologia , Tempo de Internação/tendências , Masculino , Prognóstico , Estudos Retrospectivos , Fatores de Risco , Taxa de Sobrevida/tendências , Fatores de Tempo
8.
Stud Health Technol Inform ; 264: 1498-1499, 2019 Aug 21.
Artigo em Inglês | MEDLINE | ID: mdl-31438200

RESUMO

We aimed to develop rhabdomyolysis (RB) phenotyping algorithms using machine learning techniques and to create subphenotyping algorithms to identify RB patients who lack RB diagnosis. Two pattern algorithms, one with a focus on improving predictive value and one focused on improving sensitivity, were finally created and had a high area under the curve value of 0.846. Although we were unable to create subphenotyping algorithms, an attempt to detect unknown RB patients is important for epidemiological studies.


Assuntos
Registros Eletrônicos de Saúde , Rabdomiólise , Algoritmos , Bases de Dados Factuais , Humanos , Aprendizado de Máquina
9.
Pediatr Neonatol ; 60(5): 496-503, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31302038

RESUMO

BACKGROUND: To investigate the hematological features of infants with bronchopulmonary dysplasia (BPD) and their relationships with clinical severity. METHODS: This prospective observational study enrolled 73 BPD patients from a total of 331 infants with a birth weight of <1500 g from 2005 to 2013. The clinical severity of BPD was defined by the duration of oxygen supplementation and positive pressure ventilation (PPV) in line with the diagnostic criteria of BPD. The hematological status and cytokine levels were surveyed from blood samples at birth and at 2 and 4 weeks of life. RESULTS: Thirty-four (46.6%) cases were classified as "moderate-to-severe" BPD. Small-for-gestational-age (SGA) was associated with the severity of BPD (OR: 5.05; 95% CI: 1.45 to 17.2). The CRP level at 2 weeks (partial regression coefficient [rc]: 21.8; 4.01 to 39.7) and the neutrophil count at 4 weeks (0.005; 0.001 to 0.007) were positively correlated with the oxygenation period. The PPV period was found to be correlated with the CRP level at 2 weeks (27.2; 14.9 to 39.5), and the neutrophil count (0.003; 0.001 to 0.004) at 4 weeks. CONCLUSION: The aggravation of BPD was associated with both SGA at birth and inflammation during neonatal period.


Assuntos
Displasia Broncopulmonar/etiologia , Retardo do Crescimento Fetal , Inflamação/complicações , Displasia Broncopulmonar/terapia , Proteína C-Reativa/análise , Feminino , Humanos , Lactente , Recém-Nascido , Recém-Nascido Pequeno para a Idade Gestacional , Masculino , Respiração com Pressão Positiva , Estudos Prospectivos
10.
J Bone Miner Metab ; 36(5): 596-604, 2018 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-29027045

RESUMO

Osteoporosis has become a worldwide public health problem, in part due to the fact that it increases the risk of fragility hip fractures (FHFs). The epidemiological assessment of FHFs is critical for their prevention; however, datasets for FHFs in Japan remain scarce. This was a multicenter, prospective, observational study in the northern district of Kyushu Island. Inclusion criteria were age > 60 years with a diagnosis of FHF and acquisition of clinical data by an electronic data capture system. Of 1294 registered patients, 1146 enrolled in the study. Nearly one third of patients (31.8%) had a history of previous fragility fractures. The percentage of patients receiving osteoporosis treatment on admission was 21.5%. Almost all patients underwent surgical treatment (99.1%), though fewer than 30% had surgery within 48 h after hospitalization. Bone mineral density (BMD) was evaluated during hospitalization in only 50.4% of patients. The rate of osteoporosis treatment increased from 21.5% on admission to 39.3% during hospitalization. The main reasons that prescribers did not administer osteoporosis treatment during hospitalization were forgetfulness (28.4%) and clinical judgment (13.6%). Age and female ratio were significantly higher in patients with previous FHFs than in those without. There was a significant difference in the rate of osteoporosis treatment or L-spine BMD values in patients with or without previous FHFs on admission. In conclusion, this study confirmed that the evaluation and treatment of osteoporosis and FHFs is still suboptimal in Japan, even in urban districts.


Assuntos
Registros Eletrônicos de Saúde , Fraturas do Quadril/epidemiologia , Osteoporose/epidemiologia , Sistema de Registros , Idoso de 80 Anos ou mais , Densidade Óssea , Feminino , Fraturas do Quadril/fisiopatologia , Hospitalização , Humanos , Japão/epidemiologia , Masculino , Osteoporose/tratamento farmacológico , Osteoporose/fisiopatologia , Estudos Prospectivos
11.
Geriatr Gerontol Int ; 17(5): 708-713, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-27255203

RESUMO

AIM: Atrial fibrillation (AF)-related cardioembolic stroke is a serious problem in the aging society. The present study examined the clinical characteristics and outcomes of AF-related cardioembolic stroke in patients aged ≥80 years. METHODS: Between September 2011 and April 2014, consecutive patients with ischemic stroke and AF were retrospectively extracted from the multicenter database. Clinical characteristics were compared between patients aged ≥80 years and <80 years. Multivariate cox proportional hazard models were used to estimate hazard ratios and 95% confidential intervals on 90-day mortality for age of ≥80 years. RESULTS: A total of 253 patients aged ≥80 years (87 men, 86.4 ± 5.0 years) and 196 patients aged <80 years (134 men, 70.4 ± 7.1 years) were included. Patients aged ≥80 years were more frequently female, and more likely to have higher premorbid modified Rankin Scale score (mRS), lower body mass index, previous history of stroke, prior antiplatelet therapy, congestive heart failure, and persistent AF. Patients aged ≥80 years had higher initial National Institutes of Health Stroke Scale score and were more likely to have occlusion of the cervicocephalic arteries, but less likely to receive thrombolysis. Patients aged ≥80 years had a higher mRS and mortality after 3 months. Age of ≥80 years was a significant predictor of 90-day mortality after adjustment for sex (hazard ratio 2.20, 95% confidential interval 1.25-4.09), but was no longer significant after further adjustment for other clinical characteristics and stroke severity. CONCLUSIONS: In AF-related cardioembolic stroke, patients aged ≥80 years had different clinical characteristics and poorer outcome compared with patients aged <80 years. Geriatr Gerontol Int 2017; 17: 708-713.


Assuntos
Fibrilação Atrial/complicações , Procedimentos Endovasculares/métodos , Avaliação Geriátrica/métodos , Embolia Intracraniana/complicações , Acidente Vascular Cerebral/etiologia , Terapia Trombolítica/métodos , Ativador de Plasminogênio Tecidual/administração & dosagem , Idoso de 80 Anos ou mais , Fibrilação Atrial/diagnóstico , Artérias Cerebrais/diagnóstico por imagem , Eletrocardiografia Ambulatorial , Feminino , Fibrinolíticos/administração & dosagem , Seguimentos , Humanos , Incidência , Infusões Intravenosas , Embolia Intracraniana/tratamento farmacológico , Embolia Intracraniana/epidemiologia , Japão/epidemiologia , Angiografia por Ressonância Magnética , Masculino , Prognóstico , Estudos Prospectivos , Proteínas Recombinantes/administração & dosagem , Fatores de Risco , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/epidemiologia , Acidente Vascular Cerebral/terapia , Taxa de Sobrevida/tendências , Taquicardia Paroxística/complicações , Taquicardia Paroxística/diagnóstico , Taquicardia Paroxística/terapia , Fatores de Tempo
12.
Neonatology ; 111(1): 68-75, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-27547966

RESUMO

BACKGROUND: The substantial risk of iron overload is not routinely monitored in most of the neonatal intensive care units (NICUs) in Japan; however, blood transfusion is an essential strategy for successfully treating preterm low-birth-weight infants. OBJECTIVE: The aim of this study was to investigate the iron status and clinical features of infants with a birth weight of <1,500 g, i.e. very-low-birth-weight infants (VLBWIs). METHODS: This prospective observational study enrolled 176 (82.6%) patients from a total of 213 VLBWIs admitted to our NICU from 2009 to 2014. Clinical information was collected including maternal records and infant morbidity and treatment. Management strategies including enteral iron supplementation, erythropoietin administration and blood transfusion were allowed according to the consensus in Japan. The hematological status was surveyed from birth to 12 postnatal weeks of age. The iron status was determined according to serum iron, unbound iron-binding capacity and serum ferritin. The definition of hyperferritinemia was set as a value of ≥500 ng/ml. RESULTS: Twenty-four (13.6%) infants displayed hyperferritinemia. A multiple logistic analysis selected 3 associated factors of hyperferritinemia: surgical ligation for patent ductus arteriosus, sepsis and moderate or severe states of bronchopulmonary dysplasia. We also verified that the value of ferritin was significantly correlated with those of aspartate transaminase, creatine kinase and C-reactive protein according to a multilinear regression analysis. After excluding the ferritin data of these outliers, we did not observe any factors associated with hyperferritinemia. CONCLUSIONS: Hyperferritinemia might be associated with oxygen radical diseases and susceptibility to infection.


Assuntos
Displasia Broncopulmonar/epidemiologia , Permeabilidade do Canal Arterial/epidemiologia , Eritropoetina/uso terapêutico , Ferritinas/sangue , Distúrbios do Metabolismo do Ferro/epidemiologia , Sobrecarga de Ferro/epidemiologia , Sepse/epidemiologia , Peso ao Nascer , Proteína C-Reativa/análise , Feminino , Idade Gestacional , Humanos , Recém-Nascido , Recém-Nascido de muito Baixo Peso/sangue , Unidades de Terapia Intensiva Neonatal , Distúrbios do Metabolismo do Ferro/sangue , Japão , Modelos Logísticos , Masculino , Análise Multivariada , Estudos Prospectivos
13.
Eur Neurol ; 76(3-4): 105-111, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27508927

RESUMO

BACKGROUND: We aimed to determine the predictive factors for excellent or extremely poor functional outcome in patients with first-ever atrial fibrillation (AF)-related cardioembolic stroke. METHODS: Retrospective observational study from a database. Patients with AF-related cardioembolic stroke with a premorbid modified Rankin Scale (mRS) score of 0 or 1 and without a previous history of stroke were included. RESULTS: Factors associated with excellent functional outcome (mRS scores of 0 or 1; n = 77; 30.4% of patients) included age >78 years (OR 0.31, 95% CI 0.15-0.61), male sex (OR 2.16, 95% CI 1.04-4.60), absence of hypertension (OR 0.46, 95% CI 0.22-0.94) and initial National Institutes of Health Stroke Scale (NIHSS) score of >9 (OR 0.08, 95% CI 0.03-0.16). Factors associated with extremely poor functional outcome (mRS scores of 5 or 6; n = 63; 24.9%) included age >78 years (OR 3.30, 95% CI 1.54-7.39), initial NIHSS score of >9 (OR 12.38, 95% CI 5.40-32.56), congestive heart failure (OR 4.82, 95% CI 2.00-12.19) and ischemic heart disease (OR 4.02, 95% CI 1.18-14.69). CONCLUSIONS: Predictive factors exist to delineate excellent and extremely poor functional outcomes after a first-time stroke associated with AF.


Assuntos
Atividades Cotidianas/classificação , Fibrilação Atrial/complicações , Fibrilação Atrial/terapia , Avaliação da Deficiência , Embolia Intracraniana/diagnóstico , Embolia Intracraniana/etiologia , Ataque Isquêmico Transitório/diagnóstico , Ataque Isquêmico Transitório/etiologia , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/etiologia , Idoso , Idoso de 80 Anos ou mais , Diagnóstico por Imagem , Feminino , Humanos , Hipertensão/complicações , Embolia Intracraniana/classificação , Embolia Intracraniana/terapia , Ataque Isquêmico Transitório/classificação , Ataque Isquêmico Transitório/terapia , Masculino , Pessoa de Meia-Idade , Exame Neurológico , Avaliação de Resultados em Cuidados de Saúde , Prognóstico , Estudos Prospectivos , Estudos Retrospectivos , Fatores de Risco , Acidente Vascular Cerebral/classificação , Acidente Vascular Cerebral/complicações , Acidente Vascular Cerebral/terapia
14.
BMC Neurol ; 15: 184, 2015 Oct 07.
Artigo em Inglês | MEDLINE | ID: mdl-26445963

RESUMO

BACKGROUND: Pure dysarthria (PD) and dysarthria-facial paresis syndrome (DFP) mainly result from lenticulostriate artery territory infarction. PD and DFP are rare clinical entities, often grouped without distinction. The purpose of this study was to examine clinical and radiographic differences between PD and DFP due to unilateral internal capsule and/or corona radiata infarction. METHODS: Using a database that included consecutive patients with ischemic stroke admitted to the neurological stroke units of three hospitals within 7 days from onset between September 2011 and April 2014, we retrospectively extracted first-ever stroke patient data, who presented with PD or DFP with a single ischemic lesion localized in the internal capsule and/or corona radiata. Patients with weakness, ataxia, sensory deficit, or cortical symptoms were excluded. Ischemic lesion volume was calculated by the ABC/2 method on diffusion-weighted imaging (DWI). DWI images were normalized and superimposed to the template for PD and DFP. We compared patients' characteristics between PD and DFP. RESULTS: A total of 2126 patients, including 65 patients (3.1%) with PD or DFP, were registered. Of these, 13 PD patients and 18 patients with DFP due to unilateral internal capsule and/or corona radiata infarction were included for analysis. Compared with DFP patients, PD patients had longer onset-to-door time (median 37.5 vs. 10.8 h, p = 0.031), shorter vertical length (C component) of ischemic lesions (median 12.0 vs. 18.8 mm, p = 0.007), and smaller ischemic lesion volume (median 285 vs. 828 mm(3), p = 0.023). Ischemic lesions causing PD were located more frequently in the left hemisphere than DFP (92% vs. 56%, p = 0.045). The superimposed lesion pattern indicated that DFP had lesions more medial and involving posterior portions of the putamen and the caudate body, as well as more of the genu and posterior limb of the internal capsule, than PD. Ninety days after onset, symptoms disappeared in 21 (72%) out of 29 patients. CONCLUSIONS: In cerebral infarction limited to the internal capsule and/or corona radiata, PD is derived from smaller and left-sided lesions with delay in diagnosis compared with DFP. The clinical course of those with PD and DFP might be benign.


Assuntos
Infarto Encefálico/diagnóstico , Disartria/etiologia , Paralisia Facial/etiologia , Cápsula Interna/irrigação sanguínea , Idoso , Infarto Encefálico/epidemiologia , Imagem de Difusão por Ressonância Magnética , Disartria/epidemiologia , Paralisia Facial/epidemiologia , Feminino , Humanos , Japão/epidemiologia , Masculino , Estudos Retrospectivos , Síndrome
15.
Stud Health Technol Inform ; 216: 1073, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26262372

RESUMO

Recently, machine-learning techniques have spread many fields. However, machine-learning is still not popular in medical research field due to difficulty of interpreting. In this paper, we introduce a method of interpreting medical information using machine learning technique. The method gave new explanation of partial dependence plot and individual conditional expectation plot from medical research field.


Assuntos
Interpretação Estatística de Dados , Sistemas de Apoio a Decisões Clínicas/organização & administração , Registros Eletrônicos de Saúde/classificação , Registros Eletrônicos de Saúde/estatística & dados numéricos , Aprendizado de Máquina , Avaliação de Resultados em Cuidados de Saúde/métodos , Algoritmos , Mineração de Dados , Modificador do Efeito Epidemiológico , Humanos , Funções Verossimilhança , Processamento de Linguagem Natural
16.
Stud Health Technol Inform ; 216: 1077, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26262376

RESUMO

Recently the clinical pathway has progressed with digitalization and the analysis of activity. There are many previous studies on the clinical pathway but not many feed directly into medical practice. We constructed a mind map system that applies the spanning tree. This system can visualize temporal relations in outcome variances, and indicate outcomes that affect long-term hospitalization.


Assuntos
Artroplastia de Quadril/estatística & dados numéricos , Cronologia como Assunto , Procedimentos Clínicos/estatística & dados numéricos , Mineração de Dados/métodos , Registros Eletrônicos de Saúde/estatística & dados numéricos , Hospitalização/estatística & dados numéricos , Procedimentos Clínicos/classificação , Registros Eletrônicos de Saúde/classificação , Japão , Avaliação de Resultados em Cuidados de Saúde , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Fluxo de Trabalho
17.
J Stroke Cerebrovasc Dis ; 24(7): 1629-35, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25906940

RESUMO

BACKGROUND: We examined the association between pre-admission risk scores and severity on admission and functional outcome in acute ischemic stroke with atrial fibrillation (AF). METHODS: Between September 2011 and April 2014, we retrospectively extracted consecutive ischemic stroke patients with AF whose pre-admission modified Rankin Scale (mRS) score was 2 or less from our prospective database. Pre-admission CHADS2, CHA2DS2-VASc, and R2CHADS2 scores were calculated in each patient, and their association with the National Institutes of Health Stroke Scale (NIHSS) score on admission or unfavorable outcome (mRS ≥ 3 at 3 months from the onset) was assessed. RESULTS: A total of 344 patients (189 were men; age, 77.7 ± 10.0 years) were included in the analysis. The median pre-admission CHADS2, CHA2DS2-VASc, and R2CHADS2 scores were 2, 4, and 4, respectively. NIHSS score on admission was positively correlated with pre-admission CHADS2 (ρ = .116, P = .031), CHA2DS2-VASc (ρ = .166, P = .020), and R2CHADS2 scores (ρ = .106, P = .049). Receiver operating characteristic (ROC) curve analysis revealed that pre-admission CHADS2 score of 2 or more (sensitivity, 80%; specificity, 45%; area under the ROC curve [AUC], .654), CHA2DS2-VASc score of 3 or more (sensitivity, 86%; specificity, 44%; AUC, .683), and R2CHADS2 score of 4 or more (sensitivity, 61%; specificity, 62%; AUC, .657) were associated with unfavorable outcome. The pre-admission CHA2DS2-VASc score was better than the pre-admission CHADS2 score in estimating unfavorable outcome (P = .017). In multivariate analysis, cutoffs of these scores, female sex, higher NIHSS score, and internal carotid artery occlusion were associated with unfavorable outcome. CONCLUSIONS: Pre-admission CHADS2, CHA2DS2-VASc, and R2CHADS2 scores were associated with onset severity and functional outcome in acute ischemic stroke with AF.


Assuntos
Fibrilação Atrial/complicações , Isquemia Encefálica/etiologia , Técnicas de Apoio para a Decisão , Admissão do Paciente , Acidente Vascular Cerebral/etiologia , Idoso , Idoso de 80 Anos ou mais , Área Sob a Curva , Fibrilação Atrial/diagnóstico , Isquemia Encefálica/diagnóstico , Isquemia Encefálica/fisiopatologia , Estenose das Carótidas/complicações , Estenose das Carótidas/diagnóstico , Bases de Dados Factuais , Feminino , Humanos , Japão , Modelos Logísticos , Masculino , Análise Multivariada , Valor Preditivo dos Testes , Prognóstico , Curva ROC , Recuperação de Função Fisiológica , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Índice de Gravidade de Doença , Fatores Sexuais , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/fisiopatologia
18.
PLoS Med ; 10(2): e1001394, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23431275

RESUMO

BACKGROUND: No studies have evaluated whether administering intravenous lactated Ringer's (LR) solution to patients with out-of-hospital cardiac arrest (OHCA) improves their outcomes, to our knowledge. Therefore, we examined the association between prehospital use of LR solution and patients' return of spontaneous circulation (ROSC), 1-month survival, and neurological or physical outcomes at 1 month after the event. METHODS AND FINDINGS: We conducted a prospective, non-randomized, observational study using national data of all patients with OHCA from 2005 through 2009 in Japan. We performed a propensity analysis and examined the association between prehospital use of LR solution and short- and long-term survival. The study patients were ≥18 years of age, had an OHCA before arrival of EMS personnel, were treated by EMS personnel, and were then transported to hospitals. A total of 531,854 patients with OHCA met the inclusion criteria. Among propensity-matched patients, compared with those who did not receive pre-hospital intravenous fluids, prehospital use of LR solution was associated with an increased likelihood of ROSC before hospital arrival (odds ratio [OR] adjusted for all covariates [95% CI] = 1.239 [1.146-1.339] [p<0.001], but with a reduced likelihood of 1-month survival with minimal neurological or physical impairment (cerebral performance category 1 or 2, OR adjusted for all covariates [95% CI] = 0.764 [0.589-0.992] [p = 0.04]; and overall performance category 1 or 2, OR adjusted for all covariates [95% CI] = 0.746 [0.573-0.971] [p = 0.03]). There was no association between prehospital use of LR solution and 1-month survival (OR adjusted for all covariates [95% CI] = 0.960 [0.854-1.078]). CONCLUSION: In Japanese patients experiencing OHCA, the prehospital use of LR solution was independently associated with a decreased likelihood of a good functional outcome 1 month after the event, but with an increased likelihood of ROSC before hospital arrival. Prehospital use of LR solution was not associated with 1-month survival. Further study is necessary to verify these findings. Please see later in the article for the Editors' Summary.


Assuntos
Serviços Médicos de Emergência/métodos , Hidratação , Soluções Isotônicas/administração & dosagem , Parada Cardíaca Extra-Hospitalar/terapia , Idoso , Idoso de 80 Anos ou mais , Estudos de Casos e Controles , Distribuição de Qui-Quadrado , Feminino , Hidratação/efeitos adversos , Hidratação/mortalidade , Humanos , Infusões Intravenosas , Soluções Isotônicas/efeitos adversos , Japão , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Razão de Chances , Parada Cardíaca Extra-Hospitalar/diagnóstico , Parada Cardíaca Extra-Hospitalar/mortalidade , Pontuação de Propensão , Estudos Prospectivos , Sistema de Registros , Lactato de Ringer , Medição de Risco , Fatores de Risco , Análise de Sobrevida , Fatores de Tempo , Resultado do Tratamento
19.
JAMA ; 307(11): 1161-8, 2012 Mar 21.
Artigo em Inglês | MEDLINE | ID: mdl-22436956

RESUMO

CONTEXT: Epinephrine is widely used in cardiopulmonary resuscitation for out-of-hospital cardiac arrest (OHCA). However, the effectiveness of epinephrine use before hospital arrival has not been established. OBJECTIVE: To evaluate the association between epinephrine use before hospital arrival and short- and long-term mortality in patients with cardiac arrest. DESIGN, SETTING, AND PARTICIPANTS: Prospective, nonrandomized, observational propensity analysis of data from 417 188 OHCAs occurring in 2005-2008 in Japan in which patients aged 18 years or older had an OHCA before arrival of emergency medical service (EMS) personnel, were treated by EMS personnel, and were transported to the hospital. MAIN OUTCOME MEASURES: Return of spontaneous circulation before hospital arrival, survival at 1 month after cardiac arrest, survival with good or moderate cerebral performance (Cerebral Performance Category [CPC] 1 or 2), and survival with no, mild, or moderate neurological disability (Overall Performance Category [OPC] 1 or 2). RESULTS: Return of spontaneous circulation before hospital arrival was observed in 2786 of 15,030 patients (18.5%) in the epinephrine group and 23,042 of 402,158 patients (5.7%) in the no-epinephrine group (P < .001); it was observed in 2446 (18.3%) and 1400 (10.5%) of 13,401 propensity-matched patients, respectively (P < .001). In the total sample, the numbers of patients with 1-month survival and survival with CPC 1 or 2 and OPC 1 or 2, respectively, were 805 (5.4%), 205 (1.4%), and 211 (1.4%) with epinephrine and 18,906 (4.7%), 8903 (2.2%), and 8831 (2.2%) without epinephrine (all P <.001). Corresponding numbers in propensity-matched patients were 687 (5.1%), 173 (1.3%), and 178 (1.3%) with epinephrine and 944 (7.0%), 413 (3.1%), and 410 (3.1%) without epinephrine (all P <.001). In all patients, a positive association was observed between prehospital epinephrine and return of spontaneous circulation before hospital arrival (adjusted odds ratio [OR], 2.36; 95% CI, 2.22-2.50; P < .001). In propensity-matched patients, a positive association was also observed (adjusted OR, 2.51; 95% CI, 2.24-2.80; P < .001). In contrast, among all patients, negative associations were observed between prehospital epinephrine and long-term outcome measures (adjusted ORs: 1-month survival, 0.46 [95% CI, 0.42-0.51]; CPC 1-2, 0.31 [95% CI, 0.26-0.36]; and OPC 1-2, 0.32 [95% CI, 0.27-0.38]; all P < .001). Similar negative associations were observed among propensity-matched patients (adjusted ORs: 1-month survival, 0.54 [95% CI, 0.43-0.68]; CPC 1-2, 0.21 [95% CI, 0.10-0.44]; and OPC 1-2, 0.23 [95% CI, 0.11-0.45]; all P < .001). CONCLUSION: Among patients with OHCA in Japan, use of prehospital epinephrine was significantly associated with increased chance of return of spontaneous circulation before hospital arrival but decreased chance of survival and good functional outcomes 1 month after the event.


Assuntos
Agonistas Adrenérgicos beta/efeitos adversos , Epinefrina/efeitos adversos , Parada Cardíaca Extra-Hospitalar/tratamento farmacológico , Parada Cardíaca Extra-Hospitalar/mortalidade , Agonistas Adrenérgicos beta/uso terapêutico , Idoso , Idoso de 80 Anos ou mais , Circulação Sanguínea , Reanimação Cardiopulmonar , Serviços Médicos de Emergência , Epinefrina/uso terapêutico , Feminino , Humanos , Infusões Intravenosas , Japão/epidemiologia , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Sistema de Registros/estatística & dados numéricos , Análise de Sobrevida
20.
Surg Today ; 41(6): 787-90, 2011 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-21626323

RESUMO

PURPOSE: To evaluate the efficacy of the current clinical pathway for pulmonary resections. METHODS: This study examined variances from expected clinical pathway outcomes for pulmonary resections performed between 2005 and 2009. Data on a total of 383 patients were retrospectively analyzed. RESULTS: The median length of hospital stay (LOS) using the clinical pathway was 12 days (range: 1-188 days); the mean LOS was 15.5 days. The cost per day with use of the clinical pathway was 102 726 yen. Poor control of pain from intercostal neuralgia was the most frequently observed variance from expected outcomes. It affected 119 of 168 electronic clinical pathway patients (70.8%). The clinical pathway was terminated in 3.9% of patients (15/383) due to serious or life-threatening complications. CONCLUSIONS: This study showed the single institutional experience of the clinical pathway for pulmonary resections. These findings indicate a need to revise certain aspects of the pathway, based on data from our analysis of variances.


Assuntos
Procedimentos Clínicos/normas , Pneumopatias/cirurgia , Pneumonectomia/normas , Qualidade da Assistência à Saúde , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Análise de Variância , Criança , Feminino , Custos Hospitalares , Humanos , Tempo de Internação , Masculino , Pessoa de Meia-Idade , Pneumonectomia/economia , Estudos Retrospectivos , Resultado do Tratamento , Adulto Jovem
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