RESUMO
OBJECTIVE: To construct a clinical decision support system (CDSS) for undergoing surgery based on domain ontology and rules reasoning in the setting of hospitalized diabetic patients. MATERIALS AND METHODS: The ontology was created with a modified ontology development method, including specification and conceptualization, formalization, implementation, and evaluation and maintenance. The Protégé-Web Ontology Language editor was used to implement the ontology. Embedded clinical knowledge was elicited to complement the domain ontology with formal concept analysis. The decision rules were translated into JENA format, which JENA can use to infer recommendations based on patient clinical situations. RESULTS: The ontology includes 31 classes and 13 properties, plus 38 JENA rules that were built to generate recommendations. The evaluation studies confirmed the correctness of the ontology, acceptance of recommendations, satisfaction with the system, and usefulness of the ontology for glycemic management of diabetic patients undergoing surgery, especially for domain experts. CONCLUSIONS: The contribution of this research is to set up an evidence-based hybrid ontology and an evaluation method for CDSS. The system can help clinicians to achieve inpatient glycemic control in diabetic patients undergoing surgery while avoiding hypoglycemia.
Assuntos
Ontologias Biológicas/organização & administração , Sistemas de Apoio a Decisões Clínicas/organização & administração , Diabetes Mellitus/cirurgia , Insulina/administração & dosagem , Procedimentos Cirúrgicos Operatórios/métodos , Diabetes Mellitus/diagnóstico , Diabetes Mellitus/tratamento farmacológico , Feminino , Humanos , Masculino , Monitorização Intraoperatória/métodos , Monitorização Fisiológica/métodos , Complicações Pós-Operatórias/prevenção & controle , Desenvolvimento de Programas , Avaliação de Programas e Projetos de Saúde , Medição de Risco , Índice de Gravidade de Doença , Procedimentos Cirúrgicos Operatórios/efeitos adversos , TaiwanRESUMO
BACKGROUND: This study tests the validity of a newly-proposed spring constant method to analyze arterial elasticity in type 2 diabetic patients. METHODS: The experimental group comprised 66 participants (36 men and 30 women) ranging between 46 and 86 years of age, all with diabetes mellitus. In the experimental group, 21 participants suffered from atherosclerosis. All were subjected to the measurements of both the carotid-femoral pulse wave velocity (cfPWV) and the spring constant method. The comparison (control) group comprised 66 normal participants (37 men and 29 women) with an age range of 40 to 80 years who did not have diabetes mellitus. All control group members were subjected to measurement by the spring constant method. RESULTS: Statistical analysis of the experimental and control groups indicated a significant negative correlation between the spring constant and the cfPWV (P < .001; r = - 0.824 and - 0.71). Multivariate analysis similarly indicated a close relationship. The Student's t test was used to examine the difference in the spring constant parameter between the experimental and control groups. A P-value less than .05 confirmed that the difference between the 2 groups was statistically significant. In receiver operating characteristic curve (ROC), the Area Under Curve (AUC, = 0.85) indicates good discrimination. These findings imply that the spring constant method can effectively identify normal versus abnormal characteristics of elasticity in normal and diabetic participants. CONCLUSIONS: This study verifies the use of the spring constant method to assess arterial elasticity, and found it to be efficient and simple to use. The spring constant method should prove useful not only for improving clinical diagnoses, but also for screening diabetic patients who display early evidence of vascular disease.
Assuntos
Aterosclerose/diagnóstico , Determinação da Pressão Arterial/métodos , Artérias Carótidas/fisiopatologia , Diabetes Mellitus Tipo 2/complicações , Angiopatias Diabéticas/diagnóstico , Artéria Femoral/fisiopatologia , Modelos Cardiovasculares , Processamento de Sinais Assistido por Computador , Rigidez Vascular , Idoso , Idoso de 80 Anos ou mais , Pressão Arterial , Aterosclerose/etiologia , Aterosclerose/fisiopatologia , Determinação da Pressão Arterial/instrumentação , Estudos de Casos e Controles , Diabetes Mellitus Tipo 2/fisiopatologia , Angiopatias Diabéticas/etiologia , Angiopatias Diabéticas/fisiopatologia , Elasticidade , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Valor Preditivo dos Testes , Fluxo Pulsátil , Análise de Onda de Pulso , Curva ROC , Reprodutibilidade dos Testes , Taiwan , Transdutores de PressãoRESUMO
Both diabetic peripheral neuropathy and peripheral arterial disease (PAD) cause foot ulcers and often result in non-traumatic amputations in patients with type 2 diabetes. This study aimed to evaluate the association between clinical variables, PAD, and subclinical diabetic small fiber peripheral neuropathy detected by abnormal thermal thresholds of the lower extremities in patients with type 2 diabetes.We investigated 725 consecutive patients with type 2 diabetes (male/female: 372/353; mean age, 67â±â11 years) who did not have apparent cardiovascular disease (including coronary artery disease, arrhythmia, and stroke) and who underwent the quantitative sensory test for thermal (warm and cold) thresholds of the lower limbs and ankle-brachial index (ABI)/toe-brachial index (TBI) examinations in 2015. The analyses included glycated hemoglobin, estimated glomerular filtration rate, and other characteristics.In total, 539 (74.3%) patients showed an abnormality of at least 1 thermal threshold in their feet. All patients with an abnormal ABI (<0.9) had concurrent impaired thermal thresholds, and 93% (87/94) of patients with an abnormal TBI experienced abnormal thermal thresholds in the lower limbs. Age- and sex-adjusted TBI and estimated glomerular filtration rate were significantly correlated to abnormal thermal thresholds. In the multivariate analysis, fasting plasma glucose, and glycated hemoglobin were independently associated with abnormal thermal thresholds in the lower extremities.Subclinical thermal threshold abnormalities of the feet are significantly associated with PAD and nephropathy in patients who have type 2 diabetes without cardiovascular disease.
Assuntos
Diabetes Mellitus Tipo 2/fisiopatologia , Pé Diabético/fisiopatologia , Doença Arterial Periférica/fisiopatologia , Limiar Sensorial/fisiologia , Temperatura , Idoso , Índice Tornozelo-Braço , Estudos Transversais , Diabetes Mellitus Tipo 2/complicações , Pé Diabético/complicações , Feminino , Taxa de Filtração Glomerular , Humanos , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Doença Arterial Periférica/complicações , Estudos Retrospectivos , Distribuição por Sexo , Inquéritos e QuestionáriosRESUMO
Introduction: Although a number of researchers have considered the positive potential of Clinical Decision Support System (CDSS), they did not consider that patients' attitude which leads to active treatment strategies or HbA1c targets. Materials and Methods: We adopted the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD) published to propose an HbA1c target and antidiabetic medication recommendation system for patients. Based on the antidiabetic medication profiles, which were presented by the American Association of Clinical Endocrinologists (AACE) and American College of Endocrinology (ACE), we use TOPSIS to calculate the ranking of antidiabetic medications. Results: The endocrinologist set up ten virtual patients' medical data to evaluate a decision support system. The system indicates that the CDSS performs well and is useful to 87%, and the recommendation system is suitable for outpatients. The evaluation results of the antidiabetic medications show that the system has 85% satisfaction degree which can assist clinicians to manage T2DM while selecting antidiabetic medications. Conclusions: In addition to aiding doctors' clinical diagnosis, the system not only can serve as a guide for specialty physicians but also can help nonspecialty doctors and young doctors with their drug prescriptions.
Assuntos
Sistemas de Apoio a Decisões Clínicas , Diabetes Mellitus Tipo 2/tratamento farmacológico , Hemoglobinas Glicadas/metabolismo , Hipoglicemiantes/uso terapêutico , Cooperação do Paciente , Padrões de Prática Médica , Ontologias Biológicas , Diabetes Mellitus Tipo 2/sangue , Endocrinologia , Humanos , Hipoglicemiantes/administração & dosagem , Guias de Prática Clínica como AssuntoRESUMO
AIMS: Albuminuria and a reduced estimated glomerular filtration rate (eGFR) are known risk factors of poor cardiovascular outcomes in diabetic patients. We here aimed to investigate the determinants of incident albuminuria and rapid progression of renal dysfunction in patients with type 2 diabetes. METHODS: Type 2 diabetic outpatients (n=215) with a mean baseline eGFR of 87±20 mLmin(-1)1.73 m(-2) were followed for 12 months. Urinary albuminuria was defined according to the urine albumin-to-creatinine ratio (UACR). RESULTS: Among 132 patients with normoalbuminuria at baseline, 20 (15.2%) progressed to a more advanced stage of albuminuria within 1 year, and 20.5% of the 215 patients experienced a rapid decline in eGFR (eGFR reduction >5 mLmin(-1)1.73 m(-2)year(-1)). After adjusting for potential confounders, both baseline UACR and systolic blood pressure (SBP) were found to be significant independent factors for incident albuminuria and a rapid decline of eGFR in separate models. Using receiver operating characteristic curves, systolic blood pressures of 132 and 138 mmHg were found to predict incident albuminuria and a rapid decline of eGFR, respectively. CONCLUSIONS: In addition to baseline UACR, SBP is one of the most powerful modifiable independent risk factors for incident albuminuria and a rapid renal function decline in type 2 diabetic patients without symptomatic cardiovascular disease.
Assuntos
Albuminúria/diagnóstico , Pressão Sanguínea , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/fisiopatologia , Nefropatias Diabéticas/diagnóstico , Rim/fisiopatologia , Idoso , Albuminúria/epidemiologia , Albuminúria/fisiopatologia , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/epidemiologia , Nefropatias Diabéticas/epidemiologia , Nefropatias Diabéticas/fisiopatologia , Progressão da Doença , Feminino , Taxa de Filtração Glomerular , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Prognóstico , Estudos RetrospectivosRESUMO
INTRODUCTION: Diabetes and its vascular complications are main noncommunicable chronic diseases and major global health issues. Peripheral arterial disease (PAD) is highly prevalent in diabetes with nephropathy. We evaluated the associations of variables of arterial stiffness and the decline in estimated glomerular filtration rate (eGFR) in patients with type 2 diabetes. MATERIALS AND METHODS: A total of 577 type 2 diabetic patients (mean ± SD: age, 63 ± 11 years) were enrolled. A rapid decline in eGFR was defined as progressively lower eGFR detected at both the 6- and 12-month follow-up visits, plus a reduction in eGFR more than 3 mL · min(-1)per 1.73 m(2) per year. RESULTS: Higher glycated hemoglobin (HbA1c), systolic blood pressure (SBP), pulse pressure (PP), and brachial-ankle pulse wave velocity (ba-PWV) at baseline were independently associated with a rapid decline in eGFR. The adjusted odds ratios (95% confidence intervals) for a rapid decline in eGFR for ba-PWV, SBP, and PP were 1.072 (1.011-1.136), 1.014 (1.004-1.025), and 1.025 (1.008-1.041), respectively, after adjustment for gender, age, body mass index, smoking, HbA1c, and baseline eGFR in separated models. CONCLUSIONS: Ba-PWV may serve as a simple and noninvasive predictor of rapid renal function progression in type 2 diabetic patients.